From 8874ce58d5ee77df7844c6b49ae5180736fee00e Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Wed, 7 Aug 2024 18:09:31 +0530
Subject: [PATCH 01/33] feat: add `vid_vec_rep_clip` operator

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/Dockerfile                                |   3 +-
 src/core/operators/test_vid_vec_rep_clip.py   |  34 +
 src/core/operators/vid_vec_rep_clip.py        | 157 ++++
 .../vid_vec_rep_clip_requirements.in          |   3 +
 .../vid_vec_rep_clip_requirements.txt         | 807 ++++++++++++++++++
 5 files changed, 1002 insertions(+), 2 deletions(-)
 create mode 100644 src/core/operators/test_vid_vec_rep_clip.py
 create mode 100644 src/core/operators/vid_vec_rep_clip.py
 create mode 100644 src/core/operators/vid_vec_rep_clip_requirements.in
 create mode 100644 src/core/operators/vid_vec_rep_clip_requirements.txt

diff --git a/src/Dockerfile b/src/Dockerfile
index c161ec6..6ddada6 100644
--- a/src/Dockerfile
+++ b/src/Dockerfile
@@ -30,8 +30,7 @@ ENV PATH="/usr/app/venv/bin:$PATH"
 COPY --chown=python:python base_requirements.txt /usr/app/base_requirements.txt
 RUN pip install --no-cache-dir --require-hashes --no-deps -r /usr/app/base_requirements.txt
 
-RUN apt-get update && apt-get -y upgrade && apt-get install -y --no-install-recommends vim curl
-RUN apt-get install -y --no-install-recommends ffmpeg
+RUN apt-get update --fix-missing && apt-get -y upgrade && apt-get install -y --no-install-recommends vim curl ffmpeg
 # RUN apt-get update && \
 #     apt-get -y upgrade && \
 #     apt-get install -y tesseract-ocr tesseract-ocr-hin
diff --git a/src/core/operators/test_vid_vec_rep_clip.py b/src/core/operators/test_vid_vec_rep_clip.py
new file mode 100644
index 0000000..4e34171
--- /dev/null
+++ b/src/core/operators/test_vid_vec_rep_clip.py
@@ -0,0 +1,34 @@
+import unittest
+from unittest.case import skip
+from core.operators import vid_vec_rep_clip
+from core.models.media_factory import VideoFactory
+
+
+class Test(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # initialize operator
+        param = {}
+        vid_vec_rep_clip.initialize(param)
+
+    @classmethod
+    def tearDownClass(cls):
+        # delete config files
+        pass
+
+    # @skip
+    def test_sample_video_from_disk(self):
+        video_path = VideoFactory.make_from_file_on_disk(
+            r"core/operators/sample_data/sample-cat-video.mp4"
+        )
+        result = vid_vec_rep_clip.run(video_path)
+        for vec in result:
+            self.assertEqual(len(vec.get("vid_vec")), 512)
+
+    # @skip
+    def test_sample_video_from_url(self):
+        video_url = "https://tattle-media.s3.amazonaws.com/test-data/tattle-search/cat_vid_2mb.mp4"
+        video_path = VideoFactory.make_from_url(video_url)
+        result = vid_vec_rep_clip.run(video_path)
+        for vec in result:
+            self.assertEqual(len(vec.get("vid_vec")), 512)
diff --git a/src/core/operators/vid_vec_rep_clip.py b/src/core/operators/vid_vec_rep_clip.py
new file mode 100644
index 0000000..14190d1
--- /dev/null
+++ b/src/core/operators/vid_vec_rep_clip.py
@@ -0,0 +1,157 @@
+"""
+Operator to extract video vector representations using CLIP-ViT-B-32.
+"""
+
+def initialize(param):
+    """
+    Initializes the operator.
+
+    Args:
+        param (dict): Parameters for initialization
+    """
+    print("Installing packages for vid_vec_rep_clip")
+    global VideoAnalyzer, gendata
+
+    # Imports
+    import os
+    import subprocess
+    import tempfile
+    import torch
+    from PIL import Image
+    from transformers import AutoProcessor, CLIPModel
+
+    # Load the model and processor
+    processor = AutoProcessor.from_pretrained("openai/clip-vit-base-patch32")
+    model = CLIPModel.from_pretrained("openai/clip-vit-base-patch32")
+
+    # Set the device
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+    model.to(device)
+
+    def gendata(vid_analyzer):
+        """
+        Yields video vector representations from a `VideoAnalyzer` prototype.
+
+        Args:
+            vid_analyzer (VideoAnalyzer): `VideoAnalyzer` instance
+
+        Yields:
+            dict: A dictionary containing:
+                - `vid_vec` (list): Vector representation
+                - `is_avg` (bool): A flag indicating whether the vector is the average vector or a I-frame vector
+        """
+        # average vector
+        yield {
+            "vid_vec": vid_analyzer.get_mean_feature().tolist(),
+            "is_avg": True,
+        }
+        # I-frame vectors
+        for keyframe in vid_analyzer.feature_matrix:
+            yield {
+                "vid_vec": keyframe.tolist(),
+                "is_avg": False,
+            }
+
+    class VideoAnalyzer:
+        """
+        A class for video feature extraction.
+        """
+        def __init__(self, fname):
+            """
+            Constructor for the `VideoAnalyzer` class.
+
+            Args:
+                fname (str): Path to the video file
+            """
+            self.model = model
+            self.device = device
+            self.frame_images = []
+            self.feature_matrix = []
+            self.analyze(fname)
+
+        def get_mean_feature(self):
+            """
+            Returns:
+                torch.Tensor: Mean feature vector
+            """
+            return torch.mean(self.feature_matrix, dim=0)
+
+        def analyze(self, fname):
+            """
+            Analyzes the video file and extracts features.
+
+            Args:
+                fname (str): Path to the video file
+
+            Raises:
+                FileNotFoundError: If the file is not found
+            """
+            # check if file exists
+            if not os.path.exists(fname):
+                raise FileNotFoundError(f"File not found: {fname}")
+
+            # Extract I-frames and features
+            self.frame_images = self.extract_frames(fname)
+            print(len(self.frame_images))
+            self.feature_matrix = self.extract_features(self.frame_images)
+
+        def extract_frames(self, fname):
+            """
+            Extracts I-frames from the video file using `ffmpeg`.
+
+            Args:
+                fname (str): Path to the video file
+
+            Returns:
+                list: List of PIL Images
+            """
+            with tempfile.TemporaryDirectory() as temp_dir:
+                # Command to extract I-frames using ffmpeg's command line tool
+                cmd=f"""
+                ffmpeg -i "{fname}" -vf "select=eq(pict_type\,I)" -vsync vfr "{temp_dir}/frame_%05d.jpg"
+                """
+                with subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE) as process:
+                    process.wait()
+                frames = []
+                for filename in os.listdir(temp_dir):
+                    if filename.endswith((".jpg")):
+                        image_path = os.path.join(temp_dir, filename)
+                        with Image.open(image_path) as img:
+                            frames.append(img.copy())
+                return frames
+
+        def extract_features(self, images):
+            """
+            Extracts features from a list of images using pre-trained CLIP-ViT-B-32.
+
+            Args:
+                images (list): List of PIL Images
+
+            Returns:
+                torch.Tensor: Feature matrix of shape (batch, 512)
+            """
+            inputs = processor(images=images, return_tensors="pt", padding=True, truncation=True)
+            inputs = {k: v.to(self.device) for k, v in inputs.items()}  # move to device
+            with torch.no_grad():
+                features = self.model.get_image_features(**inputs)
+                return features
+
+def run(file):
+    """
+    Runs the operator.
+
+    Args:
+        file (dict): `VideoFactory` file object
+
+    Returns:
+        generator: Yields video and I-frame vector representations
+    """
+    fname = file["path"]
+    vid_analyzer = VideoAnalyzer(fname)
+    return gendata(vid_analyzer)
+
+def cleanup(param):
+    pass
+
+def state():
+    pass
diff --git a/src/core/operators/vid_vec_rep_clip_requirements.in b/src/core/operators/vid_vec_rep_clip_requirements.in
new file mode 100644
index 0000000..a36238f
--- /dev/null
+++ b/src/core/operators/vid_vec_rep_clip_requirements.in
@@ -0,0 +1,3 @@
+torch==2.4.0
+pillow==10.4.0
+transformers==4.44.0
\ No newline at end of file
diff --git a/src/core/operators/vid_vec_rep_clip_requirements.txt b/src/core/operators/vid_vec_rep_clip_requirements.txt
new file mode 100644
index 0000000..2665472
--- /dev/null
+++ b/src/core/operators/vid_vec_rep_clip_requirements.txt
@@ -0,0 +1,807 @@
+#
+# This file is autogenerated by pip-compile with Python 3.11
+# by the following command:
+#
+#    pip-compile --allow-unsafe --generate-hashes vid_vec_rep_clip_requirements.in
+#
+certifi==2024.7.4 \
+    --hash=sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b \
+    --hash=sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90
+    # via requests
+charset-normalizer==3.3.2 \
+    --hash=sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027 \
+    --hash=sha256:06a81e93cd441c56a9b65d8e1d043daeb97a3d0856d177d5c90ba85acb3db087 \
+    --hash=sha256:0a55554a2fa0d408816b3b5cedf0045f4b8e1a6065aec45849de2d6f3f8e9786 \
+    --hash=sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8 \
+    --hash=sha256:10955842570876604d404661fbccbc9c7e684caf432c09c715ec38fbae45ae09 \
+    --hash=sha256:122c7fa62b130ed55f8f285bfd56d5f4b4a5b503609d181f9ad85e55c89f4185 \
+    --hash=sha256:1ceae2f17a9c33cb48e3263960dc5fc8005351ee19db217e9b1bb15d28c02574 \
+    --hash=sha256:1d3193f4a680c64b4b6a9115943538edb896edc190f0b222e73761716519268e \
+    --hash=sha256:1f79682fbe303db92bc2b1136016a38a42e835d932bab5b3b1bfcfbf0640e519 \
+    --hash=sha256:2127566c664442652f024c837091890cb1942c30937add288223dc895793f898 \
+    --hash=sha256:22afcb9f253dac0696b5a4be4a1c0f8762f8239e21b99680099abd9b2b1b2269 \
+    --hash=sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3 \
+    --hash=sha256:2e81c7b9c8979ce92ed306c249d46894776a909505d8f5a4ba55b14206e3222f \
+    --hash=sha256:3287761bc4ee9e33561a7e058c72ac0938c4f57fe49a09eae428fd88aafe7bb6 \
+    --hash=sha256:34d1c8da1e78d2e001f363791c98a272bb734000fcef47a491c1e3b0505657a8 \
+    --hash=sha256:37e55c8e51c236f95b033f6fb391d7d7970ba5fe7ff453dad675e88cf303377a \
+    --hash=sha256:3d47fa203a7bd9c5b6cee4736ee84ca03b8ef23193c0d1ca99b5089f72645c73 \
+    --hash=sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc \
+    --hash=sha256:42cb296636fcc8b0644486d15c12376cb9fa75443e00fb25de0b8602e64c1714 \
+    --hash=sha256:45485e01ff4d3630ec0d9617310448a8702f70e9c01906b0d0118bdf9d124cf2 \
+    --hash=sha256:4a78b2b446bd7c934f5dcedc588903fb2f5eec172f3d29e52a9096a43722adfc \
+    --hash=sha256:4ab2fe47fae9e0f9dee8c04187ce5d09f48eabe611be8259444906793ab7cbce \
+    --hash=sha256:4d0d1650369165a14e14e1e47b372cfcb31d6ab44e6e33cb2d4e57265290044d \
+    --hash=sha256:549a3a73da901d5bc3ce8d24e0600d1fa85524c10287f6004fbab87672bf3e1e \
+    --hash=sha256:55086ee1064215781fff39a1af09518bc9255b50d6333f2e4c74ca09fac6a8f6 \
+    --hash=sha256:572c3763a264ba47b3cf708a44ce965d98555f618ca42c926a9c1616d8f34269 \
+    --hash=sha256:573f6eac48f4769d667c4442081b1794f52919e7edada77495aaed9236d13a96 \
+    --hash=sha256:5b4c145409bef602a690e7cfad0a15a55c13320ff7a3ad7ca59c13bb8ba4d45d \
+    --hash=sha256:6463effa3186ea09411d50efc7d85360b38d5f09b870c48e4600f63af490e56a \
+    --hash=sha256:65f6f63034100ead094b8744b3b97965785388f308a64cf8d7c34f2f2e5be0c4 \
+    --hash=sha256:663946639d296df6a2bb2aa51b60a2454ca1cb29835324c640dafb5ff2131a77 \
+    --hash=sha256:6897af51655e3691ff853668779c7bad41579facacf5fd7253b0133308cf000d \
+    --hash=sha256:68d1f8a9e9e37c1223b656399be5d6b448dea850bed7d0f87a8311f1ff3dabb0 \
+    --hash=sha256:6ac7ffc7ad6d040517be39eb591cac5ff87416c2537df6ba3cba3bae290c0fed \
+    --hash=sha256:6b3251890fff30ee142c44144871185dbe13b11bab478a88887a639655be1068 \
+    --hash=sha256:6c4caeef8fa63d06bd437cd4bdcf3ffefe6738fb1b25951440d80dc7df8c03ac \
+    --hash=sha256:6ef1d82a3af9d3eecdba2321dc1b3c238245d890843e040e41e470ffa64c3e25 \
+    --hash=sha256:753f10e867343b4511128c6ed8c82f7bec3bd026875576dfd88483c5c73b2fd8 \
+    --hash=sha256:7cd13a2e3ddeed6913a65e66e94b51d80a041145a026c27e6bb76c31a853c6ab \
+    --hash=sha256:7ed9e526742851e8d5cc9e6cf41427dfc6068d4f5a3bb03659444b4cabf6bc26 \
+    --hash=sha256:7f04c839ed0b6b98b1a7501a002144b76c18fb1c1850c8b98d458ac269e26ed2 \
+    --hash=sha256:802fe99cca7457642125a8a88a084cef28ff0cf9407060f7b93dca5aa25480db \
+    --hash=sha256:80402cd6ee291dcb72644d6eac93785fe2c8b9cb30893c1af5b8fdd753b9d40f \
+    --hash=sha256:8465322196c8b4d7ab6d1e049e4c5cb460d0394da4a27d23cc242fbf0034b6b5 \
+    --hash=sha256:86216b5cee4b06df986d214f664305142d9c76df9b6512be2738aa72a2048f99 \
+    --hash=sha256:87d1351268731db79e0f8e745d92493ee2841c974128ef629dc518b937d9194c \
+    --hash=sha256:8bdb58ff7ba23002a4c5808d608e4e6c687175724f54a5dade5fa8c67b604e4d \
+    --hash=sha256:8c622a5fe39a48f78944a87d4fb8a53ee07344641b0562c540d840748571b811 \
+    --hash=sha256:8d756e44e94489e49571086ef83b2bb8ce311e730092d2c34ca8f7d925cb20aa \
+    --hash=sha256:8f4a014bc36d3c57402e2977dada34f9c12300af536839dc38c0beab8878f38a \
+    --hash=sha256:9063e24fdb1e498ab71cb7419e24622516c4a04476b17a2dab57e8baa30d6e03 \
+    --hash=sha256:90d558489962fd4918143277a773316e56c72da56ec7aa3dc3dbbe20fdfed15b \
+    --hash=sha256:923c0c831b7cfcb071580d3f46c4baf50f174be571576556269530f4bbd79d04 \
+    --hash=sha256:95f2a5796329323b8f0512e09dbb7a1860c46a39da62ecb2324f116fa8fdc85c \
+    --hash=sha256:96b02a3dc4381e5494fad39be677abcb5e6634bf7b4fa83a6dd3112607547001 \
+    --hash=sha256:9f96df6923e21816da7e0ad3fd47dd8f94b2a5ce594e00677c0013018b813458 \
+    --hash=sha256:a10af20b82360ab00827f916a6058451b723b4e65030c5a18577c8b2de5b3389 \
+    --hash=sha256:a50aebfa173e157099939b17f18600f72f84eed3049e743b68ad15bd69b6bf99 \
+    --hash=sha256:a981a536974bbc7a512cf44ed14938cf01030a99e9b3a06dd59578882f06f985 \
+    --hash=sha256:a9a8e9031d613fd2009c182b69c7b2c1ef8239a0efb1df3f7c8da66d5dd3d537 \
+    --hash=sha256:ae5f4161f18c61806f411a13b0310bea87f987c7d2ecdbdaad0e94eb2e404238 \
+    --hash=sha256:aed38f6e4fb3f5d6bf81bfa990a07806be9d83cf7bacef998ab1a9bd660a581f \
+    --hash=sha256:b01b88d45a6fcb69667cd6d2f7a9aeb4bf53760d7fc536bf679ec94fe9f3ff3d \
+    --hash=sha256:b261ccdec7821281dade748d088bb6e9b69e6d15b30652b74cbbac25e280b796 \
+    --hash=sha256:b2b0a0c0517616b6869869f8c581d4eb2dd83a4d79e0ebcb7d373ef9956aeb0a \
+    --hash=sha256:b4a23f61ce87adf89be746c8a8974fe1c823c891d8f86eb218bb957c924bb143 \
+    --hash=sha256:bd8f7df7d12c2db9fab40bdd87a7c09b1530128315d047a086fa3ae3435cb3a8 \
+    --hash=sha256:beb58fe5cdb101e3a055192ac291b7a21e3b7ef4f67fa1d74e331a7f2124341c \
+    --hash=sha256:c002b4ffc0be611f0d9da932eb0f704fe2602a9a949d1f738e4c34c75b0863d5 \
+    --hash=sha256:c083af607d2515612056a31f0a8d9e0fcb5876b7bfc0abad3ecd275bc4ebc2d5 \
+    --hash=sha256:c180f51afb394e165eafe4ac2936a14bee3eb10debc9d9e4db8958fe36afe711 \
+    --hash=sha256:c235ebd9baae02f1b77bcea61bce332cb4331dc3617d254df3323aa01ab47bd4 \
+    --hash=sha256:cd70574b12bb8a4d2aaa0094515df2463cb429d8536cfb6c7ce983246983e5a6 \
+    --hash=sha256:d0eccceffcb53201b5bfebb52600a5fb483a20b61da9dbc885f8b103cbe7598c \
+    --hash=sha256:d965bba47ddeec8cd560687584e88cf699fd28f192ceb452d1d7ee807c5597b7 \
+    --hash=sha256:db364eca23f876da6f9e16c9da0df51aa4f104a972735574842618b8c6d999d4 \
+    --hash=sha256:ddbb2551d7e0102e7252db79ba445cdab71b26640817ab1e3e3648dad515003b \
+    --hash=sha256:deb6be0ac38ece9ba87dea880e438f25ca3eddfac8b002a2ec3d9183a454e8ae \
+    --hash=sha256:e06ed3eb3218bc64786f7db41917d4e686cc4856944f53d5bdf83a6884432e12 \
+    --hash=sha256:e27ad930a842b4c5eb8ac0016b0a54f5aebbe679340c26101df33424142c143c \
+    --hash=sha256:e537484df0d8f426ce2afb2d0f8e1c3d0b114b83f8850e5f2fbea0e797bd82ae \
+    --hash=sha256:eb00ed941194665c332bf8e078baf037d6c35d7c4f3102ea2d4f16ca94a26dc8 \
+    --hash=sha256:eb6904c354526e758fda7167b33005998fb68c46fbc10e013ca97f21ca5c8887 \
+    --hash=sha256:eb8821e09e916165e160797a6c17edda0679379a4be5c716c260e836e122f54b \
+    --hash=sha256:efcb3f6676480691518c177e3b465bcddf57cea040302f9f4e6e191af91174d4 \
+    --hash=sha256:f27273b60488abe721a075bcca6d7f3964f9f6f067c8c4c605743023d7d3944f \
+    --hash=sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5 \
+    --hash=sha256:fb69256e180cb6c8a894fee62b3afebae785babc1ee98b81cdf68bbca1987f33 \
+    --hash=sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519 \
+    --hash=sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561
+    # via requests
+filelock==3.15.4 \
+    --hash=sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb \
+    --hash=sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7
+    # via
+    #   huggingface-hub
+    #   torch
+    #   transformers
+    #   triton
+fsspec==2024.6.1 \
+    --hash=sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e \
+    --hash=sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49
+    # via
+    #   huggingface-hub
+    #   torch
+huggingface-hub==0.24.5 \
+    --hash=sha256:7b45d6744dd53ce9cbf9880957de00e9d10a9ae837f1c9b7255fc8fa4e8264f3 \
+    --hash=sha256:d93fb63b1f1a919a22ce91a14518974e81fc4610bf344dfe7572343ce8d3aced
+    # via
+    #   tokenizers
+    #   transformers
+idna==3.7 \
+    --hash=sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc \
+    --hash=sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0
+    # via requests
+jinja2==3.1.4 \
+    --hash=sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369 \
+    --hash=sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d
+    # via torch
+markupsafe==2.1.5 \
+    --hash=sha256:00e046b6dd71aa03a41079792f8473dc494d564611a8f89bbbd7cb93295ebdcf \
+    --hash=sha256:075202fa5b72c86ad32dc7d0b56024ebdbcf2048c0ba09f1cde31bfdd57bcfff \
+    --hash=sha256:0e397ac966fdf721b2c528cf028494e86172b4feba51d65f81ffd65c63798f3f \
+    --hash=sha256:17b950fccb810b3293638215058e432159d2b71005c74371d784862b7e4683f3 \
+    --hash=sha256:1f3fbcb7ef1f16e48246f704ab79d79da8a46891e2da03f8783a5b6fa41a9532 \
+    --hash=sha256:2174c595a0d73a3080ca3257b40096db99799265e1c27cc5a610743acd86d62f \
+    --hash=sha256:2b7c57a4dfc4f16f7142221afe5ba4e093e09e728ca65c51f5620c9aaeb9a617 \
+    --hash=sha256:2d2d793e36e230fd32babe143b04cec8a8b3eb8a3122d2aceb4a371e6b09b8df \
+    --hash=sha256:30b600cf0a7ac9234b2638fbc0fb6158ba5bdcdf46aeb631ead21248b9affbc4 \
+    --hash=sha256:397081c1a0bfb5124355710fe79478cdbeb39626492b15d399526ae53422b906 \
+    --hash=sha256:3a57fdd7ce31c7ff06cdfbf31dafa96cc533c21e443d57f5b1ecc6cdc668ec7f \
+    --hash=sha256:3c6b973f22eb18a789b1460b4b91bf04ae3f0c4234a0a6aa6b0a92f6f7b951d4 \
+    --hash=sha256:3e53af139f8579a6d5f7b76549125f0d94d7e630761a2111bc431fd820e163b8 \
+    --hash=sha256:4096e9de5c6fdf43fb4f04c26fb114f61ef0bf2e5604b6ee3019d51b69e8c371 \
+    --hash=sha256:4275d846e41ecefa46e2015117a9f491e57a71ddd59bbead77e904dc02b1bed2 \
+    --hash=sha256:4c31f53cdae6ecfa91a77820e8b151dba54ab528ba65dfd235c80b086d68a465 \
+    --hash=sha256:4f11aa001c540f62c6166c7726f71f7573b52c68c31f014c25cc7901deea0b52 \
+    --hash=sha256:5049256f536511ee3f7e1b3f87d1d1209d327e818e6ae1365e8653d7e3abb6a6 \
+    --hash=sha256:58c98fee265677f63a4385256a6d7683ab1832f3ddd1e66fe948d5880c21a169 \
+    --hash=sha256:598e3276b64aff0e7b3451b72e94fa3c238d452e7ddcd893c3ab324717456bad \
+    --hash=sha256:5b7b716f97b52c5a14bffdf688f971b2d5ef4029127f1ad7a513973cfd818df2 \
+    --hash=sha256:5dedb4db619ba5a2787a94d877bc8ffc0566f92a01c0ef214865e54ecc9ee5e0 \
+    --hash=sha256:619bc166c4f2de5caa5a633b8b7326fbe98e0ccbfacabd87268a2b15ff73a029 \
+    --hash=sha256:629ddd2ca402ae6dbedfceeba9c46d5f7b2a61d9749597d4307f943ef198fc1f \
+    --hash=sha256:656f7526c69fac7f600bd1f400991cc282b417d17539a1b228617081106feb4a \
+    --hash=sha256:6ec585f69cec0aa07d945b20805be741395e28ac1627333b1c5b0105962ffced \
+    --hash=sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5 \
+    --hash=sha256:7502934a33b54030eaf1194c21c692a534196063db72176b0c4028e140f8f32c \
+    --hash=sha256:7a68b554d356a91cce1236aa7682dc01df0edba8d043fd1ce607c49dd3c1edcf \
+    --hash=sha256:7b2e5a267c855eea6b4283940daa6e88a285f5f2a67f2220203786dfa59b37e9 \
+    --hash=sha256:823b65d8706e32ad2df51ed89496147a42a2a6e01c13cfb6ffb8b1e92bc910bb \
+    --hash=sha256:8590b4ae07a35970728874632fed7bd57b26b0102df2d2b233b6d9d82f6c62ad \
+    --hash=sha256:8dd717634f5a044f860435c1d8c16a270ddf0ef8588d4887037c5028b859b0c3 \
+    --hash=sha256:8dec4936e9c3100156f8a2dc89c4b88d5c435175ff03413b443469c7c8c5f4d1 \
+    --hash=sha256:97cafb1f3cbcd3fd2b6fbfb99ae11cdb14deea0736fc2b0952ee177f2b813a46 \
+    --hash=sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc \
+    --hash=sha256:a549b9c31bec33820e885335b451286e2969a2d9e24879f83fe904a5ce59d70a \
+    --hash=sha256:ac07bad82163452a6884fe8fa0963fb98c2346ba78d779ec06bd7a6262132aee \
+    --hash=sha256:ae2ad8ae6ebee9d2d94b17fb62763125f3f374c25618198f40cbb8b525411900 \
+    --hash=sha256:b91c037585eba9095565a3556f611e3cbfaa42ca1e865f7b8015fe5c7336d5a5 \
+    --hash=sha256:bc1667f8b83f48511b94671e0e441401371dfd0f0a795c7daa4a3cd1dde55bea \
+    --hash=sha256:bec0a414d016ac1a18862a519e54b2fd0fc8bbfd6890376898a6c0891dd82e9f \
+    --hash=sha256:bf50cd79a75d181c9181df03572cdce0fbb75cc353bc350712073108cba98de5 \
+    --hash=sha256:bff1b4290a66b490a2f4719358c0cdcd9bafb6b8f061e45c7a2460866bf50c2e \
+    --hash=sha256:c061bb86a71b42465156a3ee7bd58c8c2ceacdbeb95d05a99893e08b8467359a \
+    --hash=sha256:c8b29db45f8fe46ad280a7294f5c3ec36dbac9491f2d1c17345be8e69cc5928f \
+    --hash=sha256:ce409136744f6521e39fd8e2a24c53fa18ad67aa5bc7c2cf83645cce5b5c4e50 \
+    --hash=sha256:d050b3361367a06d752db6ead6e7edeb0009be66bc3bae0ee9d97fb326badc2a \
+    --hash=sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b \
+    --hash=sha256:d9fad5155d72433c921b782e58892377c44bd6252b5af2f67f16b194987338a4 \
+    --hash=sha256:daa4ee5a243f0f20d528d939d06670a298dd39b1ad5f8a72a4275124a7819eff \
+    --hash=sha256:db0b55e0f3cc0be60c1f19efdde9a637c32740486004f20d1cff53c3c0ece4d2 \
+    --hash=sha256:e61659ba32cf2cf1481e575d0462554625196a1f2fc06a1c777d3f48e8865d46 \
+    --hash=sha256:ea3d8a3d18833cf4304cd2fc9cbb1efe188ca9b5efef2bdac7adc20594a0e46b \
+    --hash=sha256:ec6a563cff360b50eed26f13adc43e61bc0c04d94b8be985e6fb24b81f6dcfdf \
+    --hash=sha256:f5dfb42c4604dddc8e4305050aa6deb084540643ed5804d7455b5df8fe16f5e5 \
+    --hash=sha256:fa173ec60341d6bb97a89f5ea19c85c5643c1e7dedebc22f5181eb73573142c5 \
+    --hash=sha256:fa9db3f79de01457b03d4f01b34cf91bc0048eb2c3846ff26f66687c2f6d16ab \
+    --hash=sha256:fce659a462a1be54d2ffcacea5e3ba2d74daa74f30f5f143fe0c58636e355fdd \
+    --hash=sha256:ffee1f21e5ef0d712f9033568f8344d5da8cc2869dbd08d87c84656e6a2d2f68
+    # via jinja2
+mpmath==1.3.0 \
+    --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
+    --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
+    # via sympy
+networkx==3.3 \
+    --hash=sha256:0c127d8b2f4865f59ae9cb8aafcd60b5c70f3241ebd66f7defad7c4ab90126c9 \
+    --hash=sha256:28575580c6ebdaf4505b22c6256a2b9de86b316dc63ba9e93abde3d78dfdbcf2
+    # via torch
+numpy==2.0.1 \
+    --hash=sha256:08458fbf403bff5e2b45f08eda195d4b0c9b35682311da5a5a0a0925b11b9bd8 \
+    --hash=sha256:0fbb536eac80e27a2793ffd787895242b7f18ef792563d742c2d673bfcb75134 \
+    --hash=sha256:12f5d865d60fb9734e60a60f1d5afa6d962d8d4467c120a1c0cda6eb2964437d \
+    --hash=sha256:15eb4eca47d36ec3f78cde0a3a2ee24cf05ca7396ef808dda2c0ddad7c2bde67 \
+    --hash=sha256:173a00b9995f73b79eb0191129f2455f1e34c203f559dd118636858cc452a1bf \
+    --hash=sha256:1b902ce0e0a5bb7704556a217c4f63a7974f8f43e090aff03fcf262e0b135e02 \
+    --hash=sha256:1f682ea61a88479d9498bf2091fdcd722b090724b08b31d63e022adc063bad59 \
+    --hash=sha256:1f87fec1f9bc1efd23f4227becff04bd0e979e23ca50cc92ec88b38489db3b55 \
+    --hash=sha256:24a0e1befbfa14615b49ba9659d3d8818a0f4d8a1c5822af8696706fbda7310c \
+    --hash=sha256:2c3a346ae20cfd80b6cfd3e60dc179963ef2ea58da5ec074fd3d9e7a1e7ba97f \
+    --hash=sha256:36d3a9405fd7c511804dc56fc32974fa5533bdeb3cd1604d6b8ff1d292b819c4 \
+    --hash=sha256:3fdabe3e2a52bc4eff8dc7a5044342f8bd9f11ef0934fcd3289a788c0eb10018 \
+    --hash=sha256:4127d4303b9ac9f94ca0441138acead39928938660ca58329fe156f84b9f3015 \
+    --hash=sha256:4658c398d65d1b25e1760de3157011a80375da861709abd7cef3bad65d6543f9 \
+    --hash=sha256:485b87235796410c3519a699cfe1faab097e509e90ebb05dcd098db2ae87e7b3 \
+    --hash=sha256:529af13c5f4b7a932fb0e1911d3a75da204eff023ee5e0e79c1751564221a5c8 \
+    --hash=sha256:5a3d94942c331dd4e0e1147f7a8699a4aa47dffc11bf8a1523c12af8b2e91bbe \
+    --hash=sha256:5daab361be6ddeb299a918a7c0864fa8618af66019138263247af405018b04e1 \
+    --hash=sha256:61728fba1e464f789b11deb78a57805c70b2ed02343560456190d0501ba37b0f \
+    --hash=sha256:6790654cb13eab303d8402354fabd47472b24635700f631f041bd0b65e37298a \
+    --hash=sha256:69ff563d43c69b1baba77af455dd0a839df8d25e8590e79c90fcbe1499ebde42 \
+    --hash=sha256:6bf4e6f4a2a2e26655717a1983ef6324f2664d7011f6ef7482e8c0b3d51e82ac \
+    --hash=sha256:6e4eeb6eb2fced786e32e6d8df9e755ce5be920d17f7ce00bc38fcde8ccdbf9e \
+    --hash=sha256:72dc22e9ec8f6eaa206deb1b1355eb2e253899d7347f5e2fae5f0af613741d06 \
+    --hash=sha256:75b4e316c5902d8163ef9d423b1c3f2f6252226d1aa5cd8a0a03a7d01ffc6268 \
+    --hash=sha256:7b9853803278db3bdcc6cd5beca37815b133e9e77ff3d4733c247414e78eb8d1 \
+    --hash=sha256:7d6fddc5fe258d3328cd8e3d7d3e02234c5d70e01ebe377a6ab92adb14039cb4 \
+    --hash=sha256:81b0893a39bc5b865b8bf89e9ad7807e16717f19868e9d234bdaf9b1f1393868 \
+    --hash=sha256:8efc84f01c1cd7e34b3fb310183e72fcdf55293ee736d679b6d35b35d80bba26 \
+    --hash=sha256:8fae4ebbf95a179c1156fab0b142b74e4ba4204c87bde8d3d8b6f9c34c5825ef \
+    --hash=sha256:99d0d92a5e3613c33a5f01db206a33f8fdf3d71f2912b0de1739894668b7a93b \
+    --hash=sha256:9adbd9bb520c866e1bfd7e10e1880a1f7749f1f6e5017686a5fbb9b72cf69f82 \
+    --hash=sha256:a1e01dcaab205fbece13c1410253a9eea1b1c9b61d237b6fa59bcc46e8e89343 \
+    --hash=sha256:a8fc2de81ad835d999113ddf87d1ea2b0f4704cbd947c948d2f5513deafe5a7b \
+    --hash=sha256:b83e16a5511d1b1f8a88cbabb1a6f6a499f82c062a4251892d9ad5d609863fb7 \
+    --hash=sha256:bb2124fdc6e62baae159ebcfa368708867eb56806804d005860b6007388df171 \
+    --hash=sha256:bfc085b28d62ff4009364e7ca34b80a9a080cbd97c2c0630bb5f7f770dae9414 \
+    --hash=sha256:cbab9fc9c391700e3e1287666dfd82d8666d10e69a6c4a09ab97574c0b7ee0a7 \
+    --hash=sha256:e5eeca8067ad04bc8a2a8731183d51d7cbaac66d86085d5f4766ee6bf19c7f87 \
+    --hash=sha256:e9e81fa9017eaa416c056e5d9e71be93d05e2c3c2ab308d23307a8bc4443c368 \
+    --hash=sha256:ea2326a4dca88e4a274ba3a4405eb6c6467d3ffbd8c7d38632502eaae3820587 \
+    --hash=sha256:eacf3291e263d5a67d8c1a581a8ebbcfd6447204ef58828caf69a5e3e8c75990 \
+    --hash=sha256:ec87f5f8aca726117a1c9b7083e7656a9d0d606eec7299cc067bb83d26f16e0c \
+    --hash=sha256:f1659887361a7151f89e79b276ed8dff3d75877df906328f14d8bb40bb4f5101 \
+    --hash=sha256:f9cf5ea551aec449206954b075db819f52adc1638d46a6738253a712d553c7b4
+    # via transformers
+nvidia-cublas-cu12==12.1.3.1 \
+    --hash=sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906 \
+    --hash=sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728
+    # via
+    #   nvidia-cudnn-cu12
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-cuda-cupti-cu12==12.1.105 \
+    --hash=sha256:bea8236d13a0ac7190bd2919c3e8e6ce1e402104276e6f9694479e48bb0eb2a4 \
+    --hash=sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e
+    # via torch
+nvidia-cuda-nvrtc-cu12==12.1.105 \
+    --hash=sha256:0a98a522d9ff138b96c010a65e145dc1b4850e9ecb75a0172371793752fd46ed \
+    --hash=sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2
+    # via torch
+nvidia-cuda-runtime-cu12==12.1.105 \
+    --hash=sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40 \
+    --hash=sha256:dfb46ef84d73fababab44cf03e3b83f80700d27ca300e537f85f636fac474344
+    # via torch
+nvidia-cudnn-cu12==9.1.0.70 \
+    --hash=sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f \
+    --hash=sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a
+    # via torch
+nvidia-cufft-cu12==11.0.2.54 \
+    --hash=sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56 \
+    --hash=sha256:d9ac353f78ff89951da4af698f80870b1534ed69993f10a4cf1d96f21357e253
+    # via torch
+nvidia-curand-cu12==10.3.2.106 \
+    --hash=sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a \
+    --hash=sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0
+    # via torch
+nvidia-cusolver-cu12==11.4.5.107 \
+    --hash=sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5 \
+    --hash=sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd
+    # via torch
+nvidia-cusparse-cu12==12.1.0.106 \
+    --hash=sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a \
+    --hash=sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c
+    # via
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-nccl-cu12==2.20.5 \
+    --hash=sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56 \
+    --hash=sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01
+    # via torch
+nvidia-nvjitlink-cu12==12.6.20 \
+    --hash=sha256:562ab97ea2c23164823b2a89cb328d01d45cb99634b8c65fe7cd60d14562bd79 \
+    --hash=sha256:84fb38465a5bc7c70cbc320cfd0963eb302ee25a5e939e9f512bbba55b6072fb \
+    --hash=sha256:ed3c43a17f37b0c922a919203d2d36cbef24d41cc3e6b625182f8b58203644f6
+    # via
+    #   nvidia-cusolver-cu12
+    #   nvidia-cusparse-cu12
+nvidia-nvtx-cu12==12.1.105 \
+    --hash=sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82 \
+    --hash=sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5
+    # via torch
+packaging==24.1 \
+    --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002 \
+    --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124
+    # via
+    #   huggingface-hub
+    #   transformers
+pillow==10.4.0 \
+    --hash=sha256:02a2be69f9c9b8c1e97cf2713e789d4e398c751ecfd9967c18d0ce304efbf885 \
+    --hash=sha256:030abdbe43ee02e0de642aee345efa443740aa4d828bfe8e2eb11922ea6a21ea \
+    --hash=sha256:06b2f7898047ae93fad74467ec3d28fe84f7831370e3c258afa533f81ef7f3df \
+    --hash=sha256:0755ffd4a0c6f267cccbae2e9903d95477ca2f77c4fcf3a3a09570001856c8a5 \
+    --hash=sha256:0a9ec697746f268507404647e531e92889890a087e03681a3606d9b920fbee3c \
+    --hash=sha256:0ae24a547e8b711ccaaf99c9ae3cd975470e1a30caa80a6aaee9a2f19c05701d \
+    --hash=sha256:134ace6dc392116566980ee7436477d844520a26a4b1bd4053f6f47d096997fd \
+    --hash=sha256:166c1cd4d24309b30d61f79f4a9114b7b2313d7450912277855ff5dfd7cd4a06 \
+    --hash=sha256:1b5dea9831a90e9d0721ec417a80d4cbd7022093ac38a568db2dd78363b00908 \
+    --hash=sha256:1d846aea995ad352d4bdcc847535bd56e0fd88d36829d2c90be880ef1ee4668a \
+    --hash=sha256:1ef61f5dd14c300786318482456481463b9d6b91ebe5ef12f405afbba77ed0be \
+    --hash=sha256:297e388da6e248c98bc4a02e018966af0c5f92dfacf5a5ca22fa01cb3179bca0 \
+    --hash=sha256:298478fe4f77a4408895605f3482b6cc6222c018b2ce565c2b6b9c354ac3229b \
+    --hash=sha256:29dbdc4207642ea6aad70fbde1a9338753d33fb23ed6956e706936706f52dd80 \
+    --hash=sha256:2db98790afc70118bd0255c2eeb465e9767ecf1f3c25f9a1abb8ffc8cfd1fe0a \
+    --hash=sha256:32cda9e3d601a52baccb2856b8ea1fc213c90b340c542dcef77140dfa3278a9e \
+    --hash=sha256:37fb69d905be665f68f28a8bba3c6d3223c8efe1edf14cc4cfa06c241f8c81d9 \
+    --hash=sha256:416d3a5d0e8cfe4f27f574362435bc9bae57f679a7158e0096ad2beb427b8696 \
+    --hash=sha256:43efea75eb06b95d1631cb784aa40156177bf9dd5b4b03ff38979e048258bc6b \
+    --hash=sha256:4b35b21b819ac1dbd1233317adeecd63495f6babf21b7b2512d244ff6c6ce309 \
+    --hash=sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e \
+    --hash=sha256:5161eef006d335e46895297f642341111945e2c1c899eb406882a6c61a4357ab \
+    --hash=sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d \
+    --hash=sha256:551d3fd6e9dc15e4c1eb6fc4ba2b39c0c7933fa113b220057a34f4bb3268a060 \
+    --hash=sha256:59291fb29317122398786c2d44427bbd1a6d7ff54017075b22be9d21aa59bd8d \
+    --hash=sha256:5b001114dd152cfd6b23befeb28d7aee43553e2402c9f159807bf55f33af8a8d \
+    --hash=sha256:5b4815f2e65b30f5fbae9dfffa8636d992d49705723fe86a3661806e069352d4 \
+    --hash=sha256:5dc6761a6efc781e6a1544206f22c80c3af4c8cf461206d46a1e6006e4429ff3 \
+    --hash=sha256:5e84b6cc6a4a3d76c153a6b19270b3526a5a8ed6b09501d3af891daa2a9de7d6 \
+    --hash=sha256:6209bb41dc692ddfee4942517c19ee81b86c864b626dbfca272ec0f7cff5d9fb \
+    --hash=sha256:673655af3eadf4df6b5457033f086e90299fdd7a47983a13827acf7459c15d94 \
+    --hash=sha256:6c762a5b0997f5659a5ef2266abc1d8851ad7749ad9a6a5506eb23d314e4f46b \
+    --hash=sha256:7086cc1d5eebb91ad24ded9f58bec6c688e9f0ed7eb3dbbf1e4800280a896496 \
+    --hash=sha256:73664fe514b34c8f02452ffb73b7a92c6774e39a647087f83d67f010eb9a0cf0 \
+    --hash=sha256:76a911dfe51a36041f2e756b00f96ed84677cdeb75d25c767f296c1c1eda1319 \
+    --hash=sha256:780c072c2e11c9b2c7ca37f9a2ee8ba66f44367ac3e5c7832afcfe5104fd6d1b \
+    --hash=sha256:7928ecbf1ece13956b95d9cbcfc77137652b02763ba384d9ab508099a2eca856 \
+    --hash=sha256:7970285ab628a3779aecc35823296a7869f889b8329c16ad5a71e4901a3dc4ef \
+    --hash=sha256:7a8d4bade9952ea9a77d0c3e49cbd8b2890a399422258a77f357b9cc9be8d680 \
+    --hash=sha256:7c1ee6f42250df403c5f103cbd2768a28fe1a0ea1f0f03fe151c8741e1469c8b \
+    --hash=sha256:7dfecdbad5c301d7b5bde160150b4db4c659cee2b69589705b6f8a0c509d9f42 \
+    --hash=sha256:812f7342b0eee081eaec84d91423d1b4650bb9828eb53d8511bcef8ce5aecf1e \
+    --hash=sha256:866b6942a92f56300012f5fbac71f2d610312ee65e22f1aa2609e491284e5597 \
+    --hash=sha256:86dcb5a1eb778d8b25659d5e4341269e8590ad6b4e8b44d9f4b07f8d136c414a \
+    --hash=sha256:87dd88ded2e6d74d31e1e0a99a726a6765cda32d00ba72dc37f0651f306daaa8 \
+    --hash=sha256:8bc1a764ed8c957a2e9cacf97c8b2b053b70307cf2996aafd70e91a082e70df3 \
+    --hash=sha256:8d4d5063501b6dd4024b8ac2f04962d661222d120381272deea52e3fc52d3736 \
+    --hash=sha256:8f0aef4ef59694b12cadee839e2ba6afeab89c0f39a3adc02ed51d109117b8da \
+    --hash=sha256:930044bb7679ab003b14023138b50181899da3f25de50e9dbee23b61b4de2126 \
+    --hash=sha256:950be4d8ba92aca4b2bb0741285a46bfae3ca699ef913ec8416c1b78eadd64cd \
+    --hash=sha256:961a7293b2457b405967af9c77dcaa43cc1a8cd50d23c532e62d48ab6cdd56f5 \
+    --hash=sha256:9b885f89040bb8c4a1573566bbb2f44f5c505ef6e74cec7ab9068c900047f04b \
+    --hash=sha256:9f4727572e2918acaa9077c919cbbeb73bd2b3ebcfe033b72f858fc9fbef0026 \
+    --hash=sha256:a02364621fe369e06200d4a16558e056fe2805d3468350df3aef21e00d26214b \
+    --hash=sha256:a985e028fc183bf12a77a8bbf36318db4238a3ded7fa9df1b9a133f1cb79f8fc \
+    --hash=sha256:ac1452d2fbe4978c2eec89fb5a23b8387aba707ac72810d9490118817d9c0b46 \
+    --hash=sha256:b15e02e9bb4c21e39876698abf233c8c579127986f8207200bc8a8f6bb27acf2 \
+    --hash=sha256:b2724fdb354a868ddf9a880cb84d102da914e99119211ef7ecbdc613b8c96b3c \
+    --hash=sha256:bbc527b519bd3aa9d7f429d152fea69f9ad37c95f0b02aebddff592688998abe \
+    --hash=sha256:bcd5e41a859bf2e84fdc42f4edb7d9aba0a13d29a2abadccafad99de3feff984 \
+    --hash=sha256:bd2880a07482090a3bcb01f4265f1936a903d70bc740bfcb1fd4e8a2ffe5cf5a \
+    --hash=sha256:bee197b30783295d2eb680b311af15a20a8b24024a19c3a26431ff83eb8d1f70 \
+    --hash=sha256:bf2342ac639c4cf38799a44950bbc2dfcb685f052b9e262f446482afaf4bffca \
+    --hash=sha256:c76e5786951e72ed3686e122d14c5d7012f16c8303a674d18cdcd6d89557fc5b \
+    --hash=sha256:cbed61494057c0f83b83eb3a310f0bf774b09513307c434d4366ed64f4128a91 \
+    --hash=sha256:cfdd747216947628af7b259d274771d84db2268ca062dd5faf373639d00113a3 \
+    --hash=sha256:d7480af14364494365e89d6fddc510a13e5a2c3584cb19ef65415ca57252fb84 \
+    --hash=sha256:dbc6ae66518ab3c5847659e9988c3b60dc94ffb48ef9168656e0019a93dbf8a1 \
+    --hash=sha256:dc3e2db6ba09ffd7d02ae9141cfa0ae23393ee7687248d46a7507b75d610f4f5 \
+    --hash=sha256:dfe91cb65544a1321e631e696759491ae04a2ea11d36715eca01ce07284738be \
+    --hash=sha256:e4d49b85c4348ea0b31ea63bc75a9f3857869174e2bf17e7aba02945cd218e6f \
+    --hash=sha256:e4db64794ccdf6cb83a59d73405f63adbe2a1887012e308828596100a0b2f6cc \
+    --hash=sha256:e553cad5179a66ba15bb18b353a19020e73a7921296a7979c4a2b7f6a5cd57f9 \
+    --hash=sha256:e88d5e6ad0d026fba7bdab8c3f225a69f063f116462c49892b0149e21b6c0a0e \
+    --hash=sha256:ecd85a8d3e79cd7158dec1c9e5808e821feea088e2f69a974db5edf84dc53141 \
+    --hash=sha256:f5b92f4d70791b4a67157321c4e8225d60b119c5cc9aee8ecf153aace4aad4ef \
+    --hash=sha256:f5f0c3e969c8f12dd2bb7e0b15d5c468b51e5017e01e2e867335c81903046a22 \
+    --hash=sha256:f7baece4ce06bade126fb84b8af1c33439a76d8a6fd818970215e0560ca28c27 \
+    --hash=sha256:ff25afb18123cea58a591ea0244b92eb1e61a1fd497bf6d6384f09bc3262ec3e \
+    --hash=sha256:ff337c552345e95702c5fde3158acb0625111017d0e5f24bf3acdb9cc16b90d1
+    # via -r vid_vec_rep_clip_requirements.in
+pyyaml==6.0.2 \
+    --hash=sha256:01179a4a8559ab5de078078f37e5c1a30d76bb88519906844fd7bdea1b7729ff \
+    --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \
+    --hash=sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086 \
+    --hash=sha256:0b69e4ce7a131fe56b7e4d770c67429700908fc0752af059838b1cfb41960e4e \
+    --hash=sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133 \
+    --hash=sha256:11d8f3dd2b9c1207dcaf2ee0bbbfd5991f571186ec9cc78427ba5bd32afae4b5 \
+    --hash=sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484 \
+    --hash=sha256:1e2120ef853f59c7419231f3bf4e7021f1b936f6ebd222406c3b60212205d2ee \
+    --hash=sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5 \
+    --hash=sha256:23502f431948090f597378482b4812b0caae32c22213aecf3b55325e049a6c68 \
+    --hash=sha256:24471b829b3bf607e04e88d79542a9d48bb037c2267d7927a874e6c205ca7e9a \
+    --hash=sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf \
+    --hash=sha256:2e99c6826ffa974fe6e27cdb5ed0021786b03fc98e5ee3c5bfe1fd5015f42b99 \
+    --hash=sha256:39693e1f8320ae4f43943590b49779ffb98acb81f788220ea932a6b6c51004d8 \
+    --hash=sha256:3ad2a3decf9aaba3d29c8f537ac4b243e36bef957511b4766cb0057d32b0be85 \
+    --hash=sha256:3b1fdb9dc17f5a7677423d508ab4f243a726dea51fa5e70992e59a7411c89d19 \
+    --hash=sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc \
+    --hash=sha256:43fa96a3ca0d6b1812e01ced1044a003533c47f6ee8aca31724f78e93ccc089a \
+    --hash=sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1 \
+    --hash=sha256:5ac9328ec4831237bec75defaf839f7d4564be1e6b25ac710bd1a96321cc8317 \
+    --hash=sha256:5d225db5a45f21e78dd9358e58a98702a0302f2659a3c6cd320564b75b86f47c \
+    --hash=sha256:6395c297d42274772abc367baaa79683958044e5d3835486c16da75d2a694631 \
+    --hash=sha256:688ba32a1cffef67fd2e9398a2efebaea461578b0923624778664cc1c914db5d \
+    --hash=sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652 \
+    --hash=sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5 \
+    --hash=sha256:797b4f722ffa07cc8d62053e4cff1486fa6dc094105d13fea7b1de7d8bf71c9e \
+    --hash=sha256:7c36280e6fb8385e520936c3cb3b8042851904eba0e58d277dca80a5cfed590b \
+    --hash=sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8 \
+    --hash=sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476 \
+    --hash=sha256:82d09873e40955485746739bcb8b4586983670466c23382c19cffecbf1fd8706 \
+    --hash=sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563 \
+    --hash=sha256:8824b5a04a04a047e72eea5cec3bc266db09e35de6bdfe34c9436ac5ee27d237 \
+    --hash=sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b \
+    --hash=sha256:9056c1ecd25795207ad294bcf39f2db3d845767be0ea6e6a34d856f006006083 \
+    --hash=sha256:936d68689298c36b53b29f23c6dbb74de12b4ac12ca6cfe0e047bedceea56180 \
+    --hash=sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425 \
+    --hash=sha256:a4d3091415f010369ae4ed1fc6b79def9416358877534caf6a0fdd2146c87a3e \
+    --hash=sha256:a8786accb172bd8afb8be14490a16625cbc387036876ab6ba70912730faf8e1f \
+    --hash=sha256:a9f8c2e67970f13b16084e04f134610fd1d374bf477b17ec1599185cf611d725 \
+    --hash=sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183 \
+    --hash=sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab \
+    --hash=sha256:cc1c1159b3d456576af7a3e4d1ba7e6924cb39de8f67111c735f6fc832082774 \
+    --hash=sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725 \
+    --hash=sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e \
+    --hash=sha256:d7fded462629cfa4b685c5416b949ebad6cec74af5e2d42905d41e257e0869f5 \
+    --hash=sha256:d84a1718ee396f54f3a086ea0a66d8e552b2ab2017ef8b420e92edbc841c352d \
+    --hash=sha256:d8e03406cac8513435335dbab54c0d385e4a49e4945d2909a581c83647ca0290 \
+    --hash=sha256:e10ce637b18caea04431ce14fabcf5c64a1c61ec9c56b071a4b7ca131ca52d44 \
+    --hash=sha256:ec031d5d2feb36d1d1a24380e4db6d43695f3748343d99434e6f5f9156aaa2ed \
+    --hash=sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4 \
+    --hash=sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba \
+    --hash=sha256:f753120cb8181e736c57ef7636e83f31b9c0d1722c516f7e86cf15b7aa57ff12 \
+    --hash=sha256:ff3824dc5261f50c9b0dfb3be22b4567a6f938ccce4587b38952d85fd9e9afe4
+    # via
+    #   huggingface-hub
+    #   transformers
+regex==2024.7.24 \
+    --hash=sha256:01b689e887f612610c869421241e075c02f2e3d1ae93a037cb14f88ab6a8934c \
+    --hash=sha256:04ce29e2c5fedf296b1a1b0acc1724ba93a36fb14031f3abfb7abda2806c1535 \
+    --hash=sha256:0ffe3f9d430cd37d8fa5632ff6fb36d5b24818c5c986893063b4e5bdb84cdf24 \
+    --hash=sha256:18300a1d78cf1290fa583cd8b7cde26ecb73e9f5916690cf9d42de569c89b1ce \
+    --hash=sha256:185e029368d6f89f36e526764cf12bf8d6f0e3a2a7737da625a76f594bdfcbfc \
+    --hash=sha256:19c65b00d42804e3fbea9708f0937d157e53429a39b7c61253ff15670ff62cb5 \
+    --hash=sha256:228b0d3f567fafa0633aee87f08b9276c7062da9616931382993c03808bb68ce \
+    --hash=sha256:23acc72f0f4e1a9e6e9843d6328177ae3074b4182167e34119ec7233dfeccf53 \
+    --hash=sha256:25419b70ba00a16abc90ee5fce061228206173231f004437730b67ac77323f0d \
+    --hash=sha256:2dfbb8baf8ba2c2b9aa2807f44ed272f0913eeeba002478c4577b8d29cde215c \
+    --hash=sha256:2f1baff13cc2521bea83ab2528e7a80cbe0ebb2c6f0bfad15be7da3aed443908 \
+    --hash=sha256:33e2614a7ce627f0cdf2ad104797d1f68342d967de3695678c0cb84f530709f8 \
+    --hash=sha256:3426de3b91d1bc73249042742f45c2148803c111d1175b283270177fdf669024 \
+    --hash=sha256:382281306e3adaaa7b8b9ebbb3ffb43358a7bbf585fa93821300a418bb975281 \
+    --hash=sha256:3d974d24edb231446f708c455fd08f94c41c1ff4f04bcf06e5f36df5ef50b95a \
+    --hash=sha256:3f3b6ca8eae6d6c75a6cff525c8530c60e909a71a15e1b731723233331de4169 \
+    --hash=sha256:3fac296f99283ac232d8125be932c5cd7644084a30748fda013028c815ba3364 \
+    --hash=sha256:416c0e4f56308f34cdb18c3f59849479dde5b19febdcd6e6fa4d04b6c31c9faa \
+    --hash=sha256:438d9f0f4bc64e8dea78274caa5af971ceff0f8771e1a2333620969936ba10be \
+    --hash=sha256:43affe33137fcd679bdae93fb25924979517e011f9dea99163f80b82eadc7e53 \
+    --hash=sha256:44fc61b99035fd9b3b9453f1713234e5a7c92a04f3577252b45feefe1b327759 \
+    --hash=sha256:45104baae8b9f67569f0f1dca5e1f1ed77a54ae1cd8b0b07aba89272710db61e \
+    --hash=sha256:4fdd1384619f406ad9037fe6b6eaa3de2749e2e12084abc80169e8e075377d3b \
+    --hash=sha256:538d30cd96ed7d1416d3956f94d54e426a8daf7c14527f6e0d6d425fcb4cca52 \
+    --hash=sha256:558a57cfc32adcf19d3f791f62b5ff564922942e389e3cfdb538a23d65a6b610 \
+    --hash=sha256:5eefee9bfe23f6df09ffb6dfb23809f4d74a78acef004aa904dc7c88b9944b05 \
+    --hash=sha256:64bd50cf16bcc54b274e20235bf8edbb64184a30e1e53873ff8d444e7ac656b2 \
+    --hash=sha256:65fd3d2e228cae024c411c5ccdffae4c315271eee4a8b839291f84f796b34eca \
+    --hash=sha256:66b4c0731a5c81921e938dcf1a88e978264e26e6ac4ec96a4d21ae0354581ae0 \
+    --hash=sha256:68a8f8c046c6466ac61a36b65bb2395c74451df2ffb8458492ef49900efed293 \
+    --hash=sha256:6a1141a1dcc32904c47f6846b040275c6e5de0bf73f17d7a409035d55b76f289 \
+    --hash=sha256:6b9fc7e9cc983e75e2518496ba1afc524227c163e43d706688a6bb9eca41617e \
+    --hash=sha256:6f51f9556785e5a203713f5efd9c085b4a45aecd2a42573e2b5041881b588d1f \
+    --hash=sha256:7214477bf9bd195894cf24005b1e7b496f46833337b5dedb7b2a6e33f66d962c \
+    --hash=sha256:731fcd76bbdbf225e2eb85b7c38da9633ad3073822f5ab32379381e8c3c12e94 \
+    --hash=sha256:74007a5b25b7a678459f06559504f1eec2f0f17bca218c9d56f6a0a12bfffdad \
+    --hash=sha256:7a5486ca56c8869070a966321d5ab416ff0f83f30e0e2da1ab48815c8d165d46 \
+    --hash=sha256:7c479f5ae937ec9985ecaf42e2e10631551d909f203e31308c12d703922742f9 \
+    --hash=sha256:7df9ea48641da022c2a3c9c641650cd09f0cd15e8908bf931ad538f5ca7919c9 \
+    --hash=sha256:7e37e809b9303ec3a179085415cb5f418ecf65ec98cdfe34f6a078b46ef823ee \
+    --hash=sha256:80c811cfcb5c331237d9bad3bea2c391114588cf4131707e84d9493064d267f9 \
+    --hash=sha256:836d3cc225b3e8a943d0b02633fb2f28a66e281290302a79df0e1eaa984ff7c1 \
+    --hash=sha256:84c312cdf839e8b579f504afcd7b65f35d60b6285d892b19adea16355e8343c9 \
+    --hash=sha256:86b17ba823ea76256b1885652e3a141a99a5c4422f4a869189db328321b73799 \
+    --hash=sha256:871e3ab2838fbcb4e0865a6e01233975df3a15e6fce93b6f99d75cacbd9862d1 \
+    --hash=sha256:88ecc3afd7e776967fa16c80f974cb79399ee8dc6c96423321d6f7d4b881c92b \
+    --hash=sha256:8bc593dcce679206b60a538c302d03c29b18e3d862609317cb560e18b66d10cf \
+    --hash=sha256:8fd5afd101dcf86a270d254364e0e8dddedebe6bd1ab9d5f732f274fa00499a5 \
+    --hash=sha256:945352286a541406f99b2655c973852da7911b3f4264e010218bbc1cc73168f2 \
+    --hash=sha256:973335b1624859cb0e52f96062a28aa18f3a5fc77a96e4a3d6d76e29811a0e6e \
+    --hash=sha256:994448ee01864501912abf2bad9203bffc34158e80fe8bfb5b031f4f8e16da51 \
+    --hash=sha256:9cfd009eed1a46b27c14039ad5bbc5e71b6367c5b2e6d5f5da0ea91600817506 \
+    --hash=sha256:a2ec4419a3fe6cf8a4795752596dfe0adb4aea40d3683a132bae9c30b81e8d73 \
+    --hash=sha256:a4997716674d36a82eab3e86f8fa77080a5d8d96a389a61ea1d0e3a94a582cf7 \
+    --hash=sha256:a512eed9dfd4117110b1881ba9a59b31433caed0c4101b361f768e7bcbaf93c5 \
+    --hash=sha256:a82465ebbc9b1c5c50738536fdfa7cab639a261a99b469c9d4c7dcbb2b3f1e57 \
+    --hash=sha256:ae2757ace61bc4061b69af19e4689fa4416e1a04840f33b441034202b5cd02d4 \
+    --hash=sha256:b16582783f44fbca6fcf46f61347340c787d7530d88b4d590a397a47583f31dd \
+    --hash=sha256:ba2537ef2163db9e6ccdbeb6f6424282ae4dea43177402152c67ef869cf3978b \
+    --hash=sha256:bf7a89eef64b5455835f5ed30254ec19bf41f7541cd94f266ab7cbd463f00c41 \
+    --hash=sha256:c0abb5e4e8ce71a61d9446040c1e86d4e6d23f9097275c5bd49ed978755ff0fe \
+    --hash=sha256:c414cbda77dbf13c3bc88b073a1a9f375c7b0cb5e115e15d4b73ec3a2fbc6f59 \
+    --hash=sha256:c51edc3541e11fbe83f0c4d9412ef6c79f664a3745fab261457e84465ec9d5a8 \
+    --hash=sha256:c5e69fd3eb0b409432b537fe3c6f44ac089c458ab6b78dcec14478422879ec5f \
+    --hash=sha256:c918b7a1e26b4ab40409820ddccc5d49871a82329640f5005f73572d5eaa9b5e \
+    --hash=sha256:c9bb87fdf2ab2370f21e4d5636e5317775e5d51ff32ebff2cf389f71b9b13750 \
+    --hash=sha256:ca5b2028c2f7af4e13fb9fc29b28d0ce767c38c7facdf64f6c2cd040413055f1 \
+    --hash=sha256:d0a07763776188b4db4c9c7fb1b8c494049f84659bb387b71c73bbc07f189e96 \
+    --hash=sha256:d33a0021893ede5969876052796165bab6006559ab845fd7b515a30abdd990dc \
+    --hash=sha256:d55588cba7553f0b6ec33130bc3e114b355570b45785cebdc9daed8c637dd440 \
+    --hash=sha256:dac8e84fff5d27420f3c1e879ce9929108e873667ec87e0c8eeb413a5311adfe \
+    --hash=sha256:eaef80eac3b4cfbdd6de53c6e108b4c534c21ae055d1dbea2de6b3b8ff3def38 \
+    --hash=sha256:eb462f0e346fcf41a901a126b50f8781e9a474d3927930f3490f38a6e73b6950 \
+    --hash=sha256:eb563dd3aea54c797adf513eeec819c4213d7dbfc311874eb4fd28d10f2ff0f2 \
+    --hash=sha256:f273674b445bcb6e4409bf8d1be67bc4b58e8b46fd0d560055d515b8830063cd \
+    --hash=sha256:f6442f0f0ff81775eaa5b05af8a0ffa1dda36e9cf6ec1e0d3d245e8564b684ce \
+    --hash=sha256:fb168b5924bef397b5ba13aabd8cf5df7d3d93f10218d7b925e360d436863f66 \
+    --hash=sha256:fbf8c2f00904eaf63ff37718eb13acf8e178cb940520e47b2f05027f5bb34ce3 \
+    --hash=sha256:fe4ebef608553aff8deb845c7f4f1d0740ff76fa672c011cc0bacb2a00fbde86
+    # via transformers
+requests==2.32.3 \
+    --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \
+    --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6
+    # via
+    #   huggingface-hub
+    #   transformers
+safetensors==0.4.4 \
+    --hash=sha256:005ef9fc0f47cb9821c40793eb029f712e97278dae84de91cb2b4809b856685d \
+    --hash=sha256:00eea99ae422fbfa0b46065acbc58b46bfafadfcec179d4b4a32d5c45006af6c \
+    --hash=sha256:03f2bb92e61b055ef6cc22883ad1ae898010a95730fa988c60a23800eb742c2c \
+    --hash=sha256:051d5ecd490af7245258000304b812825974d5e56f14a3ff7e1b8b2ba6dc2ed4 \
+    --hash=sha256:063421ef08ca1021feea8b46951251b90ae91f899234dd78297cbe7c1db73b99 \
+    --hash=sha256:0677c109d949cf53756859160b955b2e75b0eefe952189c184d7be30ecf7e858 \
+    --hash=sha256:068d3a33711fc4d93659c825a04480ff5a3854e1d78632cdc8f37fee917e8a60 \
+    --hash=sha256:08332c22e03b651c8eb7bf5fc2de90044f3672f43403b3d9ac7e7e0f4f76495e \
+    --hash=sha256:08d464aa72a9a13826946b4fb9094bb4b16554bbea2e069e20bd903289b6ced9 \
+    --hash=sha256:0e5fe345b2bc7d88587149ac11def1f629d2671c4c34f5df38aed0ba59dc37f8 \
+    --hash=sha256:166c0c52f6488b8538b2a9f3fbc6aad61a7261e170698779b371e81b45f0440d \
+    --hash=sha256:177f2b60a058f92a3cec7a1786c9106c29eca8987ecdfb79ee88126e5f47fa31 \
+    --hash=sha256:181fb5f3dee78dae7fd7ec57d02e58f7936498d587c6b7c1c8049ef448c8d285 \
+    --hash=sha256:1a32c662e7df9226fd850f054a3ead0e4213a96a70b5ce37b2d26ba27004e013 \
+    --hash=sha256:1a8043a33d58bc9b30dfac90f75712134ca34733ec3d8267b1bd682afe7194f5 \
+    --hash=sha256:1c6bf35e9a8998d8339fd9a05ac4ce465a4d2a2956cc0d837b67c4642ed9e947 \
+    --hash=sha256:1d1f34c71371f0e034004a0b583284b45d233dd0b5f64a9125e16b8a01d15067 \
+    --hash=sha256:20d218ec2b6899d29d6895419a58b6e44cc5ff8f0cc29fac8d236a8978ab702e \
+    --hash=sha256:210160816d5a36cf41f48f38473b6f70d7bcb4b0527bedf0889cc0b4c3bb07db \
+    --hash=sha256:218bbb9b883596715fc9997bb42470bf9f21bb832c3b34c2bf744d6fa8f2bbba \
+    --hash=sha256:23654ad162c02a5636f0cd520a0310902c4421aab1d91a0b667722a4937cc445 \
+    --hash=sha256:239ee093b1db877c9f8fe2d71331a97f3b9c7c0d3ab9f09c4851004a11f44b65 \
+    --hash=sha256:26987dac3752688c696c77c3576f951dbbdb8c57f0957a41fb6f933cf84c0b62 \
+    --hash=sha256:275f500b4d26f67b6ec05629a4600645231bd75e4ed42087a7c1801bff04f4b3 \
+    --hash=sha256:2a69c71b1ae98a8021a09a0b43363b0143b0ce74e7c0e83cacba691b62655fb8 \
+    --hash=sha256:2a9e9d1a27e51a0f69e761a3d581c3af46729ec1c988fa1f839e04743026ae35 \
+    --hash=sha256:2ab4c96d922e53670ce25fbb9b63d5ea972e244de4fa1dd97b590d9fd66aacef \
+    --hash=sha256:2adb497ada13097f30e386e88c959c0fda855a5f6f98845710f5bb2c57e14f12 \
+    --hash=sha256:2c37e6b714200824c73ca6eaf007382de76f39466a46e97558b8dc4cf643cfbf \
+    --hash=sha256:2c42e9b277513b81cf507e6121c7b432b3235f980cac04f39f435b7902857f91 \
+    --hash=sha256:2cb4ac1d8f6b65ec84ddfacd275079e89d9df7c92f95675ba96c4f790a64df6e \
+    --hash=sha256:2d065059e75a798bc1933c293b68d04d79b586bb7f8c921e0ca1e82759d0dbb1 \
+    --hash=sha256:2f8c2eb0615e2e64ee27d478c7c13f51e5329d7972d9e15528d3e4cfc4a08f0d \
+    --hash=sha256:30f23e6253c5f43a809dea02dc28a9f5fa747735dc819f10c073fe1b605e97d4 \
+    --hash=sha256:32f0d1f6243e90ee43bc6ee3e8c30ac5b09ca63f5dd35dbc985a1fc5208c451a \
+    --hash=sha256:3467ab511bfe3360967d7dc53b49f272d59309e57a067dd2405b4d35e7dcf9dc \
+    --hash=sha256:3daacc9a4e3f428a84dd56bf31f20b768eb0b204af891ed68e1f06db9edf546f \
+    --hash=sha256:419010156b914a3e5da4e4adf992bee050924d0fe423c4b329e523e2c14c3547 \
+    --hash=sha256:43251d7f29a59120a26f5a0d9583b9e112999e500afabcfdcb91606d3c5c89e3 \
+    --hash=sha256:44d464bdc384874601a177375028012a5f177f1505279f9456fea84bbc575c7f \
+    --hash=sha256:4b3e8aa8226d6560de8c2b9d5ff8555ea482599c670610758afdc97f3e021e9c \
+    --hash=sha256:51bc8429d9376224cd3cf7e8ce4f208b4c930cd10e515b6ac6a72cbc3370f0d9 \
+    --hash=sha256:5512078d00263de6cb04e9d26c9ae17611098f52357fea856213e38dc462f81f \
+    --hash=sha256:55c14c20be247b8a1aeaf3ab4476265e3ca83096bb8e09bb1a7aa806088def4f \
+    --hash=sha256:56ad9776b65d8743f86698a1973292c966cf3abff627efc44ed60e66cc538ddd \
+    --hash=sha256:57d216fab0b5c432aabf7170883d7c11671622bde8bd1436c46d633163a703f6 \
+    --hash=sha256:5c2308de665b7130cd0e40a2329278226e4cf083f7400c51ca7e19ccfb3886f3 \
+    --hash=sha256:5cf6c6f6193797372adf50c91d0171743d16299491c75acad8650107dffa9269 \
+    --hash=sha256:5fe3e9b705250d0172ed4e100a811543108653fb2b66b9e702a088ad03772a07 \
+    --hash=sha256:63144e36209ad8e4e65384dbf2d52dd5b1866986079c00a72335402a38aacdc5 \
+    --hash=sha256:65a4a6072436bf0a4825b1c295d248cc17e5f4651e60ee62427a5bcaa8622a7a \
+    --hash=sha256:6a13a9caea485df164c51be4eb0c87f97f790b7c3213d635eba2314d959fe929 \
+    --hash=sha256:6b54bc4ca5f9b9bba8cd4fb91c24b2446a86b5ae7f8975cf3b7a277353c3127c \
+    --hash=sha256:6ceed6247fc2d33b2a7b7d25d8a0fe645b68798856e0bc7a9800c5fd945eb80f \
+    --hash=sha256:73fc9a0a4343188bdb421783e600bfaf81d0793cd4cce6bafb3c2ed567a74cd5 \
+    --hash=sha256:76897944cd9239e8a70955679b531b9a0619f76e25476e57ed373322d9c2075d \
+    --hash=sha256:7915f0c60e4e6e65d90f136d85dd3b429ae9191c36b380e626064694563dbd9f \
+    --hash=sha256:7bd5efc26b39f7fc82d4ab1d86a7f0644c8e34f3699c33f85bfa9a717a030e1b \
+    --hash=sha256:7cabcf39c81e5b988d0adefdaea2eb9b4fd9bd62d5ed6559988c62f36bfa9a89 \
+    --hash=sha256:7d9b76322e49c056bcc819f8bdca37a2daa5a6d42c07f30927b501088db03309 \
+    --hash=sha256:7db7fdc2d71fd1444d85ca3f3d682ba2df7d61a637dfc6d80793f439eae264ab \
+    --hash=sha256:8079486118919f600c603536e2490ca37b3dbd3280e3ad6eaacfe6264605ac8a \
+    --hash=sha256:8359bef65f49d51476e9811d59c015f0ddae618ee0e44144f5595278c9f8268c \
+    --hash=sha256:83c155b4a33368d9b9c2543e78f2452090fb030c52401ca608ef16fa58c98353 \
+    --hash=sha256:83d054818a8d1198d8bd8bc3ea2aac112a2c19def2bf73758321976788706398 \
+    --hash=sha256:87bf3f91a9328a941acc44eceffd4e1f5f89b030985b2966637e582157173b98 \
+    --hash=sha256:87df18fce4440477c3ef1fd7ae17c704a69a74a77e705a12be135ee0651a0c2d \
+    --hash=sha256:87e9903b8668a16ef02c08ba4ebc91e57a49c481e9b5866e31d798632805014b \
+    --hash=sha256:88a5ac3280232d4ed8e994cbc03b46a1807ce0aa123867b40c4a41f226c61f94 \
+    --hash=sha256:88f6fd5a5c1302ce79993cc5feeadcc795a70f953c762544d01fb02b2db4ea33 \
+    --hash=sha256:8d4f0eed76b430f009fbefca1a0028ddb112891b03cb556d7440d5cd68eb89a9 \
+    --hash=sha256:8db8f0c59c84792c12661f8efa85de160f80efe16b87a9d5de91b93f9e0bce3c \
+    --hash=sha256:8e5b927acc5f2f59547270b0309a46d983edc44be64e1ca27a7fcb0474d6cd67 \
+    --hash=sha256:9353c2af2dd467333d4850a16edb66855e795561cd170685178f706c80d2c71e \
+    --hash=sha256:949aaa1118660f992dbf0968487b3e3cfdad67f948658ab08c6b5762e90cc8b6 \
+    --hash=sha256:9850754c434e636ce3dc586f534bb23bcbd78940c304775bee9005bf610e98f1 \
+    --hash=sha256:9d625692578dd40a112df30c02a1adf068027566abd8e6a74893bb13d441c150 \
+    --hash=sha256:9f1a3e01dce3cd54060791e7e24588417c98b941baa5974700eeb0b8eb65b0a0 \
+    --hash=sha256:9fdcb80f4e9fbb33b58e9bf95e7dbbedff505d1bcd1c05f7c7ce883632710006 \
+    --hash=sha256:a2c28c6487f17d8db0089e8b2cdc13de859366b94cc6cdc50e1b0a4147b56551 \
+    --hash=sha256:a4b8617499b2371c7353302c5116a7e0a3a12da66389ce53140e607d3bf7b3d3 \
+    --hash=sha256:a51d0ddd4deb8871c6de15a772ef40b3dbd26a3c0451bb9e66bc76fc5a784e5b \
+    --hash=sha256:a9c421153aa23c323bd8483d4155b4eee82c9a50ac11cccd83539104a8279c64 \
+    --hash=sha256:a9d752c97f6bbe327352f76e5b86442d776abc789249fc5e72eacb49e6916482 \
+    --hash=sha256:b96c3d9266439d17f35fc2173111d93afc1162f168e95aed122c1ca517b1f8f1 \
+    --hash=sha256:baec5675944b4a47749c93c01c73d826ef7d42d36ba8d0dba36336fa80c76426 \
+    --hash=sha256:bb1ed4fcb0b3c2f3ea2c5767434622fe5d660e5752f21ac2e8d737b1e5e480bb \
+    --hash=sha256:bb62841e839ee992c37bb75e75891c7f4904e772db3691c59daaca5b4ab960e1 \
+    --hash=sha256:bbaa31f2cb49013818bde319232ccd72da62ee40f7d2aa532083eda5664e85ff \
+    --hash=sha256:bd574145d930cf9405a64f9923600879a5ce51d9f315443a5f706374841327b6 \
+    --hash=sha256:c05270b290acd8d249739f40d272a64dd597d5a4b90f27d830e538bc2549303c \
+    --hash=sha256:c0cea44bba5c5601b297bc8307e4075535b95163402e4906b2e9b82788a2a6df \
+    --hash=sha256:c11a4ab7debc456326a2bac67f35ee0ac792bcf812c7562a4a28559a5c795e27 \
+    --hash=sha256:c329a4dcc395364a1c0d2d1574d725fe81a840783dda64c31c5a60fc7d41472c \
+    --hash=sha256:c6280f5aeafa1731f0a3709463ab33d8e0624321593951aefada5472f0b313fd \
+    --hash=sha256:ca1a209157f242eb183e209040097118472e169f2e069bfbd40c303e24866543 \
+    --hash=sha256:cfc1fc38e37630dd12d519bdec9dcd4b345aec9930bb9ce0ed04461f49e58b52 \
+    --hash=sha256:d468cffb82d90789696d5b4d8b6ab8843052cba58a15296691a7a3df55143cd2 \
+    --hash=sha256:d52f5d0615ea83fd853d4e1d8acf93cc2e0223ad4568ba1e1f6ca72e94ea7b9d \
+    --hash=sha256:df81e3407630de060ae8313da49509c3caa33b1a9415562284eaf3d0c7705f9f \
+    --hash=sha256:e06a9ebc8656e030ccfe44634f2a541b4b1801cd52e390a53ad8bacbd65f8518 \
+    --hash=sha256:e4a0f374200e8443d9746e947ebb346c40f83a3970e75a685ade0adbba5c48d9 \
+    --hash=sha256:e5c9d86d9b13b18aafa88303e2cd21e677f5da2a14c828d2c460fe513af2e9a5 \
+    --hash=sha256:eb276a53717f2bcfb6df0bcf284d8a12069002508d4c1ca715799226024ccd45 \
+    --hash=sha256:ee9622e84fe6e4cd4f020e5fda70d6206feff3157731df7151d457fdae18e541 \
+    --hash=sha256:ef73df487b7c14b477016947c92708c2d929e1dee2bacdd6fff5a82ed4539537 \
+    --hash=sha256:f15117b96866401825f3e94543145028a2947d19974429246ce59403f49e77c6 \
+    --hash=sha256:f6784eed29f9e036acb0b7769d9e78a0dc2c72c2d8ba7903005350d817e287a4 \
+    --hash=sha256:f75698c5c5c542417ac4956acfc420f7d4a2396adca63a015fd66641ea751759 \
+    --hash=sha256:fb7b54830cee8cf9923d969e2df87ce20e625b1af2fd194222ab902d3adcc29c
+    # via transformers
+sympy==1.13.1 \
+    --hash=sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f \
+    --hash=sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8
+    # via torch
+tokenizers==0.19.1 \
+    --hash=sha256:01d62812454c188306755c94755465505836fd616f75067abcae529c35edeb57 \
+    --hash=sha256:02e81bf089ebf0e7f4df34fa0207519f07e66d8491d963618252f2e0729e0b46 \
+    --hash=sha256:04ce49e82d100594715ac1b2ce87d1a36e61891a91de774755f743babcd0dd52 \
+    --hash=sha256:07f9295349bbbcedae8cefdbcfa7f686aa420be8aca5d4f7d1ae6016c128c0c5 \
+    --hash=sha256:08a44864e42fa6d7d76d7be4bec62c9982f6f6248b4aa42f7302aa01e0abfd26 \
+    --hash=sha256:0b5ca92bfa717759c052e345770792d02d1f43b06f9e790ca0a1db62838816f3 \
+    --hash=sha256:0b9394bd204842a2a1fd37fe29935353742be4a3460b6ccbaefa93f58a8df43d \
+    --hash=sha256:0bcce02bf1ad9882345b34d5bd25ed4949a480cf0e656bbd468f4d8986f7a3f1 \
+    --hash=sha256:0e64bfde9a723274e9a71630c3e9494ed7b4c0f76a1faacf7fe294cd26f7ae7c \
+    --hash=sha256:10a707cc6c4b6b183ec5dbfc5c34f3064e18cf62b4a938cb41699e33a99e03c1 \
+    --hash=sha256:16baac68651701364b0289979ecec728546133e8e8fe38f66fe48ad07996b88b \
+    --hash=sha256:1de5bc8652252d9357a666e609cb1453d4f8e160eb1fb2830ee369dd658e8975 \
+    --hash=sha256:1f0360cbea28ea99944ac089c00de7b2e3e1c58f479fb8613b6d8d511ce98267 \
+    --hash=sha256:2e8a3dd055e515df7054378dc9d6fa8c8c34e1f32777fb9a01fea81496b3f9d3 \
+    --hash=sha256:3174c76efd9d08f836bfccaca7cfec3f4d1c0a4cf3acbc7236ad577cc423c840 \
+    --hash=sha256:35583cd46d16f07c054efd18b5d46af4a2f070a2dd0a47914e66f3ff5efb2b1e \
+    --hash=sha256:39c1ec76ea1027438fafe16ecb0fb84795e62e9d643444c1090179e63808c69d \
+    --hash=sha256:3b11853f17b54c2fe47742c56d8a33bf49ce31caf531e87ac0d7d13d327c9334 \
+    --hash=sha256:427c4f0f3df9109314d4f75b8d1f65d9477033e67ffaec4bca53293d3aca286d \
+    --hash=sha256:43350270bfc16b06ad3f6f07eab21f089adb835544417afda0f83256a8bf8b75 \
+    --hash=sha256:453e4422efdfc9c6b6bf2eae00d5e323f263fff62b29a8c9cd526c5003f3f642 \
+    --hash=sha256:4692ab92f91b87769d950ca14dbb61f8a9ef36a62f94bad6c82cc84a51f76f6a \
+    --hash=sha256:4ad23d37d68cf00d54af184586d79b84075ada495e7c5c0f601f051b162112dc \
+    --hash=sha256:4f3fefdc0446b1a1e6d81cd4c07088ac015665d2e812f6dbba4a06267d1a2c95 \
+    --hash=sha256:56ae39d4036b753994476a1b935584071093b55c7a72e3b8288e68c313ca26e7 \
+    --hash=sha256:5c88d1481f1882c2e53e6bb06491e474e420d9ac7bdff172610c4f9ad3898059 \
+    --hash=sha256:61b7fe8886f2e104d4caf9218b157b106207e0f2a4905c9c7ac98890688aabeb \
+    --hash=sha256:621d670e1b1c281a1c9698ed89451395d318802ff88d1fc1accff0867a06f153 \
+    --hash=sha256:6258c2ef6f06259f70a682491c78561d492e885adeaf9f64f5389f78aa49a051 \
+    --hash=sha256:6309271f57b397aa0aff0cbbe632ca9d70430839ca3178bf0f06f825924eca22 \
+    --hash=sha256:638e43936cc8b2cbb9f9d8dde0fe5e7e30766a3318d2342999ae27f68fdc9bd6 \
+    --hash=sha256:63c38f45d8f2a2ec0f3a20073cccb335b9f99f73b3c69483cd52ebc75369d8a1 \
+    --hash=sha256:670b802d4d82bbbb832ddb0d41df7015b3e549714c0e77f9bed3e74d42400fbe \
+    --hash=sha256:6852c5b2a853b8b0ddc5993cd4f33bfffdca4fcc5d52f89dd4b8eada99379285 \
+    --hash=sha256:6b2da5c32ed869bebd990c9420df49813709e953674c0722ff471a116d97b22d \
+    --hash=sha256:6c330c0eb815d212893c67a032e9dc1b38a803eccb32f3e8172c19cc69fbb439 \
+    --hash=sha256:6f8a20266e695ec9d7a946a019c1d5ca4eddb6613d4f466888eee04f16eedb85 \
+    --hash=sha256:706a37cc5332f85f26efbe2bdc9ef8a9b372b77e4645331a405073e4b3a8c1c6 \
+    --hash=sha256:71e3ec71f0e78780851fef28c2a9babe20270404c921b756d7c532d280349214 \
+    --hash=sha256:72791f9bb1ca78e3ae525d4782e85272c63faaef9940d92142aa3eb79f3407a3 \
+    --hash=sha256:76951121890fea8330d3a0df9a954b3f2a37e3ec20e5b0530e9a0044ca2e11fe \
+    --hash=sha256:78e769eb3b2c79687d9cb0f89ef77223e8e279b75c0a968e637ca7043a84463f \
+    --hash=sha256:7c9d5b6c0e7a1e979bec10ff960fae925e947aab95619a6fdb4c1d8ff3708ce3 \
+    --hash=sha256:7fb297edec6c6841ab2e4e8f357209519188e4a59b557ea4fafcf4691d1b4c98 \
+    --hash=sha256:7ff898780a155ea053f5d934925f3902be2ed1f4d916461e1a93019cc7250837 \
+    --hash=sha256:82c8b8063de6c0468f08e82c4e198763e7b97aabfe573fd4cf7b33930ca4df77 \
+    --hash=sha256:85aa3ab4b03d5e99fdd31660872249df5e855334b6c333e0bc13032ff4469c4a \
+    --hash=sha256:89183e55fb86e61d848ff83753f64cded119f5d6e1f553d14ffee3700d0a4a49 \
+    --hash=sha256:8a6298bde623725ca31c9035a04bf2ef63208d266acd2bed8c2cb7d2b7d53ce6 \
+    --hash=sha256:8b01afb7193d47439f091cd8f070a1ced347ad0f9144952a30a41836902fe09e \
+    --hash=sha256:952078130b3d101e05ecfc7fc3640282d74ed26bcf691400f872563fca15ac97 \
+    --hash=sha256:952b80dac1a6492170f8c2429bd11fcaa14377e097d12a1dbe0ef2fb2241e16c \
+    --hash=sha256:9620b78e0b2d52ef07b0d428323fb34e8ea1219c5eac98c2596311f20f1f9266 \
+    --hash=sha256:9ed240c56b4403e22b9584ee37d87b8bfa14865134e3e1c3fb4b2c42fafd3256 \
+    --hash=sha256:a179856d1caee06577220ebcfa332af046d576fb73454b8f4d4b0ba8324423ea \
+    --hash=sha256:a2b718f316b596f36e1dae097a7d5b91fc5b85e90bf08b01ff139bd8953b25af \
+    --hash=sha256:ac11016d0a04aa6487b1513a3a36e7bee7eec0e5d30057c9c0408067345c48d2 \
+    --hash=sha256:ad57d59341710b94a7d9dbea13f5c1e7d76fd8d9bcd944a7a6ab0b0da6e0cc66 \
+    --hash=sha256:b07c538ba956843833fee1190cf769c60dc62e1cf934ed50d77d5502194d63b1 \
+    --hash=sha256:b279ab506ec4445166ac476fb4d3cc383accde1ea152998509a94d82547c8e2a \
+    --hash=sha256:b2edbc75744235eea94d595a8b70fe279dd42f3296f76d5a86dde1d46e35f574 \
+    --hash=sha256:b342d2ce8fc8d00f376af068e3274e2e8649562e3bc6ae4a67784ded6b99428d \
+    --hash=sha256:b4399b59d1af5645bcee2072a463318114c39b8547437a7c2d6a186a1b5a0e2d \
+    --hash=sha256:b4c89aa46c269e4e70c4d4f9d6bc644fcc39bb409cb2a81227923404dd6f5227 \
+    --hash=sha256:b70bfbe3a82d3e3fb2a5e9b22a39f8d1740c96c68b6ace0086b39074f08ab89a \
+    --hash=sha256:b82931fa619dbad979c0ee8e54dd5278acc418209cc897e42fac041f5366d626 \
+    --hash=sha256:bac0b0eb952412b0b196ca7a40e7dce4ed6f6926489313414010f2e6b9ec2adf \
+    --hash=sha256:bb9dfe7dae85bc6119d705a76dc068c062b8b575abe3595e3c6276480e67e3f1 \
+    --hash=sha256:bcd266ae85c3d39df2f7e7d0e07f6c41a55e9a3123bb11f854412952deacd828 \
+    --hash=sha256:bea6f9947e9419c2fda21ae6c32871e3d398cba549b93f4a65a2d369662d9403 \
+    --hash=sha256:c27b99889bd58b7e301468c0838c5ed75e60c66df0d4db80c08f43462f82e0d3 \
+    --hash=sha256:c2a0d47a89b48d7daa241e004e71fb5a50533718897a4cd6235cb846d511a478 \
+    --hash=sha256:c5c2ff13d157afe413bf7e25789879dd463e5a4abfb529a2d8f8473d8042e28f \
+    --hash=sha256:c85cf76561fbd01e0d9ea2d1cbe711a65400092bc52b5242b16cfd22e51f0c58 \
+    --hash=sha256:ca407133536f19bdec44b3da117ef0d12e43f6d4b56ac4c765f37eca501c7bda \
+    --hash=sha256:cbf001afbbed111a79ca47d75941e9e5361297a87d186cbfc11ed45e30b5daba \
+    --hash=sha256:ce05fde79d2bc2e46ac08aacbc142bead21614d937aac950be88dc79f9db9022 \
+    --hash=sha256:d16ff18907f4909dca9b076b9c2d899114dd6abceeb074eca0c93e2353f943aa \
+    --hash=sha256:d26194ef6c13302f446d39972aaa36a1dda6450bc8949f5eb4c27f51191375bd \
+    --hash=sha256:d8c5d59d7b59885eab559d5bc082b2985555a54cda04dda4c65528d90ad252ad \
+    --hash=sha256:d924204a3dbe50b75630bd16f821ebda6a5f729928df30f582fb5aade90c818a \
+    --hash=sha256:dadc509cc8a9fe460bd274c0e16ac4184d0958117cf026e0ea8b32b438171594 \
+    --hash=sha256:dd26e3afe8a7b61422df3176e06664503d3f5973b94f45d5c45987e1cb711876 \
+    --hash=sha256:ddf672ed719b4ed82b51499100f5417d7d9f6fb05a65e232249268f35de5ed14 \
+    --hash=sha256:dfedf31824ca4915b511b03441784ff640378191918264268e6923da48104acc \
+    --hash=sha256:e28cab1582e0eec38b1f38c1c1fb2e56bce5dc180acb1724574fc5f47da2a4fe \
+    --hash=sha256:e742d76ad84acbdb1a8e4694f915fe59ff6edc381c97d6dfdd054954e3478ad4 \
+    --hash=sha256:e83a31c9cf181a0a3ef0abad2b5f6b43399faf5da7e696196ddd110d332519ee \
+    --hash=sha256:e8d1ed93beda54bbd6131a2cb363a576eac746d5c26ba5b7556bc6f964425594 \
+    --hash=sha256:e8ff5b90eabdcdaa19af697885f70fe0b714ce16709cf43d4952f1f85299e73a \
+    --hash=sha256:ec11802450a2487cdf0e634b750a04cbdc1c4d066b97d94ce7dd2cb51ebb325b \
+    --hash=sha256:ecb2651956eea2aa0a2d099434134b1b68f1c31f9a5084d6d53f08ed43d45ff2 \
+    --hash=sha256:ed69af290c2b65169f0ba9034d1dc39a5db9459b32f1dd8b5f3f32a3fcf06eab \
+    --hash=sha256:eddd5783a4a6309ce23432353cdb36220e25cbb779bfa9122320666508b44b88 \
+    --hash=sha256:ee59e6680ed0fdbe6b724cf38bd70400a0c1dd623b07ac729087270caeac88e3 \
+    --hash=sha256:f03727225feaf340ceeb7e00604825addef622d551cbd46b7b775ac834c1e1c4 \
+    --hash=sha256:f3bbb7a0c5fcb692950b041ae11067ac54826204318922da754f908d95619fbc \
+    --hash=sha256:f8a9c828277133af13f3859d1b6bf1c3cb6e9e1637df0e45312e6b7c2e622b1f \
+    --hash=sha256:f97660f6c43efd3e0bfd3f2e3e5615bf215680bad6ee3d469df6454b8c6e8256 \
+    --hash=sha256:f9939ca7e58c2758c01b40324a59c034ce0cebad18e0d4563a9b1beab3018243
+    # via transformers
+torch==2.4.0 \
+    --hash=sha256:2497cbc7b3c951d69b276ca51fe01c2865db67040ac67f5fc20b03e41d16ea4a \
+    --hash=sha256:3374128bbf7e62cdaed6c237bfd39809fbcfaa576bee91e904706840c3f2195c \
+    --hash=sha256:3af4de2a618fb065e78404c4ba27a818a7b7957eaeff28c6c66ce7fb504b68b8 \
+    --hash=sha256:4ed94583e244af51d6a8d28701ca5a9e02d1219e782f5a01dd401f90af17d8ac \
+    --hash=sha256:618808d3f610d5f180e47a697d4ec90b810953bb1e020f424b2ac7fb0884b545 \
+    --hash=sha256:685418ab93730efbee71528821ff54005596970dd497bf03c89204fb7e3f71de \
+    --hash=sha256:688eec9240f3ce775f22e1e1a5ab9894f3d5fe60f3f586deb7dbd23a46a83916 \
+    --hash=sha256:7334325c0292cbd5c2eac085f449bf57d3690932eac37027e193ba775703c9e6 \
+    --hash=sha256:8940fc8b97a4c61fdb5d46a368f21f4a3a562a17879e932eb51a5ec62310cb31 \
+    --hash=sha256:91aaf00bfe1ffa44dc5b52809d9a95129fca10212eca3ac26420eb11727c6288 \
+    --hash=sha256:97730014da4c57ffacb3c09298c6ce05400606e890bd7a05008d13dd086e46b1 \
+    --hash=sha256:997084a0f9784d2a89095a6dc67c7925e21bf25dea0b3d069b41195016ccfcbb \
+    --hash=sha256:a046491aaf96d1215e65e1fa85911ef2ded6d49ea34c8df4d0638879f2402eef \
+    --hash=sha256:a2feb98ac470109472fb10dfef38622a7ee08482a16c357863ebc7bc7db7c8f7 \
+    --hash=sha256:bc3988e8b36d1e8b998d143255d9408d8c75da4ab6dd0dcfd23b623dfb0f0f57 \
+    --hash=sha256:c4ca297b7bd58b506bfd6e78ffd14eb97c0e7797dcd7965df62f50bb575d8954 \
+    --hash=sha256:cc30457ea5489c62747d3306438af00c606b509d78822a88f804202ba63111ed \
+    --hash=sha256:e743adadd8c8152bb8373543964551a7cb7cc20ba898dc8f9c0cdbe47c283de0 \
+    --hash=sha256:ed765d232d23566052ba83632ec73a4fccde00b4c94ad45d63b471b09d63b7a7 \
+    --hash=sha256:f169b4ea6dc93b3a33319611fcc47dc1406e4dd539844dcbd2dec4c1b96e166d
+    # via -r vid_vec_rep_clip_requirements.in
+tqdm==4.66.5 \
+    --hash=sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd \
+    --hash=sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad
+    # via
+    #   huggingface-hub
+    #   transformers
+transformers==4.44.0 \
+    --hash=sha256:75699495e30b7635ca444d8d372e138c687ab51a875b387e33f1fb759c37f196 \
+    --hash=sha256:ea0ff72def71e9f4812d9414d4803b22681b1617aa6f511bd51cfff2b44a6fca
+    # via -r vid_vec_rep_clip_requirements.in
+triton==3.0.0 \
+    --hash=sha256:0d5e10de8c011adeb7c878c6ce0dd6073b14367749e34467f1cff2bde1b78253 \
+    --hash=sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb \
+    --hash=sha256:39b052da883351fdf6be3d93cedae6db3b8e3988d3b09ed221bccecfa9612230 \
+    --hash=sha256:41004fb1ae9a53fcb3e970745feb87f0e3c94c6ce1ba86e95fa3b8537894bef7 \
+    --hash=sha256:5ce8520437c602fb633f1324cc3871c47bee3b67acf9756c1a66309b60e3216c \
+    --hash=sha256:6e5727202f7078c56f91ff13ad0c1abab14a0e7f2c87e91b12b6f64f3e8ae609 \
+    --hash=sha256:bcbf3b1c48af6a28011a5c40a5b3b9b5330530c3827716b5fbf6d7adcc1e53e9 \
+    --hash=sha256:cd34f19a8582af96e6291d4afce25dac08cb2a5d218c599163761e8e0827208e \
+    --hash=sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a \
+    --hash=sha256:e8903767951bf86ec960b4fe4e21bc970055afc65e9d57e916d79ae3c93665e3
+    # via torch
+typing-extensions==4.12.2 \
+    --hash=sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d \
+    --hash=sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8
+    # via
+    #   huggingface-hub
+    #   torch
+urllib3==2.2.2 \
+    --hash=sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472 \
+    --hash=sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168
+    # via requests

From 4a384f57b6f4daa41861162898415fa981dc73e0 Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Thu, 8 Aug 2024 17:03:18 +0530
Subject: [PATCH 02/33] chore: remove the file after the operation has ended

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/core/operators/vid_vec_rep_clip.py | 8 ++++++--
 1 file changed, 6 insertions(+), 2 deletions(-)

diff --git a/src/core/operators/vid_vec_rep_clip.py b/src/core/operators/vid_vec_rep_clip.py
index 14190d1..e443d2c 100644
--- a/src/core/operators/vid_vec_rep_clip.py
+++ b/src/core/operators/vid_vec_rep_clip.py
@@ -10,6 +10,7 @@ def initialize(param):
         param (dict): Parameters for initialization
     """
     print("Installing packages for vid_vec_rep_clip")
+    global os
     global VideoAnalyzer, gendata
 
     # Imports
@@ -147,8 +148,11 @@ def run(file):
         generator: Yields video and I-frame vector representations
     """
     fname = file["path"]
-    vid_analyzer = VideoAnalyzer(fname)
-    return gendata(vid_analyzer)
+    try:
+        vid_analyzer = VideoAnalyzer(fname)
+        return gendata(vid_analyzer)
+    finally:
+        os.remove(fname)
 
 def cleanup(param):
     pass

From 2001dab2f38b0892b31cb269d85a118d16c0210f Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Sun, 11 Aug 2024 19:30:06 +0530
Subject: [PATCH 03/33] feat: add `classify_video` operator

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/core/operators/classify_video.py          | 162 ++++
 .../operators/classify_video_requirements.in  |   3 +
 .../operators/classify_video_requirements.txt | 807 ++++++++++++++++++
 src/core/operators/test_classify_video.py     |  34 +
 4 files changed, 1006 insertions(+)
 create mode 100644 src/core/operators/classify_video.py
 create mode 100644 src/core/operators/classify_video_requirements.in
 create mode 100644 src/core/operators/classify_video_requirements.txt
 create mode 100644 src/core/operators/test_classify_video.py

diff --git a/src/core/operators/classify_video.py b/src/core/operators/classify_video.py
new file mode 100644
index 0000000..14dd1ea
--- /dev/null
+++ b/src/core/operators/classify_video.py
@@ -0,0 +1,162 @@
+"""
+Operator to classify a video into given labels using CLIP-ViT-B-32 and a zero-shot approach.
+"""
+
+def initialize(param):
+    """
+    Initializes the operator.
+
+    Args:
+        param (dict): Parameters for initialization
+    """
+    print("Installing packages for classify_video")
+    global os
+    global VideoClassifier, gendata
+
+    # Imports
+    import os
+    import subprocess
+    import tempfile
+    import torch
+    from PIL import Image
+    from transformers import AutoProcessor, CLIPModel
+
+    # Load the model and processor
+    processor = AutoProcessor.from_pretrained("openai/clip-vit-base-patch32")
+    model = CLIPModel.from_pretrained("openai/clip-vit-base-patch32")
+
+    # Set the device
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+    model.to(device)
+
+    def gendata(vid_analyzer):
+        """
+        Generates output dict with prediction and probabilities.
+
+        Args:
+            vid_analyzer (VideoClassifier): `VideoClassifier` instance
+
+        Returns:
+            dict: A dictionary containing:
+                - `prediction` (str): Predicted label
+                - `probs` (list): Label probabilities
+        """
+        return {
+            "prediction": vid_analyzer.getPredictedLabel(),
+            "probs": vid_analyzer.probs.tolist(),
+        }
+
+    class VideoClassifier:
+        """
+        A class for video classification.
+        """
+        def __init__(self, fname, labels):
+            """
+            Constructor for the `VideoClassifier` class.
+
+            Args:
+                fname (str): Path to the video file
+                labels (list): List of labels
+            """
+            self.model = model
+            self.device = device
+            self.labels = labels
+            self.frame_images = []
+            self.feature_matrix = []
+            self.analyze(fname)
+
+        def analyze(self, fname):
+            """
+            Analyzes the video file and generates predictions.
+
+            Args:
+                fname (str): Path to the video file
+
+            Raises:
+                FileNotFoundError: If the file is not found
+            """
+            # check if file exists
+            if not os.path.exists(fname):
+                raise FileNotFoundError(f"File not found: {fname}")
+
+            # Extract I-frames and features
+            self.frame_images = self.extract_frames(fname)
+            self.probs = self.predict(self.frame_images, self.labels)
+
+        def extract_frames(self, fname):
+            """
+            Extracts I-frames from the video file using `ffmpeg`.
+
+            Args:
+                fname (str): Path to the video file
+
+            Returns:
+                list: List of PIL Images
+            """
+            with tempfile.TemporaryDirectory() as temp_dir:
+                # Command to extract I-frames using ffmpeg's command line tool
+                cmd=f"""
+                ffmpeg -i "{fname}" -vf "select=eq(pict_type\,I)" -vsync vfr "{temp_dir}/frame_%05d.jpg"
+                """
+                with subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE) as process:
+                    process.wait()
+                frames = []
+                for filename in os.listdir(temp_dir):
+                    if filename.endswith((".jpg")):
+                        image_path = os.path.join(temp_dir, filename)
+                        with Image.open(image_path) as img:
+                            frames.append(img.copy())
+                return frames
+
+        def predict(self, images, labels):
+            """
+            Runs inference and gets label probabilities using a pre-trained CLIP-ViT-B-32.
+
+            Args:
+                images (list): List of PIL Images
+                labels (list): List of labels
+
+            Returns:
+                torch.Tensor: Probability distribution across labels
+            """
+            inputs = processor(text=labels, images=images, return_tensors="pt", padding=True, truncation=True)
+            inputs = {k: v.to(self.device) for k, v in inputs.items()}  # move to device
+            with torch.no_grad():
+                output = self.model(**inputs)
+                logits_per_image = output.logits_per_image
+                probs = logits_per_image.softmax(dim=1)
+                return probs.mean(dim=0)
+
+        def getPredictedLabel(self):
+            """
+            Returns the predicted label.
+
+            Args:
+                probs (torch.Tensor): Probability distribution across labels
+                labels (list): List of labels
+
+            Returns:
+                str: Predicted label
+            """
+            max_prob_index = self.probs.argmax().item()
+            return self.labels[max_prob_index]
+
+def run(file, labels):
+    """
+    Runs the operator.
+
+    Args:
+        file (dict): `VideoFactory` file object
+
+    Returns:
+        dict: A dictionary containing prediction and probabilities
+    """
+    fname = file["path"]
+    vid_analyzer = VideoClassifier(fname, labels)
+    return gendata(vid_analyzer)
+
+def cleanup(param):
+    pass
+
+def state():
+    pass
\ No newline at end of file
diff --git a/src/core/operators/classify_video_requirements.in b/src/core/operators/classify_video_requirements.in
new file mode 100644
index 0000000..a36238f
--- /dev/null
+++ b/src/core/operators/classify_video_requirements.in
@@ -0,0 +1,3 @@
+torch==2.4.0
+pillow==10.4.0
+transformers==4.44.0
\ No newline at end of file
diff --git a/src/core/operators/classify_video_requirements.txt b/src/core/operators/classify_video_requirements.txt
new file mode 100644
index 0000000..9457e30
--- /dev/null
+++ b/src/core/operators/classify_video_requirements.txt
@@ -0,0 +1,807 @@
+#
+# This file is autogenerated by pip-compile with Python 3.11
+# by the following command:
+#
+#    pip-compile --allow-unsafe --generate-hashes classify_video_requirements.in
+#
+certifi==2024.7.4 \
+    --hash=sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b \
+    --hash=sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90
+    # via requests
+charset-normalizer==3.3.2 \
+    --hash=sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027 \
+    --hash=sha256:06a81e93cd441c56a9b65d8e1d043daeb97a3d0856d177d5c90ba85acb3db087 \
+    --hash=sha256:0a55554a2fa0d408816b3b5cedf0045f4b8e1a6065aec45849de2d6f3f8e9786 \
+    --hash=sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8 \
+    --hash=sha256:10955842570876604d404661fbccbc9c7e684caf432c09c715ec38fbae45ae09 \
+    --hash=sha256:122c7fa62b130ed55f8f285bfd56d5f4b4a5b503609d181f9ad85e55c89f4185 \
+    --hash=sha256:1ceae2f17a9c33cb48e3263960dc5fc8005351ee19db217e9b1bb15d28c02574 \
+    --hash=sha256:1d3193f4a680c64b4b6a9115943538edb896edc190f0b222e73761716519268e \
+    --hash=sha256:1f79682fbe303db92bc2b1136016a38a42e835d932bab5b3b1bfcfbf0640e519 \
+    --hash=sha256:2127566c664442652f024c837091890cb1942c30937add288223dc895793f898 \
+    --hash=sha256:22afcb9f253dac0696b5a4be4a1c0f8762f8239e21b99680099abd9b2b1b2269 \
+    --hash=sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3 \
+    --hash=sha256:2e81c7b9c8979ce92ed306c249d46894776a909505d8f5a4ba55b14206e3222f \
+    --hash=sha256:3287761bc4ee9e33561a7e058c72ac0938c4f57fe49a09eae428fd88aafe7bb6 \
+    --hash=sha256:34d1c8da1e78d2e001f363791c98a272bb734000fcef47a491c1e3b0505657a8 \
+    --hash=sha256:37e55c8e51c236f95b033f6fb391d7d7970ba5fe7ff453dad675e88cf303377a \
+    --hash=sha256:3d47fa203a7bd9c5b6cee4736ee84ca03b8ef23193c0d1ca99b5089f72645c73 \
+    --hash=sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc \
+    --hash=sha256:42cb296636fcc8b0644486d15c12376cb9fa75443e00fb25de0b8602e64c1714 \
+    --hash=sha256:45485e01ff4d3630ec0d9617310448a8702f70e9c01906b0d0118bdf9d124cf2 \
+    --hash=sha256:4a78b2b446bd7c934f5dcedc588903fb2f5eec172f3d29e52a9096a43722adfc \
+    --hash=sha256:4ab2fe47fae9e0f9dee8c04187ce5d09f48eabe611be8259444906793ab7cbce \
+    --hash=sha256:4d0d1650369165a14e14e1e47b372cfcb31d6ab44e6e33cb2d4e57265290044d \
+    --hash=sha256:549a3a73da901d5bc3ce8d24e0600d1fa85524c10287f6004fbab87672bf3e1e \
+    --hash=sha256:55086ee1064215781fff39a1af09518bc9255b50d6333f2e4c74ca09fac6a8f6 \
+    --hash=sha256:572c3763a264ba47b3cf708a44ce965d98555f618ca42c926a9c1616d8f34269 \
+    --hash=sha256:573f6eac48f4769d667c4442081b1794f52919e7edada77495aaed9236d13a96 \
+    --hash=sha256:5b4c145409bef602a690e7cfad0a15a55c13320ff7a3ad7ca59c13bb8ba4d45d \
+    --hash=sha256:6463effa3186ea09411d50efc7d85360b38d5f09b870c48e4600f63af490e56a \
+    --hash=sha256:65f6f63034100ead094b8744b3b97965785388f308a64cf8d7c34f2f2e5be0c4 \
+    --hash=sha256:663946639d296df6a2bb2aa51b60a2454ca1cb29835324c640dafb5ff2131a77 \
+    --hash=sha256:6897af51655e3691ff853668779c7bad41579facacf5fd7253b0133308cf000d \
+    --hash=sha256:68d1f8a9e9e37c1223b656399be5d6b448dea850bed7d0f87a8311f1ff3dabb0 \
+    --hash=sha256:6ac7ffc7ad6d040517be39eb591cac5ff87416c2537df6ba3cba3bae290c0fed \
+    --hash=sha256:6b3251890fff30ee142c44144871185dbe13b11bab478a88887a639655be1068 \
+    --hash=sha256:6c4caeef8fa63d06bd437cd4bdcf3ffefe6738fb1b25951440d80dc7df8c03ac \
+    --hash=sha256:6ef1d82a3af9d3eecdba2321dc1b3c238245d890843e040e41e470ffa64c3e25 \
+    --hash=sha256:753f10e867343b4511128c6ed8c82f7bec3bd026875576dfd88483c5c73b2fd8 \
+    --hash=sha256:7cd13a2e3ddeed6913a65e66e94b51d80a041145a026c27e6bb76c31a853c6ab \
+    --hash=sha256:7ed9e526742851e8d5cc9e6cf41427dfc6068d4f5a3bb03659444b4cabf6bc26 \
+    --hash=sha256:7f04c839ed0b6b98b1a7501a002144b76c18fb1c1850c8b98d458ac269e26ed2 \
+    --hash=sha256:802fe99cca7457642125a8a88a084cef28ff0cf9407060f7b93dca5aa25480db \
+    --hash=sha256:80402cd6ee291dcb72644d6eac93785fe2c8b9cb30893c1af5b8fdd753b9d40f \
+    --hash=sha256:8465322196c8b4d7ab6d1e049e4c5cb460d0394da4a27d23cc242fbf0034b6b5 \
+    --hash=sha256:86216b5cee4b06df986d214f664305142d9c76df9b6512be2738aa72a2048f99 \
+    --hash=sha256:87d1351268731db79e0f8e745d92493ee2841c974128ef629dc518b937d9194c \
+    --hash=sha256:8bdb58ff7ba23002a4c5808d608e4e6c687175724f54a5dade5fa8c67b604e4d \
+    --hash=sha256:8c622a5fe39a48f78944a87d4fb8a53ee07344641b0562c540d840748571b811 \
+    --hash=sha256:8d756e44e94489e49571086ef83b2bb8ce311e730092d2c34ca8f7d925cb20aa \
+    --hash=sha256:8f4a014bc36d3c57402e2977dada34f9c12300af536839dc38c0beab8878f38a \
+    --hash=sha256:9063e24fdb1e498ab71cb7419e24622516c4a04476b17a2dab57e8baa30d6e03 \
+    --hash=sha256:90d558489962fd4918143277a773316e56c72da56ec7aa3dc3dbbe20fdfed15b \
+    --hash=sha256:923c0c831b7cfcb071580d3f46c4baf50f174be571576556269530f4bbd79d04 \
+    --hash=sha256:95f2a5796329323b8f0512e09dbb7a1860c46a39da62ecb2324f116fa8fdc85c \
+    --hash=sha256:96b02a3dc4381e5494fad39be677abcb5e6634bf7b4fa83a6dd3112607547001 \
+    --hash=sha256:9f96df6923e21816da7e0ad3fd47dd8f94b2a5ce594e00677c0013018b813458 \
+    --hash=sha256:a10af20b82360ab00827f916a6058451b723b4e65030c5a18577c8b2de5b3389 \
+    --hash=sha256:a50aebfa173e157099939b17f18600f72f84eed3049e743b68ad15bd69b6bf99 \
+    --hash=sha256:a981a536974bbc7a512cf44ed14938cf01030a99e9b3a06dd59578882f06f985 \
+    --hash=sha256:a9a8e9031d613fd2009c182b69c7b2c1ef8239a0efb1df3f7c8da66d5dd3d537 \
+    --hash=sha256:ae5f4161f18c61806f411a13b0310bea87f987c7d2ecdbdaad0e94eb2e404238 \
+    --hash=sha256:aed38f6e4fb3f5d6bf81bfa990a07806be9d83cf7bacef998ab1a9bd660a581f \
+    --hash=sha256:b01b88d45a6fcb69667cd6d2f7a9aeb4bf53760d7fc536bf679ec94fe9f3ff3d \
+    --hash=sha256:b261ccdec7821281dade748d088bb6e9b69e6d15b30652b74cbbac25e280b796 \
+    --hash=sha256:b2b0a0c0517616b6869869f8c581d4eb2dd83a4d79e0ebcb7d373ef9956aeb0a \
+    --hash=sha256:b4a23f61ce87adf89be746c8a8974fe1c823c891d8f86eb218bb957c924bb143 \
+    --hash=sha256:bd8f7df7d12c2db9fab40bdd87a7c09b1530128315d047a086fa3ae3435cb3a8 \
+    --hash=sha256:beb58fe5cdb101e3a055192ac291b7a21e3b7ef4f67fa1d74e331a7f2124341c \
+    --hash=sha256:c002b4ffc0be611f0d9da932eb0f704fe2602a9a949d1f738e4c34c75b0863d5 \
+    --hash=sha256:c083af607d2515612056a31f0a8d9e0fcb5876b7bfc0abad3ecd275bc4ebc2d5 \
+    --hash=sha256:c180f51afb394e165eafe4ac2936a14bee3eb10debc9d9e4db8958fe36afe711 \
+    --hash=sha256:c235ebd9baae02f1b77bcea61bce332cb4331dc3617d254df3323aa01ab47bd4 \
+    --hash=sha256:cd70574b12bb8a4d2aaa0094515df2463cb429d8536cfb6c7ce983246983e5a6 \
+    --hash=sha256:d0eccceffcb53201b5bfebb52600a5fb483a20b61da9dbc885f8b103cbe7598c \
+    --hash=sha256:d965bba47ddeec8cd560687584e88cf699fd28f192ceb452d1d7ee807c5597b7 \
+    --hash=sha256:db364eca23f876da6f9e16c9da0df51aa4f104a972735574842618b8c6d999d4 \
+    --hash=sha256:ddbb2551d7e0102e7252db79ba445cdab71b26640817ab1e3e3648dad515003b \
+    --hash=sha256:deb6be0ac38ece9ba87dea880e438f25ca3eddfac8b002a2ec3d9183a454e8ae \
+    --hash=sha256:e06ed3eb3218bc64786f7db41917d4e686cc4856944f53d5bdf83a6884432e12 \
+    --hash=sha256:e27ad930a842b4c5eb8ac0016b0a54f5aebbe679340c26101df33424142c143c \
+    --hash=sha256:e537484df0d8f426ce2afb2d0f8e1c3d0b114b83f8850e5f2fbea0e797bd82ae \
+    --hash=sha256:eb00ed941194665c332bf8e078baf037d6c35d7c4f3102ea2d4f16ca94a26dc8 \
+    --hash=sha256:eb6904c354526e758fda7167b33005998fb68c46fbc10e013ca97f21ca5c8887 \
+    --hash=sha256:eb8821e09e916165e160797a6c17edda0679379a4be5c716c260e836e122f54b \
+    --hash=sha256:efcb3f6676480691518c177e3b465bcddf57cea040302f9f4e6e191af91174d4 \
+    --hash=sha256:f27273b60488abe721a075bcca6d7f3964f9f6f067c8c4c605743023d7d3944f \
+    --hash=sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5 \
+    --hash=sha256:fb69256e180cb6c8a894fee62b3afebae785babc1ee98b81cdf68bbca1987f33 \
+    --hash=sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519 \
+    --hash=sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561
+    # via requests
+filelock==3.15.4 \
+    --hash=sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb \
+    --hash=sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7
+    # via
+    #   huggingface-hub
+    #   torch
+    #   transformers
+    #   triton
+fsspec==2024.6.1 \
+    --hash=sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e \
+    --hash=sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49
+    # via
+    #   huggingface-hub
+    #   torch
+huggingface-hub==0.24.5 \
+    --hash=sha256:7b45d6744dd53ce9cbf9880957de00e9d10a9ae837f1c9b7255fc8fa4e8264f3 \
+    --hash=sha256:d93fb63b1f1a919a22ce91a14518974e81fc4610bf344dfe7572343ce8d3aced
+    # via
+    #   tokenizers
+    #   transformers
+idna==3.7 \
+    --hash=sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc \
+    --hash=sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0
+    # via requests
+jinja2==3.1.4 \
+    --hash=sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369 \
+    --hash=sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d
+    # via torch
+markupsafe==2.1.5 \
+    --hash=sha256:00e046b6dd71aa03a41079792f8473dc494d564611a8f89bbbd7cb93295ebdcf \
+    --hash=sha256:075202fa5b72c86ad32dc7d0b56024ebdbcf2048c0ba09f1cde31bfdd57bcfff \
+    --hash=sha256:0e397ac966fdf721b2c528cf028494e86172b4feba51d65f81ffd65c63798f3f \
+    --hash=sha256:17b950fccb810b3293638215058e432159d2b71005c74371d784862b7e4683f3 \
+    --hash=sha256:1f3fbcb7ef1f16e48246f704ab79d79da8a46891e2da03f8783a5b6fa41a9532 \
+    --hash=sha256:2174c595a0d73a3080ca3257b40096db99799265e1c27cc5a610743acd86d62f \
+    --hash=sha256:2b7c57a4dfc4f16f7142221afe5ba4e093e09e728ca65c51f5620c9aaeb9a617 \
+    --hash=sha256:2d2d793e36e230fd32babe143b04cec8a8b3eb8a3122d2aceb4a371e6b09b8df \
+    --hash=sha256:30b600cf0a7ac9234b2638fbc0fb6158ba5bdcdf46aeb631ead21248b9affbc4 \
+    --hash=sha256:397081c1a0bfb5124355710fe79478cdbeb39626492b15d399526ae53422b906 \
+    --hash=sha256:3a57fdd7ce31c7ff06cdfbf31dafa96cc533c21e443d57f5b1ecc6cdc668ec7f \
+    --hash=sha256:3c6b973f22eb18a789b1460b4b91bf04ae3f0c4234a0a6aa6b0a92f6f7b951d4 \
+    --hash=sha256:3e53af139f8579a6d5f7b76549125f0d94d7e630761a2111bc431fd820e163b8 \
+    --hash=sha256:4096e9de5c6fdf43fb4f04c26fb114f61ef0bf2e5604b6ee3019d51b69e8c371 \
+    --hash=sha256:4275d846e41ecefa46e2015117a9f491e57a71ddd59bbead77e904dc02b1bed2 \
+    --hash=sha256:4c31f53cdae6ecfa91a77820e8b151dba54ab528ba65dfd235c80b086d68a465 \
+    --hash=sha256:4f11aa001c540f62c6166c7726f71f7573b52c68c31f014c25cc7901deea0b52 \
+    --hash=sha256:5049256f536511ee3f7e1b3f87d1d1209d327e818e6ae1365e8653d7e3abb6a6 \
+    --hash=sha256:58c98fee265677f63a4385256a6d7683ab1832f3ddd1e66fe948d5880c21a169 \
+    --hash=sha256:598e3276b64aff0e7b3451b72e94fa3c238d452e7ddcd893c3ab324717456bad \
+    --hash=sha256:5b7b716f97b52c5a14bffdf688f971b2d5ef4029127f1ad7a513973cfd818df2 \
+    --hash=sha256:5dedb4db619ba5a2787a94d877bc8ffc0566f92a01c0ef214865e54ecc9ee5e0 \
+    --hash=sha256:619bc166c4f2de5caa5a633b8b7326fbe98e0ccbfacabd87268a2b15ff73a029 \
+    --hash=sha256:629ddd2ca402ae6dbedfceeba9c46d5f7b2a61d9749597d4307f943ef198fc1f \
+    --hash=sha256:656f7526c69fac7f600bd1f400991cc282b417d17539a1b228617081106feb4a \
+    --hash=sha256:6ec585f69cec0aa07d945b20805be741395e28ac1627333b1c5b0105962ffced \
+    --hash=sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5 \
+    --hash=sha256:7502934a33b54030eaf1194c21c692a534196063db72176b0c4028e140f8f32c \
+    --hash=sha256:7a68b554d356a91cce1236aa7682dc01df0edba8d043fd1ce607c49dd3c1edcf \
+    --hash=sha256:7b2e5a267c855eea6b4283940daa6e88a285f5f2a67f2220203786dfa59b37e9 \
+    --hash=sha256:823b65d8706e32ad2df51ed89496147a42a2a6e01c13cfb6ffb8b1e92bc910bb \
+    --hash=sha256:8590b4ae07a35970728874632fed7bd57b26b0102df2d2b233b6d9d82f6c62ad \
+    --hash=sha256:8dd717634f5a044f860435c1d8c16a270ddf0ef8588d4887037c5028b859b0c3 \
+    --hash=sha256:8dec4936e9c3100156f8a2dc89c4b88d5c435175ff03413b443469c7c8c5f4d1 \
+    --hash=sha256:97cafb1f3cbcd3fd2b6fbfb99ae11cdb14deea0736fc2b0952ee177f2b813a46 \
+    --hash=sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc \
+    --hash=sha256:a549b9c31bec33820e885335b451286e2969a2d9e24879f83fe904a5ce59d70a \
+    --hash=sha256:ac07bad82163452a6884fe8fa0963fb98c2346ba78d779ec06bd7a6262132aee \
+    --hash=sha256:ae2ad8ae6ebee9d2d94b17fb62763125f3f374c25618198f40cbb8b525411900 \
+    --hash=sha256:b91c037585eba9095565a3556f611e3cbfaa42ca1e865f7b8015fe5c7336d5a5 \
+    --hash=sha256:bc1667f8b83f48511b94671e0e441401371dfd0f0a795c7daa4a3cd1dde55bea \
+    --hash=sha256:bec0a414d016ac1a18862a519e54b2fd0fc8bbfd6890376898a6c0891dd82e9f \
+    --hash=sha256:bf50cd79a75d181c9181df03572cdce0fbb75cc353bc350712073108cba98de5 \
+    --hash=sha256:bff1b4290a66b490a2f4719358c0cdcd9bafb6b8f061e45c7a2460866bf50c2e \
+    --hash=sha256:c061bb86a71b42465156a3ee7bd58c8c2ceacdbeb95d05a99893e08b8467359a \
+    --hash=sha256:c8b29db45f8fe46ad280a7294f5c3ec36dbac9491f2d1c17345be8e69cc5928f \
+    --hash=sha256:ce409136744f6521e39fd8e2a24c53fa18ad67aa5bc7c2cf83645cce5b5c4e50 \
+    --hash=sha256:d050b3361367a06d752db6ead6e7edeb0009be66bc3bae0ee9d97fb326badc2a \
+    --hash=sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b \
+    --hash=sha256:d9fad5155d72433c921b782e58892377c44bd6252b5af2f67f16b194987338a4 \
+    --hash=sha256:daa4ee5a243f0f20d528d939d06670a298dd39b1ad5f8a72a4275124a7819eff \
+    --hash=sha256:db0b55e0f3cc0be60c1f19efdde9a637c32740486004f20d1cff53c3c0ece4d2 \
+    --hash=sha256:e61659ba32cf2cf1481e575d0462554625196a1f2fc06a1c777d3f48e8865d46 \
+    --hash=sha256:ea3d8a3d18833cf4304cd2fc9cbb1efe188ca9b5efef2bdac7adc20594a0e46b \
+    --hash=sha256:ec6a563cff360b50eed26f13adc43e61bc0c04d94b8be985e6fb24b81f6dcfdf \
+    --hash=sha256:f5dfb42c4604dddc8e4305050aa6deb084540643ed5804d7455b5df8fe16f5e5 \
+    --hash=sha256:fa173ec60341d6bb97a89f5ea19c85c5643c1e7dedebc22f5181eb73573142c5 \
+    --hash=sha256:fa9db3f79de01457b03d4f01b34cf91bc0048eb2c3846ff26f66687c2f6d16ab \
+    --hash=sha256:fce659a462a1be54d2ffcacea5e3ba2d74daa74f30f5f143fe0c58636e355fdd \
+    --hash=sha256:ffee1f21e5ef0d712f9033568f8344d5da8cc2869dbd08d87c84656e6a2d2f68
+    # via jinja2
+mpmath==1.3.0 \
+    --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
+    --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
+    # via sympy
+networkx==3.3 \
+    --hash=sha256:0c127d8b2f4865f59ae9cb8aafcd60b5c70f3241ebd66f7defad7c4ab90126c9 \
+    --hash=sha256:28575580c6ebdaf4505b22c6256a2b9de86b316dc63ba9e93abde3d78dfdbcf2
+    # via torch
+numpy==2.0.1 \
+    --hash=sha256:08458fbf403bff5e2b45f08eda195d4b0c9b35682311da5a5a0a0925b11b9bd8 \
+    --hash=sha256:0fbb536eac80e27a2793ffd787895242b7f18ef792563d742c2d673bfcb75134 \
+    --hash=sha256:12f5d865d60fb9734e60a60f1d5afa6d962d8d4467c120a1c0cda6eb2964437d \
+    --hash=sha256:15eb4eca47d36ec3f78cde0a3a2ee24cf05ca7396ef808dda2c0ddad7c2bde67 \
+    --hash=sha256:173a00b9995f73b79eb0191129f2455f1e34c203f559dd118636858cc452a1bf \
+    --hash=sha256:1b902ce0e0a5bb7704556a217c4f63a7974f8f43e090aff03fcf262e0b135e02 \
+    --hash=sha256:1f682ea61a88479d9498bf2091fdcd722b090724b08b31d63e022adc063bad59 \
+    --hash=sha256:1f87fec1f9bc1efd23f4227becff04bd0e979e23ca50cc92ec88b38489db3b55 \
+    --hash=sha256:24a0e1befbfa14615b49ba9659d3d8818a0f4d8a1c5822af8696706fbda7310c \
+    --hash=sha256:2c3a346ae20cfd80b6cfd3e60dc179963ef2ea58da5ec074fd3d9e7a1e7ba97f \
+    --hash=sha256:36d3a9405fd7c511804dc56fc32974fa5533bdeb3cd1604d6b8ff1d292b819c4 \
+    --hash=sha256:3fdabe3e2a52bc4eff8dc7a5044342f8bd9f11ef0934fcd3289a788c0eb10018 \
+    --hash=sha256:4127d4303b9ac9f94ca0441138acead39928938660ca58329fe156f84b9f3015 \
+    --hash=sha256:4658c398d65d1b25e1760de3157011a80375da861709abd7cef3bad65d6543f9 \
+    --hash=sha256:485b87235796410c3519a699cfe1faab097e509e90ebb05dcd098db2ae87e7b3 \
+    --hash=sha256:529af13c5f4b7a932fb0e1911d3a75da204eff023ee5e0e79c1751564221a5c8 \
+    --hash=sha256:5a3d94942c331dd4e0e1147f7a8699a4aa47dffc11bf8a1523c12af8b2e91bbe \
+    --hash=sha256:5daab361be6ddeb299a918a7c0864fa8618af66019138263247af405018b04e1 \
+    --hash=sha256:61728fba1e464f789b11deb78a57805c70b2ed02343560456190d0501ba37b0f \
+    --hash=sha256:6790654cb13eab303d8402354fabd47472b24635700f631f041bd0b65e37298a \
+    --hash=sha256:69ff563d43c69b1baba77af455dd0a839df8d25e8590e79c90fcbe1499ebde42 \
+    --hash=sha256:6bf4e6f4a2a2e26655717a1983ef6324f2664d7011f6ef7482e8c0b3d51e82ac \
+    --hash=sha256:6e4eeb6eb2fced786e32e6d8df9e755ce5be920d17f7ce00bc38fcde8ccdbf9e \
+    --hash=sha256:72dc22e9ec8f6eaa206deb1b1355eb2e253899d7347f5e2fae5f0af613741d06 \
+    --hash=sha256:75b4e316c5902d8163ef9d423b1c3f2f6252226d1aa5cd8a0a03a7d01ffc6268 \
+    --hash=sha256:7b9853803278db3bdcc6cd5beca37815b133e9e77ff3d4733c247414e78eb8d1 \
+    --hash=sha256:7d6fddc5fe258d3328cd8e3d7d3e02234c5d70e01ebe377a6ab92adb14039cb4 \
+    --hash=sha256:81b0893a39bc5b865b8bf89e9ad7807e16717f19868e9d234bdaf9b1f1393868 \
+    --hash=sha256:8efc84f01c1cd7e34b3fb310183e72fcdf55293ee736d679b6d35b35d80bba26 \
+    --hash=sha256:8fae4ebbf95a179c1156fab0b142b74e4ba4204c87bde8d3d8b6f9c34c5825ef \
+    --hash=sha256:99d0d92a5e3613c33a5f01db206a33f8fdf3d71f2912b0de1739894668b7a93b \
+    --hash=sha256:9adbd9bb520c866e1bfd7e10e1880a1f7749f1f6e5017686a5fbb9b72cf69f82 \
+    --hash=sha256:a1e01dcaab205fbece13c1410253a9eea1b1c9b61d237b6fa59bcc46e8e89343 \
+    --hash=sha256:a8fc2de81ad835d999113ddf87d1ea2b0f4704cbd947c948d2f5513deafe5a7b \
+    --hash=sha256:b83e16a5511d1b1f8a88cbabb1a6f6a499f82c062a4251892d9ad5d609863fb7 \
+    --hash=sha256:bb2124fdc6e62baae159ebcfa368708867eb56806804d005860b6007388df171 \
+    --hash=sha256:bfc085b28d62ff4009364e7ca34b80a9a080cbd97c2c0630bb5f7f770dae9414 \
+    --hash=sha256:cbab9fc9c391700e3e1287666dfd82d8666d10e69a6c4a09ab97574c0b7ee0a7 \
+    --hash=sha256:e5eeca8067ad04bc8a2a8731183d51d7cbaac66d86085d5f4766ee6bf19c7f87 \
+    --hash=sha256:e9e81fa9017eaa416c056e5d9e71be93d05e2c3c2ab308d23307a8bc4443c368 \
+    --hash=sha256:ea2326a4dca88e4a274ba3a4405eb6c6467d3ffbd8c7d38632502eaae3820587 \
+    --hash=sha256:eacf3291e263d5a67d8c1a581a8ebbcfd6447204ef58828caf69a5e3e8c75990 \
+    --hash=sha256:ec87f5f8aca726117a1c9b7083e7656a9d0d606eec7299cc067bb83d26f16e0c \
+    --hash=sha256:f1659887361a7151f89e79b276ed8dff3d75877df906328f14d8bb40bb4f5101 \
+    --hash=sha256:f9cf5ea551aec449206954b075db819f52adc1638d46a6738253a712d553c7b4
+    # via transformers
+nvidia-cublas-cu12==12.1.3.1 \
+    --hash=sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906 \
+    --hash=sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728
+    # via
+    #   nvidia-cudnn-cu12
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-cuda-cupti-cu12==12.1.105 \
+    --hash=sha256:bea8236d13a0ac7190bd2919c3e8e6ce1e402104276e6f9694479e48bb0eb2a4 \
+    --hash=sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e
+    # via torch
+nvidia-cuda-nvrtc-cu12==12.1.105 \
+    --hash=sha256:0a98a522d9ff138b96c010a65e145dc1b4850e9ecb75a0172371793752fd46ed \
+    --hash=sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2
+    # via torch
+nvidia-cuda-runtime-cu12==12.1.105 \
+    --hash=sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40 \
+    --hash=sha256:dfb46ef84d73fababab44cf03e3b83f80700d27ca300e537f85f636fac474344
+    # via torch
+nvidia-cudnn-cu12==9.1.0.70 \
+    --hash=sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f \
+    --hash=sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a
+    # via torch
+nvidia-cufft-cu12==11.0.2.54 \
+    --hash=sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56 \
+    --hash=sha256:d9ac353f78ff89951da4af698f80870b1534ed69993f10a4cf1d96f21357e253
+    # via torch
+nvidia-curand-cu12==10.3.2.106 \
+    --hash=sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a \
+    --hash=sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0
+    # via torch
+nvidia-cusolver-cu12==11.4.5.107 \
+    --hash=sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5 \
+    --hash=sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd
+    # via torch
+nvidia-cusparse-cu12==12.1.0.106 \
+    --hash=sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a \
+    --hash=sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c
+    # via
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-nccl-cu12==2.20.5 \
+    --hash=sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56 \
+    --hash=sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01
+    # via torch
+nvidia-nvjitlink-cu12==12.6.20 \
+    --hash=sha256:562ab97ea2c23164823b2a89cb328d01d45cb99634b8c65fe7cd60d14562bd79 \
+    --hash=sha256:84fb38465a5bc7c70cbc320cfd0963eb302ee25a5e939e9f512bbba55b6072fb \
+    --hash=sha256:ed3c43a17f37b0c922a919203d2d36cbef24d41cc3e6b625182f8b58203644f6
+    # via
+    #   nvidia-cusolver-cu12
+    #   nvidia-cusparse-cu12
+nvidia-nvtx-cu12==12.1.105 \
+    --hash=sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82 \
+    --hash=sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5
+    # via torch
+packaging==24.1 \
+    --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002 \
+    --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124
+    # via
+    #   huggingface-hub
+    #   transformers
+pillow==10.4.0 \
+    --hash=sha256:02a2be69f9c9b8c1e97cf2713e789d4e398c751ecfd9967c18d0ce304efbf885 \
+    --hash=sha256:030abdbe43ee02e0de642aee345efa443740aa4d828bfe8e2eb11922ea6a21ea \
+    --hash=sha256:06b2f7898047ae93fad74467ec3d28fe84f7831370e3c258afa533f81ef7f3df \
+    --hash=sha256:0755ffd4a0c6f267cccbae2e9903d95477ca2f77c4fcf3a3a09570001856c8a5 \
+    --hash=sha256:0a9ec697746f268507404647e531e92889890a087e03681a3606d9b920fbee3c \
+    --hash=sha256:0ae24a547e8b711ccaaf99c9ae3cd975470e1a30caa80a6aaee9a2f19c05701d \
+    --hash=sha256:134ace6dc392116566980ee7436477d844520a26a4b1bd4053f6f47d096997fd \
+    --hash=sha256:166c1cd4d24309b30d61f79f4a9114b7b2313d7450912277855ff5dfd7cd4a06 \
+    --hash=sha256:1b5dea9831a90e9d0721ec417a80d4cbd7022093ac38a568db2dd78363b00908 \
+    --hash=sha256:1d846aea995ad352d4bdcc847535bd56e0fd88d36829d2c90be880ef1ee4668a \
+    --hash=sha256:1ef61f5dd14c300786318482456481463b9d6b91ebe5ef12f405afbba77ed0be \
+    --hash=sha256:297e388da6e248c98bc4a02e018966af0c5f92dfacf5a5ca22fa01cb3179bca0 \
+    --hash=sha256:298478fe4f77a4408895605f3482b6cc6222c018b2ce565c2b6b9c354ac3229b \
+    --hash=sha256:29dbdc4207642ea6aad70fbde1a9338753d33fb23ed6956e706936706f52dd80 \
+    --hash=sha256:2db98790afc70118bd0255c2eeb465e9767ecf1f3c25f9a1abb8ffc8cfd1fe0a \
+    --hash=sha256:32cda9e3d601a52baccb2856b8ea1fc213c90b340c542dcef77140dfa3278a9e \
+    --hash=sha256:37fb69d905be665f68f28a8bba3c6d3223c8efe1edf14cc4cfa06c241f8c81d9 \
+    --hash=sha256:416d3a5d0e8cfe4f27f574362435bc9bae57f679a7158e0096ad2beb427b8696 \
+    --hash=sha256:43efea75eb06b95d1631cb784aa40156177bf9dd5b4b03ff38979e048258bc6b \
+    --hash=sha256:4b35b21b819ac1dbd1233317adeecd63495f6babf21b7b2512d244ff6c6ce309 \
+    --hash=sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e \
+    --hash=sha256:5161eef006d335e46895297f642341111945e2c1c899eb406882a6c61a4357ab \
+    --hash=sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d \
+    --hash=sha256:551d3fd6e9dc15e4c1eb6fc4ba2b39c0c7933fa113b220057a34f4bb3268a060 \
+    --hash=sha256:59291fb29317122398786c2d44427bbd1a6d7ff54017075b22be9d21aa59bd8d \
+    --hash=sha256:5b001114dd152cfd6b23befeb28d7aee43553e2402c9f159807bf55f33af8a8d \
+    --hash=sha256:5b4815f2e65b30f5fbae9dfffa8636d992d49705723fe86a3661806e069352d4 \
+    --hash=sha256:5dc6761a6efc781e6a1544206f22c80c3af4c8cf461206d46a1e6006e4429ff3 \
+    --hash=sha256:5e84b6cc6a4a3d76c153a6b19270b3526a5a8ed6b09501d3af891daa2a9de7d6 \
+    --hash=sha256:6209bb41dc692ddfee4942517c19ee81b86c864b626dbfca272ec0f7cff5d9fb \
+    --hash=sha256:673655af3eadf4df6b5457033f086e90299fdd7a47983a13827acf7459c15d94 \
+    --hash=sha256:6c762a5b0997f5659a5ef2266abc1d8851ad7749ad9a6a5506eb23d314e4f46b \
+    --hash=sha256:7086cc1d5eebb91ad24ded9f58bec6c688e9f0ed7eb3dbbf1e4800280a896496 \
+    --hash=sha256:73664fe514b34c8f02452ffb73b7a92c6774e39a647087f83d67f010eb9a0cf0 \
+    --hash=sha256:76a911dfe51a36041f2e756b00f96ed84677cdeb75d25c767f296c1c1eda1319 \
+    --hash=sha256:780c072c2e11c9b2c7ca37f9a2ee8ba66f44367ac3e5c7832afcfe5104fd6d1b \
+    --hash=sha256:7928ecbf1ece13956b95d9cbcfc77137652b02763ba384d9ab508099a2eca856 \
+    --hash=sha256:7970285ab628a3779aecc35823296a7869f889b8329c16ad5a71e4901a3dc4ef \
+    --hash=sha256:7a8d4bade9952ea9a77d0c3e49cbd8b2890a399422258a77f357b9cc9be8d680 \
+    --hash=sha256:7c1ee6f42250df403c5f103cbd2768a28fe1a0ea1f0f03fe151c8741e1469c8b \
+    --hash=sha256:7dfecdbad5c301d7b5bde160150b4db4c659cee2b69589705b6f8a0c509d9f42 \
+    --hash=sha256:812f7342b0eee081eaec84d91423d1b4650bb9828eb53d8511bcef8ce5aecf1e \
+    --hash=sha256:866b6942a92f56300012f5fbac71f2d610312ee65e22f1aa2609e491284e5597 \
+    --hash=sha256:86dcb5a1eb778d8b25659d5e4341269e8590ad6b4e8b44d9f4b07f8d136c414a \
+    --hash=sha256:87dd88ded2e6d74d31e1e0a99a726a6765cda32d00ba72dc37f0651f306daaa8 \
+    --hash=sha256:8bc1a764ed8c957a2e9cacf97c8b2b053b70307cf2996aafd70e91a082e70df3 \
+    --hash=sha256:8d4d5063501b6dd4024b8ac2f04962d661222d120381272deea52e3fc52d3736 \
+    --hash=sha256:8f0aef4ef59694b12cadee839e2ba6afeab89c0f39a3adc02ed51d109117b8da \
+    --hash=sha256:930044bb7679ab003b14023138b50181899da3f25de50e9dbee23b61b4de2126 \
+    --hash=sha256:950be4d8ba92aca4b2bb0741285a46bfae3ca699ef913ec8416c1b78eadd64cd \
+    --hash=sha256:961a7293b2457b405967af9c77dcaa43cc1a8cd50d23c532e62d48ab6cdd56f5 \
+    --hash=sha256:9b885f89040bb8c4a1573566bbb2f44f5c505ef6e74cec7ab9068c900047f04b \
+    --hash=sha256:9f4727572e2918acaa9077c919cbbeb73bd2b3ebcfe033b72f858fc9fbef0026 \
+    --hash=sha256:a02364621fe369e06200d4a16558e056fe2805d3468350df3aef21e00d26214b \
+    --hash=sha256:a985e028fc183bf12a77a8bbf36318db4238a3ded7fa9df1b9a133f1cb79f8fc \
+    --hash=sha256:ac1452d2fbe4978c2eec89fb5a23b8387aba707ac72810d9490118817d9c0b46 \
+    --hash=sha256:b15e02e9bb4c21e39876698abf233c8c579127986f8207200bc8a8f6bb27acf2 \
+    --hash=sha256:b2724fdb354a868ddf9a880cb84d102da914e99119211ef7ecbdc613b8c96b3c \
+    --hash=sha256:bbc527b519bd3aa9d7f429d152fea69f9ad37c95f0b02aebddff592688998abe \
+    --hash=sha256:bcd5e41a859bf2e84fdc42f4edb7d9aba0a13d29a2abadccafad99de3feff984 \
+    --hash=sha256:bd2880a07482090a3bcb01f4265f1936a903d70bc740bfcb1fd4e8a2ffe5cf5a \
+    --hash=sha256:bee197b30783295d2eb680b311af15a20a8b24024a19c3a26431ff83eb8d1f70 \
+    --hash=sha256:bf2342ac639c4cf38799a44950bbc2dfcb685f052b9e262f446482afaf4bffca \
+    --hash=sha256:c76e5786951e72ed3686e122d14c5d7012f16c8303a674d18cdcd6d89557fc5b \
+    --hash=sha256:cbed61494057c0f83b83eb3a310f0bf774b09513307c434d4366ed64f4128a91 \
+    --hash=sha256:cfdd747216947628af7b259d274771d84db2268ca062dd5faf373639d00113a3 \
+    --hash=sha256:d7480af14364494365e89d6fddc510a13e5a2c3584cb19ef65415ca57252fb84 \
+    --hash=sha256:dbc6ae66518ab3c5847659e9988c3b60dc94ffb48ef9168656e0019a93dbf8a1 \
+    --hash=sha256:dc3e2db6ba09ffd7d02ae9141cfa0ae23393ee7687248d46a7507b75d610f4f5 \
+    --hash=sha256:dfe91cb65544a1321e631e696759491ae04a2ea11d36715eca01ce07284738be \
+    --hash=sha256:e4d49b85c4348ea0b31ea63bc75a9f3857869174e2bf17e7aba02945cd218e6f \
+    --hash=sha256:e4db64794ccdf6cb83a59d73405f63adbe2a1887012e308828596100a0b2f6cc \
+    --hash=sha256:e553cad5179a66ba15bb18b353a19020e73a7921296a7979c4a2b7f6a5cd57f9 \
+    --hash=sha256:e88d5e6ad0d026fba7bdab8c3f225a69f063f116462c49892b0149e21b6c0a0e \
+    --hash=sha256:ecd85a8d3e79cd7158dec1c9e5808e821feea088e2f69a974db5edf84dc53141 \
+    --hash=sha256:f5b92f4d70791b4a67157321c4e8225d60b119c5cc9aee8ecf153aace4aad4ef \
+    --hash=sha256:f5f0c3e969c8f12dd2bb7e0b15d5c468b51e5017e01e2e867335c81903046a22 \
+    --hash=sha256:f7baece4ce06bade126fb84b8af1c33439a76d8a6fd818970215e0560ca28c27 \
+    --hash=sha256:ff25afb18123cea58a591ea0244b92eb1e61a1fd497bf6d6384f09bc3262ec3e \
+    --hash=sha256:ff337c552345e95702c5fde3158acb0625111017d0e5f24bf3acdb9cc16b90d1
+    # via -r classify_video_requirements.in
+pyyaml==6.0.2 \
+    --hash=sha256:01179a4a8559ab5de078078f37e5c1a30d76bb88519906844fd7bdea1b7729ff \
+    --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \
+    --hash=sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086 \
+    --hash=sha256:0b69e4ce7a131fe56b7e4d770c67429700908fc0752af059838b1cfb41960e4e \
+    --hash=sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133 \
+    --hash=sha256:11d8f3dd2b9c1207dcaf2ee0bbbfd5991f571186ec9cc78427ba5bd32afae4b5 \
+    --hash=sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484 \
+    --hash=sha256:1e2120ef853f59c7419231f3bf4e7021f1b936f6ebd222406c3b60212205d2ee \
+    --hash=sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5 \
+    --hash=sha256:23502f431948090f597378482b4812b0caae32c22213aecf3b55325e049a6c68 \
+    --hash=sha256:24471b829b3bf607e04e88d79542a9d48bb037c2267d7927a874e6c205ca7e9a \
+    --hash=sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf \
+    --hash=sha256:2e99c6826ffa974fe6e27cdb5ed0021786b03fc98e5ee3c5bfe1fd5015f42b99 \
+    --hash=sha256:39693e1f8320ae4f43943590b49779ffb98acb81f788220ea932a6b6c51004d8 \
+    --hash=sha256:3ad2a3decf9aaba3d29c8f537ac4b243e36bef957511b4766cb0057d32b0be85 \
+    --hash=sha256:3b1fdb9dc17f5a7677423d508ab4f243a726dea51fa5e70992e59a7411c89d19 \
+    --hash=sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc \
+    --hash=sha256:43fa96a3ca0d6b1812e01ced1044a003533c47f6ee8aca31724f78e93ccc089a \
+    --hash=sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1 \
+    --hash=sha256:5ac9328ec4831237bec75defaf839f7d4564be1e6b25ac710bd1a96321cc8317 \
+    --hash=sha256:5d225db5a45f21e78dd9358e58a98702a0302f2659a3c6cd320564b75b86f47c \
+    --hash=sha256:6395c297d42274772abc367baaa79683958044e5d3835486c16da75d2a694631 \
+    --hash=sha256:688ba32a1cffef67fd2e9398a2efebaea461578b0923624778664cc1c914db5d \
+    --hash=sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652 \
+    --hash=sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5 \
+    --hash=sha256:797b4f722ffa07cc8d62053e4cff1486fa6dc094105d13fea7b1de7d8bf71c9e \
+    --hash=sha256:7c36280e6fb8385e520936c3cb3b8042851904eba0e58d277dca80a5cfed590b \
+    --hash=sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8 \
+    --hash=sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476 \
+    --hash=sha256:82d09873e40955485746739bcb8b4586983670466c23382c19cffecbf1fd8706 \
+    --hash=sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563 \
+    --hash=sha256:8824b5a04a04a047e72eea5cec3bc266db09e35de6bdfe34c9436ac5ee27d237 \
+    --hash=sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b \
+    --hash=sha256:9056c1ecd25795207ad294bcf39f2db3d845767be0ea6e6a34d856f006006083 \
+    --hash=sha256:936d68689298c36b53b29f23c6dbb74de12b4ac12ca6cfe0e047bedceea56180 \
+    --hash=sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425 \
+    --hash=sha256:a4d3091415f010369ae4ed1fc6b79def9416358877534caf6a0fdd2146c87a3e \
+    --hash=sha256:a8786accb172bd8afb8be14490a16625cbc387036876ab6ba70912730faf8e1f \
+    --hash=sha256:a9f8c2e67970f13b16084e04f134610fd1d374bf477b17ec1599185cf611d725 \
+    --hash=sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183 \
+    --hash=sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab \
+    --hash=sha256:cc1c1159b3d456576af7a3e4d1ba7e6924cb39de8f67111c735f6fc832082774 \
+    --hash=sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725 \
+    --hash=sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e \
+    --hash=sha256:d7fded462629cfa4b685c5416b949ebad6cec74af5e2d42905d41e257e0869f5 \
+    --hash=sha256:d84a1718ee396f54f3a086ea0a66d8e552b2ab2017ef8b420e92edbc841c352d \
+    --hash=sha256:d8e03406cac8513435335dbab54c0d385e4a49e4945d2909a581c83647ca0290 \
+    --hash=sha256:e10ce637b18caea04431ce14fabcf5c64a1c61ec9c56b071a4b7ca131ca52d44 \
+    --hash=sha256:ec031d5d2feb36d1d1a24380e4db6d43695f3748343d99434e6f5f9156aaa2ed \
+    --hash=sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4 \
+    --hash=sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba \
+    --hash=sha256:f753120cb8181e736c57ef7636e83f31b9c0d1722c516f7e86cf15b7aa57ff12 \
+    --hash=sha256:ff3824dc5261f50c9b0dfb3be22b4567a6f938ccce4587b38952d85fd9e9afe4
+    # via
+    #   huggingface-hub
+    #   transformers
+regex==2024.7.24 \
+    --hash=sha256:01b689e887f612610c869421241e075c02f2e3d1ae93a037cb14f88ab6a8934c \
+    --hash=sha256:04ce29e2c5fedf296b1a1b0acc1724ba93a36fb14031f3abfb7abda2806c1535 \
+    --hash=sha256:0ffe3f9d430cd37d8fa5632ff6fb36d5b24818c5c986893063b4e5bdb84cdf24 \
+    --hash=sha256:18300a1d78cf1290fa583cd8b7cde26ecb73e9f5916690cf9d42de569c89b1ce \
+    --hash=sha256:185e029368d6f89f36e526764cf12bf8d6f0e3a2a7737da625a76f594bdfcbfc \
+    --hash=sha256:19c65b00d42804e3fbea9708f0937d157e53429a39b7c61253ff15670ff62cb5 \
+    --hash=sha256:228b0d3f567fafa0633aee87f08b9276c7062da9616931382993c03808bb68ce \
+    --hash=sha256:23acc72f0f4e1a9e6e9843d6328177ae3074b4182167e34119ec7233dfeccf53 \
+    --hash=sha256:25419b70ba00a16abc90ee5fce061228206173231f004437730b67ac77323f0d \
+    --hash=sha256:2dfbb8baf8ba2c2b9aa2807f44ed272f0913eeeba002478c4577b8d29cde215c \
+    --hash=sha256:2f1baff13cc2521bea83ab2528e7a80cbe0ebb2c6f0bfad15be7da3aed443908 \
+    --hash=sha256:33e2614a7ce627f0cdf2ad104797d1f68342d967de3695678c0cb84f530709f8 \
+    --hash=sha256:3426de3b91d1bc73249042742f45c2148803c111d1175b283270177fdf669024 \
+    --hash=sha256:382281306e3adaaa7b8b9ebbb3ffb43358a7bbf585fa93821300a418bb975281 \
+    --hash=sha256:3d974d24edb231446f708c455fd08f94c41c1ff4f04bcf06e5f36df5ef50b95a \
+    --hash=sha256:3f3b6ca8eae6d6c75a6cff525c8530c60e909a71a15e1b731723233331de4169 \
+    --hash=sha256:3fac296f99283ac232d8125be932c5cd7644084a30748fda013028c815ba3364 \
+    --hash=sha256:416c0e4f56308f34cdb18c3f59849479dde5b19febdcd6e6fa4d04b6c31c9faa \
+    --hash=sha256:438d9f0f4bc64e8dea78274caa5af971ceff0f8771e1a2333620969936ba10be \
+    --hash=sha256:43affe33137fcd679bdae93fb25924979517e011f9dea99163f80b82eadc7e53 \
+    --hash=sha256:44fc61b99035fd9b3b9453f1713234e5a7c92a04f3577252b45feefe1b327759 \
+    --hash=sha256:45104baae8b9f67569f0f1dca5e1f1ed77a54ae1cd8b0b07aba89272710db61e \
+    --hash=sha256:4fdd1384619f406ad9037fe6b6eaa3de2749e2e12084abc80169e8e075377d3b \
+    --hash=sha256:538d30cd96ed7d1416d3956f94d54e426a8daf7c14527f6e0d6d425fcb4cca52 \
+    --hash=sha256:558a57cfc32adcf19d3f791f62b5ff564922942e389e3cfdb538a23d65a6b610 \
+    --hash=sha256:5eefee9bfe23f6df09ffb6dfb23809f4d74a78acef004aa904dc7c88b9944b05 \
+    --hash=sha256:64bd50cf16bcc54b274e20235bf8edbb64184a30e1e53873ff8d444e7ac656b2 \
+    --hash=sha256:65fd3d2e228cae024c411c5ccdffae4c315271eee4a8b839291f84f796b34eca \
+    --hash=sha256:66b4c0731a5c81921e938dcf1a88e978264e26e6ac4ec96a4d21ae0354581ae0 \
+    --hash=sha256:68a8f8c046c6466ac61a36b65bb2395c74451df2ffb8458492ef49900efed293 \
+    --hash=sha256:6a1141a1dcc32904c47f6846b040275c6e5de0bf73f17d7a409035d55b76f289 \
+    --hash=sha256:6b9fc7e9cc983e75e2518496ba1afc524227c163e43d706688a6bb9eca41617e \
+    --hash=sha256:6f51f9556785e5a203713f5efd9c085b4a45aecd2a42573e2b5041881b588d1f \
+    --hash=sha256:7214477bf9bd195894cf24005b1e7b496f46833337b5dedb7b2a6e33f66d962c \
+    --hash=sha256:731fcd76bbdbf225e2eb85b7c38da9633ad3073822f5ab32379381e8c3c12e94 \
+    --hash=sha256:74007a5b25b7a678459f06559504f1eec2f0f17bca218c9d56f6a0a12bfffdad \
+    --hash=sha256:7a5486ca56c8869070a966321d5ab416ff0f83f30e0e2da1ab48815c8d165d46 \
+    --hash=sha256:7c479f5ae937ec9985ecaf42e2e10631551d909f203e31308c12d703922742f9 \
+    --hash=sha256:7df9ea48641da022c2a3c9c641650cd09f0cd15e8908bf931ad538f5ca7919c9 \
+    --hash=sha256:7e37e809b9303ec3a179085415cb5f418ecf65ec98cdfe34f6a078b46ef823ee \
+    --hash=sha256:80c811cfcb5c331237d9bad3bea2c391114588cf4131707e84d9493064d267f9 \
+    --hash=sha256:836d3cc225b3e8a943d0b02633fb2f28a66e281290302a79df0e1eaa984ff7c1 \
+    --hash=sha256:84c312cdf839e8b579f504afcd7b65f35d60b6285d892b19adea16355e8343c9 \
+    --hash=sha256:86b17ba823ea76256b1885652e3a141a99a5c4422f4a869189db328321b73799 \
+    --hash=sha256:871e3ab2838fbcb4e0865a6e01233975df3a15e6fce93b6f99d75cacbd9862d1 \
+    --hash=sha256:88ecc3afd7e776967fa16c80f974cb79399ee8dc6c96423321d6f7d4b881c92b \
+    --hash=sha256:8bc593dcce679206b60a538c302d03c29b18e3d862609317cb560e18b66d10cf \
+    --hash=sha256:8fd5afd101dcf86a270d254364e0e8dddedebe6bd1ab9d5f732f274fa00499a5 \
+    --hash=sha256:945352286a541406f99b2655c973852da7911b3f4264e010218bbc1cc73168f2 \
+    --hash=sha256:973335b1624859cb0e52f96062a28aa18f3a5fc77a96e4a3d6d76e29811a0e6e \
+    --hash=sha256:994448ee01864501912abf2bad9203bffc34158e80fe8bfb5b031f4f8e16da51 \
+    --hash=sha256:9cfd009eed1a46b27c14039ad5bbc5e71b6367c5b2e6d5f5da0ea91600817506 \
+    --hash=sha256:a2ec4419a3fe6cf8a4795752596dfe0adb4aea40d3683a132bae9c30b81e8d73 \
+    --hash=sha256:a4997716674d36a82eab3e86f8fa77080a5d8d96a389a61ea1d0e3a94a582cf7 \
+    --hash=sha256:a512eed9dfd4117110b1881ba9a59b31433caed0c4101b361f768e7bcbaf93c5 \
+    --hash=sha256:a82465ebbc9b1c5c50738536fdfa7cab639a261a99b469c9d4c7dcbb2b3f1e57 \
+    --hash=sha256:ae2757ace61bc4061b69af19e4689fa4416e1a04840f33b441034202b5cd02d4 \
+    --hash=sha256:b16582783f44fbca6fcf46f61347340c787d7530d88b4d590a397a47583f31dd \
+    --hash=sha256:ba2537ef2163db9e6ccdbeb6f6424282ae4dea43177402152c67ef869cf3978b \
+    --hash=sha256:bf7a89eef64b5455835f5ed30254ec19bf41f7541cd94f266ab7cbd463f00c41 \
+    --hash=sha256:c0abb5e4e8ce71a61d9446040c1e86d4e6d23f9097275c5bd49ed978755ff0fe \
+    --hash=sha256:c414cbda77dbf13c3bc88b073a1a9f375c7b0cb5e115e15d4b73ec3a2fbc6f59 \
+    --hash=sha256:c51edc3541e11fbe83f0c4d9412ef6c79f664a3745fab261457e84465ec9d5a8 \
+    --hash=sha256:c5e69fd3eb0b409432b537fe3c6f44ac089c458ab6b78dcec14478422879ec5f \
+    --hash=sha256:c918b7a1e26b4ab40409820ddccc5d49871a82329640f5005f73572d5eaa9b5e \
+    --hash=sha256:c9bb87fdf2ab2370f21e4d5636e5317775e5d51ff32ebff2cf389f71b9b13750 \
+    --hash=sha256:ca5b2028c2f7af4e13fb9fc29b28d0ce767c38c7facdf64f6c2cd040413055f1 \
+    --hash=sha256:d0a07763776188b4db4c9c7fb1b8c494049f84659bb387b71c73bbc07f189e96 \
+    --hash=sha256:d33a0021893ede5969876052796165bab6006559ab845fd7b515a30abdd990dc \
+    --hash=sha256:d55588cba7553f0b6ec33130bc3e114b355570b45785cebdc9daed8c637dd440 \
+    --hash=sha256:dac8e84fff5d27420f3c1e879ce9929108e873667ec87e0c8eeb413a5311adfe \
+    --hash=sha256:eaef80eac3b4cfbdd6de53c6e108b4c534c21ae055d1dbea2de6b3b8ff3def38 \
+    --hash=sha256:eb462f0e346fcf41a901a126b50f8781e9a474d3927930f3490f38a6e73b6950 \
+    --hash=sha256:eb563dd3aea54c797adf513eeec819c4213d7dbfc311874eb4fd28d10f2ff0f2 \
+    --hash=sha256:f273674b445bcb6e4409bf8d1be67bc4b58e8b46fd0d560055d515b8830063cd \
+    --hash=sha256:f6442f0f0ff81775eaa5b05af8a0ffa1dda36e9cf6ec1e0d3d245e8564b684ce \
+    --hash=sha256:fb168b5924bef397b5ba13aabd8cf5df7d3d93f10218d7b925e360d436863f66 \
+    --hash=sha256:fbf8c2f00904eaf63ff37718eb13acf8e178cb940520e47b2f05027f5bb34ce3 \
+    --hash=sha256:fe4ebef608553aff8deb845c7f4f1d0740ff76fa672c011cc0bacb2a00fbde86
+    # via transformers
+requests==2.32.3 \
+    --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \
+    --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6
+    # via
+    #   huggingface-hub
+    #   transformers
+safetensors==0.4.4 \
+    --hash=sha256:005ef9fc0f47cb9821c40793eb029f712e97278dae84de91cb2b4809b856685d \
+    --hash=sha256:00eea99ae422fbfa0b46065acbc58b46bfafadfcec179d4b4a32d5c45006af6c \
+    --hash=sha256:03f2bb92e61b055ef6cc22883ad1ae898010a95730fa988c60a23800eb742c2c \
+    --hash=sha256:051d5ecd490af7245258000304b812825974d5e56f14a3ff7e1b8b2ba6dc2ed4 \
+    --hash=sha256:063421ef08ca1021feea8b46951251b90ae91f899234dd78297cbe7c1db73b99 \
+    --hash=sha256:0677c109d949cf53756859160b955b2e75b0eefe952189c184d7be30ecf7e858 \
+    --hash=sha256:068d3a33711fc4d93659c825a04480ff5a3854e1d78632cdc8f37fee917e8a60 \
+    --hash=sha256:08332c22e03b651c8eb7bf5fc2de90044f3672f43403b3d9ac7e7e0f4f76495e \
+    --hash=sha256:08d464aa72a9a13826946b4fb9094bb4b16554bbea2e069e20bd903289b6ced9 \
+    --hash=sha256:0e5fe345b2bc7d88587149ac11def1f629d2671c4c34f5df38aed0ba59dc37f8 \
+    --hash=sha256:166c0c52f6488b8538b2a9f3fbc6aad61a7261e170698779b371e81b45f0440d \
+    --hash=sha256:177f2b60a058f92a3cec7a1786c9106c29eca8987ecdfb79ee88126e5f47fa31 \
+    --hash=sha256:181fb5f3dee78dae7fd7ec57d02e58f7936498d587c6b7c1c8049ef448c8d285 \
+    --hash=sha256:1a32c662e7df9226fd850f054a3ead0e4213a96a70b5ce37b2d26ba27004e013 \
+    --hash=sha256:1a8043a33d58bc9b30dfac90f75712134ca34733ec3d8267b1bd682afe7194f5 \
+    --hash=sha256:1c6bf35e9a8998d8339fd9a05ac4ce465a4d2a2956cc0d837b67c4642ed9e947 \
+    --hash=sha256:1d1f34c71371f0e034004a0b583284b45d233dd0b5f64a9125e16b8a01d15067 \
+    --hash=sha256:20d218ec2b6899d29d6895419a58b6e44cc5ff8f0cc29fac8d236a8978ab702e \
+    --hash=sha256:210160816d5a36cf41f48f38473b6f70d7bcb4b0527bedf0889cc0b4c3bb07db \
+    --hash=sha256:218bbb9b883596715fc9997bb42470bf9f21bb832c3b34c2bf744d6fa8f2bbba \
+    --hash=sha256:23654ad162c02a5636f0cd520a0310902c4421aab1d91a0b667722a4937cc445 \
+    --hash=sha256:239ee093b1db877c9f8fe2d71331a97f3b9c7c0d3ab9f09c4851004a11f44b65 \
+    --hash=sha256:26987dac3752688c696c77c3576f951dbbdb8c57f0957a41fb6f933cf84c0b62 \
+    --hash=sha256:275f500b4d26f67b6ec05629a4600645231bd75e4ed42087a7c1801bff04f4b3 \
+    --hash=sha256:2a69c71b1ae98a8021a09a0b43363b0143b0ce74e7c0e83cacba691b62655fb8 \
+    --hash=sha256:2a9e9d1a27e51a0f69e761a3d581c3af46729ec1c988fa1f839e04743026ae35 \
+    --hash=sha256:2ab4c96d922e53670ce25fbb9b63d5ea972e244de4fa1dd97b590d9fd66aacef \
+    --hash=sha256:2adb497ada13097f30e386e88c959c0fda855a5f6f98845710f5bb2c57e14f12 \
+    --hash=sha256:2c37e6b714200824c73ca6eaf007382de76f39466a46e97558b8dc4cf643cfbf \
+    --hash=sha256:2c42e9b277513b81cf507e6121c7b432b3235f980cac04f39f435b7902857f91 \
+    --hash=sha256:2cb4ac1d8f6b65ec84ddfacd275079e89d9df7c92f95675ba96c4f790a64df6e \
+    --hash=sha256:2d065059e75a798bc1933c293b68d04d79b586bb7f8c921e0ca1e82759d0dbb1 \
+    --hash=sha256:2f8c2eb0615e2e64ee27d478c7c13f51e5329d7972d9e15528d3e4cfc4a08f0d \
+    --hash=sha256:30f23e6253c5f43a809dea02dc28a9f5fa747735dc819f10c073fe1b605e97d4 \
+    --hash=sha256:32f0d1f6243e90ee43bc6ee3e8c30ac5b09ca63f5dd35dbc985a1fc5208c451a \
+    --hash=sha256:3467ab511bfe3360967d7dc53b49f272d59309e57a067dd2405b4d35e7dcf9dc \
+    --hash=sha256:3daacc9a4e3f428a84dd56bf31f20b768eb0b204af891ed68e1f06db9edf546f \
+    --hash=sha256:419010156b914a3e5da4e4adf992bee050924d0fe423c4b329e523e2c14c3547 \
+    --hash=sha256:43251d7f29a59120a26f5a0d9583b9e112999e500afabcfdcb91606d3c5c89e3 \
+    --hash=sha256:44d464bdc384874601a177375028012a5f177f1505279f9456fea84bbc575c7f \
+    --hash=sha256:4b3e8aa8226d6560de8c2b9d5ff8555ea482599c670610758afdc97f3e021e9c \
+    --hash=sha256:51bc8429d9376224cd3cf7e8ce4f208b4c930cd10e515b6ac6a72cbc3370f0d9 \
+    --hash=sha256:5512078d00263de6cb04e9d26c9ae17611098f52357fea856213e38dc462f81f \
+    --hash=sha256:55c14c20be247b8a1aeaf3ab4476265e3ca83096bb8e09bb1a7aa806088def4f \
+    --hash=sha256:56ad9776b65d8743f86698a1973292c966cf3abff627efc44ed60e66cc538ddd \
+    --hash=sha256:57d216fab0b5c432aabf7170883d7c11671622bde8bd1436c46d633163a703f6 \
+    --hash=sha256:5c2308de665b7130cd0e40a2329278226e4cf083f7400c51ca7e19ccfb3886f3 \
+    --hash=sha256:5cf6c6f6193797372adf50c91d0171743d16299491c75acad8650107dffa9269 \
+    --hash=sha256:5fe3e9b705250d0172ed4e100a811543108653fb2b66b9e702a088ad03772a07 \
+    --hash=sha256:63144e36209ad8e4e65384dbf2d52dd5b1866986079c00a72335402a38aacdc5 \
+    --hash=sha256:65a4a6072436bf0a4825b1c295d248cc17e5f4651e60ee62427a5bcaa8622a7a \
+    --hash=sha256:6a13a9caea485df164c51be4eb0c87f97f790b7c3213d635eba2314d959fe929 \
+    --hash=sha256:6b54bc4ca5f9b9bba8cd4fb91c24b2446a86b5ae7f8975cf3b7a277353c3127c \
+    --hash=sha256:6ceed6247fc2d33b2a7b7d25d8a0fe645b68798856e0bc7a9800c5fd945eb80f \
+    --hash=sha256:73fc9a0a4343188bdb421783e600bfaf81d0793cd4cce6bafb3c2ed567a74cd5 \
+    --hash=sha256:76897944cd9239e8a70955679b531b9a0619f76e25476e57ed373322d9c2075d \
+    --hash=sha256:7915f0c60e4e6e65d90f136d85dd3b429ae9191c36b380e626064694563dbd9f \
+    --hash=sha256:7bd5efc26b39f7fc82d4ab1d86a7f0644c8e34f3699c33f85bfa9a717a030e1b \
+    --hash=sha256:7cabcf39c81e5b988d0adefdaea2eb9b4fd9bd62d5ed6559988c62f36bfa9a89 \
+    --hash=sha256:7d9b76322e49c056bcc819f8bdca37a2daa5a6d42c07f30927b501088db03309 \
+    --hash=sha256:7db7fdc2d71fd1444d85ca3f3d682ba2df7d61a637dfc6d80793f439eae264ab \
+    --hash=sha256:8079486118919f600c603536e2490ca37b3dbd3280e3ad6eaacfe6264605ac8a \
+    --hash=sha256:8359bef65f49d51476e9811d59c015f0ddae618ee0e44144f5595278c9f8268c \
+    --hash=sha256:83c155b4a33368d9b9c2543e78f2452090fb030c52401ca608ef16fa58c98353 \
+    --hash=sha256:83d054818a8d1198d8bd8bc3ea2aac112a2c19def2bf73758321976788706398 \
+    --hash=sha256:87bf3f91a9328a941acc44eceffd4e1f5f89b030985b2966637e582157173b98 \
+    --hash=sha256:87df18fce4440477c3ef1fd7ae17c704a69a74a77e705a12be135ee0651a0c2d \
+    --hash=sha256:87e9903b8668a16ef02c08ba4ebc91e57a49c481e9b5866e31d798632805014b \
+    --hash=sha256:88a5ac3280232d4ed8e994cbc03b46a1807ce0aa123867b40c4a41f226c61f94 \
+    --hash=sha256:88f6fd5a5c1302ce79993cc5feeadcc795a70f953c762544d01fb02b2db4ea33 \
+    --hash=sha256:8d4f0eed76b430f009fbefca1a0028ddb112891b03cb556d7440d5cd68eb89a9 \
+    --hash=sha256:8db8f0c59c84792c12661f8efa85de160f80efe16b87a9d5de91b93f9e0bce3c \
+    --hash=sha256:8e5b927acc5f2f59547270b0309a46d983edc44be64e1ca27a7fcb0474d6cd67 \
+    --hash=sha256:9353c2af2dd467333d4850a16edb66855e795561cd170685178f706c80d2c71e \
+    --hash=sha256:949aaa1118660f992dbf0968487b3e3cfdad67f948658ab08c6b5762e90cc8b6 \
+    --hash=sha256:9850754c434e636ce3dc586f534bb23bcbd78940c304775bee9005bf610e98f1 \
+    --hash=sha256:9d625692578dd40a112df30c02a1adf068027566abd8e6a74893bb13d441c150 \
+    --hash=sha256:9f1a3e01dce3cd54060791e7e24588417c98b941baa5974700eeb0b8eb65b0a0 \
+    --hash=sha256:9fdcb80f4e9fbb33b58e9bf95e7dbbedff505d1bcd1c05f7c7ce883632710006 \
+    --hash=sha256:a2c28c6487f17d8db0089e8b2cdc13de859366b94cc6cdc50e1b0a4147b56551 \
+    --hash=sha256:a4b8617499b2371c7353302c5116a7e0a3a12da66389ce53140e607d3bf7b3d3 \
+    --hash=sha256:a51d0ddd4deb8871c6de15a772ef40b3dbd26a3c0451bb9e66bc76fc5a784e5b \
+    --hash=sha256:a9c421153aa23c323bd8483d4155b4eee82c9a50ac11cccd83539104a8279c64 \
+    --hash=sha256:a9d752c97f6bbe327352f76e5b86442d776abc789249fc5e72eacb49e6916482 \
+    --hash=sha256:b96c3d9266439d17f35fc2173111d93afc1162f168e95aed122c1ca517b1f8f1 \
+    --hash=sha256:baec5675944b4a47749c93c01c73d826ef7d42d36ba8d0dba36336fa80c76426 \
+    --hash=sha256:bb1ed4fcb0b3c2f3ea2c5767434622fe5d660e5752f21ac2e8d737b1e5e480bb \
+    --hash=sha256:bb62841e839ee992c37bb75e75891c7f4904e772db3691c59daaca5b4ab960e1 \
+    --hash=sha256:bbaa31f2cb49013818bde319232ccd72da62ee40f7d2aa532083eda5664e85ff \
+    --hash=sha256:bd574145d930cf9405a64f9923600879a5ce51d9f315443a5f706374841327b6 \
+    --hash=sha256:c05270b290acd8d249739f40d272a64dd597d5a4b90f27d830e538bc2549303c \
+    --hash=sha256:c0cea44bba5c5601b297bc8307e4075535b95163402e4906b2e9b82788a2a6df \
+    --hash=sha256:c11a4ab7debc456326a2bac67f35ee0ac792bcf812c7562a4a28559a5c795e27 \
+    --hash=sha256:c329a4dcc395364a1c0d2d1574d725fe81a840783dda64c31c5a60fc7d41472c \
+    --hash=sha256:c6280f5aeafa1731f0a3709463ab33d8e0624321593951aefada5472f0b313fd \
+    --hash=sha256:ca1a209157f242eb183e209040097118472e169f2e069bfbd40c303e24866543 \
+    --hash=sha256:cfc1fc38e37630dd12d519bdec9dcd4b345aec9930bb9ce0ed04461f49e58b52 \
+    --hash=sha256:d468cffb82d90789696d5b4d8b6ab8843052cba58a15296691a7a3df55143cd2 \
+    --hash=sha256:d52f5d0615ea83fd853d4e1d8acf93cc2e0223ad4568ba1e1f6ca72e94ea7b9d \
+    --hash=sha256:df81e3407630de060ae8313da49509c3caa33b1a9415562284eaf3d0c7705f9f \
+    --hash=sha256:e06a9ebc8656e030ccfe44634f2a541b4b1801cd52e390a53ad8bacbd65f8518 \
+    --hash=sha256:e4a0f374200e8443d9746e947ebb346c40f83a3970e75a685ade0adbba5c48d9 \
+    --hash=sha256:e5c9d86d9b13b18aafa88303e2cd21e677f5da2a14c828d2c460fe513af2e9a5 \
+    --hash=sha256:eb276a53717f2bcfb6df0bcf284d8a12069002508d4c1ca715799226024ccd45 \
+    --hash=sha256:ee9622e84fe6e4cd4f020e5fda70d6206feff3157731df7151d457fdae18e541 \
+    --hash=sha256:ef73df487b7c14b477016947c92708c2d929e1dee2bacdd6fff5a82ed4539537 \
+    --hash=sha256:f15117b96866401825f3e94543145028a2947d19974429246ce59403f49e77c6 \
+    --hash=sha256:f6784eed29f9e036acb0b7769d9e78a0dc2c72c2d8ba7903005350d817e287a4 \
+    --hash=sha256:f75698c5c5c542417ac4956acfc420f7d4a2396adca63a015fd66641ea751759 \
+    --hash=sha256:fb7b54830cee8cf9923d969e2df87ce20e625b1af2fd194222ab902d3adcc29c
+    # via transformers
+sympy==1.13.1 \
+    --hash=sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f \
+    --hash=sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8
+    # via torch
+tokenizers==0.19.1 \
+    --hash=sha256:01d62812454c188306755c94755465505836fd616f75067abcae529c35edeb57 \
+    --hash=sha256:02e81bf089ebf0e7f4df34fa0207519f07e66d8491d963618252f2e0729e0b46 \
+    --hash=sha256:04ce49e82d100594715ac1b2ce87d1a36e61891a91de774755f743babcd0dd52 \
+    --hash=sha256:07f9295349bbbcedae8cefdbcfa7f686aa420be8aca5d4f7d1ae6016c128c0c5 \
+    --hash=sha256:08a44864e42fa6d7d76d7be4bec62c9982f6f6248b4aa42f7302aa01e0abfd26 \
+    --hash=sha256:0b5ca92bfa717759c052e345770792d02d1f43b06f9e790ca0a1db62838816f3 \
+    --hash=sha256:0b9394bd204842a2a1fd37fe29935353742be4a3460b6ccbaefa93f58a8df43d \
+    --hash=sha256:0bcce02bf1ad9882345b34d5bd25ed4949a480cf0e656bbd468f4d8986f7a3f1 \
+    --hash=sha256:0e64bfde9a723274e9a71630c3e9494ed7b4c0f76a1faacf7fe294cd26f7ae7c \
+    --hash=sha256:10a707cc6c4b6b183ec5dbfc5c34f3064e18cf62b4a938cb41699e33a99e03c1 \
+    --hash=sha256:16baac68651701364b0289979ecec728546133e8e8fe38f66fe48ad07996b88b \
+    --hash=sha256:1de5bc8652252d9357a666e609cb1453d4f8e160eb1fb2830ee369dd658e8975 \
+    --hash=sha256:1f0360cbea28ea99944ac089c00de7b2e3e1c58f479fb8613b6d8d511ce98267 \
+    --hash=sha256:2e8a3dd055e515df7054378dc9d6fa8c8c34e1f32777fb9a01fea81496b3f9d3 \
+    --hash=sha256:3174c76efd9d08f836bfccaca7cfec3f4d1c0a4cf3acbc7236ad577cc423c840 \
+    --hash=sha256:35583cd46d16f07c054efd18b5d46af4a2f070a2dd0a47914e66f3ff5efb2b1e \
+    --hash=sha256:39c1ec76ea1027438fafe16ecb0fb84795e62e9d643444c1090179e63808c69d \
+    --hash=sha256:3b11853f17b54c2fe47742c56d8a33bf49ce31caf531e87ac0d7d13d327c9334 \
+    --hash=sha256:427c4f0f3df9109314d4f75b8d1f65d9477033e67ffaec4bca53293d3aca286d \
+    --hash=sha256:43350270bfc16b06ad3f6f07eab21f089adb835544417afda0f83256a8bf8b75 \
+    --hash=sha256:453e4422efdfc9c6b6bf2eae00d5e323f263fff62b29a8c9cd526c5003f3f642 \
+    --hash=sha256:4692ab92f91b87769d950ca14dbb61f8a9ef36a62f94bad6c82cc84a51f76f6a \
+    --hash=sha256:4ad23d37d68cf00d54af184586d79b84075ada495e7c5c0f601f051b162112dc \
+    --hash=sha256:4f3fefdc0446b1a1e6d81cd4c07088ac015665d2e812f6dbba4a06267d1a2c95 \
+    --hash=sha256:56ae39d4036b753994476a1b935584071093b55c7a72e3b8288e68c313ca26e7 \
+    --hash=sha256:5c88d1481f1882c2e53e6bb06491e474e420d9ac7bdff172610c4f9ad3898059 \
+    --hash=sha256:61b7fe8886f2e104d4caf9218b157b106207e0f2a4905c9c7ac98890688aabeb \
+    --hash=sha256:621d670e1b1c281a1c9698ed89451395d318802ff88d1fc1accff0867a06f153 \
+    --hash=sha256:6258c2ef6f06259f70a682491c78561d492e885adeaf9f64f5389f78aa49a051 \
+    --hash=sha256:6309271f57b397aa0aff0cbbe632ca9d70430839ca3178bf0f06f825924eca22 \
+    --hash=sha256:638e43936cc8b2cbb9f9d8dde0fe5e7e30766a3318d2342999ae27f68fdc9bd6 \
+    --hash=sha256:63c38f45d8f2a2ec0f3a20073cccb335b9f99f73b3c69483cd52ebc75369d8a1 \
+    --hash=sha256:670b802d4d82bbbb832ddb0d41df7015b3e549714c0e77f9bed3e74d42400fbe \
+    --hash=sha256:6852c5b2a853b8b0ddc5993cd4f33bfffdca4fcc5d52f89dd4b8eada99379285 \
+    --hash=sha256:6b2da5c32ed869bebd990c9420df49813709e953674c0722ff471a116d97b22d \
+    --hash=sha256:6c330c0eb815d212893c67a032e9dc1b38a803eccb32f3e8172c19cc69fbb439 \
+    --hash=sha256:6f8a20266e695ec9d7a946a019c1d5ca4eddb6613d4f466888eee04f16eedb85 \
+    --hash=sha256:706a37cc5332f85f26efbe2bdc9ef8a9b372b77e4645331a405073e4b3a8c1c6 \
+    --hash=sha256:71e3ec71f0e78780851fef28c2a9babe20270404c921b756d7c532d280349214 \
+    --hash=sha256:72791f9bb1ca78e3ae525d4782e85272c63faaef9940d92142aa3eb79f3407a3 \
+    --hash=sha256:76951121890fea8330d3a0df9a954b3f2a37e3ec20e5b0530e9a0044ca2e11fe \
+    --hash=sha256:78e769eb3b2c79687d9cb0f89ef77223e8e279b75c0a968e637ca7043a84463f \
+    --hash=sha256:7c9d5b6c0e7a1e979bec10ff960fae925e947aab95619a6fdb4c1d8ff3708ce3 \
+    --hash=sha256:7fb297edec6c6841ab2e4e8f357209519188e4a59b557ea4fafcf4691d1b4c98 \
+    --hash=sha256:7ff898780a155ea053f5d934925f3902be2ed1f4d916461e1a93019cc7250837 \
+    --hash=sha256:82c8b8063de6c0468f08e82c4e198763e7b97aabfe573fd4cf7b33930ca4df77 \
+    --hash=sha256:85aa3ab4b03d5e99fdd31660872249df5e855334b6c333e0bc13032ff4469c4a \
+    --hash=sha256:89183e55fb86e61d848ff83753f64cded119f5d6e1f553d14ffee3700d0a4a49 \
+    --hash=sha256:8a6298bde623725ca31c9035a04bf2ef63208d266acd2bed8c2cb7d2b7d53ce6 \
+    --hash=sha256:8b01afb7193d47439f091cd8f070a1ced347ad0f9144952a30a41836902fe09e \
+    --hash=sha256:952078130b3d101e05ecfc7fc3640282d74ed26bcf691400f872563fca15ac97 \
+    --hash=sha256:952b80dac1a6492170f8c2429bd11fcaa14377e097d12a1dbe0ef2fb2241e16c \
+    --hash=sha256:9620b78e0b2d52ef07b0d428323fb34e8ea1219c5eac98c2596311f20f1f9266 \
+    --hash=sha256:9ed240c56b4403e22b9584ee37d87b8bfa14865134e3e1c3fb4b2c42fafd3256 \
+    --hash=sha256:a179856d1caee06577220ebcfa332af046d576fb73454b8f4d4b0ba8324423ea \
+    --hash=sha256:a2b718f316b596f36e1dae097a7d5b91fc5b85e90bf08b01ff139bd8953b25af \
+    --hash=sha256:ac11016d0a04aa6487b1513a3a36e7bee7eec0e5d30057c9c0408067345c48d2 \
+    --hash=sha256:ad57d59341710b94a7d9dbea13f5c1e7d76fd8d9bcd944a7a6ab0b0da6e0cc66 \
+    --hash=sha256:b07c538ba956843833fee1190cf769c60dc62e1cf934ed50d77d5502194d63b1 \
+    --hash=sha256:b279ab506ec4445166ac476fb4d3cc383accde1ea152998509a94d82547c8e2a \
+    --hash=sha256:b2edbc75744235eea94d595a8b70fe279dd42f3296f76d5a86dde1d46e35f574 \
+    --hash=sha256:b342d2ce8fc8d00f376af068e3274e2e8649562e3bc6ae4a67784ded6b99428d \
+    --hash=sha256:b4399b59d1af5645bcee2072a463318114c39b8547437a7c2d6a186a1b5a0e2d \
+    --hash=sha256:b4c89aa46c269e4e70c4d4f9d6bc644fcc39bb409cb2a81227923404dd6f5227 \
+    --hash=sha256:b70bfbe3a82d3e3fb2a5e9b22a39f8d1740c96c68b6ace0086b39074f08ab89a \
+    --hash=sha256:b82931fa619dbad979c0ee8e54dd5278acc418209cc897e42fac041f5366d626 \
+    --hash=sha256:bac0b0eb952412b0b196ca7a40e7dce4ed6f6926489313414010f2e6b9ec2adf \
+    --hash=sha256:bb9dfe7dae85bc6119d705a76dc068c062b8b575abe3595e3c6276480e67e3f1 \
+    --hash=sha256:bcd266ae85c3d39df2f7e7d0e07f6c41a55e9a3123bb11f854412952deacd828 \
+    --hash=sha256:bea6f9947e9419c2fda21ae6c32871e3d398cba549b93f4a65a2d369662d9403 \
+    --hash=sha256:c27b99889bd58b7e301468c0838c5ed75e60c66df0d4db80c08f43462f82e0d3 \
+    --hash=sha256:c2a0d47a89b48d7daa241e004e71fb5a50533718897a4cd6235cb846d511a478 \
+    --hash=sha256:c5c2ff13d157afe413bf7e25789879dd463e5a4abfb529a2d8f8473d8042e28f \
+    --hash=sha256:c85cf76561fbd01e0d9ea2d1cbe711a65400092bc52b5242b16cfd22e51f0c58 \
+    --hash=sha256:ca407133536f19bdec44b3da117ef0d12e43f6d4b56ac4c765f37eca501c7bda \
+    --hash=sha256:cbf001afbbed111a79ca47d75941e9e5361297a87d186cbfc11ed45e30b5daba \
+    --hash=sha256:ce05fde79d2bc2e46ac08aacbc142bead21614d937aac950be88dc79f9db9022 \
+    --hash=sha256:d16ff18907f4909dca9b076b9c2d899114dd6abceeb074eca0c93e2353f943aa \
+    --hash=sha256:d26194ef6c13302f446d39972aaa36a1dda6450bc8949f5eb4c27f51191375bd \
+    --hash=sha256:d8c5d59d7b59885eab559d5bc082b2985555a54cda04dda4c65528d90ad252ad \
+    --hash=sha256:d924204a3dbe50b75630bd16f821ebda6a5f729928df30f582fb5aade90c818a \
+    --hash=sha256:dadc509cc8a9fe460bd274c0e16ac4184d0958117cf026e0ea8b32b438171594 \
+    --hash=sha256:dd26e3afe8a7b61422df3176e06664503d3f5973b94f45d5c45987e1cb711876 \
+    --hash=sha256:ddf672ed719b4ed82b51499100f5417d7d9f6fb05a65e232249268f35de5ed14 \
+    --hash=sha256:dfedf31824ca4915b511b03441784ff640378191918264268e6923da48104acc \
+    --hash=sha256:e28cab1582e0eec38b1f38c1c1fb2e56bce5dc180acb1724574fc5f47da2a4fe \
+    --hash=sha256:e742d76ad84acbdb1a8e4694f915fe59ff6edc381c97d6dfdd054954e3478ad4 \
+    --hash=sha256:e83a31c9cf181a0a3ef0abad2b5f6b43399faf5da7e696196ddd110d332519ee \
+    --hash=sha256:e8d1ed93beda54bbd6131a2cb363a576eac746d5c26ba5b7556bc6f964425594 \
+    --hash=sha256:e8ff5b90eabdcdaa19af697885f70fe0b714ce16709cf43d4952f1f85299e73a \
+    --hash=sha256:ec11802450a2487cdf0e634b750a04cbdc1c4d066b97d94ce7dd2cb51ebb325b \
+    --hash=sha256:ecb2651956eea2aa0a2d099434134b1b68f1c31f9a5084d6d53f08ed43d45ff2 \
+    --hash=sha256:ed69af290c2b65169f0ba9034d1dc39a5db9459b32f1dd8b5f3f32a3fcf06eab \
+    --hash=sha256:eddd5783a4a6309ce23432353cdb36220e25cbb779bfa9122320666508b44b88 \
+    --hash=sha256:ee59e6680ed0fdbe6b724cf38bd70400a0c1dd623b07ac729087270caeac88e3 \
+    --hash=sha256:f03727225feaf340ceeb7e00604825addef622d551cbd46b7b775ac834c1e1c4 \
+    --hash=sha256:f3bbb7a0c5fcb692950b041ae11067ac54826204318922da754f908d95619fbc \
+    --hash=sha256:f8a9c828277133af13f3859d1b6bf1c3cb6e9e1637df0e45312e6b7c2e622b1f \
+    --hash=sha256:f97660f6c43efd3e0bfd3f2e3e5615bf215680bad6ee3d469df6454b8c6e8256 \
+    --hash=sha256:f9939ca7e58c2758c01b40324a59c034ce0cebad18e0d4563a9b1beab3018243
+    # via transformers
+torch==2.4.0 \
+    --hash=sha256:2497cbc7b3c951d69b276ca51fe01c2865db67040ac67f5fc20b03e41d16ea4a \
+    --hash=sha256:3374128bbf7e62cdaed6c237bfd39809fbcfaa576bee91e904706840c3f2195c \
+    --hash=sha256:3af4de2a618fb065e78404c4ba27a818a7b7957eaeff28c6c66ce7fb504b68b8 \
+    --hash=sha256:4ed94583e244af51d6a8d28701ca5a9e02d1219e782f5a01dd401f90af17d8ac \
+    --hash=sha256:618808d3f610d5f180e47a697d4ec90b810953bb1e020f424b2ac7fb0884b545 \
+    --hash=sha256:685418ab93730efbee71528821ff54005596970dd497bf03c89204fb7e3f71de \
+    --hash=sha256:688eec9240f3ce775f22e1e1a5ab9894f3d5fe60f3f586deb7dbd23a46a83916 \
+    --hash=sha256:7334325c0292cbd5c2eac085f449bf57d3690932eac37027e193ba775703c9e6 \
+    --hash=sha256:8940fc8b97a4c61fdb5d46a368f21f4a3a562a17879e932eb51a5ec62310cb31 \
+    --hash=sha256:91aaf00bfe1ffa44dc5b52809d9a95129fca10212eca3ac26420eb11727c6288 \
+    --hash=sha256:97730014da4c57ffacb3c09298c6ce05400606e890bd7a05008d13dd086e46b1 \
+    --hash=sha256:997084a0f9784d2a89095a6dc67c7925e21bf25dea0b3d069b41195016ccfcbb \
+    --hash=sha256:a046491aaf96d1215e65e1fa85911ef2ded6d49ea34c8df4d0638879f2402eef \
+    --hash=sha256:a2feb98ac470109472fb10dfef38622a7ee08482a16c357863ebc7bc7db7c8f7 \
+    --hash=sha256:bc3988e8b36d1e8b998d143255d9408d8c75da4ab6dd0dcfd23b623dfb0f0f57 \
+    --hash=sha256:c4ca297b7bd58b506bfd6e78ffd14eb97c0e7797dcd7965df62f50bb575d8954 \
+    --hash=sha256:cc30457ea5489c62747d3306438af00c606b509d78822a88f804202ba63111ed \
+    --hash=sha256:e743adadd8c8152bb8373543964551a7cb7cc20ba898dc8f9c0cdbe47c283de0 \
+    --hash=sha256:ed765d232d23566052ba83632ec73a4fccde00b4c94ad45d63b471b09d63b7a7 \
+    --hash=sha256:f169b4ea6dc93b3a33319611fcc47dc1406e4dd539844dcbd2dec4c1b96e166d
+    # via -r classify_video_requirements.in
+tqdm==4.66.5 \
+    --hash=sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd \
+    --hash=sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad
+    # via
+    #   huggingface-hub
+    #   transformers
+transformers==4.44.0 \
+    --hash=sha256:75699495e30b7635ca444d8d372e138c687ab51a875b387e33f1fb759c37f196 \
+    --hash=sha256:ea0ff72def71e9f4812d9414d4803b22681b1617aa6f511bd51cfff2b44a6fca
+    # via -r classify_video_requirements.in
+triton==3.0.0 \
+    --hash=sha256:0d5e10de8c011adeb7c878c6ce0dd6073b14367749e34467f1cff2bde1b78253 \
+    --hash=sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb \
+    --hash=sha256:39b052da883351fdf6be3d93cedae6db3b8e3988d3b09ed221bccecfa9612230 \
+    --hash=sha256:41004fb1ae9a53fcb3e970745feb87f0e3c94c6ce1ba86e95fa3b8537894bef7 \
+    --hash=sha256:5ce8520437c602fb633f1324cc3871c47bee3b67acf9756c1a66309b60e3216c \
+    --hash=sha256:6e5727202f7078c56f91ff13ad0c1abab14a0e7f2c87e91b12b6f64f3e8ae609 \
+    --hash=sha256:bcbf3b1c48af6a28011a5c40a5b3b9b5330530c3827716b5fbf6d7adcc1e53e9 \
+    --hash=sha256:cd34f19a8582af96e6291d4afce25dac08cb2a5d218c599163761e8e0827208e \
+    --hash=sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a \
+    --hash=sha256:e8903767951bf86ec960b4fe4e21bc970055afc65e9d57e916d79ae3c93665e3
+    # via torch
+typing-extensions==4.12.2 \
+    --hash=sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d \
+    --hash=sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8
+    # via
+    #   huggingface-hub
+    #   torch
+urllib3==2.2.2 \
+    --hash=sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472 \
+    --hash=sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168
+    # via requests
diff --git a/src/core/operators/test_classify_video.py b/src/core/operators/test_classify_video.py
new file mode 100644
index 0000000..3ad10d9
--- /dev/null
+++ b/src/core/operators/test_classify_video.py
@@ -0,0 +1,34 @@
+import unittest
+from unittest.case import skip
+from core.operators import classify_video
+from core.models.media_factory import VideoFactory
+
+
+class Test(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # initialize operator
+        param = {}
+        classify_video.initialize(param)
+
+    @classmethod
+    def tearDownClass(cls):
+        # delete config files
+        pass
+
+    # @skip
+    def test_sample_video_from_disk(self):
+        video_path = VideoFactory.make_from_file_on_disk(
+            r"core/operators/sample_data/sample-cat-video.mp4"
+        )
+        labels = [ "cat", "dog" ]
+        result = classify_video.run(video_path, labels)
+        self.assertEqual(result.get("prediction"), "cat")
+
+    # @skip
+    def test_sample_video_from_url(self):
+        video_url = "https://tattle-media.s3.amazonaws.com/test-data/tattle-search/cat_vid_2mb.mp4"
+        video_path = VideoFactory.make_from_url(video_url)
+        labels = [ "cat", "dog" ]
+        result = classify_video.run(video_path, labels)
+        self.assertEqual(result.get("prediction"), "cat")

From 92d02e219ecb0844de261b35fa2801adca139f04 Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Sun, 11 Aug 2024 19:30:50 +0530
Subject: [PATCH 04/33] chore: remove obsolete `print` statement

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/core/operators/vid_vec_rep_clip.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/core/operators/vid_vec_rep_clip.py b/src/core/operators/vid_vec_rep_clip.py
index e443d2c..f64e738 100644
--- a/src/core/operators/vid_vec_rep_clip.py
+++ b/src/core/operators/vid_vec_rep_clip.py
@@ -93,7 +93,6 @@ def analyze(self, fname):
 
             # Extract I-frames and features
             self.frame_images = self.extract_frames(fname)
-            print(len(self.frame_images))
             self.feature_matrix = self.extract_features(self.frame_images)
 
         def extract_frames(self, fname):

From 45bef72d74617bff5915429e3802fc88b9ed595a Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Mon, 12 Aug 2024 16:48:20 +0530
Subject: [PATCH 05/33] chore: change operator name to be more verbose

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 .../{classify_video.py => classify_video_zero_shot.py}    | 2 +-
 ...ements.in => classify_video_zero_shot_requirements.in} | 0
 ...ents.txt => classify_video_zero_shot_requirements.txt} | 8 ++++----
 ...classify_video.py => test_classify_video_zero_shot.py} | 8 ++++----
 4 files changed, 9 insertions(+), 9 deletions(-)
 rename src/core/operators/{classify_video.py => classify_video_zero_shot.py} (98%)
 rename src/core/operators/{classify_video_requirements.in => classify_video_zero_shot_requirements.in} (100%)
 rename src/core/operators/{classify_video_requirements.txt => classify_video_zero_shot_requirements.txt} (99%)
 rename src/core/operators/{test_classify_video.py => test_classify_video_zero_shot.py} (78%)

diff --git a/src/core/operators/classify_video.py b/src/core/operators/classify_video_zero_shot.py
similarity index 98%
rename from src/core/operators/classify_video.py
rename to src/core/operators/classify_video_zero_shot.py
index 14dd1ea..acd8924 100644
--- a/src/core/operators/classify_video.py
+++ b/src/core/operators/classify_video_zero_shot.py
@@ -9,7 +9,7 @@ def initialize(param):
     Args:
         param (dict): Parameters for initialization
     """
-    print("Installing packages for classify_video")
+    print("Installing packages for classify_video_zero_shot")
     global os
     global VideoClassifier, gendata
 
diff --git a/src/core/operators/classify_video_requirements.in b/src/core/operators/classify_video_zero_shot_requirements.in
similarity index 100%
rename from src/core/operators/classify_video_requirements.in
rename to src/core/operators/classify_video_zero_shot_requirements.in
diff --git a/src/core/operators/classify_video_requirements.txt b/src/core/operators/classify_video_zero_shot_requirements.txt
similarity index 99%
rename from src/core/operators/classify_video_requirements.txt
rename to src/core/operators/classify_video_zero_shot_requirements.txt
index 9457e30..17c3ca3 100644
--- a/src/core/operators/classify_video_requirements.txt
+++ b/src/core/operators/classify_video_zero_shot_requirements.txt
@@ -2,7 +2,7 @@
 # This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
-#    pip-compile --allow-unsafe --generate-hashes classify_video_requirements.in
+#    pip-compile --allow-unsafe --generate-hashes classify_video_zero_shot_requirements.in
 #
 certifi==2024.7.4 \
     --hash=sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b \
@@ -388,7 +388,7 @@ pillow==10.4.0 \
     --hash=sha256:f7baece4ce06bade126fb84b8af1c33439a76d8a6fd818970215e0560ca28c27 \
     --hash=sha256:ff25afb18123cea58a591ea0244b92eb1e61a1fd497bf6d6384f09bc3262ec3e \
     --hash=sha256:ff337c552345e95702c5fde3158acb0625111017d0e5f24bf3acdb9cc16b90d1
-    # via -r classify_video_requirements.in
+    # via -r classify_video_zero_shot_requirements.in
 pyyaml==6.0.2 \
     --hash=sha256:01179a4a8559ab5de078078f37e5c1a30d76bb88519906844fd7bdea1b7729ff \
     --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \
@@ -772,7 +772,7 @@ torch==2.4.0 \
     --hash=sha256:e743adadd8c8152bb8373543964551a7cb7cc20ba898dc8f9c0cdbe47c283de0 \
     --hash=sha256:ed765d232d23566052ba83632ec73a4fccde00b4c94ad45d63b471b09d63b7a7 \
     --hash=sha256:f169b4ea6dc93b3a33319611fcc47dc1406e4dd539844dcbd2dec4c1b96e166d
-    # via -r classify_video_requirements.in
+    # via -r classify_video_zero_shot_requirements.in
 tqdm==4.66.5 \
     --hash=sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd \
     --hash=sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad
@@ -782,7 +782,7 @@ tqdm==4.66.5 \
 transformers==4.44.0 \
     --hash=sha256:75699495e30b7635ca444d8d372e138c687ab51a875b387e33f1fb759c37f196 \
     --hash=sha256:ea0ff72def71e9f4812d9414d4803b22681b1617aa6f511bd51cfff2b44a6fca
-    # via -r classify_video_requirements.in
+    # via -r classify_video_zero_shot_requirements.in
 triton==3.0.0 \
     --hash=sha256:0d5e10de8c011adeb7c878c6ce0dd6073b14367749e34467f1cff2bde1b78253 \
     --hash=sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb \
diff --git a/src/core/operators/test_classify_video.py b/src/core/operators/test_classify_video_zero_shot.py
similarity index 78%
rename from src/core/operators/test_classify_video.py
rename to src/core/operators/test_classify_video_zero_shot.py
index 3ad10d9..b51d879 100644
--- a/src/core/operators/test_classify_video.py
+++ b/src/core/operators/test_classify_video_zero_shot.py
@@ -1,6 +1,6 @@
 import unittest
 from unittest.case import skip
-from core.operators import classify_video
+from src.core.operators import classify_video_zero_shot
 from core.models.media_factory import VideoFactory
 
 
@@ -9,7 +9,7 @@ class Test(unittest.TestCase):
     def setUpClass(cls):
         # initialize operator
         param = {}
-        classify_video.initialize(param)
+        classify_video_zero_shot.initialize(param)
 
     @classmethod
     def tearDownClass(cls):
@@ -22,7 +22,7 @@ def test_sample_video_from_disk(self):
             r"core/operators/sample_data/sample-cat-video.mp4"
         )
         labels = [ "cat", "dog" ]
-        result = classify_video.run(video_path, labels)
+        result = classify_video_zero_shot.run(video_path, labels)
         self.assertEqual(result.get("prediction"), "cat")
 
     # @skip
@@ -30,5 +30,5 @@ def test_sample_video_from_url(self):
         video_url = "https://tattle-media.s3.amazonaws.com/test-data/tattle-search/cat_vid_2mb.mp4"
         video_path = VideoFactory.make_from_url(video_url)
         labels = [ "cat", "dog" ]
-        result = classify_video.run(video_path, labels)
+        result = classify_video_zero_shot.run(video_path, labels)
         self.assertEqual(result.get("prediction"), "cat")

From 233cfd4065f2e43d6cf533ade3002270f02f5eb2 Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Fri, 23 Aug 2024 01:56:39 +0530
Subject: [PATCH 06/33] feat: add audio embedding operator using CLAP model

---
 .../operators/audio_vec_embedding_clap.py     |   53 +
 .../audio_vec_embedding_clap_requirements.in  |    3 +
 .../audio_vec_embedding_clap_requirements.txt | 1425 +++++++++++++++++
 .../test_audio_vec_embedding_clap.py          |   32 +
 4 files changed, 1513 insertions(+)
 create mode 100644 src/core/operators/audio_vec_embedding_clap.py
 create mode 100644 src/core/operators/audio_vec_embedding_clap_requirements.in
 create mode 100644 src/core/operators/audio_vec_embedding_clap_requirements.txt
 create mode 100644 src/core/operators/test_audio_vec_embedding_clap.py

diff --git a/src/core/operators/audio_vec_embedding_clap.py b/src/core/operators/audio_vec_embedding_clap.py
new file mode 100644
index 0000000..c8db375
--- /dev/null
+++ b/src/core/operators/audio_vec_embedding_clap.py
@@ -0,0 +1,53 @@
+"""Operator to get audio representation using LAION-CLAP - https://github.com/LAION-AI/CLAP. """
+
+def initialize(param):
+    """
+    Initializes the operator.
+    
+    Args: 
+        param (dict): A dict to initialize and load the the model.
+    
+    """
+    global model
+    global librosa
+    global np
+    global contextmanager
+    global os
+
+    import numpy as np
+    import librosa
+    from contextlib import contextmanager
+    import os
+    import laion_clap
+    
+    model = laion_clap.CLAP_Module()
+    model.load_ckpt() # load the best checkpoint (HTSAT model) in the paper.
+    print("model successfully downloaded")
+
+
+def run(audio_file):
+    """
+    Runs the operator and compute inference on the audio file.
+
+    Args:
+        audio_file (dict): `AudioFactory` file object.
+
+    Returns:
+        audio_emb (numpy.ndarray): A 512-length vector embedding representing the audio. 
+
+    """
+    audio = audio_file["path"]
+
+    @contextmanager
+    def audio_load(fname):
+        a, _ = librosa.load(fname, sr=48000)
+        try:
+            yield a
+        finally:
+            os.remove(fname)
+
+    with audio_load(audio) as audio_var:
+        query_audio = audio_var.reshape(1, -1)
+        audio_emb = model.get_audio_embedding_from_data(x = query_audio, use_tensor=False)
+        audio_emb = audio_emb.reshape(-1)
+        return audio_emb
diff --git a/src/core/operators/audio_vec_embedding_clap_requirements.in b/src/core/operators/audio_vec_embedding_clap_requirements.in
new file mode 100644
index 0000000..e9a652c
--- /dev/null
+++ b/src/core/operators/audio_vec_embedding_clap_requirements.in
@@ -0,0 +1,3 @@
+laion-clap==1.1.6
+librosa==0.10.2.post1
+torchvision==0.19.0
diff --git a/src/core/operators/audio_vec_embedding_clap_requirements.txt b/src/core/operators/audio_vec_embedding_clap_requirements.txt
new file mode 100644
index 0000000..ea2cf84
--- /dev/null
+++ b/src/core/operators/audio_vec_embedding_clap_requirements.txt
@@ -0,0 +1,1425 @@
+#
+# This file is autogenerated by pip-compile with Python 3.10
+# by the following command:
+#
+#    pip-compile --allow-unsafe --generate-hashes audio_vec_embedding_clap_requirements.in
+#
+audioread==3.0.1 \
+    --hash=sha256:4cdce70b8adc0da0a3c9e0d85fb10b3ace30fbdf8d1670fd443929b61d117c33 \
+    --hash=sha256:ac5460a5498c48bdf2e8e767402583a4dcd13f4414d286f42ce4379e8b35066d
+    # via librosa
+braceexpand==0.1.7 \
+    --hash=sha256:91332d53de7828103dcae5773fb43bc34950b0c8160e35e0f44c4427a3b85014 \
+    --hash=sha256:e6e539bd20eaea53547472ff94f4fb5c3d3bf9d0a89388c4b56663aba765f705
+    # via
+    #   laion-clap
+    #   webdataset
+certifi==2024.7.4 \
+    --hash=sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b \
+    --hash=sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90
+    # via
+    #   requests
+    #   sentry-sdk
+cffi==1.17.0 \
+    --hash=sha256:011aff3524d578a9412c8b3cfaa50f2c0bd78e03eb7af7aa5e0df59b158efb2f \
+    --hash=sha256:0a048d4f6630113e54bb4b77e315e1ba32a5a31512c31a273807d0027a7e69ab \
+    --hash=sha256:0bb15e7acf8ab35ca8b24b90af52c8b391690ef5c4aec3d31f38f0d37d2cc499 \
+    --hash=sha256:0d46ee4764b88b91f16661a8befc6bfb24806d885e27436fdc292ed7e6f6d058 \
+    --hash=sha256:0e60821d312f99d3e1569202518dddf10ae547e799d75aef3bca3a2d9e8ee693 \
+    --hash=sha256:0fdacad9e0d9fc23e519efd5ea24a70348305e8d7d85ecbb1a5fa66dc834e7fb \
+    --hash=sha256:14b9cbc8f7ac98a739558eb86fabc283d4d564dafed50216e7f7ee62d0d25377 \
+    --hash=sha256:17c6d6d3260c7f2d94f657e6872591fe8733872a86ed1345bda872cfc8c74885 \
+    --hash=sha256:1a2ddbac59dc3716bc79f27906c010406155031a1c801410f1bafff17ea304d2 \
+    --hash=sha256:2404f3de742f47cb62d023f0ba7c5a916c9c653d5b368cc966382ae4e57da401 \
+    --hash=sha256:24658baf6224d8f280e827f0a50c46ad819ec8ba380a42448e24459daf809cf4 \
+    --hash=sha256:24aa705a5f5bd3a8bcfa4d123f03413de5d86e497435693b638cbffb7d5d8a1b \
+    --hash=sha256:2770bb0d5e3cc0e31e7318db06efcbcdb7b31bcb1a70086d3177692a02256f59 \
+    --hash=sha256:331ad15c39c9fe9186ceaf87203a9ecf5ae0ba2538c9e898e3a6967e8ad3db6f \
+    --hash=sha256:3aa9d43b02a0c681f0bfbc12d476d47b2b2b6a3f9287f11ee42989a268a1833c \
+    --hash=sha256:41f4915e09218744d8bae14759f983e466ab69b178de38066f7579892ff2a555 \
+    --hash=sha256:4304d4416ff032ed50ad6bb87416d802e67139e31c0bde4628f36a47a3164bfa \
+    --hash=sha256:435a22d00ec7d7ea533db494da8581b05977f9c37338c80bc86314bec2619424 \
+    --hash=sha256:45f7cd36186db767d803b1473b3c659d57a23b5fa491ad83c6d40f2af58e4dbb \
+    --hash=sha256:48b389b1fd5144603d61d752afd7167dfd205973a43151ae5045b35793232aa2 \
+    --hash=sha256:4e67d26532bfd8b7f7c05d5a766d6f437b362c1bf203a3a5ce3593a645e870b8 \
+    --hash=sha256:516a405f174fd3b88829eabfe4bb296ac602d6a0f68e0d64d5ac9456194a5b7e \
+    --hash=sha256:5ba5c243f4004c750836f81606a9fcb7841f8874ad8f3bf204ff5e56332b72b9 \
+    --hash=sha256:5bdc0f1f610d067c70aa3737ed06e2726fd9d6f7bfee4a351f4c40b6831f4e82 \
+    --hash=sha256:6107e445faf057c118d5050560695e46d272e5301feffda3c41849641222a828 \
+    --hash=sha256:6327b572f5770293fc062a7ec04160e89741e8552bf1c358d1a23eba68166759 \
+    --hash=sha256:669b29a9eca6146465cc574659058ed949748f0809a2582d1f1a324eb91054dc \
+    --hash=sha256:6ce01337d23884b21c03869d2f68c5523d43174d4fc405490eb0091057943118 \
+    --hash=sha256:6d872186c1617d143969defeadac5a904e6e374183e07977eedef9c07c8953bf \
+    --hash=sha256:6f76a90c345796c01d85e6332e81cab6d70de83b829cf1d9762d0a3da59c7932 \
+    --hash=sha256:70d2aa9fb00cf52034feac4b913181a6e10356019b18ef89bc7c12a283bf5f5a \
+    --hash=sha256:7cbc78dc018596315d4e7841c8c3a7ae31cc4d638c9b627f87d52e8abaaf2d29 \
+    --hash=sha256:856bf0924d24e7f93b8aee12a3a1095c34085600aa805693fb7f5d1962393206 \
+    --hash=sha256:8a98748ed1a1df4ee1d6f927e151ed6c1a09d5ec21684de879c7ea6aa96f58f2 \
+    --hash=sha256:93a7350f6706b31f457c1457d3a3259ff9071a66f312ae64dc024f049055f72c \
+    --hash=sha256:964823b2fc77b55355999ade496c54dde161c621cb1f6eac61dc30ed1b63cd4c \
+    --hash=sha256:a003ac9edc22d99ae1286b0875c460351f4e101f8c9d9d2576e78d7e048f64e0 \
+    --hash=sha256:a0ce71725cacc9ebf839630772b07eeec220cbb5f03be1399e0457a1464f8e1a \
+    --hash=sha256:a47eef975d2b8b721775a0fa286f50eab535b9d56c70a6e62842134cf7841195 \
+    --hash=sha256:a8b5b9712783415695663bd463990e2f00c6750562e6ad1d28e072a611c5f2a6 \
+    --hash=sha256:a9015f5b8af1bb6837a3fcb0cdf3b874fe3385ff6274e8b7925d81ccaec3c5c9 \
+    --hash=sha256:aec510255ce690d240f7cb23d7114f6b351c733a74c279a84def763660a2c3bc \
+    --hash=sha256:b00e7bcd71caa0282cbe3c90966f738e2db91e64092a877c3ff7f19a1628fdcb \
+    --hash=sha256:b50aaac7d05c2c26dfd50c3321199f019ba76bb650e346a6ef3616306eed67b0 \
+    --hash=sha256:b7b6ea9e36d32582cda3465f54c4b454f62f23cb083ebc7a94e2ca6ef011c3a7 \
+    --hash=sha256:bb9333f58fc3a2296fb1d54576138d4cf5d496a2cc118422bd77835e6ae0b9cb \
+    --hash=sha256:c1c13185b90bbd3f8b5963cd8ce7ad4ff441924c31e23c975cb150e27c2bf67a \
+    --hash=sha256:c3b8bd3133cd50f6b637bb4322822c94c5ce4bf0d724ed5ae70afce62187c492 \
+    --hash=sha256:c5d97162c196ce54af6700949ddf9409e9833ef1003b4741c2b39ef46f1d9720 \
+    --hash=sha256:c815270206f983309915a6844fe994b2fa47e5d05c4c4cef267c3b30e34dbe42 \
+    --hash=sha256:cab2eba3830bf4f6d91e2d6718e0e1c14a2f5ad1af68a89d24ace0c6b17cced7 \
+    --hash=sha256:d1df34588123fcc88c872f5acb6f74ae59e9d182a2707097f9e28275ec26a12d \
+    --hash=sha256:d6bdcd415ba87846fd317bee0774e412e8792832e7805938987e4ede1d13046d \
+    --hash=sha256:db9a30ec064129d605d0f1aedc93e00894b9334ec74ba9c6bdd08147434b33eb \
+    --hash=sha256:dbc183e7bef690c9abe5ea67b7b60fdbca81aa8da43468287dae7b5c046107d4 \
+    --hash=sha256:dca802c8db0720ce1c49cce1149ff7b06e91ba15fa84b1d59144fef1a1bc7ac2 \
+    --hash=sha256:dec6b307ce928e8e112a6bb9921a1cb00a0e14979bf28b98e084a4b8a742bd9b \
+    --hash=sha256:df8bb0010fdd0a743b7542589223a2816bdde4d94bb5ad67884348fa2c1c67e8 \
+    --hash=sha256:e4094c7b464cf0a858e75cd14b03509e84789abf7b79f8537e6a72152109c76e \
+    --hash=sha256:e4760a68cab57bfaa628938e9c2971137e05ce48e762a9cb53b76c9b569f1204 \
+    --hash=sha256:eb09b82377233b902d4c3fbeeb7ad731cdab579c6c6fda1f763cd779139e47c3 \
+    --hash=sha256:eb862356ee9391dc5a0b3cbc00f416b48c1b9a52d252d898e5b7696a5f9fe150 \
+    --hash=sha256:ef9528915df81b8f4c7612b19b8628214c65c9b7f74db2e34a646a0a2a0da2d4 \
+    --hash=sha256:f3157624b7558b914cb039fd1af735e5e8049a87c817cc215109ad1c8779df76 \
+    --hash=sha256:f3e0992f23bbb0be00a921eae5363329253c3b86287db27092461c887b791e5e \
+    --hash=sha256:f9338cc05451f1942d0d8203ec2c346c830f8e86469903d5126c1f0a13a2bcbb \
+    --hash=sha256:ffef8fd58a36fb5f1196919638f73dd3ae0db1a878982b27a9a5a176ede4ba91
+    # via soundfile
+charset-normalizer==3.3.2 \
+    --hash=sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027 \
+    --hash=sha256:06a81e93cd441c56a9b65d8e1d043daeb97a3d0856d177d5c90ba85acb3db087 \
+    --hash=sha256:0a55554a2fa0d408816b3b5cedf0045f4b8e1a6065aec45849de2d6f3f8e9786 \
+    --hash=sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8 \
+    --hash=sha256:10955842570876604d404661fbccbc9c7e684caf432c09c715ec38fbae45ae09 \
+    --hash=sha256:122c7fa62b130ed55f8f285bfd56d5f4b4a5b503609d181f9ad85e55c89f4185 \
+    --hash=sha256:1ceae2f17a9c33cb48e3263960dc5fc8005351ee19db217e9b1bb15d28c02574 \
+    --hash=sha256:1d3193f4a680c64b4b6a9115943538edb896edc190f0b222e73761716519268e \
+    --hash=sha256:1f79682fbe303db92bc2b1136016a38a42e835d932bab5b3b1bfcfbf0640e519 \
+    --hash=sha256:2127566c664442652f024c837091890cb1942c30937add288223dc895793f898 \
+    --hash=sha256:22afcb9f253dac0696b5a4be4a1c0f8762f8239e21b99680099abd9b2b1b2269 \
+    --hash=sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3 \
+    --hash=sha256:2e81c7b9c8979ce92ed306c249d46894776a909505d8f5a4ba55b14206e3222f \
+    --hash=sha256:3287761bc4ee9e33561a7e058c72ac0938c4f57fe49a09eae428fd88aafe7bb6 \
+    --hash=sha256:34d1c8da1e78d2e001f363791c98a272bb734000fcef47a491c1e3b0505657a8 \
+    --hash=sha256:37e55c8e51c236f95b033f6fb391d7d7970ba5fe7ff453dad675e88cf303377a \
+    --hash=sha256:3d47fa203a7bd9c5b6cee4736ee84ca03b8ef23193c0d1ca99b5089f72645c73 \
+    --hash=sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc \
+    --hash=sha256:42cb296636fcc8b0644486d15c12376cb9fa75443e00fb25de0b8602e64c1714 \
+    --hash=sha256:45485e01ff4d3630ec0d9617310448a8702f70e9c01906b0d0118bdf9d124cf2 \
+    --hash=sha256:4a78b2b446bd7c934f5dcedc588903fb2f5eec172f3d29e52a9096a43722adfc \
+    --hash=sha256:4ab2fe47fae9e0f9dee8c04187ce5d09f48eabe611be8259444906793ab7cbce \
+    --hash=sha256:4d0d1650369165a14e14e1e47b372cfcb31d6ab44e6e33cb2d4e57265290044d \
+    --hash=sha256:549a3a73da901d5bc3ce8d24e0600d1fa85524c10287f6004fbab87672bf3e1e \
+    --hash=sha256:55086ee1064215781fff39a1af09518bc9255b50d6333f2e4c74ca09fac6a8f6 \
+    --hash=sha256:572c3763a264ba47b3cf708a44ce965d98555f618ca42c926a9c1616d8f34269 \
+    --hash=sha256:573f6eac48f4769d667c4442081b1794f52919e7edada77495aaed9236d13a96 \
+    --hash=sha256:5b4c145409bef602a690e7cfad0a15a55c13320ff7a3ad7ca59c13bb8ba4d45d \
+    --hash=sha256:6463effa3186ea09411d50efc7d85360b38d5f09b870c48e4600f63af490e56a \
+    --hash=sha256:65f6f63034100ead094b8744b3b97965785388f308a64cf8d7c34f2f2e5be0c4 \
+    --hash=sha256:663946639d296df6a2bb2aa51b60a2454ca1cb29835324c640dafb5ff2131a77 \
+    --hash=sha256:6897af51655e3691ff853668779c7bad41579facacf5fd7253b0133308cf000d \
+    --hash=sha256:68d1f8a9e9e37c1223b656399be5d6b448dea850bed7d0f87a8311f1ff3dabb0 \
+    --hash=sha256:6ac7ffc7ad6d040517be39eb591cac5ff87416c2537df6ba3cba3bae290c0fed \
+    --hash=sha256:6b3251890fff30ee142c44144871185dbe13b11bab478a88887a639655be1068 \
+    --hash=sha256:6c4caeef8fa63d06bd437cd4bdcf3ffefe6738fb1b25951440d80dc7df8c03ac \
+    --hash=sha256:6ef1d82a3af9d3eecdba2321dc1b3c238245d890843e040e41e470ffa64c3e25 \
+    --hash=sha256:753f10e867343b4511128c6ed8c82f7bec3bd026875576dfd88483c5c73b2fd8 \
+    --hash=sha256:7cd13a2e3ddeed6913a65e66e94b51d80a041145a026c27e6bb76c31a853c6ab \
+    --hash=sha256:7ed9e526742851e8d5cc9e6cf41427dfc6068d4f5a3bb03659444b4cabf6bc26 \
+    --hash=sha256:7f04c839ed0b6b98b1a7501a002144b76c18fb1c1850c8b98d458ac269e26ed2 \
+    --hash=sha256:802fe99cca7457642125a8a88a084cef28ff0cf9407060f7b93dca5aa25480db \
+    --hash=sha256:80402cd6ee291dcb72644d6eac93785fe2c8b9cb30893c1af5b8fdd753b9d40f \
+    --hash=sha256:8465322196c8b4d7ab6d1e049e4c5cb460d0394da4a27d23cc242fbf0034b6b5 \
+    --hash=sha256:86216b5cee4b06df986d214f664305142d9c76df9b6512be2738aa72a2048f99 \
+    --hash=sha256:87d1351268731db79e0f8e745d92493ee2841c974128ef629dc518b937d9194c \
+    --hash=sha256:8bdb58ff7ba23002a4c5808d608e4e6c687175724f54a5dade5fa8c67b604e4d \
+    --hash=sha256:8c622a5fe39a48f78944a87d4fb8a53ee07344641b0562c540d840748571b811 \
+    --hash=sha256:8d756e44e94489e49571086ef83b2bb8ce311e730092d2c34ca8f7d925cb20aa \
+    --hash=sha256:8f4a014bc36d3c57402e2977dada34f9c12300af536839dc38c0beab8878f38a \
+    --hash=sha256:9063e24fdb1e498ab71cb7419e24622516c4a04476b17a2dab57e8baa30d6e03 \
+    --hash=sha256:90d558489962fd4918143277a773316e56c72da56ec7aa3dc3dbbe20fdfed15b \
+    --hash=sha256:923c0c831b7cfcb071580d3f46c4baf50f174be571576556269530f4bbd79d04 \
+    --hash=sha256:95f2a5796329323b8f0512e09dbb7a1860c46a39da62ecb2324f116fa8fdc85c \
+    --hash=sha256:96b02a3dc4381e5494fad39be677abcb5e6634bf7b4fa83a6dd3112607547001 \
+    --hash=sha256:9f96df6923e21816da7e0ad3fd47dd8f94b2a5ce594e00677c0013018b813458 \
+    --hash=sha256:a10af20b82360ab00827f916a6058451b723b4e65030c5a18577c8b2de5b3389 \
+    --hash=sha256:a50aebfa173e157099939b17f18600f72f84eed3049e743b68ad15bd69b6bf99 \
+    --hash=sha256:a981a536974bbc7a512cf44ed14938cf01030a99e9b3a06dd59578882f06f985 \
+    --hash=sha256:a9a8e9031d613fd2009c182b69c7b2c1ef8239a0efb1df3f7c8da66d5dd3d537 \
+    --hash=sha256:ae5f4161f18c61806f411a13b0310bea87f987c7d2ecdbdaad0e94eb2e404238 \
+    --hash=sha256:aed38f6e4fb3f5d6bf81bfa990a07806be9d83cf7bacef998ab1a9bd660a581f \
+    --hash=sha256:b01b88d45a6fcb69667cd6d2f7a9aeb4bf53760d7fc536bf679ec94fe9f3ff3d \
+    --hash=sha256:b261ccdec7821281dade748d088bb6e9b69e6d15b30652b74cbbac25e280b796 \
+    --hash=sha256:b2b0a0c0517616b6869869f8c581d4eb2dd83a4d79e0ebcb7d373ef9956aeb0a \
+    --hash=sha256:b4a23f61ce87adf89be746c8a8974fe1c823c891d8f86eb218bb957c924bb143 \
+    --hash=sha256:bd8f7df7d12c2db9fab40bdd87a7c09b1530128315d047a086fa3ae3435cb3a8 \
+    --hash=sha256:beb58fe5cdb101e3a055192ac291b7a21e3b7ef4f67fa1d74e331a7f2124341c \
+    --hash=sha256:c002b4ffc0be611f0d9da932eb0f704fe2602a9a949d1f738e4c34c75b0863d5 \
+    --hash=sha256:c083af607d2515612056a31f0a8d9e0fcb5876b7bfc0abad3ecd275bc4ebc2d5 \
+    --hash=sha256:c180f51afb394e165eafe4ac2936a14bee3eb10debc9d9e4db8958fe36afe711 \
+    --hash=sha256:c235ebd9baae02f1b77bcea61bce332cb4331dc3617d254df3323aa01ab47bd4 \
+    --hash=sha256:cd70574b12bb8a4d2aaa0094515df2463cb429d8536cfb6c7ce983246983e5a6 \
+    --hash=sha256:d0eccceffcb53201b5bfebb52600a5fb483a20b61da9dbc885f8b103cbe7598c \
+    --hash=sha256:d965bba47ddeec8cd560687584e88cf699fd28f192ceb452d1d7ee807c5597b7 \
+    --hash=sha256:db364eca23f876da6f9e16c9da0df51aa4f104a972735574842618b8c6d999d4 \
+    --hash=sha256:ddbb2551d7e0102e7252db79ba445cdab71b26640817ab1e3e3648dad515003b \
+    --hash=sha256:deb6be0ac38ece9ba87dea880e438f25ca3eddfac8b002a2ec3d9183a454e8ae \
+    --hash=sha256:e06ed3eb3218bc64786f7db41917d4e686cc4856944f53d5bdf83a6884432e12 \
+    --hash=sha256:e27ad930a842b4c5eb8ac0016b0a54f5aebbe679340c26101df33424142c143c \
+    --hash=sha256:e537484df0d8f426ce2afb2d0f8e1c3d0b114b83f8850e5f2fbea0e797bd82ae \
+    --hash=sha256:eb00ed941194665c332bf8e078baf037d6c35d7c4f3102ea2d4f16ca94a26dc8 \
+    --hash=sha256:eb6904c354526e758fda7167b33005998fb68c46fbc10e013ca97f21ca5c8887 \
+    --hash=sha256:eb8821e09e916165e160797a6c17edda0679379a4be5c716c260e836e122f54b \
+    --hash=sha256:efcb3f6676480691518c177e3b465bcddf57cea040302f9f4e6e191af91174d4 \
+    --hash=sha256:f27273b60488abe721a075bcca6d7f3964f9f6f067c8c4c605743023d7d3944f \
+    --hash=sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5 \
+    --hash=sha256:fb69256e180cb6c8a894fee62b3afebae785babc1ee98b81cdf68bbca1987f33 \
+    --hash=sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519 \
+    --hash=sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561
+    # via requests
+click==8.1.7 \
+    --hash=sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28 \
+    --hash=sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de
+    # via wandb
+decorator==5.1.1 \
+    --hash=sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330 \
+    --hash=sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186
+    # via librosa
+docker-pycreds==0.4.0 \
+    --hash=sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4 \
+    --hash=sha256:7266112468627868005106ec19cd0d722702d2b7d5912a28e19b826c3d37af49
+    # via wandb
+filelock==3.15.4 \
+    --hash=sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb \
+    --hash=sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7
+    # via
+    #   huggingface-hub
+    #   torch
+    #   transformers
+    #   triton
+fsspec==2024.6.1 \
+    --hash=sha256:3cb443f8bcd2efb31295a5b9fdb02aee81d8452c80d28f97a6d0959e6cee101e \
+    --hash=sha256:fad7d7e209dd4c1208e3bbfda706620e0da5142bebbd9c384afb95b07e798e49
+    # via
+    #   huggingface-hub
+    #   torch
+ftfy==6.2.3 \
+    --hash=sha256:79b505988f29d577a58a9069afe75553a02a46e42de6091c0660cdc67812badc \
+    --hash=sha256:f15761b023f3061a66207d33f0c0149ad40a8319fd16da91796363e2c049fdf8
+    # via laion-clap
+gitdb==4.0.11 \
+    --hash=sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4 \
+    --hash=sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b
+    # via gitpython
+gitpython==3.1.43 \
+    --hash=sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c \
+    --hash=sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff
+    # via wandb
+h5py==3.11.0 \
+    --hash=sha256:083e0329ae534a264940d6513f47f5ada617da536d8dccbafc3026aefc33c90e \
+    --hash=sha256:1625fd24ad6cfc9c1ccd44a66dac2396e7ee74940776792772819fc69f3a3731 \
+    --hash=sha256:21dbdc5343f53b2e25404673c4f00a3335aef25521bd5fa8c707ec3833934892 \
+    --hash=sha256:52c416f8eb0daae39dabe71415cb531f95dce2d81e1f61a74537a50c63b28ab3 \
+    --hash=sha256:55106b04e2c83dfb73dc8732e9abad69d83a436b5b82b773481d95d17b9685e1 \
+    --hash=sha256:67462d0669f8f5459529de179f7771bd697389fcb3faab54d63bf788599a48ea \
+    --hash=sha256:6c4b760082626120031d7902cd983d8c1f424cdba2809f1067511ef283629d4b \
+    --hash=sha256:731839240c59ba219d4cb3bc5880d438248533366f102402cfa0621b71796b62 \
+    --hash=sha256:754c0c2e373d13d6309f408325343b642eb0f40f1a6ad21779cfa9502209e150 \
+    --hash=sha256:75bd7b3d93fbeee40860fd70cdc88df4464e06b70a5ad9ce1446f5f32eb84007 \
+    --hash=sha256:77b19a40788e3e362b54af4dcf9e6fde59ca016db2c61360aa30b47c7b7cef00 \
+    --hash=sha256:7b7e8f78072a2edec87c9836f25f34203fd492a4475709a18b417a33cfb21fa9 \
+    --hash=sha256:8ec9df3dd2018904c4cc06331951e274f3f3fd091e6d6cc350aaa90fa9b42a76 \
+    --hash=sha256:a76cae64080210389a571c7d13c94a1a6cf8cb75153044fd1f822a962c97aeab \
+    --hash=sha256:aa6ae84a14103e8dc19266ef4c3e5d7c00b68f21d07f2966f0ca7bdb6c2761fb \
+    --hash=sha256:bbd732a08187a9e2a6ecf9e8af713f1d68256ee0f7c8b652a32795670fb481ba \
+    --hash=sha256:c072655ad1d5fe9ef462445d3e77a8166cbfa5e599045f8aa3c19b75315f10e5 \
+    --hash=sha256:d9c944d364688f827dc889cf83f1fca311caf4fa50b19f009d1f2b525edd33a3 \
+    --hash=sha256:ef4e2f338fc763f50a8113890f455e1a70acd42a4d083370ceb80c463d803972 \
+    --hash=sha256:f3736fe21da2b7d8a13fe8fe415f1272d2a1ccdeff4849c1421d2fb30fd533bc \
+    --hash=sha256:f4e025e852754ca833401777c25888acb96889ee2c27e7e629a19aee288833f0
+    # via laion-clap
+huggingface-hub==0.24.6 \
+    --hash=sha256:a990f3232aa985fe749bc9474060cbad75e8b2f115f6665a9fda5b9c97818970 \
+    --hash=sha256:cc2579e761d070713eaa9c323e3debe39d5b464ae3a7261c39a9195b27bb8000
+    # via
+    #   tokenizers
+    #   transformers
+idna==3.7 \
+    --hash=sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc \
+    --hash=sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0
+    # via requests
+jinja2==3.1.4 \
+    --hash=sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369 \
+    --hash=sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d
+    # via torch
+joblib==1.4.2 \
+    --hash=sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6 \
+    --hash=sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e
+    # via
+    #   librosa
+    #   scikit-learn
+laion-clap==1.1.6 \
+    --hash=sha256:8bfdad75cd13d900b229e9d7a918f1f0aa5f027b6dfdec58b94508a49ce892fc \
+    --hash=sha256:a98f51cae7d5428f6f346a8b6bc078a7ca2b5f61feba2272eb919b7b7e9f0dee
+    # via -r audio_vec_embedding_clap_requirements.in
+lazy-loader==0.4 \
+    --hash=sha256:342aa8e14d543a154047afb4ba8ef17f5563baad3fc610d7b15b213b0f119efc \
+    --hash=sha256:47c75182589b91a4e1a85a136c074285a5ad4d9f39c63e0d7fb76391c4574cd1
+    # via librosa
+librosa==0.10.2.post1 \
+    --hash=sha256:cd99f16717cbcd1e0983e37308d1db46a6f7dfc2e396e5a9e61e6821e44bd2e7 \
+    --hash=sha256:dc882750e8b577a63039f25661b7e39ec4cfbacc99c1cffba666cd664fb0a7a0
+    # via
+    #   -r audio_vec_embedding_clap_requirements.in
+    #   laion-clap
+    #   torchlibrosa
+llvmlite==0.43.0 \
+    --hash=sha256:14f0e4bf2fd2d9a75a3534111e8ebeb08eda2f33e9bdd6dfa13282afacdde0ed \
+    --hash=sha256:18e9953c748b105668487b7c81a3e97b046d8abf95c4ddc0cd3c94f4e4651ae8 \
+    --hash=sha256:35d80d61d0cda2d767f72de99450766250560399edc309da16937b93d3b676e7 \
+    --hash=sha256:3e8d0618cb9bfe40ac38a9633f2493d4d4e9fcc2f438d39a4e854f39cc0f5f98 \
+    --hash=sha256:47e147cdda9037f94b399bf03bfd8a6b6b1f2f90be94a454e3386f006455a9b4 \
+    --hash=sha256:6912a87782acdff6eb8bf01675ed01d60ca1f2551f8176a300a886f09e836a6a \
+    --hash=sha256:6d4fd101f571a31acb1559ae1af30f30b1dc4b3186669f92ad780e17c81e91bc \
+    --hash=sha256:74937acd22dc11b33946b67dca7680e6d103d6e90eeaaaf932603bec6fe7b03a \
+    --hash=sha256:7a2872ee80dcf6b5dbdc838763d26554c2a18aa833d31a2635bff16aafefb9c9 \
+    --hash=sha256:7d434ec7e2ce3cc8f452d1cd9a28591745de022f931d67be688a737320dfcead \
+    --hash=sha256:977525a1e5f4059316b183fb4fd34fa858c9eade31f165427a3977c95e3ee749 \
+    --hash=sha256:9cd2a7376f7b3367019b664c21f0c61766219faa3b03731113ead75107f3b66c \
+    --hash=sha256:a289af9a1687c6cf463478f0fa8e8aa3b6fb813317b0d70bf1ed0759eab6f761 \
+    --hash=sha256:ae2b5b5c3ef67354824fb75517c8db5fbe93bc02cd9671f3c62271626bc041d5 \
+    --hash=sha256:bc9efc739cc6ed760f795806f67889923f7274276f0eb45092a1473e40d9b867 \
+    --hash=sha256:c1da416ab53e4f7f3bc8d4eeba36d801cc1894b9fbfbf2022b29b6bad34a7df2 \
+    --hash=sha256:d5bd550001d26450bd90777736c69d68c487d17bf371438f975229b2b8241a91 \
+    --hash=sha256:df6509e1507ca0760787a199d19439cc887bfd82226f5af746d6977bd9f66844 \
+    --hash=sha256:e0a9a1a39d4bf3517f2af9d23d479b4175ead205c592ceeb8b89af48a327ea57 \
+    --hash=sha256:eccce86bba940bae0d8d48ed925f21dbb813519169246e2ab292b5092aba121f \
+    --hash=sha256:f99b600aa7f65235a5a05d0b9a9f31150c390f31261f2a0ba678e26823ec38f7
+    # via
+    #   laion-clap
+    #   numba
+markupsafe==2.1.5 \
+    --hash=sha256:00e046b6dd71aa03a41079792f8473dc494d564611a8f89bbbd7cb93295ebdcf \
+    --hash=sha256:075202fa5b72c86ad32dc7d0b56024ebdbcf2048c0ba09f1cde31bfdd57bcfff \
+    --hash=sha256:0e397ac966fdf721b2c528cf028494e86172b4feba51d65f81ffd65c63798f3f \
+    --hash=sha256:17b950fccb810b3293638215058e432159d2b71005c74371d784862b7e4683f3 \
+    --hash=sha256:1f3fbcb7ef1f16e48246f704ab79d79da8a46891e2da03f8783a5b6fa41a9532 \
+    --hash=sha256:2174c595a0d73a3080ca3257b40096db99799265e1c27cc5a610743acd86d62f \
+    --hash=sha256:2b7c57a4dfc4f16f7142221afe5ba4e093e09e728ca65c51f5620c9aaeb9a617 \
+    --hash=sha256:2d2d793e36e230fd32babe143b04cec8a8b3eb8a3122d2aceb4a371e6b09b8df \
+    --hash=sha256:30b600cf0a7ac9234b2638fbc0fb6158ba5bdcdf46aeb631ead21248b9affbc4 \
+    --hash=sha256:397081c1a0bfb5124355710fe79478cdbeb39626492b15d399526ae53422b906 \
+    --hash=sha256:3a57fdd7ce31c7ff06cdfbf31dafa96cc533c21e443d57f5b1ecc6cdc668ec7f \
+    --hash=sha256:3c6b973f22eb18a789b1460b4b91bf04ae3f0c4234a0a6aa6b0a92f6f7b951d4 \
+    --hash=sha256:3e53af139f8579a6d5f7b76549125f0d94d7e630761a2111bc431fd820e163b8 \
+    --hash=sha256:4096e9de5c6fdf43fb4f04c26fb114f61ef0bf2e5604b6ee3019d51b69e8c371 \
+    --hash=sha256:4275d846e41ecefa46e2015117a9f491e57a71ddd59bbead77e904dc02b1bed2 \
+    --hash=sha256:4c31f53cdae6ecfa91a77820e8b151dba54ab528ba65dfd235c80b086d68a465 \
+    --hash=sha256:4f11aa001c540f62c6166c7726f71f7573b52c68c31f014c25cc7901deea0b52 \
+    --hash=sha256:5049256f536511ee3f7e1b3f87d1d1209d327e818e6ae1365e8653d7e3abb6a6 \
+    --hash=sha256:58c98fee265677f63a4385256a6d7683ab1832f3ddd1e66fe948d5880c21a169 \
+    --hash=sha256:598e3276b64aff0e7b3451b72e94fa3c238d452e7ddcd893c3ab324717456bad \
+    --hash=sha256:5b7b716f97b52c5a14bffdf688f971b2d5ef4029127f1ad7a513973cfd818df2 \
+    --hash=sha256:5dedb4db619ba5a2787a94d877bc8ffc0566f92a01c0ef214865e54ecc9ee5e0 \
+    --hash=sha256:619bc166c4f2de5caa5a633b8b7326fbe98e0ccbfacabd87268a2b15ff73a029 \
+    --hash=sha256:629ddd2ca402ae6dbedfceeba9c46d5f7b2a61d9749597d4307f943ef198fc1f \
+    --hash=sha256:656f7526c69fac7f600bd1f400991cc282b417d17539a1b228617081106feb4a \
+    --hash=sha256:6ec585f69cec0aa07d945b20805be741395e28ac1627333b1c5b0105962ffced \
+    --hash=sha256:72b6be590cc35924b02c78ef34b467da4ba07e4e0f0454a2c5907f473fc50ce5 \
+    --hash=sha256:7502934a33b54030eaf1194c21c692a534196063db72176b0c4028e140f8f32c \
+    --hash=sha256:7a68b554d356a91cce1236aa7682dc01df0edba8d043fd1ce607c49dd3c1edcf \
+    --hash=sha256:7b2e5a267c855eea6b4283940daa6e88a285f5f2a67f2220203786dfa59b37e9 \
+    --hash=sha256:823b65d8706e32ad2df51ed89496147a42a2a6e01c13cfb6ffb8b1e92bc910bb \
+    --hash=sha256:8590b4ae07a35970728874632fed7bd57b26b0102df2d2b233b6d9d82f6c62ad \
+    --hash=sha256:8dd717634f5a044f860435c1d8c16a270ddf0ef8588d4887037c5028b859b0c3 \
+    --hash=sha256:8dec4936e9c3100156f8a2dc89c4b88d5c435175ff03413b443469c7c8c5f4d1 \
+    --hash=sha256:97cafb1f3cbcd3fd2b6fbfb99ae11cdb14deea0736fc2b0952ee177f2b813a46 \
+    --hash=sha256:a17a92de5231666cfbe003f0e4b9b3a7ae3afb1ec2845aadc2bacc93ff85febc \
+    --hash=sha256:a549b9c31bec33820e885335b451286e2969a2d9e24879f83fe904a5ce59d70a \
+    --hash=sha256:ac07bad82163452a6884fe8fa0963fb98c2346ba78d779ec06bd7a6262132aee \
+    --hash=sha256:ae2ad8ae6ebee9d2d94b17fb62763125f3f374c25618198f40cbb8b525411900 \
+    --hash=sha256:b91c037585eba9095565a3556f611e3cbfaa42ca1e865f7b8015fe5c7336d5a5 \
+    --hash=sha256:bc1667f8b83f48511b94671e0e441401371dfd0f0a795c7daa4a3cd1dde55bea \
+    --hash=sha256:bec0a414d016ac1a18862a519e54b2fd0fc8bbfd6890376898a6c0891dd82e9f \
+    --hash=sha256:bf50cd79a75d181c9181df03572cdce0fbb75cc353bc350712073108cba98de5 \
+    --hash=sha256:bff1b4290a66b490a2f4719358c0cdcd9bafb6b8f061e45c7a2460866bf50c2e \
+    --hash=sha256:c061bb86a71b42465156a3ee7bd58c8c2ceacdbeb95d05a99893e08b8467359a \
+    --hash=sha256:c8b29db45f8fe46ad280a7294f5c3ec36dbac9491f2d1c17345be8e69cc5928f \
+    --hash=sha256:ce409136744f6521e39fd8e2a24c53fa18ad67aa5bc7c2cf83645cce5b5c4e50 \
+    --hash=sha256:d050b3361367a06d752db6ead6e7edeb0009be66bc3bae0ee9d97fb326badc2a \
+    --hash=sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b \
+    --hash=sha256:d9fad5155d72433c921b782e58892377c44bd6252b5af2f67f16b194987338a4 \
+    --hash=sha256:daa4ee5a243f0f20d528d939d06670a298dd39b1ad5f8a72a4275124a7819eff \
+    --hash=sha256:db0b55e0f3cc0be60c1f19efdde9a637c32740486004f20d1cff53c3c0ece4d2 \
+    --hash=sha256:e61659ba32cf2cf1481e575d0462554625196a1f2fc06a1c777d3f48e8865d46 \
+    --hash=sha256:ea3d8a3d18833cf4304cd2fc9cbb1efe188ca9b5efef2bdac7adc20594a0e46b \
+    --hash=sha256:ec6a563cff360b50eed26f13adc43e61bc0c04d94b8be985e6fb24b81f6dcfdf \
+    --hash=sha256:f5dfb42c4604dddc8e4305050aa6deb084540643ed5804d7455b5df8fe16f5e5 \
+    --hash=sha256:fa173ec60341d6bb97a89f5ea19c85c5643c1e7dedebc22f5181eb73573142c5 \
+    --hash=sha256:fa9db3f79de01457b03d4f01b34cf91bc0048eb2c3846ff26f66687c2f6d16ab \
+    --hash=sha256:fce659a462a1be54d2ffcacea5e3ba2d74daa74f30f5f143fe0c58636e355fdd \
+    --hash=sha256:ffee1f21e5ef0d712f9033568f8344d5da8cc2869dbd08d87c84656e6a2d2f68
+    # via jinja2
+mpmath==1.3.0 \
+    --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
+    --hash=sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c
+    # via sympy
+msgpack==1.0.8 \
+    --hash=sha256:00e073efcba9ea99db5acef3959efa45b52bc67b61b00823d2a1a6944bf45982 \
+    --hash=sha256:0726c282d188e204281ebd8de31724b7d749adebc086873a59efb8cf7ae27df3 \
+    --hash=sha256:0ceea77719d45c839fd73abcb190b8390412a890df2f83fb8cf49b2a4b5c2f40 \
+    --hash=sha256:114be227f5213ef8b215c22dde19532f5da9652e56e8ce969bf0a26d7c419fee \
+    --hash=sha256:13577ec9e247f8741c84d06b9ece5f654920d8365a4b636ce0e44f15e07ec693 \
+    --hash=sha256:1876b0b653a808fcd50123b953af170c535027bf1d053b59790eebb0aeb38950 \
+    --hash=sha256:1ab0bbcd4d1f7b6991ee7c753655b481c50084294218de69365f8f1970d4c151 \
+    --hash=sha256:1cce488457370ffd1f953846f82323cb6b2ad2190987cd4d70b2713e17268d24 \
+    --hash=sha256:26ee97a8261e6e35885c2ecd2fd4a6d38252246f94a2aec23665a4e66d066305 \
+    --hash=sha256:3528807cbbb7f315bb81959d5961855e7ba52aa60a3097151cb21956fbc7502b \
+    --hash=sha256:374a8e88ddab84b9ada695d255679fb99c53513c0a51778796fcf0944d6c789c \
+    --hash=sha256:376081f471a2ef24828b83a641a02c575d6103a3ad7fd7dade5486cad10ea659 \
+    --hash=sha256:3923a1778f7e5ef31865893fdca12a8d7dc03a44b33e2a5f3295416314c09f5d \
+    --hash=sha256:4916727e31c28be8beaf11cf117d6f6f188dcc36daae4e851fee88646f5b6b18 \
+    --hash=sha256:493c5c5e44b06d6c9268ce21b302c9ca055c1fd3484c25ba41d34476c76ee746 \
+    --hash=sha256:505fe3d03856ac7d215dbe005414bc28505d26f0c128906037e66d98c4e95868 \
+    --hash=sha256:5845fdf5e5d5b78a49b826fcdc0eb2e2aa7191980e3d2cfd2a30303a74f212e2 \
+    --hash=sha256:5c330eace3dd100bdb54b5653b966de7f51c26ec4a7d4e87132d9b4f738220ba \
+    --hash=sha256:5dbf059fb4b7c240c873c1245ee112505be27497e90f7c6591261c7d3c3a8228 \
+    --hash=sha256:5e390971d082dba073c05dbd56322427d3280b7cc8b53484c9377adfbae67dc2 \
+    --hash=sha256:5fbb160554e319f7b22ecf530a80a3ff496d38e8e07ae763b9e82fadfe96f273 \
+    --hash=sha256:64d0fcd436c5683fdd7c907eeae5e2cbb5eb872fafbc03a43609d7941840995c \
+    --hash=sha256:69284049d07fce531c17404fcba2bb1df472bc2dcdac642ae71a2d079d950653 \
+    --hash=sha256:6a0e76621f6e1f908ae52860bdcb58e1ca85231a9b0545e64509c931dd34275a \
+    --hash=sha256:73ee792784d48aa338bba28063e19a27e8d989344f34aad14ea6e1b9bd83f596 \
+    --hash=sha256:74398a4cf19de42e1498368c36eed45d9528f5fd0155241e82c4082b7e16cffd \
+    --hash=sha256:7938111ed1358f536daf311be244f34df7bf3cdedb3ed883787aca97778b28d8 \
+    --hash=sha256:82d92c773fbc6942a7a8b520d22c11cfc8fd83bba86116bfcf962c2f5c2ecdaa \
+    --hash=sha256:83b5c044f3eff2a6534768ccfd50425939e7a8b5cf9a7261c385de1e20dcfc85 \
+    --hash=sha256:8db8e423192303ed77cff4dce3a4b88dbfaf43979d280181558af5e2c3c71afc \
+    --hash=sha256:9517004e21664f2b5a5fd6333b0731b9cf0817403a941b393d89a2f1dc2bd836 \
+    --hash=sha256:95c02b0e27e706e48d0e5426d1710ca78e0f0628d6e89d5b5a5b91a5f12274f3 \
+    --hash=sha256:99881222f4a8c2f641f25703963a5cefb076adffd959e0558dc9f803a52d6a58 \
+    --hash=sha256:9ee32dcb8e531adae1f1ca568822e9b3a738369b3b686d1477cbc643c4a9c128 \
+    --hash=sha256:a22e47578b30a3e199ab067a4d43d790249b3c0587d9a771921f86250c8435db \
+    --hash=sha256:b5505774ea2a73a86ea176e8a9a4a7c8bf5d521050f0f6f8426afe798689243f \
+    --hash=sha256:bd739c9251d01e0279ce729e37b39d49a08c0420d3fee7f2a4968c0576678f77 \
+    --hash=sha256:d16a786905034e7e34098634b184a7d81f91d4c3d246edc6bd7aefb2fd8ea6ad \
+    --hash=sha256:d3420522057ebab1728b21ad473aa950026d07cb09da41103f8e597dfbfaeb13 \
+    --hash=sha256:d56fd9f1f1cdc8227d7b7918f55091349741904d9520c65f0139a9755952c9e8 \
+    --hash=sha256:d661dc4785affa9d0edfdd1e59ec056a58b3dbb9f196fa43587f3ddac654ac7b \
+    --hash=sha256:dfe1f0f0ed5785c187144c46a292b8c34c1295c01da12e10ccddfc16def4448a \
+    --hash=sha256:e1dd7839443592d00e96db831eddb4111a2a81a46b028f0facd60a09ebbdd543 \
+    --hash=sha256:e2872993e209f7ed04d963e4b4fbae72d034844ec66bc4ca403329db2074377b \
+    --hash=sha256:e2f879ab92ce502a1e65fce390eab619774dda6a6ff719718069ac94084098ce \
+    --hash=sha256:e3aa7e51d738e0ec0afbed661261513b38b3014754c9459508399baf14ae0c9d \
+    --hash=sha256:e532dbd6ddfe13946de050d7474e3f5fb6ec774fbb1a188aaf469b08cf04189a \
+    --hash=sha256:e6b7842518a63a9f17107eb176320960ec095a8ee3b4420b5f688e24bf50c53c \
+    --hash=sha256:e75753aeda0ddc4c28dce4c32ba2f6ec30b1b02f6c0b14e547841ba5b24f753f \
+    --hash=sha256:eadb9f826c138e6cf3c49d6f8de88225a3c0ab181a9b4ba792e006e5292d150e \
+    --hash=sha256:ed59dd52075f8fc91da6053b12e8c89e37aa043f8986efd89e61fae69dc1b011 \
+    --hash=sha256:ef254a06bcea461e65ff0373d8a0dd1ed3aa004af48839f002a0c994a6f72d04 \
+    --hash=sha256:f3709997b228685fe53e8c433e2df9f0cdb5f4542bd5114ed17ac3c0129b0480 \
+    --hash=sha256:f51bab98d52739c50c56658cc303f190785f9a2cd97b823357e7aeae54c8f68a \
+    --hash=sha256:f9904e24646570539a8950400602d66d2b2c492b9010ea7e965025cb71d0c86d \
+    --hash=sha256:f9af38a89b6a5c04b7d18c492c8ccf2aee7048aff1ce8437c4683bb5a1df893d
+    # via librosa
+networkx==3.3 \
+    --hash=sha256:0c127d8b2f4865f59ae9cb8aafcd60b5c70f3241ebd66f7defad7c4ab90126c9 \
+    --hash=sha256:28575580c6ebdaf4505b22c6256a2b9de86b316dc63ba9e93abde3d78dfdbcf2
+    # via torch
+numba==0.60.0 \
+    --hash=sha256:01ef4cd7d83abe087d644eaa3d95831b777aa21d441a23703d649e06b8e06b74 \
+    --hash=sha256:0b983bd6ad82fe868493012487f34eae8bf7dd94654951404114f23c3466d34b \
+    --hash=sha256:0ebaa91538e996f708f1ab30ef4d3ddc344b64b5227b67a57aa74f401bb68b9d \
+    --hash=sha256:1527dc578b95c7c4ff248792ec33d097ba6bef9eda466c948b68dfc995c25781 \
+    --hash=sha256:159e618ef213fba758837f9837fb402bbe65326e60ba0633dbe6c7f274d42c1b \
+    --hash=sha256:19407ced081d7e2e4b8d8c36aa57b7452e0283871c296e12d798852bc7d7f198 \
+    --hash=sha256:3031547a015710140e8c87226b4cfe927cac199835e5bf7d4fe5cb64e814e3ab \
+    --hash=sha256:38d6ea4c1f56417076ecf8fc327c831ae793282e0ff51080c5094cb726507b1c \
+    --hash=sha256:3fb02b344a2a80efa6f677aa5c40cd5dd452e1b35f8d1c2af0dfd9ada9978e4b \
+    --hash=sha256:4142d7ac0210cc86432b818338a2bc368dc773a2f5cf1e32ff7c5b378bd63ee8 \
+    --hash=sha256:5d761de835cd38fb400d2c26bb103a2726f548dc30368853121d66201672e651 \
+    --hash=sha256:5df6158e5584eece5fc83294b949fd30b9f1125df7708862205217e068aabf16 \
+    --hash=sha256:5f4fde652ea604ea3c86508a3fb31556a6157b2c76c8b51b1d45eb40c8598703 \
+    --hash=sha256:62908d29fb6a3229c242e981ca27e32a6e606cc253fc9e8faeb0e48760de241e \
+    --hash=sha256:819a3dfd4630d95fd574036f99e47212a1af41cbcb019bf8afac63ff56834449 \
+    --hash=sha256:a17b70fc9e380ee29c42717e8cc0bfaa5556c416d94f9aa96ba13acb41bdece8 \
+    --hash=sha256:c151748cd269ddeab66334bd754817ffc0cabd9433acb0f551697e5151917d25 \
+    --hash=sha256:cac02c041e9b5bc8cf8f2034ff6f0dbafccd1ae9590dc146b3a02a45e53af4e2 \
+    --hash=sha256:d7da4098db31182fc5ffe4bc42c6f24cd7d1cb8a14b59fd755bfee32e34b8404 \
+    --hash=sha256:f75262e8fe7fa96db1dca93d53a194a38c46da28b112b8a4aca168f0df860347 \
+    --hash=sha256:fe0b28abb8d70f8160798f4de9d486143200f34458d34c4a214114e445d7124e
+    # via librosa
+numpy==1.23.5 \
+    --hash=sha256:01dd17cbb340bf0fc23981e52e1d18a9d4050792e8fb8363cecbf066a84b827d \
+    --hash=sha256:06005a2ef6014e9956c09ba07654f9837d9e26696a0470e42beedadb78c11b07 \
+    --hash=sha256:09b7847f7e83ca37c6e627682f145856de331049013853f344f37b0c9690e3df \
+    --hash=sha256:0aaee12d8883552fadfc41e96b4c82ee7d794949e2a7c3b3a7201e968c7ecab9 \
+    --hash=sha256:0cbe9848fad08baf71de1a39e12d1b6310f1d5b2d0ea4de051058e6e1076852d \
+    --hash=sha256:1b1766d6f397c18153d40015ddfc79ddb715cabadc04d2d228d4e5a8bc4ded1a \
+    --hash=sha256:33161613d2269025873025b33e879825ec7b1d831317e68f4f2f0f84ed14c719 \
+    --hash=sha256:5039f55555e1eab31124a5768898c9e22c25a65c1e0037f4d7c495a45778c9f2 \
+    --hash=sha256:522e26bbf6377e4d76403826ed689c295b0b238f46c28a7251ab94716da0b280 \
+    --hash=sha256:56e454c7833e94ec9769fa0f86e6ff8e42ee38ce0ce1fa4cbb747ea7e06d56aa \
+    --hash=sha256:58f545efd1108e647604a1b5aa809591ccd2540f468a880bedb97247e72db387 \
+    --hash=sha256:5e05b1c973a9f858c74367553e236f287e749465f773328c8ef31abe18f691e1 \
+    --hash=sha256:7903ba8ab592b82014713c491f6c5d3a1cde5b4a3bf116404e08f5b52f6daf43 \
+    --hash=sha256:8969bfd28e85c81f3f94eb4a66bc2cf1dbdc5c18efc320af34bffc54d6b1e38f \
+    --hash=sha256:92c8c1e89a1f5028a4c6d9e3ccbe311b6ba53694811269b992c0b224269e2398 \
+    --hash=sha256:9c88793f78fca17da0145455f0d7826bcb9f37da4764af27ac945488116efe63 \
+    --hash=sha256:a7ac231a08bb37f852849bbb387a20a57574a97cfc7b6cabb488a4fc8be176de \
+    --hash=sha256:abdde9f795cf292fb9651ed48185503a2ff29be87770c3b8e2a14b0cd7aa16f8 \
+    --hash=sha256:af1da88f6bc3d2338ebbf0e22fe487821ea4d8e89053e25fa59d1d79786e7481 \
+    --hash=sha256:b2a9ab7c279c91974f756c84c365a669a887efa287365a8e2c418f8b3ba73fb0 \
+    --hash=sha256:bf837dc63ba5c06dc8797c398db1e223a466c7ece27a1f7b5232ba3466aafe3d \
+    --hash=sha256:ca51fcfcc5f9354c45f400059e88bc09215fb71a48d3768fb80e357f3b457e1e \
+    --hash=sha256:ce571367b6dfe60af04e04a1834ca2dc5f46004ac1cc756fb95319f64c095a96 \
+    --hash=sha256:d208a0f8729f3fb790ed18a003f3a57895b989b40ea4dce4717e9cf4af62c6bb \
+    --hash=sha256:dbee87b469018961d1ad79b1a5d50c0ae850000b639bcb1b694e9981083243b6 \
+    --hash=sha256:e9f4c4e51567b616be64e05d517c79a8a22f3606499941d97bb76f2ca59f982d \
+    --hash=sha256:f063b69b090c9d918f9df0a12116029e274daf0181df392839661c4c7ec9018a \
+    --hash=sha256:f9a909a8bae284d46bbfdefbdd4a262ba19d3bc9921b1e76126b1d21c3c34135
+    # via
+    #   h5py
+    #   laion-clap
+    #   librosa
+    #   numba
+    #   pandas
+    #   scikit-learn
+    #   scipy
+    #   soxr
+    #   torchlibrosa
+    #   torchvision
+    #   transformers
+    #   webdataset
+nvidia-cublas-cu12==12.1.3.1 \
+    --hash=sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906 \
+    --hash=sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728
+    # via
+    #   nvidia-cudnn-cu12
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-cuda-cupti-cu12==12.1.105 \
+    --hash=sha256:bea8236d13a0ac7190bd2919c3e8e6ce1e402104276e6f9694479e48bb0eb2a4 \
+    --hash=sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e
+    # via torch
+nvidia-cuda-nvrtc-cu12==12.1.105 \
+    --hash=sha256:0a98a522d9ff138b96c010a65e145dc1b4850e9ecb75a0172371793752fd46ed \
+    --hash=sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2
+    # via torch
+nvidia-cuda-runtime-cu12==12.1.105 \
+    --hash=sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40 \
+    --hash=sha256:dfb46ef84d73fababab44cf03e3b83f80700d27ca300e537f85f636fac474344
+    # via torch
+nvidia-cudnn-cu12==9.1.0.70 \
+    --hash=sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f \
+    --hash=sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a
+    # via torch
+nvidia-cufft-cu12==11.0.2.54 \
+    --hash=sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56 \
+    --hash=sha256:d9ac353f78ff89951da4af698f80870b1534ed69993f10a4cf1d96f21357e253
+    # via torch
+nvidia-curand-cu12==10.3.2.106 \
+    --hash=sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a \
+    --hash=sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0
+    # via torch
+nvidia-cusolver-cu12==11.4.5.107 \
+    --hash=sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5 \
+    --hash=sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd
+    # via torch
+nvidia-cusparse-cu12==12.1.0.106 \
+    --hash=sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a \
+    --hash=sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c
+    # via
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-nccl-cu12==2.20.5 \
+    --hash=sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56 \
+    --hash=sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01
+    # via torch
+nvidia-nvjitlink-cu12==12.6.20 \
+    --hash=sha256:562ab97ea2c23164823b2a89cb328d01d45cb99634b8c65fe7cd60d14562bd79 \
+    --hash=sha256:84fb38465a5bc7c70cbc320cfd0963eb302ee25a5e939e9f512bbba55b6072fb \
+    --hash=sha256:ed3c43a17f37b0c922a919203d2d36cbef24d41cc3e6b625182f8b58203644f6
+    # via
+    #   nvidia-cusolver-cu12
+    #   nvidia-cusparse-cu12
+nvidia-nvtx-cu12==12.1.105 \
+    --hash=sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82 \
+    --hash=sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5
+    # via torch
+packaging==24.1 \
+    --hash=sha256:026ed72c8ed3fcce5bf8950572258698927fd1dbda10a5e981cdf0ac37f4f002 \
+    --hash=sha256:5b8f2217dbdbd2f7f384c41c628544e6d52f2d0f53c6d0c3ea61aa5d1d7ff124
+    # via
+    #   huggingface-hub
+    #   lazy-loader
+    #   pooch
+    #   transformers
+pandas==2.2.2 \
+    --hash=sha256:001910ad31abc7bf06f49dcc903755d2f7f3a9186c0c040b827e522e9cef0863 \
+    --hash=sha256:0ca6377b8fca51815f382bd0b697a0814c8bda55115678cbc94c30aacbb6eff2 \
+    --hash=sha256:0cace394b6ea70c01ca1595f839cf193df35d1575986e484ad35c4aeae7266c1 \
+    --hash=sha256:1cb51fe389360f3b5a4d57dbd2848a5f033350336ca3b340d1c53a1fad33bcad \
+    --hash=sha256:2925720037f06e89af896c70bca73459d7e6a4be96f9de79e2d440bd499fe0db \
+    --hash=sha256:3e374f59e440d4ab45ca2fffde54b81ac3834cf5ae2cdfa69c90bc03bde04d76 \
+    --hash=sha256:40ae1dffb3967a52203105a077415a86044a2bea011b5f321c6aa64b379a3f51 \
+    --hash=sha256:43498c0bdb43d55cb162cdc8c06fac328ccb5d2eabe3cadeb3529ae6f0517c32 \
+    --hash=sha256:4abfe0be0d7221be4f12552995e58723c7422c80a659da13ca382697de830c08 \
+    --hash=sha256:58b84b91b0b9f4bafac2a0ac55002280c094dfc6402402332c0913a59654ab2b \
+    --hash=sha256:640cef9aa381b60e296db324337a554aeeb883ead99dc8f6c18e81a93942f5f4 \
+    --hash=sha256:66b479b0bd07204e37583c191535505410daa8df638fd8e75ae1b383851fe921 \
+    --hash=sha256:696039430f7a562b74fa45f540aca068ea85fa34c244d0deee539cb6d70aa288 \
+    --hash=sha256:6d2123dc9ad6a814bcdea0f099885276b31b24f7edf40f6cdbc0912672e22eee \
+    --hash=sha256:8635c16bf3d99040fdf3ca3db669a7250ddf49c55dc4aa8fe0ae0fa8d6dcc1f0 \
+    --hash=sha256:873d13d177501a28b2756375d59816c365e42ed8417b41665f346289adc68d24 \
+    --hash=sha256:8e5a0b00e1e56a842f922e7fae8ae4077aee4af0acb5ae3622bd4b4c30aedf99 \
+    --hash=sha256:8e90497254aacacbc4ea6ae5e7a8cd75629d6ad2b30025a4a8b09aa4faf55151 \
+    --hash=sha256:9057e6aa78a584bc93a13f0a9bf7e753a5e9770a30b4d758b8d5f2a62a9433cd \
+    --hash=sha256:90c6fca2acf139569e74e8781709dccb6fe25940488755716d1d354d6bc58bce \
+    --hash=sha256:92fd6b027924a7e178ac202cfbe25e53368db90d56872d20ffae94b96c7acc57 \
+    --hash=sha256:9dfde2a0ddef507a631dc9dc4af6a9489d5e2e740e226ad426a05cabfbd7c8ef \
+    --hash=sha256:9e79019aba43cb4fda9e4d983f8e88ca0373adbb697ae9c6c43093218de28b54 \
+    --hash=sha256:a77e9d1c386196879aa5eb712e77461aaee433e54c68cf253053a73b7e49c33a \
+    --hash=sha256:c7adfc142dac335d8c1e0dcbd37eb8617eac386596eb9e1a1b77791cf2498238 \
+    --hash=sha256:d187d355ecec3629624fccb01d104da7d7f391db0311145817525281e2804d23 \
+    --hash=sha256:ddf818e4e6c7c6f4f7c8a12709696d193976b591cc7dc50588d3d1a6b5dc8772 \
+    --hash=sha256:e9b79011ff7a0f4b1d6da6a61aa1aa604fb312d6647de5bad20013682d1429ce \
+    --hash=sha256:eee3a87076c0756de40b05c5e9a6069c035ba43e8dd71c379e68cab2c20f16ad
+    # via laion-clap
+pillow==10.4.0 \
+    --hash=sha256:02a2be69f9c9b8c1e97cf2713e789d4e398c751ecfd9967c18d0ce304efbf885 \
+    --hash=sha256:030abdbe43ee02e0de642aee345efa443740aa4d828bfe8e2eb11922ea6a21ea \
+    --hash=sha256:06b2f7898047ae93fad74467ec3d28fe84f7831370e3c258afa533f81ef7f3df \
+    --hash=sha256:0755ffd4a0c6f267cccbae2e9903d95477ca2f77c4fcf3a3a09570001856c8a5 \
+    --hash=sha256:0a9ec697746f268507404647e531e92889890a087e03681a3606d9b920fbee3c \
+    --hash=sha256:0ae24a547e8b711ccaaf99c9ae3cd975470e1a30caa80a6aaee9a2f19c05701d \
+    --hash=sha256:134ace6dc392116566980ee7436477d844520a26a4b1bd4053f6f47d096997fd \
+    --hash=sha256:166c1cd4d24309b30d61f79f4a9114b7b2313d7450912277855ff5dfd7cd4a06 \
+    --hash=sha256:1b5dea9831a90e9d0721ec417a80d4cbd7022093ac38a568db2dd78363b00908 \
+    --hash=sha256:1d846aea995ad352d4bdcc847535bd56e0fd88d36829d2c90be880ef1ee4668a \
+    --hash=sha256:1ef61f5dd14c300786318482456481463b9d6b91ebe5ef12f405afbba77ed0be \
+    --hash=sha256:297e388da6e248c98bc4a02e018966af0c5f92dfacf5a5ca22fa01cb3179bca0 \
+    --hash=sha256:298478fe4f77a4408895605f3482b6cc6222c018b2ce565c2b6b9c354ac3229b \
+    --hash=sha256:29dbdc4207642ea6aad70fbde1a9338753d33fb23ed6956e706936706f52dd80 \
+    --hash=sha256:2db98790afc70118bd0255c2eeb465e9767ecf1f3c25f9a1abb8ffc8cfd1fe0a \
+    --hash=sha256:32cda9e3d601a52baccb2856b8ea1fc213c90b340c542dcef77140dfa3278a9e \
+    --hash=sha256:37fb69d905be665f68f28a8bba3c6d3223c8efe1edf14cc4cfa06c241f8c81d9 \
+    --hash=sha256:416d3a5d0e8cfe4f27f574362435bc9bae57f679a7158e0096ad2beb427b8696 \
+    --hash=sha256:43efea75eb06b95d1631cb784aa40156177bf9dd5b4b03ff38979e048258bc6b \
+    --hash=sha256:4b35b21b819ac1dbd1233317adeecd63495f6babf21b7b2512d244ff6c6ce309 \
+    --hash=sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e \
+    --hash=sha256:5161eef006d335e46895297f642341111945e2c1c899eb406882a6c61a4357ab \
+    --hash=sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d \
+    --hash=sha256:551d3fd6e9dc15e4c1eb6fc4ba2b39c0c7933fa113b220057a34f4bb3268a060 \
+    --hash=sha256:59291fb29317122398786c2d44427bbd1a6d7ff54017075b22be9d21aa59bd8d \
+    --hash=sha256:5b001114dd152cfd6b23befeb28d7aee43553e2402c9f159807bf55f33af8a8d \
+    --hash=sha256:5b4815f2e65b30f5fbae9dfffa8636d992d49705723fe86a3661806e069352d4 \
+    --hash=sha256:5dc6761a6efc781e6a1544206f22c80c3af4c8cf461206d46a1e6006e4429ff3 \
+    --hash=sha256:5e84b6cc6a4a3d76c153a6b19270b3526a5a8ed6b09501d3af891daa2a9de7d6 \
+    --hash=sha256:6209bb41dc692ddfee4942517c19ee81b86c864b626dbfca272ec0f7cff5d9fb \
+    --hash=sha256:673655af3eadf4df6b5457033f086e90299fdd7a47983a13827acf7459c15d94 \
+    --hash=sha256:6c762a5b0997f5659a5ef2266abc1d8851ad7749ad9a6a5506eb23d314e4f46b \
+    --hash=sha256:7086cc1d5eebb91ad24ded9f58bec6c688e9f0ed7eb3dbbf1e4800280a896496 \
+    --hash=sha256:73664fe514b34c8f02452ffb73b7a92c6774e39a647087f83d67f010eb9a0cf0 \
+    --hash=sha256:76a911dfe51a36041f2e756b00f96ed84677cdeb75d25c767f296c1c1eda1319 \
+    --hash=sha256:780c072c2e11c9b2c7ca37f9a2ee8ba66f44367ac3e5c7832afcfe5104fd6d1b \
+    --hash=sha256:7928ecbf1ece13956b95d9cbcfc77137652b02763ba384d9ab508099a2eca856 \
+    --hash=sha256:7970285ab628a3779aecc35823296a7869f889b8329c16ad5a71e4901a3dc4ef \
+    --hash=sha256:7a8d4bade9952ea9a77d0c3e49cbd8b2890a399422258a77f357b9cc9be8d680 \
+    --hash=sha256:7c1ee6f42250df403c5f103cbd2768a28fe1a0ea1f0f03fe151c8741e1469c8b \
+    --hash=sha256:7dfecdbad5c301d7b5bde160150b4db4c659cee2b69589705b6f8a0c509d9f42 \
+    --hash=sha256:812f7342b0eee081eaec84d91423d1b4650bb9828eb53d8511bcef8ce5aecf1e \
+    --hash=sha256:866b6942a92f56300012f5fbac71f2d610312ee65e22f1aa2609e491284e5597 \
+    --hash=sha256:86dcb5a1eb778d8b25659d5e4341269e8590ad6b4e8b44d9f4b07f8d136c414a \
+    --hash=sha256:87dd88ded2e6d74d31e1e0a99a726a6765cda32d00ba72dc37f0651f306daaa8 \
+    --hash=sha256:8bc1a764ed8c957a2e9cacf97c8b2b053b70307cf2996aafd70e91a082e70df3 \
+    --hash=sha256:8d4d5063501b6dd4024b8ac2f04962d661222d120381272deea52e3fc52d3736 \
+    --hash=sha256:8f0aef4ef59694b12cadee839e2ba6afeab89c0f39a3adc02ed51d109117b8da \
+    --hash=sha256:930044bb7679ab003b14023138b50181899da3f25de50e9dbee23b61b4de2126 \
+    --hash=sha256:950be4d8ba92aca4b2bb0741285a46bfae3ca699ef913ec8416c1b78eadd64cd \
+    --hash=sha256:961a7293b2457b405967af9c77dcaa43cc1a8cd50d23c532e62d48ab6cdd56f5 \
+    --hash=sha256:9b885f89040bb8c4a1573566bbb2f44f5c505ef6e74cec7ab9068c900047f04b \
+    --hash=sha256:9f4727572e2918acaa9077c919cbbeb73bd2b3ebcfe033b72f858fc9fbef0026 \
+    --hash=sha256:a02364621fe369e06200d4a16558e056fe2805d3468350df3aef21e00d26214b \
+    --hash=sha256:a985e028fc183bf12a77a8bbf36318db4238a3ded7fa9df1b9a133f1cb79f8fc \
+    --hash=sha256:ac1452d2fbe4978c2eec89fb5a23b8387aba707ac72810d9490118817d9c0b46 \
+    --hash=sha256:b15e02e9bb4c21e39876698abf233c8c579127986f8207200bc8a8f6bb27acf2 \
+    --hash=sha256:b2724fdb354a868ddf9a880cb84d102da914e99119211ef7ecbdc613b8c96b3c \
+    --hash=sha256:bbc527b519bd3aa9d7f429d152fea69f9ad37c95f0b02aebddff592688998abe \
+    --hash=sha256:bcd5e41a859bf2e84fdc42f4edb7d9aba0a13d29a2abadccafad99de3feff984 \
+    --hash=sha256:bd2880a07482090a3bcb01f4265f1936a903d70bc740bfcb1fd4e8a2ffe5cf5a \
+    --hash=sha256:bee197b30783295d2eb680b311af15a20a8b24024a19c3a26431ff83eb8d1f70 \
+    --hash=sha256:bf2342ac639c4cf38799a44950bbc2dfcb685f052b9e262f446482afaf4bffca \
+    --hash=sha256:c76e5786951e72ed3686e122d14c5d7012f16c8303a674d18cdcd6d89557fc5b \
+    --hash=sha256:cbed61494057c0f83b83eb3a310f0bf774b09513307c434d4366ed64f4128a91 \
+    --hash=sha256:cfdd747216947628af7b259d274771d84db2268ca062dd5faf373639d00113a3 \
+    --hash=sha256:d7480af14364494365e89d6fddc510a13e5a2c3584cb19ef65415ca57252fb84 \
+    --hash=sha256:dbc6ae66518ab3c5847659e9988c3b60dc94ffb48ef9168656e0019a93dbf8a1 \
+    --hash=sha256:dc3e2db6ba09ffd7d02ae9141cfa0ae23393ee7687248d46a7507b75d610f4f5 \
+    --hash=sha256:dfe91cb65544a1321e631e696759491ae04a2ea11d36715eca01ce07284738be \
+    --hash=sha256:e4d49b85c4348ea0b31ea63bc75a9f3857869174e2bf17e7aba02945cd218e6f \
+    --hash=sha256:e4db64794ccdf6cb83a59d73405f63adbe2a1887012e308828596100a0b2f6cc \
+    --hash=sha256:e553cad5179a66ba15bb18b353a19020e73a7921296a7979c4a2b7f6a5cd57f9 \
+    --hash=sha256:e88d5e6ad0d026fba7bdab8c3f225a69f063f116462c49892b0149e21b6c0a0e \
+    --hash=sha256:ecd85a8d3e79cd7158dec1c9e5808e821feea088e2f69a974db5edf84dc53141 \
+    --hash=sha256:f5b92f4d70791b4a67157321c4e8225d60b119c5cc9aee8ecf153aace4aad4ef \
+    --hash=sha256:f5f0c3e969c8f12dd2bb7e0b15d5c468b51e5017e01e2e867335c81903046a22 \
+    --hash=sha256:f7baece4ce06bade126fb84b8af1c33439a76d8a6fd818970215e0560ca28c27 \
+    --hash=sha256:ff25afb18123cea58a591ea0244b92eb1e61a1fd497bf6d6384f09bc3262ec3e \
+    --hash=sha256:ff337c552345e95702c5fde3158acb0625111017d0e5f24bf3acdb9cc16b90d1
+    # via torchvision
+platformdirs==4.2.2 \
+    --hash=sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee \
+    --hash=sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3
+    # via
+    #   pooch
+    #   wandb
+pooch==1.8.2 \
+    --hash=sha256:3529a57096f7198778a5ceefd5ac3ef0e4d06a6ddaf9fc2d609b806f25302c47 \
+    --hash=sha256:76561f0de68a01da4df6af38e9955c4c9d1a5c90da73f7e40276a5728ec83d10
+    # via librosa
+progressbar==2.5 \
+    --hash=sha256:5d81cb529da2e223b53962afd6c8ca0f05c6670e40309a7219eacc36af9b6c63
+    # via laion-clap
+protobuf==5.27.3 \
+    --hash=sha256:043853dcb55cc262bf2e116215ad43fa0859caab79bb0b2d31b708f128ece035 \
+    --hash=sha256:16ddf3f8c6c41e1e803da7abea17b1793a97ef079a912e42351eabb19b2cffe7 \
+    --hash=sha256:68248c60d53f6168f565a8c76dc58ba4fa2ade31c2d1ebdae6d80f969cdc2d4f \
+    --hash=sha256:82460903e640f2b7e34ee81a947fdaad89de796d324bcbc38ff5430bcdead82c \
+    --hash=sha256:8572c6533e544ebf6899c360e91d6bcbbee2549251643d32c52cf8a5de295ba5 \
+    --hash=sha256:a55c48f2a2092d8e213bd143474df33a6ae751b781dd1d1f4d953c128a415b25 \
+    --hash=sha256:af7c0b7cfbbb649ad26132e53faa348580f844d9ca46fd3ec7ca48a1ea5db8a1 \
+    --hash=sha256:b8a994fb3d1c11156e7d1e427186662b64694a62b55936b2b9348f0a7c6625ce \
+    --hash=sha256:c2a105c24f08b1e53d6c7ffe69cb09d0031512f0b72f812dd4005b8112dbe91e \
+    --hash=sha256:c84eee2c71ed83704f1afbf1a85c3171eab0fd1ade3b399b3fad0884cbcca8bf \
+    --hash=sha256:dcb307cd4ef8fec0cf52cb9105a03d06fbb5275ce6d84a6ae33bc6cf84e0a07b
+    # via wandb
+psutil==6.0.0 \
+    --hash=sha256:02b69001f44cc73c1c5279d02b30a817e339ceb258ad75997325e0e6169d8b35 \
+    --hash=sha256:1287c2b95f1c0a364d23bc6f2ea2365a8d4d9b726a3be7294296ff7ba97c17f0 \
+    --hash=sha256:1e7c870afcb7d91fdea2b37c24aeb08f98b6d67257a5cb0a8bc3ac68d0f1a68c \
+    --hash=sha256:21f1fb635deccd510f69f485b87433460a603919b45e2a324ad65b0cc74f8fb1 \
+    --hash=sha256:33ea5e1c975250a720b3a6609c490db40dae5d83a4eb315170c4fe0d8b1f34b3 \
+    --hash=sha256:34859b8d8f423b86e4385ff3665d3f4d94be3cdf48221fbe476e883514fdb71c \
+    --hash=sha256:5fd9a97c8e94059b0ef54a7d4baf13b405011176c3b6ff257c247cae0d560ecd \
+    --hash=sha256:6ec7588fb3ddaec7344a825afe298db83fe01bfaaab39155fa84cf1c0d6b13c3 \
+    --hash=sha256:6ed2440ada7ef7d0d608f20ad89a04ec47d2d3ab7190896cd62ca5fc4fe08bf0 \
+    --hash=sha256:8faae4f310b6d969fa26ca0545338b21f73c6b15db7c4a8d934a5482faa818f2 \
+    --hash=sha256:a021da3e881cd935e64a3d0a20983bda0bb4cf80e4f74fa9bfcb1bc5785360c6 \
+    --hash=sha256:a495580d6bae27291324fe60cea0b5a7c23fa36a7cd35035a16d93bdcf076b9d \
+    --hash=sha256:a9a3dbfb4de4f18174528d87cc352d1f788b7496991cca33c6996f40c9e3c92c \
+    --hash=sha256:c588a7e9b1173b6e866756dde596fd4cad94f9399daf99ad8c3258b3cb2b47a0 \
+    --hash=sha256:e2e8d0054fc88153ca0544f5c4d554d42e33df2e009c4ff42284ac9ebdef4132 \
+    --hash=sha256:fc8c9510cde0146432bbdb433322861ee8c3efbf8589865c8bf8d21cb30c4d14 \
+    --hash=sha256:ffe7fc9b6b36beadc8c322f84e1caff51e8703b88eee1da46d1e3a6ae11b4fd0
+    # via wandb
+pycparser==2.22 \
+    --hash=sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6 \
+    --hash=sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc
+    # via cffi
+python-dateutil==2.9.0.post0 \
+    --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
+    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
+    # via pandas
+pytz==2024.1 \
+    --hash=sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812 \
+    --hash=sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319
+    # via pandas
+pyyaml==6.0.2 \
+    --hash=sha256:01179a4a8559ab5de078078f37e5c1a30d76bb88519906844fd7bdea1b7729ff \
+    --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \
+    --hash=sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086 \
+    --hash=sha256:0b69e4ce7a131fe56b7e4d770c67429700908fc0752af059838b1cfb41960e4e \
+    --hash=sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133 \
+    --hash=sha256:11d8f3dd2b9c1207dcaf2ee0bbbfd5991f571186ec9cc78427ba5bd32afae4b5 \
+    --hash=sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484 \
+    --hash=sha256:1e2120ef853f59c7419231f3bf4e7021f1b936f6ebd222406c3b60212205d2ee \
+    --hash=sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5 \
+    --hash=sha256:23502f431948090f597378482b4812b0caae32c22213aecf3b55325e049a6c68 \
+    --hash=sha256:24471b829b3bf607e04e88d79542a9d48bb037c2267d7927a874e6c205ca7e9a \
+    --hash=sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf \
+    --hash=sha256:2e99c6826ffa974fe6e27cdb5ed0021786b03fc98e5ee3c5bfe1fd5015f42b99 \
+    --hash=sha256:39693e1f8320ae4f43943590b49779ffb98acb81f788220ea932a6b6c51004d8 \
+    --hash=sha256:3ad2a3decf9aaba3d29c8f537ac4b243e36bef957511b4766cb0057d32b0be85 \
+    --hash=sha256:3b1fdb9dc17f5a7677423d508ab4f243a726dea51fa5e70992e59a7411c89d19 \
+    --hash=sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc \
+    --hash=sha256:43fa96a3ca0d6b1812e01ced1044a003533c47f6ee8aca31724f78e93ccc089a \
+    --hash=sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1 \
+    --hash=sha256:5ac9328ec4831237bec75defaf839f7d4564be1e6b25ac710bd1a96321cc8317 \
+    --hash=sha256:5d225db5a45f21e78dd9358e58a98702a0302f2659a3c6cd320564b75b86f47c \
+    --hash=sha256:6395c297d42274772abc367baaa79683958044e5d3835486c16da75d2a694631 \
+    --hash=sha256:688ba32a1cffef67fd2e9398a2efebaea461578b0923624778664cc1c914db5d \
+    --hash=sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652 \
+    --hash=sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5 \
+    --hash=sha256:797b4f722ffa07cc8d62053e4cff1486fa6dc094105d13fea7b1de7d8bf71c9e \
+    --hash=sha256:7c36280e6fb8385e520936c3cb3b8042851904eba0e58d277dca80a5cfed590b \
+    --hash=sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8 \
+    --hash=sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476 \
+    --hash=sha256:82d09873e40955485746739bcb8b4586983670466c23382c19cffecbf1fd8706 \
+    --hash=sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563 \
+    --hash=sha256:8824b5a04a04a047e72eea5cec3bc266db09e35de6bdfe34c9436ac5ee27d237 \
+    --hash=sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b \
+    --hash=sha256:9056c1ecd25795207ad294bcf39f2db3d845767be0ea6e6a34d856f006006083 \
+    --hash=sha256:936d68689298c36b53b29f23c6dbb74de12b4ac12ca6cfe0e047bedceea56180 \
+    --hash=sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425 \
+    --hash=sha256:a4d3091415f010369ae4ed1fc6b79def9416358877534caf6a0fdd2146c87a3e \
+    --hash=sha256:a8786accb172bd8afb8be14490a16625cbc387036876ab6ba70912730faf8e1f \
+    --hash=sha256:a9f8c2e67970f13b16084e04f134610fd1d374bf477b17ec1599185cf611d725 \
+    --hash=sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183 \
+    --hash=sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab \
+    --hash=sha256:cc1c1159b3d456576af7a3e4d1ba7e6924cb39de8f67111c735f6fc832082774 \
+    --hash=sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725 \
+    --hash=sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e \
+    --hash=sha256:d7fded462629cfa4b685c5416b949ebad6cec74af5e2d42905d41e257e0869f5 \
+    --hash=sha256:d84a1718ee396f54f3a086ea0a66d8e552b2ab2017ef8b420e92edbc841c352d \
+    --hash=sha256:d8e03406cac8513435335dbab54c0d385e4a49e4945d2909a581c83647ca0290 \
+    --hash=sha256:e10ce637b18caea04431ce14fabcf5c64a1c61ec9c56b071a4b7ca131ca52d44 \
+    --hash=sha256:ec031d5d2feb36d1d1a24380e4db6d43695f3748343d99434e6f5f9156aaa2ed \
+    --hash=sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4 \
+    --hash=sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba \
+    --hash=sha256:f753120cb8181e736c57ef7636e83f31b9c0d1722c516f7e86cf15b7aa57ff12 \
+    --hash=sha256:ff3824dc5261f50c9b0dfb3be22b4567a6f938ccce4587b38952d85fd9e9afe4
+    # via
+    #   huggingface-hub
+    #   transformers
+    #   wandb
+    #   webdataset
+regex==2024.7.24 \
+    --hash=sha256:01b689e887f612610c869421241e075c02f2e3d1ae93a037cb14f88ab6a8934c \
+    --hash=sha256:04ce29e2c5fedf296b1a1b0acc1724ba93a36fb14031f3abfb7abda2806c1535 \
+    --hash=sha256:0ffe3f9d430cd37d8fa5632ff6fb36d5b24818c5c986893063b4e5bdb84cdf24 \
+    --hash=sha256:18300a1d78cf1290fa583cd8b7cde26ecb73e9f5916690cf9d42de569c89b1ce \
+    --hash=sha256:185e029368d6f89f36e526764cf12bf8d6f0e3a2a7737da625a76f594bdfcbfc \
+    --hash=sha256:19c65b00d42804e3fbea9708f0937d157e53429a39b7c61253ff15670ff62cb5 \
+    --hash=sha256:228b0d3f567fafa0633aee87f08b9276c7062da9616931382993c03808bb68ce \
+    --hash=sha256:23acc72f0f4e1a9e6e9843d6328177ae3074b4182167e34119ec7233dfeccf53 \
+    --hash=sha256:25419b70ba00a16abc90ee5fce061228206173231f004437730b67ac77323f0d \
+    --hash=sha256:2dfbb8baf8ba2c2b9aa2807f44ed272f0913eeeba002478c4577b8d29cde215c \
+    --hash=sha256:2f1baff13cc2521bea83ab2528e7a80cbe0ebb2c6f0bfad15be7da3aed443908 \
+    --hash=sha256:33e2614a7ce627f0cdf2ad104797d1f68342d967de3695678c0cb84f530709f8 \
+    --hash=sha256:3426de3b91d1bc73249042742f45c2148803c111d1175b283270177fdf669024 \
+    --hash=sha256:382281306e3adaaa7b8b9ebbb3ffb43358a7bbf585fa93821300a418bb975281 \
+    --hash=sha256:3d974d24edb231446f708c455fd08f94c41c1ff4f04bcf06e5f36df5ef50b95a \
+    --hash=sha256:3f3b6ca8eae6d6c75a6cff525c8530c60e909a71a15e1b731723233331de4169 \
+    --hash=sha256:3fac296f99283ac232d8125be932c5cd7644084a30748fda013028c815ba3364 \
+    --hash=sha256:416c0e4f56308f34cdb18c3f59849479dde5b19febdcd6e6fa4d04b6c31c9faa \
+    --hash=sha256:438d9f0f4bc64e8dea78274caa5af971ceff0f8771e1a2333620969936ba10be \
+    --hash=sha256:43affe33137fcd679bdae93fb25924979517e011f9dea99163f80b82eadc7e53 \
+    --hash=sha256:44fc61b99035fd9b3b9453f1713234e5a7c92a04f3577252b45feefe1b327759 \
+    --hash=sha256:45104baae8b9f67569f0f1dca5e1f1ed77a54ae1cd8b0b07aba89272710db61e \
+    --hash=sha256:4fdd1384619f406ad9037fe6b6eaa3de2749e2e12084abc80169e8e075377d3b \
+    --hash=sha256:538d30cd96ed7d1416d3956f94d54e426a8daf7c14527f6e0d6d425fcb4cca52 \
+    --hash=sha256:558a57cfc32adcf19d3f791f62b5ff564922942e389e3cfdb538a23d65a6b610 \
+    --hash=sha256:5eefee9bfe23f6df09ffb6dfb23809f4d74a78acef004aa904dc7c88b9944b05 \
+    --hash=sha256:64bd50cf16bcc54b274e20235bf8edbb64184a30e1e53873ff8d444e7ac656b2 \
+    --hash=sha256:65fd3d2e228cae024c411c5ccdffae4c315271eee4a8b839291f84f796b34eca \
+    --hash=sha256:66b4c0731a5c81921e938dcf1a88e978264e26e6ac4ec96a4d21ae0354581ae0 \
+    --hash=sha256:68a8f8c046c6466ac61a36b65bb2395c74451df2ffb8458492ef49900efed293 \
+    --hash=sha256:6a1141a1dcc32904c47f6846b040275c6e5de0bf73f17d7a409035d55b76f289 \
+    --hash=sha256:6b9fc7e9cc983e75e2518496ba1afc524227c163e43d706688a6bb9eca41617e \
+    --hash=sha256:6f51f9556785e5a203713f5efd9c085b4a45aecd2a42573e2b5041881b588d1f \
+    --hash=sha256:7214477bf9bd195894cf24005b1e7b496f46833337b5dedb7b2a6e33f66d962c \
+    --hash=sha256:731fcd76bbdbf225e2eb85b7c38da9633ad3073822f5ab32379381e8c3c12e94 \
+    --hash=sha256:74007a5b25b7a678459f06559504f1eec2f0f17bca218c9d56f6a0a12bfffdad \
+    --hash=sha256:7a5486ca56c8869070a966321d5ab416ff0f83f30e0e2da1ab48815c8d165d46 \
+    --hash=sha256:7c479f5ae937ec9985ecaf42e2e10631551d909f203e31308c12d703922742f9 \
+    --hash=sha256:7df9ea48641da022c2a3c9c641650cd09f0cd15e8908bf931ad538f5ca7919c9 \
+    --hash=sha256:7e37e809b9303ec3a179085415cb5f418ecf65ec98cdfe34f6a078b46ef823ee \
+    --hash=sha256:80c811cfcb5c331237d9bad3bea2c391114588cf4131707e84d9493064d267f9 \
+    --hash=sha256:836d3cc225b3e8a943d0b02633fb2f28a66e281290302a79df0e1eaa984ff7c1 \
+    --hash=sha256:84c312cdf839e8b579f504afcd7b65f35d60b6285d892b19adea16355e8343c9 \
+    --hash=sha256:86b17ba823ea76256b1885652e3a141a99a5c4422f4a869189db328321b73799 \
+    --hash=sha256:871e3ab2838fbcb4e0865a6e01233975df3a15e6fce93b6f99d75cacbd9862d1 \
+    --hash=sha256:88ecc3afd7e776967fa16c80f974cb79399ee8dc6c96423321d6f7d4b881c92b \
+    --hash=sha256:8bc593dcce679206b60a538c302d03c29b18e3d862609317cb560e18b66d10cf \
+    --hash=sha256:8fd5afd101dcf86a270d254364e0e8dddedebe6bd1ab9d5f732f274fa00499a5 \
+    --hash=sha256:945352286a541406f99b2655c973852da7911b3f4264e010218bbc1cc73168f2 \
+    --hash=sha256:973335b1624859cb0e52f96062a28aa18f3a5fc77a96e4a3d6d76e29811a0e6e \
+    --hash=sha256:994448ee01864501912abf2bad9203bffc34158e80fe8bfb5b031f4f8e16da51 \
+    --hash=sha256:9cfd009eed1a46b27c14039ad5bbc5e71b6367c5b2e6d5f5da0ea91600817506 \
+    --hash=sha256:a2ec4419a3fe6cf8a4795752596dfe0adb4aea40d3683a132bae9c30b81e8d73 \
+    --hash=sha256:a4997716674d36a82eab3e86f8fa77080a5d8d96a389a61ea1d0e3a94a582cf7 \
+    --hash=sha256:a512eed9dfd4117110b1881ba9a59b31433caed0c4101b361f768e7bcbaf93c5 \
+    --hash=sha256:a82465ebbc9b1c5c50738536fdfa7cab639a261a99b469c9d4c7dcbb2b3f1e57 \
+    --hash=sha256:ae2757ace61bc4061b69af19e4689fa4416e1a04840f33b441034202b5cd02d4 \
+    --hash=sha256:b16582783f44fbca6fcf46f61347340c787d7530d88b4d590a397a47583f31dd \
+    --hash=sha256:ba2537ef2163db9e6ccdbeb6f6424282ae4dea43177402152c67ef869cf3978b \
+    --hash=sha256:bf7a89eef64b5455835f5ed30254ec19bf41f7541cd94f266ab7cbd463f00c41 \
+    --hash=sha256:c0abb5e4e8ce71a61d9446040c1e86d4e6d23f9097275c5bd49ed978755ff0fe \
+    --hash=sha256:c414cbda77dbf13c3bc88b073a1a9f375c7b0cb5e115e15d4b73ec3a2fbc6f59 \
+    --hash=sha256:c51edc3541e11fbe83f0c4d9412ef6c79f664a3745fab261457e84465ec9d5a8 \
+    --hash=sha256:c5e69fd3eb0b409432b537fe3c6f44ac089c458ab6b78dcec14478422879ec5f \
+    --hash=sha256:c918b7a1e26b4ab40409820ddccc5d49871a82329640f5005f73572d5eaa9b5e \
+    --hash=sha256:c9bb87fdf2ab2370f21e4d5636e5317775e5d51ff32ebff2cf389f71b9b13750 \
+    --hash=sha256:ca5b2028c2f7af4e13fb9fc29b28d0ce767c38c7facdf64f6c2cd040413055f1 \
+    --hash=sha256:d0a07763776188b4db4c9c7fb1b8c494049f84659bb387b71c73bbc07f189e96 \
+    --hash=sha256:d33a0021893ede5969876052796165bab6006559ab845fd7b515a30abdd990dc \
+    --hash=sha256:d55588cba7553f0b6ec33130bc3e114b355570b45785cebdc9daed8c637dd440 \
+    --hash=sha256:dac8e84fff5d27420f3c1e879ce9929108e873667ec87e0c8eeb413a5311adfe \
+    --hash=sha256:eaef80eac3b4cfbdd6de53c6e108b4c534c21ae055d1dbea2de6b3b8ff3def38 \
+    --hash=sha256:eb462f0e346fcf41a901a126b50f8781e9a474d3927930f3490f38a6e73b6950 \
+    --hash=sha256:eb563dd3aea54c797adf513eeec819c4213d7dbfc311874eb4fd28d10f2ff0f2 \
+    --hash=sha256:f273674b445bcb6e4409bf8d1be67bc4b58e8b46fd0d560055d515b8830063cd \
+    --hash=sha256:f6442f0f0ff81775eaa5b05af8a0ffa1dda36e9cf6ec1e0d3d245e8564b684ce \
+    --hash=sha256:fb168b5924bef397b5ba13aabd8cf5df7d3d93f10218d7b925e360d436863f66 \
+    --hash=sha256:fbf8c2f00904eaf63ff37718eb13acf8e178cb940520e47b2f05027f5bb34ce3 \
+    --hash=sha256:fe4ebef608553aff8deb845c7f4f1d0740ff76fa672c011cc0bacb2a00fbde86
+    # via
+    #   laion-clap
+    #   transformers
+requests==2.32.3 \
+    --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \
+    --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6
+    # via
+    #   huggingface-hub
+    #   pooch
+    #   transformers
+    #   wandb
+safetensors==0.4.4 \
+    --hash=sha256:005ef9fc0f47cb9821c40793eb029f712e97278dae84de91cb2b4809b856685d \
+    --hash=sha256:00eea99ae422fbfa0b46065acbc58b46bfafadfcec179d4b4a32d5c45006af6c \
+    --hash=sha256:03f2bb92e61b055ef6cc22883ad1ae898010a95730fa988c60a23800eb742c2c \
+    --hash=sha256:051d5ecd490af7245258000304b812825974d5e56f14a3ff7e1b8b2ba6dc2ed4 \
+    --hash=sha256:063421ef08ca1021feea8b46951251b90ae91f899234dd78297cbe7c1db73b99 \
+    --hash=sha256:0677c109d949cf53756859160b955b2e75b0eefe952189c184d7be30ecf7e858 \
+    --hash=sha256:068d3a33711fc4d93659c825a04480ff5a3854e1d78632cdc8f37fee917e8a60 \
+    --hash=sha256:08332c22e03b651c8eb7bf5fc2de90044f3672f43403b3d9ac7e7e0f4f76495e \
+    --hash=sha256:08d464aa72a9a13826946b4fb9094bb4b16554bbea2e069e20bd903289b6ced9 \
+    --hash=sha256:0e5fe345b2bc7d88587149ac11def1f629d2671c4c34f5df38aed0ba59dc37f8 \
+    --hash=sha256:166c0c52f6488b8538b2a9f3fbc6aad61a7261e170698779b371e81b45f0440d \
+    --hash=sha256:177f2b60a058f92a3cec7a1786c9106c29eca8987ecdfb79ee88126e5f47fa31 \
+    --hash=sha256:181fb5f3dee78dae7fd7ec57d02e58f7936498d587c6b7c1c8049ef448c8d285 \
+    --hash=sha256:1a32c662e7df9226fd850f054a3ead0e4213a96a70b5ce37b2d26ba27004e013 \
+    --hash=sha256:1a8043a33d58bc9b30dfac90f75712134ca34733ec3d8267b1bd682afe7194f5 \
+    --hash=sha256:1c6bf35e9a8998d8339fd9a05ac4ce465a4d2a2956cc0d837b67c4642ed9e947 \
+    --hash=sha256:1d1f34c71371f0e034004a0b583284b45d233dd0b5f64a9125e16b8a01d15067 \
+    --hash=sha256:20d218ec2b6899d29d6895419a58b6e44cc5ff8f0cc29fac8d236a8978ab702e \
+    --hash=sha256:210160816d5a36cf41f48f38473b6f70d7bcb4b0527bedf0889cc0b4c3bb07db \
+    --hash=sha256:218bbb9b883596715fc9997bb42470bf9f21bb832c3b34c2bf744d6fa8f2bbba \
+    --hash=sha256:23654ad162c02a5636f0cd520a0310902c4421aab1d91a0b667722a4937cc445 \
+    --hash=sha256:239ee093b1db877c9f8fe2d71331a97f3b9c7c0d3ab9f09c4851004a11f44b65 \
+    --hash=sha256:26987dac3752688c696c77c3576f951dbbdb8c57f0957a41fb6f933cf84c0b62 \
+    --hash=sha256:275f500b4d26f67b6ec05629a4600645231bd75e4ed42087a7c1801bff04f4b3 \
+    --hash=sha256:2a69c71b1ae98a8021a09a0b43363b0143b0ce74e7c0e83cacba691b62655fb8 \
+    --hash=sha256:2a9e9d1a27e51a0f69e761a3d581c3af46729ec1c988fa1f839e04743026ae35 \
+    --hash=sha256:2ab4c96d922e53670ce25fbb9b63d5ea972e244de4fa1dd97b590d9fd66aacef \
+    --hash=sha256:2adb497ada13097f30e386e88c959c0fda855a5f6f98845710f5bb2c57e14f12 \
+    --hash=sha256:2c37e6b714200824c73ca6eaf007382de76f39466a46e97558b8dc4cf643cfbf \
+    --hash=sha256:2c42e9b277513b81cf507e6121c7b432b3235f980cac04f39f435b7902857f91 \
+    --hash=sha256:2cb4ac1d8f6b65ec84ddfacd275079e89d9df7c92f95675ba96c4f790a64df6e \
+    --hash=sha256:2d065059e75a798bc1933c293b68d04d79b586bb7f8c921e0ca1e82759d0dbb1 \
+    --hash=sha256:2f8c2eb0615e2e64ee27d478c7c13f51e5329d7972d9e15528d3e4cfc4a08f0d \
+    --hash=sha256:30f23e6253c5f43a809dea02dc28a9f5fa747735dc819f10c073fe1b605e97d4 \
+    --hash=sha256:32f0d1f6243e90ee43bc6ee3e8c30ac5b09ca63f5dd35dbc985a1fc5208c451a \
+    --hash=sha256:3467ab511bfe3360967d7dc53b49f272d59309e57a067dd2405b4d35e7dcf9dc \
+    --hash=sha256:3daacc9a4e3f428a84dd56bf31f20b768eb0b204af891ed68e1f06db9edf546f \
+    --hash=sha256:419010156b914a3e5da4e4adf992bee050924d0fe423c4b329e523e2c14c3547 \
+    --hash=sha256:43251d7f29a59120a26f5a0d9583b9e112999e500afabcfdcb91606d3c5c89e3 \
+    --hash=sha256:44d464bdc384874601a177375028012a5f177f1505279f9456fea84bbc575c7f \
+    --hash=sha256:4b3e8aa8226d6560de8c2b9d5ff8555ea482599c670610758afdc97f3e021e9c \
+    --hash=sha256:51bc8429d9376224cd3cf7e8ce4f208b4c930cd10e515b6ac6a72cbc3370f0d9 \
+    --hash=sha256:5512078d00263de6cb04e9d26c9ae17611098f52357fea856213e38dc462f81f \
+    --hash=sha256:55c14c20be247b8a1aeaf3ab4476265e3ca83096bb8e09bb1a7aa806088def4f \
+    --hash=sha256:56ad9776b65d8743f86698a1973292c966cf3abff627efc44ed60e66cc538ddd \
+    --hash=sha256:57d216fab0b5c432aabf7170883d7c11671622bde8bd1436c46d633163a703f6 \
+    --hash=sha256:5c2308de665b7130cd0e40a2329278226e4cf083f7400c51ca7e19ccfb3886f3 \
+    --hash=sha256:5cf6c6f6193797372adf50c91d0171743d16299491c75acad8650107dffa9269 \
+    --hash=sha256:5fe3e9b705250d0172ed4e100a811543108653fb2b66b9e702a088ad03772a07 \
+    --hash=sha256:63144e36209ad8e4e65384dbf2d52dd5b1866986079c00a72335402a38aacdc5 \
+    --hash=sha256:65a4a6072436bf0a4825b1c295d248cc17e5f4651e60ee62427a5bcaa8622a7a \
+    --hash=sha256:6a13a9caea485df164c51be4eb0c87f97f790b7c3213d635eba2314d959fe929 \
+    --hash=sha256:6b54bc4ca5f9b9bba8cd4fb91c24b2446a86b5ae7f8975cf3b7a277353c3127c \
+    --hash=sha256:6ceed6247fc2d33b2a7b7d25d8a0fe645b68798856e0bc7a9800c5fd945eb80f \
+    --hash=sha256:73fc9a0a4343188bdb421783e600bfaf81d0793cd4cce6bafb3c2ed567a74cd5 \
+    --hash=sha256:76897944cd9239e8a70955679b531b9a0619f76e25476e57ed373322d9c2075d \
+    --hash=sha256:7915f0c60e4e6e65d90f136d85dd3b429ae9191c36b380e626064694563dbd9f \
+    --hash=sha256:7bd5efc26b39f7fc82d4ab1d86a7f0644c8e34f3699c33f85bfa9a717a030e1b \
+    --hash=sha256:7cabcf39c81e5b988d0adefdaea2eb9b4fd9bd62d5ed6559988c62f36bfa9a89 \
+    --hash=sha256:7d9b76322e49c056bcc819f8bdca37a2daa5a6d42c07f30927b501088db03309 \
+    --hash=sha256:7db7fdc2d71fd1444d85ca3f3d682ba2df7d61a637dfc6d80793f439eae264ab \
+    --hash=sha256:8079486118919f600c603536e2490ca37b3dbd3280e3ad6eaacfe6264605ac8a \
+    --hash=sha256:8359bef65f49d51476e9811d59c015f0ddae618ee0e44144f5595278c9f8268c \
+    --hash=sha256:83c155b4a33368d9b9c2543e78f2452090fb030c52401ca608ef16fa58c98353 \
+    --hash=sha256:83d054818a8d1198d8bd8bc3ea2aac112a2c19def2bf73758321976788706398 \
+    --hash=sha256:87bf3f91a9328a941acc44eceffd4e1f5f89b030985b2966637e582157173b98 \
+    --hash=sha256:87df18fce4440477c3ef1fd7ae17c704a69a74a77e705a12be135ee0651a0c2d \
+    --hash=sha256:87e9903b8668a16ef02c08ba4ebc91e57a49c481e9b5866e31d798632805014b \
+    --hash=sha256:88a5ac3280232d4ed8e994cbc03b46a1807ce0aa123867b40c4a41f226c61f94 \
+    --hash=sha256:88f6fd5a5c1302ce79993cc5feeadcc795a70f953c762544d01fb02b2db4ea33 \
+    --hash=sha256:8d4f0eed76b430f009fbefca1a0028ddb112891b03cb556d7440d5cd68eb89a9 \
+    --hash=sha256:8db8f0c59c84792c12661f8efa85de160f80efe16b87a9d5de91b93f9e0bce3c \
+    --hash=sha256:8e5b927acc5f2f59547270b0309a46d983edc44be64e1ca27a7fcb0474d6cd67 \
+    --hash=sha256:9353c2af2dd467333d4850a16edb66855e795561cd170685178f706c80d2c71e \
+    --hash=sha256:949aaa1118660f992dbf0968487b3e3cfdad67f948658ab08c6b5762e90cc8b6 \
+    --hash=sha256:9850754c434e636ce3dc586f534bb23bcbd78940c304775bee9005bf610e98f1 \
+    --hash=sha256:9d625692578dd40a112df30c02a1adf068027566abd8e6a74893bb13d441c150 \
+    --hash=sha256:9f1a3e01dce3cd54060791e7e24588417c98b941baa5974700eeb0b8eb65b0a0 \
+    --hash=sha256:9fdcb80f4e9fbb33b58e9bf95e7dbbedff505d1bcd1c05f7c7ce883632710006 \
+    --hash=sha256:a2c28c6487f17d8db0089e8b2cdc13de859366b94cc6cdc50e1b0a4147b56551 \
+    --hash=sha256:a4b8617499b2371c7353302c5116a7e0a3a12da66389ce53140e607d3bf7b3d3 \
+    --hash=sha256:a51d0ddd4deb8871c6de15a772ef40b3dbd26a3c0451bb9e66bc76fc5a784e5b \
+    --hash=sha256:a9c421153aa23c323bd8483d4155b4eee82c9a50ac11cccd83539104a8279c64 \
+    --hash=sha256:a9d752c97f6bbe327352f76e5b86442d776abc789249fc5e72eacb49e6916482 \
+    --hash=sha256:b96c3d9266439d17f35fc2173111d93afc1162f168e95aed122c1ca517b1f8f1 \
+    --hash=sha256:baec5675944b4a47749c93c01c73d826ef7d42d36ba8d0dba36336fa80c76426 \
+    --hash=sha256:bb1ed4fcb0b3c2f3ea2c5767434622fe5d660e5752f21ac2e8d737b1e5e480bb \
+    --hash=sha256:bb62841e839ee992c37bb75e75891c7f4904e772db3691c59daaca5b4ab960e1 \
+    --hash=sha256:bbaa31f2cb49013818bde319232ccd72da62ee40f7d2aa532083eda5664e85ff \
+    --hash=sha256:bd574145d930cf9405a64f9923600879a5ce51d9f315443a5f706374841327b6 \
+    --hash=sha256:c05270b290acd8d249739f40d272a64dd597d5a4b90f27d830e538bc2549303c \
+    --hash=sha256:c0cea44bba5c5601b297bc8307e4075535b95163402e4906b2e9b82788a2a6df \
+    --hash=sha256:c11a4ab7debc456326a2bac67f35ee0ac792bcf812c7562a4a28559a5c795e27 \
+    --hash=sha256:c329a4dcc395364a1c0d2d1574d725fe81a840783dda64c31c5a60fc7d41472c \
+    --hash=sha256:c6280f5aeafa1731f0a3709463ab33d8e0624321593951aefada5472f0b313fd \
+    --hash=sha256:ca1a209157f242eb183e209040097118472e169f2e069bfbd40c303e24866543 \
+    --hash=sha256:cfc1fc38e37630dd12d519bdec9dcd4b345aec9930bb9ce0ed04461f49e58b52 \
+    --hash=sha256:d468cffb82d90789696d5b4d8b6ab8843052cba58a15296691a7a3df55143cd2 \
+    --hash=sha256:d52f5d0615ea83fd853d4e1d8acf93cc2e0223ad4568ba1e1f6ca72e94ea7b9d \
+    --hash=sha256:df81e3407630de060ae8313da49509c3caa33b1a9415562284eaf3d0c7705f9f \
+    --hash=sha256:e06a9ebc8656e030ccfe44634f2a541b4b1801cd52e390a53ad8bacbd65f8518 \
+    --hash=sha256:e4a0f374200e8443d9746e947ebb346c40f83a3970e75a685ade0adbba5c48d9 \
+    --hash=sha256:e5c9d86d9b13b18aafa88303e2cd21e677f5da2a14c828d2c460fe513af2e9a5 \
+    --hash=sha256:eb276a53717f2bcfb6df0bcf284d8a12069002508d4c1ca715799226024ccd45 \
+    --hash=sha256:ee9622e84fe6e4cd4f020e5fda70d6206feff3157731df7151d457fdae18e541 \
+    --hash=sha256:ef73df487b7c14b477016947c92708c2d929e1dee2bacdd6fff5a82ed4539537 \
+    --hash=sha256:f15117b96866401825f3e94543145028a2947d19974429246ce59403f49e77c6 \
+    --hash=sha256:f6784eed29f9e036acb0b7769d9e78a0dc2c72c2d8ba7903005350d817e287a4 \
+    --hash=sha256:f75698c5c5c542417ac4956acfc420f7d4a2396adca63a015fd66641ea751759 \
+    --hash=sha256:fb7b54830cee8cf9923d969e2df87ce20e625b1af2fd194222ab902d3adcc29c
+    # via transformers
+scikit-learn==1.5.1 \
+    --hash=sha256:0828673c5b520e879f2af6a9e99eee0eefea69a2188be1ca68a6121b809055c1 \
+    --hash=sha256:0ea5d40c0e3951df445721927448755d3fe1d80833b0b7308ebff5d2a45e6414 \
+    --hash=sha256:10e49170691514a94bb2e03787aa921b82dbc507a4ea1f20fd95557862c98dc1 \
+    --hash=sha256:154297ee43c0b83af12464adeab378dee2d0a700ccd03979e2b821e7dd7cc1c2 \
+    --hash=sha256:161808750c267b77b4a9603cf9c93579c7a74ba8486b1336034c2f1579546d21 \
+    --hash=sha256:1bd8d3a19d4bd6dc5a7d4f358c8c3a60934dc058f363c34c0ac1e9e12a31421d \
+    --hash=sha256:1ff4ba34c2abff5ec59c803ed1d97d61b036f659a17f55be102679e88f926fac \
+    --hash=sha256:508907e5f81390e16d754e8815f7497e52139162fd69c4fdbd2dfa5d6cc88915 \
+    --hash=sha256:5944ce1faada31c55fb2ba20a5346b88e36811aab504ccafb9f0339e9f780395 \
+    --hash=sha256:5f57428de0c900a98389c4a433d4a3cf89de979b3aa24d1c1d251802aa15e44d \
+    --hash=sha256:689b6f74b2c880276e365fe84fe4f1befd6a774f016339c65655eaff12e10cbf \
+    --hash=sha256:781586c414f8cc58e71da4f3d7af311e0505a683e112f2f62919e3019abd3745 \
+    --hash=sha256:7b073a27797a283187a4ef4ee149959defc350b46cbf63a84d8514fe16b69855 \
+    --hash=sha256:88e0672c7ac21eb149d409c74cc29f1d611d5158175846e7a9c2427bd12b3956 \
+    --hash=sha256:909144d50f367a513cee6090873ae582dba019cb3fca063b38054fa42704c3a4 \
+    --hash=sha256:97625f217c5c0c5d0505fa2af28ae424bd37949bb2f16ace3ff5f2f81fb4498b \
+    --hash=sha256:9a07f90846313a7639af6a019d849ff72baadfa4c74c778821ae0fad07b7275b \
+    --hash=sha256:b59e3e62d2be870e5c74af4e793293753565c7383ae82943b83383fdcf5cc5c1 \
+    --hash=sha256:b5e865e9bd59396220de49cb4a57b17016256637c61b4c5cc81aaf16bc123bbe \
+    --hash=sha256:da3f404e9e284d2b0a157e1b56b6566a34eb2798205cba35a211df3296ab7a74 \
+    --hash=sha256:f5b213bc29cc30a89a3130393b0e39c847a15d769d6e59539cd86b75d276b1a7
+    # via
+    #   laion-clap
+    #   librosa
+scipy==1.14.1 \
+    --hash=sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e \
+    --hash=sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79 \
+    --hash=sha256:278266012eb69f4a720827bdd2dc54b2271c97d84255b2faaa8f161a158c3b37 \
+    --hash=sha256:2843f2d527d9eebec9a43e6b406fb7266f3af25a751aa91d62ff416f54170bc5 \
+    --hash=sha256:2da0469a4ef0ecd3693761acbdc20f2fdeafb69e6819cc081308cc978153c675 \
+    --hash=sha256:2ff0a7e01e422c15739ecd64432743cf7aae2b03f3084288f399affcefe5222d \
+    --hash=sha256:2ff38e22128e6c03ff73b6bb0f85f897d2362f8c052e3b8ad00532198fbdae3f \
+    --hash=sha256:30ac8812c1d2aab7131a79ba62933a2a76f582d5dbbc695192453dae67ad6310 \
+    --hash=sha256:3a1b111fac6baec1c1d92f27e76511c9e7218f1695d61b59e05e0fe04dc59617 \
+    --hash=sha256:4079b90df244709e675cdc8b93bfd8a395d59af40b72e339c2287c91860deb8e \
+    --hash=sha256:5149e3fd2d686e42144a093b206aef01932a0059c2a33ddfa67f5f035bdfe13e \
+    --hash=sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417 \
+    --hash=sha256:631f07b3734d34aced009aaf6fedfd0eb3498a97e581c3b1e5f14a04164a456d \
+    --hash=sha256:716e389b694c4bb564b4fc0c51bc84d381735e0d39d3f26ec1af2556ec6aad94 \
+    --hash=sha256:8426251ad1e4ad903a4514712d2fa8fdd5382c978010d1c6f5f37ef286a713ad \
+    --hash=sha256:8475230e55549ab3f207bff11ebfc91c805dc3463ef62eda3ccf593254524ce8 \
+    --hash=sha256:8bddf15838ba768bb5f5083c1ea012d64c9a444e16192762bd858f1e126196d0 \
+    --hash=sha256:8e32dced201274bf96899e6491d9ba3e9a5f6b336708656466ad0522d8528f69 \
+    --hash=sha256:8f9ea80f2e65bdaa0b7627fb00cbeb2daf163caa015e59b7516395fe3bd1e066 \
+    --hash=sha256:97c5dddd5932bd2a1a31c927ba5e1463a53b87ca96b5c9bdf5dfd6096e27efc3 \
+    --hash=sha256:a49f6ed96f83966f576b33a44257d869756df6cf1ef4934f59dd58b25e0327e5 \
+    --hash=sha256:af29a935803cc707ab2ed7791c44288a682f9c8107bc00f0eccc4f92c08d6e07 \
+    --hash=sha256:b05d43735bb2f07d689f56f7b474788a13ed8adc484a85aa65c0fd931cf9ccd2 \
+    --hash=sha256:b28d2ca4add7ac16ae8bb6632a3c86e4b9e4d52d3e34267f6e1b0c1f8d87e389 \
+    --hash=sha256:b99722ea48b7ea25e8e015e8341ae74624f72e5f21fc2abd45f3a93266de4c5d \
+    --hash=sha256:baff393942b550823bfce952bb62270ee17504d02a1801d7fd0719534dfb9c84 \
+    --hash=sha256:c0ee987efa6737242745f347835da2cc5bb9f1b42996a4d97d5c7ff7928cb6f2 \
+    --hash=sha256:d0d2821003174de06b69e58cef2316a6622b60ee613121199cb2852a873f8cf3 \
+    --hash=sha256:e0cf28db0f24a38b2a0ca33a85a54852586e43cf6fd876365c86e0657cfe7d73 \
+    --hash=sha256:e4f5a7c49323533f9103d4dacf4e4f07078f360743dec7f7596949149efeec06 \
+    --hash=sha256:eb58ca0abd96911932f688528977858681a59d61a7ce908ffd355957f7025cfc \
+    --hash=sha256:edaf02b82cd7639db00dbff629995ef185c8df4c3ffa71a5562a595765a06ce1 \
+    --hash=sha256:fef8c87f8abfb884dac04e97824b61299880c43f4ce675dd2cbeadd3c9b466d2
+    # via
+    #   laion-clap
+    #   librosa
+    #   scikit-learn
+sentry-sdk==2.13.0 \
+    --hash=sha256:6beede8fc2ab4043da7f69d95534e320944690680dd9a963178a49de71d726c6 \
+    --hash=sha256:8d4a576f7a98eb2fdb40e13106e41f330e5c79d72a68be1316e7852cf4995260
+    # via wandb
+setproctitle==1.3.3 \
+    --hash=sha256:00e6e7adff74796ef12753ff399491b8827f84f6c77659d71bd0b35870a17d8f \
+    --hash=sha256:059f4ce86f8cc92e5860abfc43a1dceb21137b26a02373618d88f6b4b86ba9b2 \
+    --hash=sha256:088b9efc62d5aa5d6edf6cba1cf0c81f4488b5ce1c0342a8b67ae39d64001120 \
+    --hash=sha256:0d3a953c50776751e80fe755a380a64cb14d61e8762bd43041ab3f8cc436092f \
+    --hash=sha256:1342f4fdb37f89d3e3c1c0a59d6ddbedbde838fff5c51178a7982993d238fe4f \
+    --hash=sha256:184239903bbc6b813b1a8fc86394dc6ca7d20e2ebe6f69f716bec301e4b0199d \
+    --hash=sha256:195c961f54a09eb2acabbfc90c413955cf16c6e2f8caa2adbf2237d1019c7dd8 \
+    --hash=sha256:1f5d9027eeda64d353cf21a3ceb74bb1760bd534526c9214e19f052424b37e42 \
+    --hash=sha256:200620c3b15388d7f3f97e0ae26599c0c378fdf07ae9ac5a13616e933cbd2086 \
+    --hash=sha256:200ede6fd11233085ba9b764eb055a2a191fb4ffb950c68675ac53c874c22e20 \
+    --hash=sha256:21112fcd2195d48f25760f0eafa7a76510871bbb3b750219310cf88b04456ae3 \
+    --hash=sha256:224602f0939e6fb9d5dd881be1229d485f3257b540f8a900d4271a2c2aa4e5f4 \
+    --hash=sha256:287490eb90e7a0ddd22e74c89a92cc922389daa95babc833c08cf80c84c4df0a \
+    --hash=sha256:2982efe7640c4835f7355fdb4da313ad37fb3b40f5c69069912f8048f77b28c8 \
+    --hash=sha256:2df2b67e4b1d7498632e18c56722851ba4db5d6a0c91aaf0fd395111e51cdcf4 \
+    --hash=sha256:2e4a8104db15d3462e29d9946f26bed817a5b1d7a47eabca2d9dc2b995991503 \
+    --hash=sha256:2e71f6365744bf53714e8bd2522b3c9c1d83f52ffa6324bd7cbb4da707312cd8 \
+    --hash=sha256:334f7ed39895d692f753a443102dd5fed180c571eb6a48b2a5b7f5b3564908c8 \
+    --hash=sha256:33c5609ad51cd99d388e55651b19148ea99727516132fb44680e1f28dd0d1de9 \
+    --hash=sha256:37a62cbe16d4c6294e84670b59cf7adcc73faafe6af07f8cb9adaf1f0e775b19 \
+    --hash=sha256:38ae9a02766dad331deb06855fb7a6ca15daea333b3967e214de12cfae8f0ef5 \
+    --hash=sha256:38da436a0aaace9add67b999eb6abe4b84397edf4a78ec28f264e5b4c9d53cd5 \
+    --hash=sha256:415bfcfd01d1fbf5cbd75004599ef167a533395955305f42220a585f64036081 \
+    --hash=sha256:417de6b2e214e837827067048f61841f5d7fc27926f2e43954567094051aff18 \
+    --hash=sha256:477d3da48e216d7fc04bddab67b0dcde633e19f484a146fd2a34bb0e9dbb4a1e \
+    --hash=sha256:4a6ba2494a6449b1f477bd3e67935c2b7b0274f2f6dcd0f7c6aceae10c6c6ba3 \
+    --hash=sha256:4fe1c49486109f72d502f8be569972e27f385fe632bd8895f4730df3c87d5ac8 \
+    --hash=sha256:507e8dc2891021350eaea40a44ddd887c9f006e6b599af8d64a505c0f718f170 \
+    --hash=sha256:53bc0d2358507596c22b02db079618451f3bd720755d88e3cccd840bafb4c41c \
+    --hash=sha256:554eae5a5b28f02705b83a230e9d163d645c9a08914c0ad921df363a07cf39b1 \
+    --hash=sha256:59335d000c6250c35989394661eb6287187854e94ac79ea22315469ee4f4c244 \
+    --hash=sha256:5a740f05d0968a5a17da3d676ce6afefebeeeb5ce137510901bf6306ba8ee002 \
+    --hash=sha256:5bc94cf128676e8fac6503b37763adb378e2b6be1249d207630f83fc325d9b11 \
+    --hash=sha256:64286f8a995f2cd934082b398fc63fca7d5ffe31f0e27e75b3ca6b4efda4e353 \
+    --hash=sha256:664698ae0013f986118064b6676d7dcd28fefd0d7d5a5ae9497cbc10cba48fa5 \
+    --hash=sha256:68f960bc22d8d8e4ac886d1e2e21ccbd283adcf3c43136161c1ba0fa509088e0 \
+    --hash=sha256:69d565d20efe527bd8a9b92e7f299ae5e73b6c0470f3719bd66f3cd821e0d5bd \
+    --hash=sha256:6a143b31d758296dc2f440175f6c8e0b5301ced3b0f477b84ca43cdcf7f2f476 \
+    --hash=sha256:6a249415f5bb88b5e9e8c4db47f609e0bf0e20a75e8d744ea787f3092ba1f2d0 \
+    --hash=sha256:6b9e62ddb3db4b5205c0321dd69a406d8af9ee1693529d144e86bd43bcb4b6c0 \
+    --hash=sha256:7f1d36a1e15a46e8ede4e953abb104fdbc0845a266ec0e99cc0492a4364f8c44 \
+    --hash=sha256:816330675e3504ae4d9a2185c46b573105d2310c20b19ea2b4596a9460a4f674 \
+    --hash=sha256:87e668f9561fd3a457ba189edfc9e37709261287b52293c115ae3487a24b92f6 \
+    --hash=sha256:897a73208da48db41e687225f355ce993167079eda1260ba5e13c4e53be7f754 \
+    --hash=sha256:8c331e91a14ba4076f88c29c777ad6b58639530ed5b24b5564b5ed2fd7a95452 \
+    --hash=sha256:950f6476d56ff7817a8fed4ab207727fc5260af83481b2a4b125f32844df513a \
+    --hash=sha256:9617b676b95adb412bb69645d5b077d664b6882bb0d37bfdafbbb1b999568d85 \
+    --hash=sha256:9e3b99b338598de0bd6b2643bf8c343cf5ff70db3627af3ca427a5e1a1a90dd9 \
+    --hash=sha256:a1fcac43918b836ace25f69b1dca8c9395253ad8152b625064415b1d2f9be4fb \
+    --hash=sha256:a680d62c399fa4b44899094027ec9a1bdaf6f31c650e44183b50d4c4d0ccc085 \
+    --hash=sha256:a6d50252377db62d6a0bb82cc898089916457f2db2041e1d03ce7fadd4a07381 \
+    --hash=sha256:a83ca086fbb017f0d87f240a8f9bbcf0809f3b754ee01cec928fff926542c450 \
+    --hash=sha256:a911b26264dbe9e8066c7531c0591cfab27b464459c74385b276fe487ca91c12 \
+    --hash=sha256:ab2900d111e93aff5df9fddc64cf51ca4ef2c9f98702ce26524f1acc5a786ae7 \
+    --hash=sha256:ab92e51cd4a218208efee4c6d37db7368fdf182f6e7ff148fb295ecddf264287 \
+    --hash=sha256:accb66d7b3ccb00d5cd11d8c6e07055a4568a24c95cf86109894dcc0c134cc89 \
+    --hash=sha256:ad6d20f9541f5f6ac63df553b6d7a04f313947f550eab6a61aa758b45f0d5657 \
+    --hash=sha256:aeaa71fb9568ebe9b911ddb490c644fbd2006e8c940f21cb9a1e9425bd709574 \
+    --hash=sha256:af2c67ae4c795d1674a8d3ac1988676fa306bcfa1e23fddb5e0bd5f5635309ca \
+    --hash=sha256:af4061f67fd7ec01624c5e3c21f6b7af2ef0e6bab7fbb43f209e6506c9ce0092 \
+    --hash=sha256:b1067647ac7aba0b44b591936118a22847bda3c507b0a42d74272256a7a798e9 \
+    --hash=sha256:b5901a31012a40ec913265b64e48c2a4059278d9f4e6be628441482dd13fb8b5 \
+    --hash=sha256:bbbd6c7de0771c84b4aa30e70b409565eb1fc13627a723ca6be774ed6b9d9fa3 \
+    --hash=sha256:bdfd7254745bb737ca1384dee57e6523651892f0ea2a7344490e9caefcc35e64 \
+    --hash=sha256:c05ac48ef16ee013b8a326c63e4610e2430dbec037ec5c5b58fcced550382b74 \
+    --hash=sha256:c1c84beab776b0becaa368254801e57692ed749d935469ac10e2b9b825dbdd8e \
+    --hash=sha256:c32c41ace41f344d317399efff4cffb133e709cec2ef09c99e7a13e9f3b9483c \
+    --hash=sha256:c3ba57029c9c50ecaf0c92bb127224cc2ea9fda057b5d99d3f348c9ec2855ad3 \
+    --hash=sha256:c7951820b77abe03d88b114b998867c0f99da03859e5ab2623d94690848d3e45 \
+    --hash=sha256:c913e151e7ea01567837ff037a23ca8740192880198b7fbb90b16d181607caae \
+    --hash=sha256:c9a402881ec269d0cc9c354b149fc29f9ec1a1939a777f1c858cdb09c7a261df \
+    --hash=sha256:cbf16381c7bf7f963b58fb4daaa65684e10966ee14d26f5cc90f07049bfd8c1e \
+    --hash=sha256:d4460795a8a7a391e3567b902ec5bdf6c60a47d791c3b1d27080fc203d11c9dc \
+    --hash=sha256:d7f27e0268af2d7503386e0e6be87fb9b6657afd96f5726b733837121146750d \
+    --hash=sha256:d876d355c53d975c2ef9c4f2487c8f83dad6aeaaee1b6571453cb0ee992f55f6 \
+    --hash=sha256:da0d57edd4c95bf221b2ebbaa061e65b1788f1544977288bdf95831b6e44e44d \
+    --hash=sha256:ddedd300cd690a3b06e7eac90ed4452348b1348635777ce23d460d913b5b63c3 \
+    --hash=sha256:df3f4274b80709d8bcab2f9a862973d453b308b97a0b423a501bcd93582852e3 \
+    --hash=sha256:e18b7bd0898398cc97ce2dfc83bb192a13a087ef6b2d5a8a36460311cb09e775 \
+    --hash=sha256:e5119a211c2e98ff18b9908ba62a3bd0e3fabb02a29277a7232a6fb4b2560aa0 \
+    --hash=sha256:e5e08e232b78ba3ac6bc0d23ce9e2bee8fad2be391b7e2da834fc9a45129eb87 \
+    --hash=sha256:eae8988e78192fd1a3245a6f4f382390b61bce6cfcc93f3809726e4c885fa68d \
+    --hash=sha256:f05e66746bf9fe6a3397ec246fe481096664a9c97eb3fea6004735a4daf867fd \
+    --hash=sha256:f1da82c3e11284da4fcbf54957dafbf0655d2389cd3d54e4eaba636faf6d117a \
+    --hash=sha256:f38d48abc121263f3b62943f84cbaede05749047e428409c2c199664feb6abc7 \
+    --hash=sha256:f5e7266498cd31a4572378c61920af9f6b4676a73c299fce8ba93afd694f8ae7 \
+    --hash=sha256:fc74e84fdfa96821580fb5e9c0b0777c1c4779434ce16d3d62a9c4d8c710df39 \
+    --hash=sha256:ff814dea1e5c492a4980e3e7d094286077054e7ea116cbeda138819db194b2cd
+    # via wandb
+six==1.16.0 \
+    --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
+    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
+    # via
+    #   docker-pycreds
+    #   python-dateutil
+smmap==5.0.1 \
+    --hash=sha256:dceeb6c0028fdb6734471eb07c0cd2aae706ccaecab45965ee83f11c8d3b1f62 \
+    --hash=sha256:e6d8668fa5f93e706934a62d7b4db19c8d9eb8cf2adbb75ef1b675aa332b69da
+    # via gitdb
+soundfile==0.12.1 \
+    --hash=sha256:074247b771a181859d2bc1f98b5ebf6d5153d2c397b86ee9e29ba602a8dfe2a6 \
+    --hash=sha256:0d86924c00b62552b650ddd28af426e3ff2d4dc2e9047dae5b3d8452e0a49a77 \
+    --hash=sha256:2dc3685bed7187c072a46ab4ffddd38cef7de9ae5eb05c03df2ad569cf4dacbc \
+    --hash=sha256:59dfd88c79b48f441bbf6994142a19ab1de3b9bb7c12863402c2bc621e49091a \
+    --hash=sha256:828a79c2e75abab5359f780c81dccd4953c45a2c4cd4f05ba3e233ddf984b882 \
+    --hash=sha256:bceaab5c4febb11ea0554566784bcf4bc2e3977b53946dda2b12804b4fe524a8 \
+    --hash=sha256:d922be1563ce17a69582a352a86f28ed8c9f6a8bc951df63476ffc310c064bfa \
+    --hash=sha256:e8e1017b2cf1dda767aef19d2fd9ee5ebe07e050d430f77a0a7c66ba08b8cdae
+    # via
+    #   laion-clap
+    #   librosa
+soxr==0.4.0 \
+    --hash=sha256:02385e3de07e28ddbc19ab41216075d889575895e778ce2ada950d5f46cf6a52 \
+    --hash=sha256:12a0e460f1199aaed544a30c67f5df7a452b0647b63e0df706a17577e963e38b \
+    --hash=sha256:226d405c40094f5fd5dd4b80c66fc61cc108018da0216833e843d82ccffdadcb \
+    --hash=sha256:2975734033e8da5a241f2498b65513a160882dd1283cf5eb7eac5b3b262ae668 \
+    --hash=sha256:2f6f55c520fb90040f604b1203f2100b70c789d973bb0fd79b221187e3841311 \
+    --hash=sha256:38374140503b17b3234d0deb83dfe0319727df1dbab41e1a576b61405fc82767 \
+    --hash=sha256:38e65bb8beba55d8049ecf16e73c05ed3dd5e156d6086f594c40edb3181a7900 \
+    --hash=sha256:4301600889696051bdb1469f8b10cace0d7e2d16a351c6b5fc947b3b41e10a58 \
+    --hash=sha256:46c1dce06d156f9a6563c41f97d5d6978ccc993c3682c6f8190438c0f7417d36 \
+    --hash=sha256:5e71482f092051544b196387e3779d726f26df30cba307424eac7a96285c5b64 \
+    --hash=sha256:5fd5e43fe568451152e20e16a71a61cda6340da934c344733a26674e041ab445 \
+    --hash=sha256:63a59d36b8f8f3b1501e4fca2c034aacceb9b4d6888295afd269afbce5eb2f3f \
+    --hash=sha256:6ee59424f4f1c81f6a9f3d03b4bde27992272dc8c36f9b08af7f31ce720fa6ba \
+    --hash=sha256:784d2dd6d43d2663d384ed7e1f6a1156f98395bbd889b0a9def6c61a9e17cda1 \
+    --hash=sha256:83b3e477ff61b3579ec2ad66fa7a9b362072d5d9a5d1e61db3d366d26afbb8c8 \
+    --hash=sha256:a370f661576916e8b208990eb70e5db4e07ab025b47492a633370846bc0a9678 \
+    --hash=sha256:a9cc0620d7b1effab9d408427711d52c3db6e295b5504dfcf549f4636904ed0d \
+    --hash=sha256:ba0989025d70c472d62bf0e68778c9bbd0c9bee111c708cf64c26406937ca6be \
+    --hash=sha256:c0be9dbc6cb0de2e2147ad33ffe4dee0391ed38125248253f53d3f1a05b65425 \
+    --hash=sha256:c53d4bc99908e715665b3d45f0cc06e652e4f53bf4acf9e758c1cce02977e411 \
+    --hash=sha256:f99aaef14a7d268966c06cf6a06729eb98b2276493710d24a6f20fdcfc3ad26e
+    # via librosa
+sympy==1.13.2 \
+    --hash=sha256:401449d84d07be9d0c7a46a64bd54fe097667d5e7181bfe67ec777be9e01cb13 \
+    --hash=sha256:c51d75517712f1aed280d4ce58506a4a88d635d6b5dd48b39102a7ae1f3fcfe9
+    # via torch
+threadpoolctl==3.5.0 \
+    --hash=sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107 \
+    --hash=sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467
+    # via scikit-learn
+tokenizers==0.19.1 \
+    --hash=sha256:01d62812454c188306755c94755465505836fd616f75067abcae529c35edeb57 \
+    --hash=sha256:02e81bf089ebf0e7f4df34fa0207519f07e66d8491d963618252f2e0729e0b46 \
+    --hash=sha256:04ce49e82d100594715ac1b2ce87d1a36e61891a91de774755f743babcd0dd52 \
+    --hash=sha256:07f9295349bbbcedae8cefdbcfa7f686aa420be8aca5d4f7d1ae6016c128c0c5 \
+    --hash=sha256:08a44864e42fa6d7d76d7be4bec62c9982f6f6248b4aa42f7302aa01e0abfd26 \
+    --hash=sha256:0b5ca92bfa717759c052e345770792d02d1f43b06f9e790ca0a1db62838816f3 \
+    --hash=sha256:0b9394bd204842a2a1fd37fe29935353742be4a3460b6ccbaefa93f58a8df43d \
+    --hash=sha256:0bcce02bf1ad9882345b34d5bd25ed4949a480cf0e656bbd468f4d8986f7a3f1 \
+    --hash=sha256:0e64bfde9a723274e9a71630c3e9494ed7b4c0f76a1faacf7fe294cd26f7ae7c \
+    --hash=sha256:10a707cc6c4b6b183ec5dbfc5c34f3064e18cf62b4a938cb41699e33a99e03c1 \
+    --hash=sha256:16baac68651701364b0289979ecec728546133e8e8fe38f66fe48ad07996b88b \
+    --hash=sha256:1de5bc8652252d9357a666e609cb1453d4f8e160eb1fb2830ee369dd658e8975 \
+    --hash=sha256:1f0360cbea28ea99944ac089c00de7b2e3e1c58f479fb8613b6d8d511ce98267 \
+    --hash=sha256:2e8a3dd055e515df7054378dc9d6fa8c8c34e1f32777fb9a01fea81496b3f9d3 \
+    --hash=sha256:3174c76efd9d08f836bfccaca7cfec3f4d1c0a4cf3acbc7236ad577cc423c840 \
+    --hash=sha256:35583cd46d16f07c054efd18b5d46af4a2f070a2dd0a47914e66f3ff5efb2b1e \
+    --hash=sha256:39c1ec76ea1027438fafe16ecb0fb84795e62e9d643444c1090179e63808c69d \
+    --hash=sha256:3b11853f17b54c2fe47742c56d8a33bf49ce31caf531e87ac0d7d13d327c9334 \
+    --hash=sha256:427c4f0f3df9109314d4f75b8d1f65d9477033e67ffaec4bca53293d3aca286d \
+    --hash=sha256:43350270bfc16b06ad3f6f07eab21f089adb835544417afda0f83256a8bf8b75 \
+    --hash=sha256:453e4422efdfc9c6b6bf2eae00d5e323f263fff62b29a8c9cd526c5003f3f642 \
+    --hash=sha256:4692ab92f91b87769d950ca14dbb61f8a9ef36a62f94bad6c82cc84a51f76f6a \
+    --hash=sha256:4ad23d37d68cf00d54af184586d79b84075ada495e7c5c0f601f051b162112dc \
+    --hash=sha256:4f3fefdc0446b1a1e6d81cd4c07088ac015665d2e812f6dbba4a06267d1a2c95 \
+    --hash=sha256:56ae39d4036b753994476a1b935584071093b55c7a72e3b8288e68c313ca26e7 \
+    --hash=sha256:5c88d1481f1882c2e53e6bb06491e474e420d9ac7bdff172610c4f9ad3898059 \
+    --hash=sha256:61b7fe8886f2e104d4caf9218b157b106207e0f2a4905c9c7ac98890688aabeb \
+    --hash=sha256:621d670e1b1c281a1c9698ed89451395d318802ff88d1fc1accff0867a06f153 \
+    --hash=sha256:6258c2ef6f06259f70a682491c78561d492e885adeaf9f64f5389f78aa49a051 \
+    --hash=sha256:6309271f57b397aa0aff0cbbe632ca9d70430839ca3178bf0f06f825924eca22 \
+    --hash=sha256:638e43936cc8b2cbb9f9d8dde0fe5e7e30766a3318d2342999ae27f68fdc9bd6 \
+    --hash=sha256:63c38f45d8f2a2ec0f3a20073cccb335b9f99f73b3c69483cd52ebc75369d8a1 \
+    --hash=sha256:670b802d4d82bbbb832ddb0d41df7015b3e549714c0e77f9bed3e74d42400fbe \
+    --hash=sha256:6852c5b2a853b8b0ddc5993cd4f33bfffdca4fcc5d52f89dd4b8eada99379285 \
+    --hash=sha256:6b2da5c32ed869bebd990c9420df49813709e953674c0722ff471a116d97b22d \
+    --hash=sha256:6c330c0eb815d212893c67a032e9dc1b38a803eccb32f3e8172c19cc69fbb439 \
+    --hash=sha256:6f8a20266e695ec9d7a946a019c1d5ca4eddb6613d4f466888eee04f16eedb85 \
+    --hash=sha256:706a37cc5332f85f26efbe2bdc9ef8a9b372b77e4645331a405073e4b3a8c1c6 \
+    --hash=sha256:71e3ec71f0e78780851fef28c2a9babe20270404c921b756d7c532d280349214 \
+    --hash=sha256:72791f9bb1ca78e3ae525d4782e85272c63faaef9940d92142aa3eb79f3407a3 \
+    --hash=sha256:76951121890fea8330d3a0df9a954b3f2a37e3ec20e5b0530e9a0044ca2e11fe \
+    --hash=sha256:78e769eb3b2c79687d9cb0f89ef77223e8e279b75c0a968e637ca7043a84463f \
+    --hash=sha256:7c9d5b6c0e7a1e979bec10ff960fae925e947aab95619a6fdb4c1d8ff3708ce3 \
+    --hash=sha256:7fb297edec6c6841ab2e4e8f357209519188e4a59b557ea4fafcf4691d1b4c98 \
+    --hash=sha256:7ff898780a155ea053f5d934925f3902be2ed1f4d916461e1a93019cc7250837 \
+    --hash=sha256:82c8b8063de6c0468f08e82c4e198763e7b97aabfe573fd4cf7b33930ca4df77 \
+    --hash=sha256:85aa3ab4b03d5e99fdd31660872249df5e855334b6c333e0bc13032ff4469c4a \
+    --hash=sha256:89183e55fb86e61d848ff83753f64cded119f5d6e1f553d14ffee3700d0a4a49 \
+    --hash=sha256:8a6298bde623725ca31c9035a04bf2ef63208d266acd2bed8c2cb7d2b7d53ce6 \
+    --hash=sha256:8b01afb7193d47439f091cd8f070a1ced347ad0f9144952a30a41836902fe09e \
+    --hash=sha256:952078130b3d101e05ecfc7fc3640282d74ed26bcf691400f872563fca15ac97 \
+    --hash=sha256:952b80dac1a6492170f8c2429bd11fcaa14377e097d12a1dbe0ef2fb2241e16c \
+    --hash=sha256:9620b78e0b2d52ef07b0d428323fb34e8ea1219c5eac98c2596311f20f1f9266 \
+    --hash=sha256:9ed240c56b4403e22b9584ee37d87b8bfa14865134e3e1c3fb4b2c42fafd3256 \
+    --hash=sha256:a179856d1caee06577220ebcfa332af046d576fb73454b8f4d4b0ba8324423ea \
+    --hash=sha256:a2b718f316b596f36e1dae097a7d5b91fc5b85e90bf08b01ff139bd8953b25af \
+    --hash=sha256:ac11016d0a04aa6487b1513a3a36e7bee7eec0e5d30057c9c0408067345c48d2 \
+    --hash=sha256:ad57d59341710b94a7d9dbea13f5c1e7d76fd8d9bcd944a7a6ab0b0da6e0cc66 \
+    --hash=sha256:b07c538ba956843833fee1190cf769c60dc62e1cf934ed50d77d5502194d63b1 \
+    --hash=sha256:b279ab506ec4445166ac476fb4d3cc383accde1ea152998509a94d82547c8e2a \
+    --hash=sha256:b2edbc75744235eea94d595a8b70fe279dd42f3296f76d5a86dde1d46e35f574 \
+    --hash=sha256:b342d2ce8fc8d00f376af068e3274e2e8649562e3bc6ae4a67784ded6b99428d \
+    --hash=sha256:b4399b59d1af5645bcee2072a463318114c39b8547437a7c2d6a186a1b5a0e2d \
+    --hash=sha256:b4c89aa46c269e4e70c4d4f9d6bc644fcc39bb409cb2a81227923404dd6f5227 \
+    --hash=sha256:b70bfbe3a82d3e3fb2a5e9b22a39f8d1740c96c68b6ace0086b39074f08ab89a \
+    --hash=sha256:b82931fa619dbad979c0ee8e54dd5278acc418209cc897e42fac041f5366d626 \
+    --hash=sha256:bac0b0eb952412b0b196ca7a40e7dce4ed6f6926489313414010f2e6b9ec2adf \
+    --hash=sha256:bb9dfe7dae85bc6119d705a76dc068c062b8b575abe3595e3c6276480e67e3f1 \
+    --hash=sha256:bcd266ae85c3d39df2f7e7d0e07f6c41a55e9a3123bb11f854412952deacd828 \
+    --hash=sha256:bea6f9947e9419c2fda21ae6c32871e3d398cba549b93f4a65a2d369662d9403 \
+    --hash=sha256:c27b99889bd58b7e301468c0838c5ed75e60c66df0d4db80c08f43462f82e0d3 \
+    --hash=sha256:c2a0d47a89b48d7daa241e004e71fb5a50533718897a4cd6235cb846d511a478 \
+    --hash=sha256:c5c2ff13d157afe413bf7e25789879dd463e5a4abfb529a2d8f8473d8042e28f \
+    --hash=sha256:c85cf76561fbd01e0d9ea2d1cbe711a65400092bc52b5242b16cfd22e51f0c58 \
+    --hash=sha256:ca407133536f19bdec44b3da117ef0d12e43f6d4b56ac4c765f37eca501c7bda \
+    --hash=sha256:cbf001afbbed111a79ca47d75941e9e5361297a87d186cbfc11ed45e30b5daba \
+    --hash=sha256:ce05fde79d2bc2e46ac08aacbc142bead21614d937aac950be88dc79f9db9022 \
+    --hash=sha256:d16ff18907f4909dca9b076b9c2d899114dd6abceeb074eca0c93e2353f943aa \
+    --hash=sha256:d26194ef6c13302f446d39972aaa36a1dda6450bc8949f5eb4c27f51191375bd \
+    --hash=sha256:d8c5d59d7b59885eab559d5bc082b2985555a54cda04dda4c65528d90ad252ad \
+    --hash=sha256:d924204a3dbe50b75630bd16f821ebda6a5f729928df30f582fb5aade90c818a \
+    --hash=sha256:dadc509cc8a9fe460bd274c0e16ac4184d0958117cf026e0ea8b32b438171594 \
+    --hash=sha256:dd26e3afe8a7b61422df3176e06664503d3f5973b94f45d5c45987e1cb711876 \
+    --hash=sha256:ddf672ed719b4ed82b51499100f5417d7d9f6fb05a65e232249268f35de5ed14 \
+    --hash=sha256:dfedf31824ca4915b511b03441784ff640378191918264268e6923da48104acc \
+    --hash=sha256:e28cab1582e0eec38b1f38c1c1fb2e56bce5dc180acb1724574fc5f47da2a4fe \
+    --hash=sha256:e742d76ad84acbdb1a8e4694f915fe59ff6edc381c97d6dfdd054954e3478ad4 \
+    --hash=sha256:e83a31c9cf181a0a3ef0abad2b5f6b43399faf5da7e696196ddd110d332519ee \
+    --hash=sha256:e8d1ed93beda54bbd6131a2cb363a576eac746d5c26ba5b7556bc6f964425594 \
+    --hash=sha256:e8ff5b90eabdcdaa19af697885f70fe0b714ce16709cf43d4952f1f85299e73a \
+    --hash=sha256:ec11802450a2487cdf0e634b750a04cbdc1c4d066b97d94ce7dd2cb51ebb325b \
+    --hash=sha256:ecb2651956eea2aa0a2d099434134b1b68f1c31f9a5084d6d53f08ed43d45ff2 \
+    --hash=sha256:ed69af290c2b65169f0ba9034d1dc39a5db9459b32f1dd8b5f3f32a3fcf06eab \
+    --hash=sha256:eddd5783a4a6309ce23432353cdb36220e25cbb779bfa9122320666508b44b88 \
+    --hash=sha256:ee59e6680ed0fdbe6b724cf38bd70400a0c1dd623b07ac729087270caeac88e3 \
+    --hash=sha256:f03727225feaf340ceeb7e00604825addef622d551cbd46b7b775ac834c1e1c4 \
+    --hash=sha256:f3bbb7a0c5fcb692950b041ae11067ac54826204318922da754f908d95619fbc \
+    --hash=sha256:f8a9c828277133af13f3859d1b6bf1c3cb6e9e1637df0e45312e6b7c2e622b1f \
+    --hash=sha256:f97660f6c43efd3e0bfd3f2e3e5615bf215680bad6ee3d469df6454b8c6e8256 \
+    --hash=sha256:f9939ca7e58c2758c01b40324a59c034ce0cebad18e0d4563a9b1beab3018243
+    # via transformers
+torch==2.4.0 \
+    --hash=sha256:2497cbc7b3c951d69b276ca51fe01c2865db67040ac67f5fc20b03e41d16ea4a \
+    --hash=sha256:3374128bbf7e62cdaed6c237bfd39809fbcfaa576bee91e904706840c3f2195c \
+    --hash=sha256:3af4de2a618fb065e78404c4ba27a818a7b7957eaeff28c6c66ce7fb504b68b8 \
+    --hash=sha256:4ed94583e244af51d6a8d28701ca5a9e02d1219e782f5a01dd401f90af17d8ac \
+    --hash=sha256:618808d3f610d5f180e47a697d4ec90b810953bb1e020f424b2ac7fb0884b545 \
+    --hash=sha256:685418ab93730efbee71528821ff54005596970dd497bf03c89204fb7e3f71de \
+    --hash=sha256:688eec9240f3ce775f22e1e1a5ab9894f3d5fe60f3f586deb7dbd23a46a83916 \
+    --hash=sha256:7334325c0292cbd5c2eac085f449bf57d3690932eac37027e193ba775703c9e6 \
+    --hash=sha256:8940fc8b97a4c61fdb5d46a368f21f4a3a562a17879e932eb51a5ec62310cb31 \
+    --hash=sha256:91aaf00bfe1ffa44dc5b52809d9a95129fca10212eca3ac26420eb11727c6288 \
+    --hash=sha256:97730014da4c57ffacb3c09298c6ce05400606e890bd7a05008d13dd086e46b1 \
+    --hash=sha256:997084a0f9784d2a89095a6dc67c7925e21bf25dea0b3d069b41195016ccfcbb \
+    --hash=sha256:a046491aaf96d1215e65e1fa85911ef2ded6d49ea34c8df4d0638879f2402eef \
+    --hash=sha256:a2feb98ac470109472fb10dfef38622a7ee08482a16c357863ebc7bc7db7c8f7 \
+    --hash=sha256:bc3988e8b36d1e8b998d143255d9408d8c75da4ab6dd0dcfd23b623dfb0f0f57 \
+    --hash=sha256:c4ca297b7bd58b506bfd6e78ffd14eb97c0e7797dcd7965df62f50bb575d8954 \
+    --hash=sha256:cc30457ea5489c62747d3306438af00c606b509d78822a88f804202ba63111ed \
+    --hash=sha256:e743adadd8c8152bb8373543964551a7cb7cc20ba898dc8f9c0cdbe47c283de0 \
+    --hash=sha256:ed765d232d23566052ba83632ec73a4fccde00b4c94ad45d63b471b09d63b7a7 \
+    --hash=sha256:f169b4ea6dc93b3a33319611fcc47dc1406e4dd539844dcbd2dec4c1b96e166d
+    # via torchvision
+torchlibrosa==0.1.0 \
+    --hash=sha256:62a8beedf9c9b4141a06234df3f10229f7ba86e67678ccee02489ec4ef044028 \
+    --hash=sha256:89b65fd28b833ceb6bc74a3d0d87e2924ddc5a845d0a246b194952a4e12a38cb
+    # via laion-clap
+torchvision==0.19.0 \
+    --hash=sha256:02f1dd5cfc897957535b41b0258ec452d30de044e20c2de2c75869f7708e7656 \
+    --hash=sha256:079a696e0b2cb52e4be30afa8e9b3d7d280f02a2b5ffedd7e821fa1efd1a5a8d \
+    --hash=sha256:106842b1e475b14d9a04ee0d6f5477d43100e3bb78e9d31e37422384d0d84179 \
+    --hash=sha256:13aee7a46e049c8c1e7d35a0394b0587a7e62ff3d1a822cd2bbbacb675ac4a09 \
+    --hash=sha256:2acc436d043d4f81b3bc6929cbfa4ef1cdae4d8a0b04ec72ec30a497e9a38179 \
+    --hash=sha256:4d54b5e19b7ebebca7d0b08497b4c6335264cad04c94c05fa35988d9e9eed0c4 \
+    --hash=sha256:4e6aa4fa3f0bc3599fa071c149e651a3e6bdd67c9161794478f9f91471c406a2 \
+    --hash=sha256:5f9a598dcf82bdfc8e4436ce74763b3877dabec3b33f94613b94ede13e3e4dee \
+    --hash=sha256:6b1bce2e4c003d890a18f14ff289528707d918e38539ff890ef02aa31dae1b56 \
+    --hash=sha256:6ed066aae5c50465d7c4761357aefe5dbd2eb7075a33ab8c14b352fc2353ad4c \
+    --hash=sha256:854e967a16a9409e941b5bbe5aa357b23f7158bccb9de35ae20fd4945f05ecd1 \
+    --hash=sha256:a6ba7756f75c80212e51d3576f85ea204589e0c16efdb9b835dd677bc8929a67 \
+    --hash=sha256:aaa338ff3a55a8c0f94e0e64eff6fe2af1fc933a95fd43812760e72ea66e986b \
+    --hash=sha256:ac5525d5cc09e425b5cf5752ecf66eefbbbd8c8cd945198ce35eb01a694e6069 \
+    --hash=sha256:b5f70f5a8bd9c8b00a076bf466b39b5cd679ef62587c47cc048adb04d9c5f155 \
+    --hash=sha256:be0f27a28b8e9f2ae98a31af34a4bdd2a5bf154d92bd73a5797c8d2156fb3ab6 \
+    --hash=sha256:c09ef8ed184fa877f6251b620226e74f682b8f1d6b341456428d4955b8d9c670 \
+    --hash=sha256:d467d434005fd05a227a2ba7af4c591bb67e6d4a97bbd06eda8da83f43e9fd07 \
+    --hash=sha256:d9afb8a3c3ce99a161a64c2a3b91cb545632a72118053cbfb84e87a02a8dcd02 \
+    --hash=sha256:dbf3aa71a3899244fc884303ed3c4604a160824fefac77e82317a5463efc1d9b \
+    --hash=sha256:dd1279571d4b68d5a53d9b7a35aedf91c4cb1e0b08099f6a1effa7b25b8c95e7 \
+    --hash=sha256:ec1281c10402234d470bfd4d53663d81f4364f293b2f8fe24d4a7a1adc78c90c \
+    --hash=sha256:ec4162dc71d9db7f0b51d0f92491929c1419605ff436e1305e50de13504a1c30 \
+    --hash=sha256:ec874ef85dcb24c69e600f6e276af892c80cde3ffdaeb7275efda463242bc2a8 \
+    --hash=sha256:f77ac31f7337d0f6f4b58e65582c6c93b9d9eeec7dfd7478896b5cdc19a2d60d
+    # via -r audio_vec_embedding_clap_requirements.in
+tqdm==4.66.5 \
+    --hash=sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd \
+    --hash=sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad
+    # via
+    #   huggingface-hub
+    #   laion-clap
+    #   transformers
+transformers==4.44.1 \
+    --hash=sha256:3b9a1a07ca65c665c7bf6109b7da76182184d10bb58d9ab14e6892e7b9e073a2 \
+    --hash=sha256:bd2642da18b4e6d29b135c17650cd7ca8e874f2d092d2eddd3ed6b71a93a155c
+    # via laion-clap
+triton==3.0.0 \
+    --hash=sha256:0d5e10de8c011adeb7c878c6ce0dd6073b14367749e34467f1cff2bde1b78253 \
+    --hash=sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb \
+    --hash=sha256:39b052da883351fdf6be3d93cedae6db3b8e3988d3b09ed221bccecfa9612230 \
+    --hash=sha256:41004fb1ae9a53fcb3e970745feb87f0e3c94c6ce1ba86e95fa3b8537894bef7 \
+    --hash=sha256:5ce8520437c602fb633f1324cc3871c47bee3b67acf9756c1a66309b60e3216c \
+    --hash=sha256:6e5727202f7078c56f91ff13ad0c1abab14a0e7f2c87e91b12b6f64f3e8ae609 \
+    --hash=sha256:bcbf3b1c48af6a28011a5c40a5b3b9b5330530c3827716b5fbf6d7adcc1e53e9 \
+    --hash=sha256:cd34f19a8582af96e6291d4afce25dac08cb2a5d218c599163761e8e0827208e \
+    --hash=sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a \
+    --hash=sha256:e8903767951bf86ec960b4fe4e21bc970055afc65e9d57e916d79ae3c93665e3
+    # via torch
+typing-extensions==4.12.2 \
+    --hash=sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d \
+    --hash=sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8
+    # via
+    #   huggingface-hub
+    #   librosa
+    #   torch
+tzdata==2024.1 \
+    --hash=sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd \
+    --hash=sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252
+    # via pandas
+urllib3==2.2.2 \
+    --hash=sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472 \
+    --hash=sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168
+    # via
+    #   requests
+    #   sentry-sdk
+wandb==0.17.7 \
+    --hash=sha256:011cca25b2ca57956d1ff2c84e31c903058cc8f552ecc1d0450ffad34c8a59bd \
+    --hash=sha256:42f37d7d4f1934fc5a33233be1de0f0c8e3bbff04a4403b3ac6030e577cc84e1 \
+    --hash=sha256:4623fb7618ff094ebab91101b8b5dcef5b3513d35e867a10f64021ca427bb38d \
+    --hash=sha256:c81be25cb1a5322aff95f66a89ca4abcb2a8e98ee09b8938f123a536b967a235 \
+    --hash=sha256:de7e040fe553e149926437ea2d24a20c6b563092e5a17709c4b99dff8a38470c \
+    --hash=sha256:df335a67d3fff9299d915c127ad476cdf9e3f2b1d86e025f54ed63c7dab62d72 \
+    --hash=sha256:ed3fcf51b533249db306a9dd41893d671eb936f64b8837ffc504dba56609ff47 \
+    --hash=sha256:f21183b74ed05744b274c7d876d473ae14a985becfbabd005104ce7e78200cf8
+    # via laion-clap
+wcwidth==0.2.13 \
+    --hash=sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859 \
+    --hash=sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5
+    # via ftfy
+webdataset==0.2.96 \
+    --hash=sha256:ae5ef6a41fb202509def739e514d4d61256afe0c72ed8032d6c7c2bfd3df9f93 \
+    --hash=sha256:d10df0dd1acda980a9cef5a7e2e0ae0011e450b6aa9f04928cddd5d6205db652
+    # via laion-clap
+wget==3.2 \
+    --hash=sha256:35e630eca2aa50ce998b9b1a127bb26b30dfee573702782aa982f875e3f16061
+    # via laion-clap
+
+# The following packages are considered to be unsafe in a requirements file:
+setuptools==73.0.1 \
+    --hash=sha256:b208925fcb9f7af924ed2dc04708ea89791e24bde0d3020b27df0e116088b34e \
+    --hash=sha256:d59a3e788ab7e012ab2c4baed1b376da6366883ee20d7a5fc426816e3d7b1193
+    # via wandb
diff --git a/src/core/operators/test_audio_vec_embedding_clap.py b/src/core/operators/test_audio_vec_embedding_clap.py
new file mode 100644
index 0000000..40bfcc1
--- /dev/null
+++ b/src/core/operators/test_audio_vec_embedding_clap.py
@@ -0,0 +1,32 @@
+import unittest
+from unittest.case import skip
+from core.models.media_factory import AudioFactory
+from core.operators import audio_vec_embedding_clap
+
+
+class Test(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # initialize operator
+        audio_vec_embedding_clap.initialize(param={})
+
+    @classmethod
+    def tearDownClass(cls):
+        # delete config files
+        pass
+
+    @skip
+    def test_sample_audio_from_disk(self):
+        audio_file_path = AudioFactory.make_from_file_on_disk(
+            r"core/operators/sample_data/audio.wav"
+        )
+        audio_emb = audio_vec_embedding_clap.run(audio_file_path)
+        self.assertEqual(512, len(audio_emb))
+
+    # @skip
+    def test_sample_audio_from_url(self):
+        audio_path = AudioFactory.make_from_url(
+            "https://raw.githubusercontent.com/tattle-made/feluda/main/src/core/operators/sample_data/audio.wav"
+        )
+        audio_emb = audio_vec_embedding_clap.run(audio_path)
+        self.assertEqual(512, len(audio_emb))

From 4e08e35309c415b1bae0f65732d9df635da342a4 Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Sun, 25 Aug 2024 22:00:07 +0530
Subject: [PATCH 07/33] feat: add `cluster_embeddings` operator

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/core/operators/cluster_embeddings.py      | 104 ++++++++++++++
 .../cluster_embeddings_requirements.in        |   2 +
 .../cluster_embeddings_requirements.txt       | 129 ++++++++++++++++++
 src/core/operators/test_cluster_embeddings.py |  44 ++++++
 4 files changed, 279 insertions(+)
 create mode 100644 src/core/operators/cluster_embeddings.py
 create mode 100644 src/core/operators/cluster_embeddings_requirements.in
 create mode 100644 src/core/operators/cluster_embeddings_requirements.txt
 create mode 100644 src/core/operators/test_cluster_embeddings.py

diff --git a/src/core/operators/cluster_embeddings.py b/src/core/operators/cluster_embeddings.py
new file mode 100644
index 0000000..115256f
--- /dev/null
+++ b/src/core/operators/cluster_embeddings.py
@@ -0,0 +1,104 @@
+"""
+Operator to cluster embeddings using KMeans, Affinity Propagation, and Agglomerative clustering algorithms
+"""
+
+def initialize(param):
+    """
+    Initializes the operator.
+
+    Args:
+        param (dict): Parameters for initialization
+    """
+    global KMeans_clustering, Agglomerative_clustering, AffinityPropagation_clustering
+    global gen_data
+
+    # Imports
+    from sklearn.cluster import KMeans, AffinityPropagation, AgglomerativeClustering
+    import numpy as np
+
+    # Constants
+    RANDOM_STATE = 50
+
+    def gen_data(labels, input_data):
+        """
+        Generates formatted output data.
+
+        Args:
+            labels (np.ndarray): An array of cluster labels
+            input_data (list[dict]): Operator input
+
+        Returns:
+            dict: A dictionary mapping cluster labels to corresponding array of payloads
+        """
+        out = {}
+        for label, item in zip(labels, input_data):
+            key = f'cluster_{label}'
+            if key not in out:
+                out[key] = []
+            out[key].append(item['payload'])
+        return out
+
+    def KMeans_clustering(matrix, n_clusters):
+        """
+        Clusters given embeddings using KMeans clustering algorithm.
+
+        Args:
+            matrix (list[list]): list of embeddings
+            n_clusters (int): number of clusters
+
+        Returns:
+            numpy.ndarray: An array of cluster labels for each embedding
+        """
+        return KMeans(n_clusters=n_clusters, random_state=RANDOM_STATE).fit_predict(np.array(matrix))
+
+    def Agglomerative_clustering(matrix, n_clusters):
+        """
+        Clusters given embeddings using Agglomerative clustering algorithm.
+
+        Args:
+            matrix (list[list]): list of embeddings
+            n_clusters (int): number of clusters
+
+        Returns:
+            numpy.ndarray: An array of cluster labels for each embedding
+        """
+        return AgglomerativeClustering(n_clusters=n_clusters).fit_predict(np.array(matrix))
+
+    def AffinityPropagation_clustering(matrix):
+        """
+        Clusters given embeddings using Affinity Propagation algorithm (used if the number of clusters is unknown).
+
+        Args:
+            matrix (list[list]): list of embeddings
+
+        Returns:
+            numpy.ndarray: An array of cluster labels for each embedding
+        """
+        return AffinityPropagation(random_state=RANDOM_STATE).fit_predict(np.array(matrix))
+
+def run(embeddings, n_clusters=None, modality='audio'):
+    """
+    Runs the operator.
+
+    Args:
+        embeddings (list[dict]): List of data with each dictionary containing `embedding` and `payload` properties
+        n_clusters (int, optional): Number of clusters. Defaults to None
+        modality (str, optional): Source modality of embeddings. Defaults to 'audio'
+
+    Returns:
+        dict: A dictionary mapping cluster labels to corresponding array of payloads
+
+    Raises:
+        ValueError: If invalid modality is provided
+    """
+    matrix = [data['embedding'] for data in embeddings] # isolating list of embeddings
+    if n_clusters:
+        if modality == 'audio':
+            labels = KMeans_clustering(matrix=matrix, n_clusters=n_clusters)
+        elif modality == 'visual':
+            labels = Agglomerative_clustering(matrix=matrix, n_clusters=n_clusters)
+        else:
+            raise ValueError("Invalid modality. Modality can only be `audio` or `visual`.")
+    else:
+        labels = AffinityPropagation_clustering(matrix=matrix)
+    return gen_data(labels=labels, input_data=embeddings)
diff --git a/src/core/operators/cluster_embeddings_requirements.in b/src/core/operators/cluster_embeddings_requirements.in
new file mode 100644
index 0000000..8dbaebb
--- /dev/null
+++ b/src/core/operators/cluster_embeddings_requirements.in
@@ -0,0 +1,2 @@
+scikit-learn==1.5.1
+numpy==2.1.0
\ No newline at end of file
diff --git a/src/core/operators/cluster_embeddings_requirements.txt b/src/core/operators/cluster_embeddings_requirements.txt
new file mode 100644
index 0000000..c25b78f
--- /dev/null
+++ b/src/core/operators/cluster_embeddings_requirements.txt
@@ -0,0 +1,129 @@
+#
+# This file is autogenerated by pip-compile with Python 3.11
+# by the following command:
+#
+#    pip-compile --allow-unsafe --generate-hashes cluster_embeddings_requirements.in
+#
+joblib==1.4.2 \
+    --hash=sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6 \
+    --hash=sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e
+    # via scikit-learn
+numpy==2.1.0 \
+    --hash=sha256:08801848a40aea24ce16c2ecde3b756f9ad756586fb2d13210939eb69b023f5b \
+    --hash=sha256:0937e54c09f7a9a68da6889362ddd2ff584c02d015ec92672c099b61555f8911 \
+    --hash=sha256:0ab32eb9170bf8ffcbb14f11613f4a0b108d3ffee0832457c5d4808233ba8977 \
+    --hash=sha256:0abb3916a35d9090088a748636b2c06dc9a6542f99cd476979fb156a18192b84 \
+    --hash=sha256:0af3a5987f59d9c529c022c8c2a64805b339b7ef506509fba7d0556649b9714b \
+    --hash=sha256:10e2350aea18d04832319aac0f887d5fcec1b36abd485d14f173e3e900b83e33 \
+    --hash=sha256:15ef8b2177eeb7e37dd5ef4016f30b7659c57c2c0b57a779f1d537ff33a72c7b \
+    --hash=sha256:1f817c71683fd1bb5cff1529a1d085a57f02ccd2ebc5cd2c566f9a01118e3b7d \
+    --hash=sha256:24003ba8ff22ea29a8c306e61d316ac74111cebf942afbf692df65509a05f111 \
+    --hash=sha256:30014b234f07b5fec20f4146f69e13cfb1e33ee9a18a1879a0142fbb00d47673 \
+    --hash=sha256:343e3e152bf5a087511cd325e3b7ecfd5b92d369e80e74c12cd87826e263ec06 \
+    --hash=sha256:378cb4f24c7d93066ee4103204f73ed046eb88f9ad5bb2275bb9fa0f6a02bd36 \
+    --hash=sha256:398049e237d1aae53d82a416dade04defed1a47f87d18d5bd615b6e7d7e41d1f \
+    --hash=sha256:3a3336fbfa0d38d3deacd3fe7f3d07e13597f29c13abf4d15c3b6dc2291cbbdd \
+    --hash=sha256:442596f01913656d579309edcd179a2a2f9977d9a14ff41d042475280fc7f34e \
+    --hash=sha256:44e44973262dc3ae79e9063a1284a73e09d01b894b534a769732ccd46c28cc62 \
+    --hash=sha256:54139e0eb219f52f60656d163cbe67c31ede51d13236c950145473504fa208cb \
+    --hash=sha256:5474dad8c86ee9ba9bb776f4b99ef2d41b3b8f4e0d199d4f7304728ed34d0300 \
+    --hash=sha256:54c6a63e9d81efe64bfb7bcb0ec64332a87d0b87575f6009c8ba67ea6374770b \
+    --hash=sha256:624884b572dff8ca8f60fab591413f077471de64e376b17d291b19f56504b2bb \
+    --hash=sha256:6326ab99b52fafdcdeccf602d6286191a79fe2fda0ae90573c5814cd2b0bc1b8 \
+    --hash=sha256:652e92fc409e278abdd61e9505649e3938f6d04ce7ef1953f2ec598a50e7c195 \
+    --hash=sha256:6c1de77ded79fef664d5098a66810d4d27ca0224e9051906e634b3f7ead134c2 \
+    --hash=sha256:76368c788ccb4f4782cf9c842b316140142b4cbf22ff8db82724e82fe1205dce \
+    --hash=sha256:7a894c51fd8c4e834f00ac742abad73fc485df1062f1b875661a3c1e1fb1c2f6 \
+    --hash=sha256:7dc90da0081f7e1da49ec4e398ede6a8e9cc4f5ebe5f9e06b443ed889ee9aaa2 \
+    --hash=sha256:848c6b5cad9898e4b9ef251b6f934fa34630371f2e916261070a4eb9092ffd33 \
+    --hash=sha256:899da829b362ade41e1e7eccad2cf274035e1cb36ba73034946fccd4afd8606b \
+    --hash=sha256:8ab81ccd753859ab89e67199b9da62c543850f819993761c1e94a75a814ed667 \
+    --hash=sha256:8fb49a0ba4d8f41198ae2d52118b050fd34dace4b8f3fb0ee34e23eb4ae775b1 \
+    --hash=sha256:9156ca1f79fc4acc226696e95bfcc2b486f165a6a59ebe22b2c1f82ab190384a \
+    --hash=sha256:9523f8b46485db6939bd069b28b642fec86c30909cea90ef550373787f79530e \
+    --hash=sha256:a0756a179afa766ad7cb6f036de622e8a8f16ffdd55aa31f296c870b5679d745 \
+    --hash=sha256:a0cdef204199278f5c461a0bed6ed2e052998276e6d8ab2963d5b5c39a0500bc \
+    --hash=sha256:ab83adc099ec62e044b1fbb3a05499fa1e99f6d53a1dde102b2d85eff66ed324 \
+    --hash=sha256:b34fa5e3b5d6dc7e0a4243fa0f81367027cb6f4a7215a17852979634b5544ee0 \
+    --hash=sha256:b47c551c6724960479cefd7353656498b86e7232429e3a41ab83be4da1b109e8 \
+    --hash=sha256:c4cd94dfefbefec3f8b544f61286584292d740e6e9d4677769bc76b8f41deb02 \
+    --hash=sha256:c4f982715e65036c34897eb598d64aef15150c447be2cfc6643ec7a11af06574 \
+    --hash=sha256:d8f699a709120b220dfe173f79c73cb2a2cab2c0b88dd59d7b49407d032b8ebd \
+    --hash=sha256:dd94ce596bda40a9618324547cfaaf6650b1a24f5390350142499aa4e34e53d1 \
+    --hash=sha256:de844aaa4815b78f6023832590d77da0e3b6805c644c33ce94a1e449f16d6ab5 \
+    --hash=sha256:e5f0642cdf4636198a4990de7a71b693d824c56a757862230454629cf62e323d \
+    --hash=sha256:f07fa2f15dabe91259828ce7d71b5ca9e2eb7c8c26baa822c825ce43552f4883 \
+    --hash=sha256:f15976718c004466406342789f31b6673776360f3b1e3c575f25302d7e789575 \
+    --hash=sha256:f358ea9e47eb3c2d6eba121ab512dfff38a88db719c38d1e67349af210bc7529 \
+    --hash=sha256:f505264735ee074250a9c78247ee8618292091d9d1fcc023290e9ac67e8f1afa \
+    --hash=sha256:f5ebbf9fbdabed208d4ecd2e1dfd2c0741af2f876e7ae522c2537d404ca895c3 \
+    --hash=sha256:f6b26e6c3b98adb648243670fddc8cab6ae17473f9dc58c51574af3e64d61211 \
+    --hash=sha256:f8e93a01a35be08d31ae33021e5268f157a2d60ebd643cfc15de6ab8e4722eb1 \
+    --hash=sha256:fe76d75b345dc045acdbc006adcb197cc680754afd6c259de60d358d60c93736 \
+    --hash=sha256:ffbd6faeb190aaf2b5e9024bac9622d2ee549b7ec89ef3a9373fa35313d44e0e
+    # via
+    #   -r cluster_embeddings_requirements.in
+    #   scikit-learn
+    #   scipy
+scikit-learn==1.5.1 \
+    --hash=sha256:0828673c5b520e879f2af6a9e99eee0eefea69a2188be1ca68a6121b809055c1 \
+    --hash=sha256:0ea5d40c0e3951df445721927448755d3fe1d80833b0b7308ebff5d2a45e6414 \
+    --hash=sha256:10e49170691514a94bb2e03787aa921b82dbc507a4ea1f20fd95557862c98dc1 \
+    --hash=sha256:154297ee43c0b83af12464adeab378dee2d0a700ccd03979e2b821e7dd7cc1c2 \
+    --hash=sha256:161808750c267b77b4a9603cf9c93579c7a74ba8486b1336034c2f1579546d21 \
+    --hash=sha256:1bd8d3a19d4bd6dc5a7d4f358c8c3a60934dc058f363c34c0ac1e9e12a31421d \
+    --hash=sha256:1ff4ba34c2abff5ec59c803ed1d97d61b036f659a17f55be102679e88f926fac \
+    --hash=sha256:508907e5f81390e16d754e8815f7497e52139162fd69c4fdbd2dfa5d6cc88915 \
+    --hash=sha256:5944ce1faada31c55fb2ba20a5346b88e36811aab504ccafb9f0339e9f780395 \
+    --hash=sha256:5f57428de0c900a98389c4a433d4a3cf89de979b3aa24d1c1d251802aa15e44d \
+    --hash=sha256:689b6f74b2c880276e365fe84fe4f1befd6a774f016339c65655eaff12e10cbf \
+    --hash=sha256:781586c414f8cc58e71da4f3d7af311e0505a683e112f2f62919e3019abd3745 \
+    --hash=sha256:7b073a27797a283187a4ef4ee149959defc350b46cbf63a84d8514fe16b69855 \
+    --hash=sha256:88e0672c7ac21eb149d409c74cc29f1d611d5158175846e7a9c2427bd12b3956 \
+    --hash=sha256:909144d50f367a513cee6090873ae582dba019cb3fca063b38054fa42704c3a4 \
+    --hash=sha256:97625f217c5c0c5d0505fa2af28ae424bd37949bb2f16ace3ff5f2f81fb4498b \
+    --hash=sha256:9a07f90846313a7639af6a019d849ff72baadfa4c74c778821ae0fad07b7275b \
+    --hash=sha256:b59e3e62d2be870e5c74af4e793293753565c7383ae82943b83383fdcf5cc5c1 \
+    --hash=sha256:b5e865e9bd59396220de49cb4a57b17016256637c61b4c5cc81aaf16bc123bbe \
+    --hash=sha256:da3f404e9e284d2b0a157e1b56b6566a34eb2798205cba35a211df3296ab7a74 \
+    --hash=sha256:f5b213bc29cc30a89a3130393b0e39c847a15d769d6e59539cd86b75d276b1a7
+    # via -r cluster_embeddings_requirements.in
+scipy==1.14.1 \
+    --hash=sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e \
+    --hash=sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79 \
+    --hash=sha256:278266012eb69f4a720827bdd2dc54b2271c97d84255b2faaa8f161a158c3b37 \
+    --hash=sha256:2843f2d527d9eebec9a43e6b406fb7266f3af25a751aa91d62ff416f54170bc5 \
+    --hash=sha256:2da0469a4ef0ecd3693761acbdc20f2fdeafb69e6819cc081308cc978153c675 \
+    --hash=sha256:2ff0a7e01e422c15739ecd64432743cf7aae2b03f3084288f399affcefe5222d \
+    --hash=sha256:2ff38e22128e6c03ff73b6bb0f85f897d2362f8c052e3b8ad00532198fbdae3f \
+    --hash=sha256:30ac8812c1d2aab7131a79ba62933a2a76f582d5dbbc695192453dae67ad6310 \
+    --hash=sha256:3a1b111fac6baec1c1d92f27e76511c9e7218f1695d61b59e05e0fe04dc59617 \
+    --hash=sha256:4079b90df244709e675cdc8b93bfd8a395d59af40b72e339c2287c91860deb8e \
+    --hash=sha256:5149e3fd2d686e42144a093b206aef01932a0059c2a33ddfa67f5f035bdfe13e \
+    --hash=sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417 \
+    --hash=sha256:631f07b3734d34aced009aaf6fedfd0eb3498a97e581c3b1e5f14a04164a456d \
+    --hash=sha256:716e389b694c4bb564b4fc0c51bc84d381735e0d39d3f26ec1af2556ec6aad94 \
+    --hash=sha256:8426251ad1e4ad903a4514712d2fa8fdd5382c978010d1c6f5f37ef286a713ad \
+    --hash=sha256:8475230e55549ab3f207bff11ebfc91c805dc3463ef62eda3ccf593254524ce8 \
+    --hash=sha256:8bddf15838ba768bb5f5083c1ea012d64c9a444e16192762bd858f1e126196d0 \
+    --hash=sha256:8e32dced201274bf96899e6491d9ba3e9a5f6b336708656466ad0522d8528f69 \
+    --hash=sha256:8f9ea80f2e65bdaa0b7627fb00cbeb2daf163caa015e59b7516395fe3bd1e066 \
+    --hash=sha256:97c5dddd5932bd2a1a31c927ba5e1463a53b87ca96b5c9bdf5dfd6096e27efc3 \
+    --hash=sha256:a49f6ed96f83966f576b33a44257d869756df6cf1ef4934f59dd58b25e0327e5 \
+    --hash=sha256:af29a935803cc707ab2ed7791c44288a682f9c8107bc00f0eccc4f92c08d6e07 \
+    --hash=sha256:b05d43735bb2f07d689f56f7b474788a13ed8adc484a85aa65c0fd931cf9ccd2 \
+    --hash=sha256:b28d2ca4add7ac16ae8bb6632a3c86e4b9e4d52d3e34267f6e1b0c1f8d87e389 \
+    --hash=sha256:b99722ea48b7ea25e8e015e8341ae74624f72e5f21fc2abd45f3a93266de4c5d \
+    --hash=sha256:baff393942b550823bfce952bb62270ee17504d02a1801d7fd0719534dfb9c84 \
+    --hash=sha256:c0ee987efa6737242745f347835da2cc5bb9f1b42996a4d97d5c7ff7928cb6f2 \
+    --hash=sha256:d0d2821003174de06b69e58cef2316a6622b60ee613121199cb2852a873f8cf3 \
+    --hash=sha256:e0cf28db0f24a38b2a0ca33a85a54852586e43cf6fd876365c86e0657cfe7d73 \
+    --hash=sha256:e4f5a7c49323533f9103d4dacf4e4f07078f360743dec7f7596949149efeec06 \
+    --hash=sha256:eb58ca0abd96911932f688528977858681a59d61a7ce908ffd355957f7025cfc \
+    --hash=sha256:edaf02b82cd7639db00dbff629995ef185c8df4c3ffa71a5562a595765a06ce1 \
+    --hash=sha256:fef8c87f8abfb884dac04e97824b61299880c43f4ce675dd2cbeadd3c9b466d2
+    # via scikit-learn
+threadpoolctl==3.5.0 \
+    --hash=sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107 \
+    --hash=sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467
+    # via scikit-learn
diff --git a/src/core/operators/test_cluster_embeddings.py b/src/core/operators/test_cluster_embeddings.py
new file mode 100644
index 0000000..6be9c6a
--- /dev/null
+++ b/src/core/operators/test_cluster_embeddings.py
@@ -0,0 +1,44 @@
+import unittest
+from src.core.operators import cluster_embeddings
+
+# Test constants
+EMBEDDINGS = [
+    {"payload": "A", "embedding": [0, 1]},
+    {"payload": "B", "embedding": [1, 0]},
+    {"payload": "C", "embedding": [100, 101]},
+    {"payload": "D", "embedding": [101, 100]}
+]
+EXPECTED_CLUSTERS = [["A", "B"], ["C", "D"]]
+
+class Test(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # initialize operator
+        param = {}
+        cluster_embeddings.initialize(param)
+
+    @classmethod
+    def tearDownClass(cls):
+        # delete config files
+        pass
+
+    def test_kmeans_clustering(self):
+        result = cluster_embeddings.run(embeddings=EMBEDDINGS, n_clusters=2, modality="audio")
+        self.assertIn("cluster_0", result)
+        self.assertIn("cluster_1", result)
+        self.assertEqual(len(result), 2)
+        self.assertCountEqual([result["cluster_0"], result["cluster_1"]], EXPECTED_CLUSTERS)
+
+    def test_agglomerative_clustering(self):
+        result = cluster_embeddings.run(embeddings=EMBEDDINGS, n_clusters=2, modality="visual")
+        self.assertIn("cluster_0", result)
+        self.assertIn("cluster_1", result)
+        self.assertEqual(len(result), 2)
+        self.assertCountEqual([result["cluster_0"], result["cluster_1"]], EXPECTED_CLUSTERS)
+
+    def test_affinity_propagation(self):
+        result = cluster_embeddings.run(embeddings=EMBEDDINGS, n_clusters=None, modality="audio")
+        self.assertIn("cluster_0", result)
+        self.assertIn("cluster_1", result)
+        self.assertEqual(len(result), 2)
+        self.assertCountEqual([result["cluster_0"], result["cluster_1"]], EXPECTED_CLUSTERS)

From 5756a59d2a8f2e7395ff566f07213fbb6bb75bcd Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Mon, 26 Aug 2024 22:22:38 +0530
Subject: [PATCH 08/33] feat: improve exception handling and logic

Co-authored-by: Chaithanya512 <chay5522kalyan@gmail.com>
Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/core/operators/cluster_embeddings.py      | 28 ++++++++++++-------
 src/core/operators/test_cluster_embeddings.py | 10 +++----
 2 files changed, 23 insertions(+), 15 deletions(-)

diff --git a/src/core/operators/cluster_embeddings.py b/src/core/operators/cluster_embeddings.py
index 115256f..9f0d7de 100644
--- a/src/core/operators/cluster_embeddings.py
+++ b/src/core/operators/cluster_embeddings.py
@@ -19,23 +19,23 @@ def initialize(param):
     # Constants
     RANDOM_STATE = 50
 
-    def gen_data(labels, input_data):
+    def gen_data(payloads, labels):
         """
         Generates formatted output data.
 
         Args:
+            payloads (list): List of payloads
             labels (np.ndarray): An array of cluster labels
-            input_data (list[dict]): Operator input
 
         Returns:
             dict: A dictionary mapping cluster labels to corresponding array of payloads
         """
         out = {}
-        for label, item in zip(labels, input_data):
+        for label, payload in zip(labels, payloads):
             key = f'cluster_{label}'
             if key not in out:
                 out[key] = []
-            out[key].append(item['payload'])
+            out[key].append(payload)
         return out
 
     def KMeans_clustering(matrix, n_clusters):
@@ -76,12 +76,12 @@ def AffinityPropagation_clustering(matrix):
         """
         return AffinityPropagation(random_state=RANDOM_STATE).fit_predict(np.array(matrix))
 
-def run(embeddings, n_clusters=None, modality='audio'):
+def run(input_data, n_clusters=None, modality='audio'):
     """
     Runs the operator.
 
     Args:
-        embeddings (list[dict]): List of data with each dictionary containing `embedding` and `payload` properties
+        input_data (list[dict]): List of data with each dictionary containing `embedding` and `payload` properties
         n_clusters (int, optional): Number of clusters. Defaults to None
         modality (str, optional): Source modality of embeddings. Defaults to 'audio'
 
@@ -89,16 +89,24 @@ def run(embeddings, n_clusters=None, modality='audio'):
         dict: A dictionary mapping cluster labels to corresponding array of payloads
 
     Raises:
-        ValueError: If invalid modality is provided
+        ValueError: Modality should be either `audio` or `visual`
+        KeyError: Each data point in input must have `embedding` and `payload` properties
     """
-    matrix = [data['embedding'] for data in embeddings] # isolating list of embeddings
+    # Parse data:
+    try:
+        matrix, payloads = zip(*[(data['embedding'], data['payload']) for data in input_data])
+    except KeyError as e:
+        raise KeyError(f"Invalid data. Each data point in input must have `embedding` and `payload` properties. Missing key: {e}.")
+
+    # Delegate appropriate clustering algorithm for the given params:
     if n_clusters:
+        n_clusters = int(n_clusters) # cast it to int
         if modality == 'audio':
             labels = KMeans_clustering(matrix=matrix, n_clusters=n_clusters)
         elif modality == 'visual':
             labels = Agglomerative_clustering(matrix=matrix, n_clusters=n_clusters)
         else:
-            raise ValueError("Invalid modality. Modality can only be `audio` or `visual`.")
+            raise ValueError("Invalid modality. Modality should be either `audio` or `visual`.")
     else:
         labels = AffinityPropagation_clustering(matrix=matrix)
-    return gen_data(labels=labels, input_data=embeddings)
+    return gen_data(payloads=payloads, labels=labels) # format output
diff --git a/src/core/operators/test_cluster_embeddings.py b/src/core/operators/test_cluster_embeddings.py
index 6be9c6a..c371eb7 100644
--- a/src/core/operators/test_cluster_embeddings.py
+++ b/src/core/operators/test_cluster_embeddings.py
@@ -1,8 +1,8 @@
 import unittest
-from src.core.operators import cluster_embeddings
+from core.operators import cluster_embeddings
 
 # Test constants
-EMBEDDINGS = [
+MOCK_DATA = [
     {"payload": "A", "embedding": [0, 1]},
     {"payload": "B", "embedding": [1, 0]},
     {"payload": "C", "embedding": [100, 101]},
@@ -23,21 +23,21 @@ def tearDownClass(cls):
         pass
 
     def test_kmeans_clustering(self):
-        result = cluster_embeddings.run(embeddings=EMBEDDINGS, n_clusters=2, modality="audio")
+        result = cluster_embeddings.run(input_data=MOCK_DATA, n_clusters=2, modality="audio")
         self.assertIn("cluster_0", result)
         self.assertIn("cluster_1", result)
         self.assertEqual(len(result), 2)
         self.assertCountEqual([result["cluster_0"], result["cluster_1"]], EXPECTED_CLUSTERS)
 
     def test_agglomerative_clustering(self):
-        result = cluster_embeddings.run(embeddings=EMBEDDINGS, n_clusters=2, modality="visual")
+        result = cluster_embeddings.run(input_data=MOCK_DATA, n_clusters=2, modality="visual")
         self.assertIn("cluster_0", result)
         self.assertIn("cluster_1", result)
         self.assertEqual(len(result), 2)
         self.assertCountEqual([result["cluster_0"], result["cluster_1"]], EXPECTED_CLUSTERS)
 
     def test_affinity_propagation(self):
-        result = cluster_embeddings.run(embeddings=EMBEDDINGS, n_clusters=None, modality="audio")
+        result = cluster_embeddings.run(input_data=MOCK_DATA, n_clusters=None, modality="audio")
         self.assertIn("cluster_0", result)
         self.assertIn("cluster_1", result)
         self.assertEqual(len(result), 2)

From a1506ba879444458f09f286d34baec94b38c3744 Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Tue, 27 Aug 2024 16:24:37 +0530
Subject: [PATCH 09/33] refactor: change modality to `video`

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/core/operators/cluster_embeddings.py      | 6 +++---
 src/core/operators/test_cluster_embeddings.py | 2 +-
 2 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/src/core/operators/cluster_embeddings.py b/src/core/operators/cluster_embeddings.py
index 9f0d7de..16d7aec 100644
--- a/src/core/operators/cluster_embeddings.py
+++ b/src/core/operators/cluster_embeddings.py
@@ -89,7 +89,7 @@ def run(input_data, n_clusters=None, modality='audio'):
         dict: A dictionary mapping cluster labels to corresponding array of payloads
 
     Raises:
-        ValueError: Modality should be either `audio` or `visual`
+        ValueError: Modality should be either `audio` or `video`
         KeyError: Each data point in input must have `embedding` and `payload` properties
     """
     # Parse data:
@@ -103,10 +103,10 @@ def run(input_data, n_clusters=None, modality='audio'):
         n_clusters = int(n_clusters) # cast it to int
         if modality == 'audio':
             labels = KMeans_clustering(matrix=matrix, n_clusters=n_clusters)
-        elif modality == 'visual':
+        elif modality == 'video':
             labels = Agglomerative_clustering(matrix=matrix, n_clusters=n_clusters)
         else:
-            raise ValueError("Invalid modality. Modality should be either `audio` or `visual`.")
+            raise ValueError("Invalid modality. Modality should be either `audio` or `video`.")
     else:
         labels = AffinityPropagation_clustering(matrix=matrix)
     return gen_data(payloads=payloads, labels=labels) # format output
diff --git a/src/core/operators/test_cluster_embeddings.py b/src/core/operators/test_cluster_embeddings.py
index c371eb7..0692cba 100644
--- a/src/core/operators/test_cluster_embeddings.py
+++ b/src/core/operators/test_cluster_embeddings.py
@@ -30,7 +30,7 @@ def test_kmeans_clustering(self):
         self.assertCountEqual([result["cluster_0"], result["cluster_1"]], EXPECTED_CLUSTERS)
 
     def test_agglomerative_clustering(self):
-        result = cluster_embeddings.run(input_data=MOCK_DATA, n_clusters=2, modality="visual")
+        result = cluster_embeddings.run(input_data=MOCK_DATA, n_clusters=2, modality="video")
         self.assertIn("cluster_0", result)
         self.assertIn("cluster_1", result)
         self.assertEqual(len(result), 2)

From 2caf4a4398383ae95731ce167c3d7d5391a49284 Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Wed, 28 Aug 2024 01:31:12 +0530
Subject: [PATCH 10/33] feat: add dimensionality reduction operator

---
 src/core/operators/dimension_reduction.py     | 179 ++++++++++++++++++
 .../dimension_reduction_requirements.in       |   2 +
 .../dimension_reduction_requirements.txt      | 129 +++++++++++++
 .../operators/test_dimension_reduction.py     |  49 +++++
 4 files changed, 359 insertions(+)
 create mode 100644 src/core/operators/dimension_reduction.py
 create mode 100644 src/core/operators/dimension_reduction_requirements.in
 create mode 100644 src/core/operators/dimension_reduction_requirements.txt
 create mode 100644 src/core/operators/test_dimension_reduction.py

diff --git a/src/core/operators/dimension_reduction.py b/src/core/operators/dimension_reduction.py
new file mode 100644
index 0000000..45ca3f0
--- /dev/null
+++ b/src/core/operators/dimension_reduction.py
@@ -0,0 +1,179 @@
+"""Operator to perform dimensionality reduction given the embedddings."""
+
+from abc import ABC, abstractmethod
+from sklearn.manifold import TSNE
+import numpy as np
+
+
+class DimensionReduction(ABC):
+    """Abstract base class for dimension reduction techniques."""
+
+    @abstractmethod
+    def initialize(self, params):
+        pass
+
+    @abstractmethod
+    def run(self, embeddings):
+        pass
+
+
+class TSNEReduction(DimensionReduction):
+    """t-SNE implementation of the DimensionReduction abstract class."""
+
+    def initialize(self, params):
+        """
+        Initialize the t-SNE model with parameters.
+
+        Args:
+            params (dict): A dictionary containing t-SNE parameters such as:
+                - n_components (int): Number of dimensions to reduce to. Default is 2.
+                - perplexity (float): Perplexity parameter for t-SNE. Default is 30.
+                - learning_rate (float): Learning rate for t-SNE. Default is 150.
+                - n_iter (int): Number of iterations for optimization. Default is 1000.
+                - random_state (int): Seed for random number generation. Default is 42.
+
+        Raises:
+            ValueError: If the t-SNE model fails to initialize.
+        """
+        try:
+            self.model = TSNE(
+                n_components=params.get('n_components', 2),
+                perplexity=params.get('perplexity', 30),
+                learning_rate=params.get('learning_rate', 150),
+                max_iter=params.get('max_iter', 1000),
+                random_state=params.get('random_state', 42),
+                method=params.get('method', 'barnes_hut')
+            )
+            print("t-SNE model successfully initialized")
+        except Exception as e:
+            raise ValueError(f"Failed to initialize t-SNE model: {e}")
+
+    def run(self, embeddings_array):
+        """
+        Apply the t-SNE model to reduce the dimensionality of embeddings.
+
+        Args:
+            embeddings (list or numpy.ndarray): A list or array of embeddings to be reduced.
+
+        Returns:
+            numpy.ndarray: The reduced embeddings as a 2D array.
+
+        Raises:
+            ValueError: If the embeddings input is not a 2D array.
+            RuntimeError: If the t-SNE reduction fails.
+        """
+        try:
+            if embeddings_array.ndim != 2:
+                raise ValueError("Embeddings should be a 2D array.")
+            return self.model.fit_transform(embeddings_array)
+        except Exception as e:
+            raise RuntimeError(f"t-SNE reduction failed: {e}")
+
+
+class DimensionReductionFactory:
+    """Factory class for creating dimension reduction models."""
+
+    @staticmethod
+    def get_reduction_model(model_type):
+        """
+        Factory method to create a dimension reduction model based on type.
+
+        Args:
+            model_type (str): String indicating the type of model (e.g., 'tsne').
+
+        Returns:
+            DimensionReduction: An instance of the corresponding dimension reduction model.
+
+        Raises:
+            ValueError: If the specified model type is unsupported.
+        """
+        if model_type.lower() == 'tsne':
+            return TSNEReduction()
+        else:
+            raise ValueError(f"Unsupported model type: {model_type}")
+
+
+def gen_data(payloads, reduced_embeddings):
+    """
+    Generates the formatted output.
+
+    Args:
+        payloads (list): List of paylods.
+        reduced_embeddings (nd.array): An array of reduced embeddings.
+
+    Returns:
+        list: A list of dictionaries containing the payload and corresponding embedding.
+    """
+    out = []
+
+    for payload, reduced_embedding in zip(payloads, reduced_embeddings):
+        tmp_dict = {}
+        tmp_dict['payload'] = payload
+        tmp_dict['reduced_embedding'] = reduced_embedding
+        out.append(tmp_dict)
+    return out
+
+
+def setup_reduction(model_type, params):
+    """
+    Initialize the dimension reduction model with provided type and parameters.
+
+    Args:
+        model_type (str): String indicating the type of model (e.g., 'tsne').
+        params (dict): Dictionary of parameters for the model initialization.
+
+    """
+    global reduction_model
+    reduction_model = DimensionReductionFactory.get_reduction_model(model_type)
+    reduction_model.initialize(params)
+
+
+def perform_reduction(input_data):
+    """
+    Reduce the dimensionality of the provided embeddings using the initialized model.
+
+    Args:
+        input_data (list): A list of dictionaries containing payload and embeddings to be reduced.
+        Example:
+
+        [
+            {
+                "payload": "123",
+                "embedding": [1, 2, 3]
+            },
+            {
+                "payload": "124",
+                "embedding": [1, 0, 1]
+            }
+        ]
+
+    Returns:
+        list: The reduced embeddings and the corresponding payload as a list of dictionaries.
+        Example:
+
+        [
+            {
+                "payload":"123",
+                "reduced_embedding": [1, 2]
+            },
+            {
+                "payload": "124",
+                "reduced_embedding": [1, 0]
+            }
+        ]
+
+    Raises:
+        ValueError: If the embeddings input is not a non-empty list.
+        KeyError: If the input data is invalid.
+    """
+    if not isinstance(input_data, list) or len(input_data) == 0:
+        raise ValueError("Input should be a non-empty list.")
+    
+    try:
+        embeddings, payloads = zip(*[(data['embedding'], data['payload']) for data in input_data])
+    except KeyError as e:
+        raise KeyError(f"Invalid data. Each data point in input must have `embedding` and `payload` properties. Missing key: {e}.")
+    
+    reduced_embeddings = reduction_model.run(np.array(embeddings))
+
+    return gen_data(payloads, reduced_embeddings)
\ No newline at end of file
diff --git a/src/core/operators/dimension_reduction_requirements.in b/src/core/operators/dimension_reduction_requirements.in
new file mode 100644
index 0000000..8dbaebb
--- /dev/null
+++ b/src/core/operators/dimension_reduction_requirements.in
@@ -0,0 +1,2 @@
+scikit-learn==1.5.1
+numpy==2.1.0
\ No newline at end of file
diff --git a/src/core/operators/dimension_reduction_requirements.txt b/src/core/operators/dimension_reduction_requirements.txt
new file mode 100644
index 0000000..a819217
--- /dev/null
+++ b/src/core/operators/dimension_reduction_requirements.txt
@@ -0,0 +1,129 @@
+#
+# This file is autogenerated by pip-compile with Python 3.10
+# by the following command:
+#
+#    pip-compile --allow-unsafe --generate-hashes core/operators/dimension_reduction_requirements.in
+#
+joblib==1.4.2 \
+    --hash=sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6 \
+    --hash=sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e
+    # via scikit-learn
+numpy==2.1.0 \
+    --hash=sha256:08801848a40aea24ce16c2ecde3b756f9ad756586fb2d13210939eb69b023f5b \
+    --hash=sha256:0937e54c09f7a9a68da6889362ddd2ff584c02d015ec92672c099b61555f8911 \
+    --hash=sha256:0ab32eb9170bf8ffcbb14f11613f4a0b108d3ffee0832457c5d4808233ba8977 \
+    --hash=sha256:0abb3916a35d9090088a748636b2c06dc9a6542f99cd476979fb156a18192b84 \
+    --hash=sha256:0af3a5987f59d9c529c022c8c2a64805b339b7ef506509fba7d0556649b9714b \
+    --hash=sha256:10e2350aea18d04832319aac0f887d5fcec1b36abd485d14f173e3e900b83e33 \
+    --hash=sha256:15ef8b2177eeb7e37dd5ef4016f30b7659c57c2c0b57a779f1d537ff33a72c7b \
+    --hash=sha256:1f817c71683fd1bb5cff1529a1d085a57f02ccd2ebc5cd2c566f9a01118e3b7d \
+    --hash=sha256:24003ba8ff22ea29a8c306e61d316ac74111cebf942afbf692df65509a05f111 \
+    --hash=sha256:30014b234f07b5fec20f4146f69e13cfb1e33ee9a18a1879a0142fbb00d47673 \
+    --hash=sha256:343e3e152bf5a087511cd325e3b7ecfd5b92d369e80e74c12cd87826e263ec06 \
+    --hash=sha256:378cb4f24c7d93066ee4103204f73ed046eb88f9ad5bb2275bb9fa0f6a02bd36 \
+    --hash=sha256:398049e237d1aae53d82a416dade04defed1a47f87d18d5bd615b6e7d7e41d1f \
+    --hash=sha256:3a3336fbfa0d38d3deacd3fe7f3d07e13597f29c13abf4d15c3b6dc2291cbbdd \
+    --hash=sha256:442596f01913656d579309edcd179a2a2f9977d9a14ff41d042475280fc7f34e \
+    --hash=sha256:44e44973262dc3ae79e9063a1284a73e09d01b894b534a769732ccd46c28cc62 \
+    --hash=sha256:54139e0eb219f52f60656d163cbe67c31ede51d13236c950145473504fa208cb \
+    --hash=sha256:5474dad8c86ee9ba9bb776f4b99ef2d41b3b8f4e0d199d4f7304728ed34d0300 \
+    --hash=sha256:54c6a63e9d81efe64bfb7bcb0ec64332a87d0b87575f6009c8ba67ea6374770b \
+    --hash=sha256:624884b572dff8ca8f60fab591413f077471de64e376b17d291b19f56504b2bb \
+    --hash=sha256:6326ab99b52fafdcdeccf602d6286191a79fe2fda0ae90573c5814cd2b0bc1b8 \
+    --hash=sha256:652e92fc409e278abdd61e9505649e3938f6d04ce7ef1953f2ec598a50e7c195 \
+    --hash=sha256:6c1de77ded79fef664d5098a66810d4d27ca0224e9051906e634b3f7ead134c2 \
+    --hash=sha256:76368c788ccb4f4782cf9c842b316140142b4cbf22ff8db82724e82fe1205dce \
+    --hash=sha256:7a894c51fd8c4e834f00ac742abad73fc485df1062f1b875661a3c1e1fb1c2f6 \
+    --hash=sha256:7dc90da0081f7e1da49ec4e398ede6a8e9cc4f5ebe5f9e06b443ed889ee9aaa2 \
+    --hash=sha256:848c6b5cad9898e4b9ef251b6f934fa34630371f2e916261070a4eb9092ffd33 \
+    --hash=sha256:899da829b362ade41e1e7eccad2cf274035e1cb36ba73034946fccd4afd8606b \
+    --hash=sha256:8ab81ccd753859ab89e67199b9da62c543850f819993761c1e94a75a814ed667 \
+    --hash=sha256:8fb49a0ba4d8f41198ae2d52118b050fd34dace4b8f3fb0ee34e23eb4ae775b1 \
+    --hash=sha256:9156ca1f79fc4acc226696e95bfcc2b486f165a6a59ebe22b2c1f82ab190384a \
+    --hash=sha256:9523f8b46485db6939bd069b28b642fec86c30909cea90ef550373787f79530e \
+    --hash=sha256:a0756a179afa766ad7cb6f036de622e8a8f16ffdd55aa31f296c870b5679d745 \
+    --hash=sha256:a0cdef204199278f5c461a0bed6ed2e052998276e6d8ab2963d5b5c39a0500bc \
+    --hash=sha256:ab83adc099ec62e044b1fbb3a05499fa1e99f6d53a1dde102b2d85eff66ed324 \
+    --hash=sha256:b34fa5e3b5d6dc7e0a4243fa0f81367027cb6f4a7215a17852979634b5544ee0 \
+    --hash=sha256:b47c551c6724960479cefd7353656498b86e7232429e3a41ab83be4da1b109e8 \
+    --hash=sha256:c4cd94dfefbefec3f8b544f61286584292d740e6e9d4677769bc76b8f41deb02 \
+    --hash=sha256:c4f982715e65036c34897eb598d64aef15150c447be2cfc6643ec7a11af06574 \
+    --hash=sha256:d8f699a709120b220dfe173f79c73cb2a2cab2c0b88dd59d7b49407d032b8ebd \
+    --hash=sha256:dd94ce596bda40a9618324547cfaaf6650b1a24f5390350142499aa4e34e53d1 \
+    --hash=sha256:de844aaa4815b78f6023832590d77da0e3b6805c644c33ce94a1e449f16d6ab5 \
+    --hash=sha256:e5f0642cdf4636198a4990de7a71b693d824c56a757862230454629cf62e323d \
+    --hash=sha256:f07fa2f15dabe91259828ce7d71b5ca9e2eb7c8c26baa822c825ce43552f4883 \
+    --hash=sha256:f15976718c004466406342789f31b6673776360f3b1e3c575f25302d7e789575 \
+    --hash=sha256:f358ea9e47eb3c2d6eba121ab512dfff38a88db719c38d1e67349af210bc7529 \
+    --hash=sha256:f505264735ee074250a9c78247ee8618292091d9d1fcc023290e9ac67e8f1afa \
+    --hash=sha256:f5ebbf9fbdabed208d4ecd2e1dfd2c0741af2f876e7ae522c2537d404ca895c3 \
+    --hash=sha256:f6b26e6c3b98adb648243670fddc8cab6ae17473f9dc58c51574af3e64d61211 \
+    --hash=sha256:f8e93a01a35be08d31ae33021e5268f157a2d60ebd643cfc15de6ab8e4722eb1 \
+    --hash=sha256:fe76d75b345dc045acdbc006adcb197cc680754afd6c259de60d358d60c93736 \
+    --hash=sha256:ffbd6faeb190aaf2b5e9024bac9622d2ee549b7ec89ef3a9373fa35313d44e0e
+    # via
+    #   -r core/operators/dimension_reduction_requirements.in
+    #   scikit-learn
+    #   scipy
+scikit-learn==1.5.1 \
+    --hash=sha256:0828673c5b520e879f2af6a9e99eee0eefea69a2188be1ca68a6121b809055c1 \
+    --hash=sha256:0ea5d40c0e3951df445721927448755d3fe1d80833b0b7308ebff5d2a45e6414 \
+    --hash=sha256:10e49170691514a94bb2e03787aa921b82dbc507a4ea1f20fd95557862c98dc1 \
+    --hash=sha256:154297ee43c0b83af12464adeab378dee2d0a700ccd03979e2b821e7dd7cc1c2 \
+    --hash=sha256:161808750c267b77b4a9603cf9c93579c7a74ba8486b1336034c2f1579546d21 \
+    --hash=sha256:1bd8d3a19d4bd6dc5a7d4f358c8c3a60934dc058f363c34c0ac1e9e12a31421d \
+    --hash=sha256:1ff4ba34c2abff5ec59c803ed1d97d61b036f659a17f55be102679e88f926fac \
+    --hash=sha256:508907e5f81390e16d754e8815f7497e52139162fd69c4fdbd2dfa5d6cc88915 \
+    --hash=sha256:5944ce1faada31c55fb2ba20a5346b88e36811aab504ccafb9f0339e9f780395 \
+    --hash=sha256:5f57428de0c900a98389c4a433d4a3cf89de979b3aa24d1c1d251802aa15e44d \
+    --hash=sha256:689b6f74b2c880276e365fe84fe4f1befd6a774f016339c65655eaff12e10cbf \
+    --hash=sha256:781586c414f8cc58e71da4f3d7af311e0505a683e112f2f62919e3019abd3745 \
+    --hash=sha256:7b073a27797a283187a4ef4ee149959defc350b46cbf63a84d8514fe16b69855 \
+    --hash=sha256:88e0672c7ac21eb149d409c74cc29f1d611d5158175846e7a9c2427bd12b3956 \
+    --hash=sha256:909144d50f367a513cee6090873ae582dba019cb3fca063b38054fa42704c3a4 \
+    --hash=sha256:97625f217c5c0c5d0505fa2af28ae424bd37949bb2f16ace3ff5f2f81fb4498b \
+    --hash=sha256:9a07f90846313a7639af6a019d849ff72baadfa4c74c778821ae0fad07b7275b \
+    --hash=sha256:b59e3e62d2be870e5c74af4e793293753565c7383ae82943b83383fdcf5cc5c1 \
+    --hash=sha256:b5e865e9bd59396220de49cb4a57b17016256637c61b4c5cc81aaf16bc123bbe \
+    --hash=sha256:da3f404e9e284d2b0a157e1b56b6566a34eb2798205cba35a211df3296ab7a74 \
+    --hash=sha256:f5b213bc29cc30a89a3130393b0e39c847a15d769d6e59539cd86b75d276b1a7
+    # via -r core/operators/dimension_reduction_requirements.in
+scipy==1.14.1 \
+    --hash=sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e \
+    --hash=sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79 \
+    --hash=sha256:278266012eb69f4a720827bdd2dc54b2271c97d84255b2faaa8f161a158c3b37 \
+    --hash=sha256:2843f2d527d9eebec9a43e6b406fb7266f3af25a751aa91d62ff416f54170bc5 \
+    --hash=sha256:2da0469a4ef0ecd3693761acbdc20f2fdeafb69e6819cc081308cc978153c675 \
+    --hash=sha256:2ff0a7e01e422c15739ecd64432743cf7aae2b03f3084288f399affcefe5222d \
+    --hash=sha256:2ff38e22128e6c03ff73b6bb0f85f897d2362f8c052e3b8ad00532198fbdae3f \
+    --hash=sha256:30ac8812c1d2aab7131a79ba62933a2a76f582d5dbbc695192453dae67ad6310 \
+    --hash=sha256:3a1b111fac6baec1c1d92f27e76511c9e7218f1695d61b59e05e0fe04dc59617 \
+    --hash=sha256:4079b90df244709e675cdc8b93bfd8a395d59af40b72e339c2287c91860deb8e \
+    --hash=sha256:5149e3fd2d686e42144a093b206aef01932a0059c2a33ddfa67f5f035bdfe13e \
+    --hash=sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417 \
+    --hash=sha256:631f07b3734d34aced009aaf6fedfd0eb3498a97e581c3b1e5f14a04164a456d \
+    --hash=sha256:716e389b694c4bb564b4fc0c51bc84d381735e0d39d3f26ec1af2556ec6aad94 \
+    --hash=sha256:8426251ad1e4ad903a4514712d2fa8fdd5382c978010d1c6f5f37ef286a713ad \
+    --hash=sha256:8475230e55549ab3f207bff11ebfc91c805dc3463ef62eda3ccf593254524ce8 \
+    --hash=sha256:8bddf15838ba768bb5f5083c1ea012d64c9a444e16192762bd858f1e126196d0 \
+    --hash=sha256:8e32dced201274bf96899e6491d9ba3e9a5f6b336708656466ad0522d8528f69 \
+    --hash=sha256:8f9ea80f2e65bdaa0b7627fb00cbeb2daf163caa015e59b7516395fe3bd1e066 \
+    --hash=sha256:97c5dddd5932bd2a1a31c927ba5e1463a53b87ca96b5c9bdf5dfd6096e27efc3 \
+    --hash=sha256:a49f6ed96f83966f576b33a44257d869756df6cf1ef4934f59dd58b25e0327e5 \
+    --hash=sha256:af29a935803cc707ab2ed7791c44288a682f9c8107bc00f0eccc4f92c08d6e07 \
+    --hash=sha256:b05d43735bb2f07d689f56f7b474788a13ed8adc484a85aa65c0fd931cf9ccd2 \
+    --hash=sha256:b28d2ca4add7ac16ae8bb6632a3c86e4b9e4d52d3e34267f6e1b0c1f8d87e389 \
+    --hash=sha256:b99722ea48b7ea25e8e015e8341ae74624f72e5f21fc2abd45f3a93266de4c5d \
+    --hash=sha256:baff393942b550823bfce952bb62270ee17504d02a1801d7fd0719534dfb9c84 \
+    --hash=sha256:c0ee987efa6737242745f347835da2cc5bb9f1b42996a4d97d5c7ff7928cb6f2 \
+    --hash=sha256:d0d2821003174de06b69e58cef2316a6622b60ee613121199cb2852a873f8cf3 \
+    --hash=sha256:e0cf28db0f24a38b2a0ca33a85a54852586e43cf6fd876365c86e0657cfe7d73 \
+    --hash=sha256:e4f5a7c49323533f9103d4dacf4e4f07078f360743dec7f7596949149efeec06 \
+    --hash=sha256:eb58ca0abd96911932f688528977858681a59d61a7ce908ffd355957f7025cfc \
+    --hash=sha256:edaf02b82cd7639db00dbff629995ef185c8df4c3ffa71a5562a595765a06ce1 \
+    --hash=sha256:fef8c87f8abfb884dac04e97824b61299880c43f4ce675dd2cbeadd3c9b466d2
+    # via scikit-learn
+threadpoolctl==3.5.0 \
+    --hash=sha256:082433502dd922bf738de0d8bcc4fdcbf0979ff44c42bd40f5af8a282f6fa107 \
+    --hash=sha256:56c1e26c150397e58c4926da8eeee87533b1e32bef131bd4bf6a2f45f3185467
+    # via scikit-learn
diff --git a/src/core/operators/test_dimension_reduction.py b/src/core/operators/test_dimension_reduction.py
new file mode 100644
index 0000000..b348062
--- /dev/null
+++ b/src/core/operators/test_dimension_reduction.py
@@ -0,0 +1,49 @@
+import unittest
+import numpy as np
+from core.operators.dimension_reduction import setup_reduction, perform_reduction
+
+
+class TestDimensionReductionOperator(unittest.TestCase):
+    @classmethod
+    def setUpClass(cls):
+        # Initialize operator
+        cls.initial_params = {
+            'n_components': 2,
+            'perplexity': 30,
+            'learning_rate': 200,
+            'max_iter': 250,
+            'random_state': 42,
+            'method': 'barnes_hut'
+        }
+        setup_reduction('tsne', cls.initial_params)
+
+    @classmethod
+    def tearDownClass(cls):
+        # Clean up if necessary
+        pass
+
+    def test_tsne_reduction(self):
+        # Create sample embeddings
+        sample_embeddings = np.random.rand(100, 50)  # 100 samples, 50 dimensions
+
+        input_data = [{'payload': str(i), 'embedding': embedding} for i, embedding in enumerate(sample_embeddings)]
+
+        # Perform reduction
+        reduced_data = perform_reduction(input_data)
+        reduced_embeddings = np.array([d['reduced_embedding'] for d in reduced_data])
+
+        # Check output shape
+        self.assertEqual(reduced_embeddings.shape, (100, 2))  # Should reduce to 2D
+
+    def test_invalid_input(self):
+        # Test with empty list
+        with self.assertRaises(ValueError):
+            perform_reduction([])
+
+        # Test with non-list input
+        with self.assertRaises(ValueError):
+            perform_reduction("not a list")
+
+        # Test with missing keys in input data
+        with self.assertRaises(KeyError):
+            perform_reduction([{'payload': '123'}])
\ No newline at end of file

From 777994b597b1554a7bbfb77dd3eed8967a3757a5 Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Sun, 1 Sep 2024 15:25:08 +0530
Subject: [PATCH 11/33] init: add Dockerfile for worker

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/worker/cluster/Dockerfile.cluster | 80 +++++++++++++++++++++++++++
 1 file changed, 80 insertions(+)
 create mode 100644 src/worker/cluster/Dockerfile.cluster

diff --git a/src/worker/cluster/Dockerfile.cluster b/src/worker/cluster/Dockerfile.cluster
new file mode 100644
index 0000000..05efc89
--- /dev/null
+++ b/src/worker/cluster/Dockerfile.cluster
@@ -0,0 +1,80 @@
+### BUILDER IMAGE ###
+FROM --platform=$TARGETPLATFORM python:3.11-slim-bullseye@sha256:47863f26a5f2e0bfa903e7b658355940250979bd555b5e4f9f25da81647daff8 AS builder
+ARG UID
+ARG GID
+
+# Fetch OS packages updates, upgrade packages, and install packages required for build
+RUN apt-get update \
+    && apt-get -y upgrade \
+    && apt-get install -y \
+    --no-install-recommends gcc build-essential \
+    --no-install-recommends libgl1-mesa-glx libglib2.0-0 \
+    --no-install-recommends python3-dev
+
+# Set python user
+RUN groupadd -g $GID python \
+    && useradd --create-home -r -u $UID -g python python \
+    && mkdir /home/python/app \
+    && chown -R python:python /home/python/app/
+# Set working dir
+WORKDIR /home/python/app
+
+# Create venv and change ownership recursively
+RUN python -m venv /home/python/app/venv \
+    && chown -R python:python /home/python/app/venv
+# Set venv in path
+ENV PATH="/home/python/app/venv/bin:$PATH"
+
+# Copy base, core and operator requirements
+COPY --chown=python:python base_requirements.txt /home/python/app/base_requirements.txt
+COPY --chown=python:python requirements.txt /home/python/app/requirements.txt
+COPY --chown=python:python ./core/operators/audio_vec_embedding_clap_requirements.txt /home/python/app/core/operators/audio_vec_embedding_clap_requirements.txt
+COPY --chown=python:python ./core/operators/vid_vec_rep_clip_requirements.txt /home/python/app/core/operators/vid_vec_rep_clip_requirements.txt
+COPY --chown=python:python ./core/operators/classify_video_zero_shot_requirements.txt /home/python/app/core/operators/classify_video_zero_shot_requirements.txt
+COPY --chown=python:python ./core/operators/cluster_embeddings_requirements.txt /home/python/app/core/operators/cluster_embeddings_requirements.txt
+
+# Run pip install
+RUN pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/base_requirements.txt \
+    && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/requirements.txt \
+    && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/audio_vec_embedding_clap_requirements.txt \
+    && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/vid_vec_rep_clip_requirements.txt \
+    && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/classify_video_zero_shot_requirements.txt \
+    && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/cluster_embeddings_requirements.txt
+
+#####################################
+
+
+
+### PRODUCTION IMAGE ###
+FROM --platform=$TARGETPLATFORM python:3.11-slim-bullseye@sha256:47863f26a5f2e0bfa903e7b658355940250979bd555b5e4f9f25da81647daff8 AS production
+ARG UID
+ARG GID
+
+# Update image, install required utils, and remove cache
+RUN apt-get update \
+    && apt-get -y upgrade \
+    && apt-get install -y --no-install-recommends vim zsh curl wget ffmpeg \
+    && rm -rf /var/lib/apt/lists/*
+
+# Set python group and user, create home dir, create app dir, change ownership of app to user
+RUN groupadd -g $GID python \
+    && useradd --create-home -r -u $UID -g python python \
+    && mkdir /home/python/app \
+    && chown -R python:python /home/python/app/
+
+# Set working dir
+WORKDIR /home/python/app
+
+# Copy output from builder stage
+COPY --from=builder /home/python/app /home/python/app
+
+# Copy all files and change ownership to unprivileged user
+COPY --chown=python:python . /home/python/app
+
+# Set venv path
+ENV PATH="/home/python/app/venv/bin:$PATH"
+
+# Set unprivileged user with group membership
+USER python:python
+
+#################################

From 0334a4b20a5555c8278ba8fc99c55327c0c27b8b Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Sun, 1 Sep 2024 17:59:26 +0530
Subject: [PATCH 12/33] fix: correct naming and add dimension reduction
 requirements

---
 .../Dockerfile.clustering_media_worker}                       | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)
 rename src/worker/{cluster/Dockerfile.cluster => clustering_media/Dockerfile.clustering_media_worker} (92%)

diff --git a/src/worker/cluster/Dockerfile.cluster b/src/worker/clustering_media/Dockerfile.clustering_media_worker
similarity index 92%
rename from src/worker/cluster/Dockerfile.cluster
rename to src/worker/clustering_media/Dockerfile.clustering_media_worker
index 05efc89..5de38bd 100644
--- a/src/worker/cluster/Dockerfile.cluster
+++ b/src/worker/clustering_media/Dockerfile.clustering_media_worker
@@ -32,6 +32,7 @@ COPY --chown=python:python ./core/operators/audio_vec_embedding_clap_requirement
 COPY --chown=python:python ./core/operators/vid_vec_rep_clip_requirements.txt /home/python/app/core/operators/vid_vec_rep_clip_requirements.txt
 COPY --chown=python:python ./core/operators/classify_video_zero_shot_requirements.txt /home/python/app/core/operators/classify_video_zero_shot_requirements.txt
 COPY --chown=python:python ./core/operators/cluster_embeddings_requirements.txt /home/python/app/core/operators/cluster_embeddings_requirements.txt
+COPY --chown=python:python ./core/operators/dimension_reduction_requirements.txt /home/python/app/core/operators/dimension_reduction_requirements.txt
 
 # Run pip install
 RUN pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/base_requirements.txt \
@@ -39,7 +40,8 @@ RUN pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/ba
     && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/audio_vec_embedding_clap_requirements.txt \
     && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/vid_vec_rep_clip_requirements.txt \
     && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/classify_video_zero_shot_requirements.txt \
-    && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/cluster_embeddings_requirements.txt
+    && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/cluster_embeddings_requirements.txt \
+    && pip install --no-cache-dir --require-hashes --no-deps -r /home/python/app/core/operators/dimension_reduction_requirements.txt
 
 #####################################
 

From 73731eceaad6e33c78052654012b1927e3682e5d Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Sun, 1 Sep 2024 22:06:40 +0530
Subject: [PATCH 13/33] feat: add config

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/worker/clustering_media/config.yml | 28 ++++++++++++++++++++++++++
 1 file changed, 28 insertions(+)
 create mode 100644 src/worker/clustering_media/config.yml

diff --git a/src/worker/clustering_media/config.yml b/src/worker/clustering_media/config.yml
new file mode 100644
index 0000000..8b9dc10
--- /dev/null
+++ b/src/worker/clustering_media/config.yml
@@ -0,0 +1,28 @@
+queue :
+  label : "Queue"
+  type : "rabbitmq"
+  parameters:
+    host_name : "rabbitmq"
+    queues:
+      - name : "clustering-media-index-queue"
+      - name : "clustering-media-report-queue"
+
+operators :
+  label : "Operators"
+  parameters :
+    - name : "Video embeddings"
+      type : "vid_vec_rep_clip"
+      parameters: {}
+    - name: "Audio embeddings"
+      type: "audio_vec_embedding_clap"
+      parameters: {}
+    - name: "Video classifier"
+      type: "classify_video_zero_shot"
+      parameters: {}
+    - name: "Clustering"
+      type: "cluster_embeddings"
+      parameters: {}
+    - name: "tSNE"
+      type: "dimension_reduction"
+      parameters: {}
+

From 7129ac3ee76993bd97eb10ac2df6ff703da86dcb Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Mon, 2 Sep 2024 02:28:34 +0530
Subject: [PATCH 14/33] draft: implement initial clustering worker

---
 src/worker/clustering_media/__init__.py       |   0
 .../clustering_media_worker.py                | 165 ++++++++++++++++++
 2 files changed, 165 insertions(+)
 create mode 100644 src/worker/clustering_media/__init__.py
 create mode 100644 src/worker/clustering_media/clustering_media_worker.py

diff --git a/src/worker/clustering_media/__init__.py b/src/worker/clustering_media/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
new file mode 100644
index 0000000..6a58f3c
--- /dev/null
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -0,0 +1,165 @@
+from core.feluda import ComponentType, Feluda
+from core.logger import Logger
+from core.operators import audio_vec_embedding_clap
+from core.operators import cluster_embeddings
+from core.operators import dimension_reduction
+import json
+from core.models.media_factory import AudioFactory
+from time import sleep
+import numpy as np
+import binascii
+
+log = Logger(__name__)
+
+
+def make_report_indexed(clustering_results_json,dim_reduction_results_json, status):
+    report = {}
+    report["indexer_id"] = 1
+    #report["post_id"] = data["id"]
+    #report["media_type"] = data["media_type"]
+    report["clustering_results"] = clustering_results_json
+    report["dim_reduction_results"] = dim_reduction_results_json
+    report["status"] = status
+    report["status_code"] = 200
+    return json.dumps(report)
+
+def make_report_failed(media_type, status, file_id=None):
+    report = {}
+    report["indexer_id"] = 1
+    # report["post_id"] = data["id"]
+    report["media_type"] = media_type
+    report["file_id"] = file_id if file_id else "unknown"
+    report["status"] = status
+    report["status_code"] = 400
+    return json.dumps(report)
+
+def make_report_failed_unsupported_media_type(media_type, status, file_id=None):
+    report = {}
+    report["indexer_id"] = 1
+    #report["post_id"] = data["id"]
+    report["media_type"] = media_type
+    report["file_id"] = file_id if file_id else "unknown"
+    report["clustering_results"] = None
+    report["dim_reduction_results"] = None
+    report["status"] = status
+    report["status_code"] = 415  # 415 Unsupported Media Type
+    return json.dumps(report)
+
+
+def calc_audio_vec_crc(audio_vector):
+    vec_arr = np.asarray(audio_vector)
+    arr_crc = binascii.crc32(vec_arr.tobytes(order="C"))
+    return arr_crc
+
+
+def clustering_worker(feluda):
+    def worker(ch, method, properties, body):
+        print("MESSAGE RECEIVED")
+        audio_vec_crc = None
+        file_list = json.loads(body)
+        audio_embeddings = []
+
+        for file in file_list:
+            file_id = file["id"]
+            file_path = file["path"]
+            media_type = file["media_type"]
+
+            if media_type == "audio":
+                log.info("Media Type is Audio")
+                try:
+                    # download the audio from url (supports s3)
+                    audio_path = AudioFactory.make_from_url(file_path)
+                    # extract audio vectors
+                    audio_vec = audio_vec_embedding_clap.run(audio_path)
+                    audio_embeddings.append({"payload": file_id, "embedding": audio_vec})
+
+                    # add crc to database
+                    if feluda.config.store and "postgresql" in feluda.store:
+                        audio_vec_crc = calc_audio_vec_crc(audio_vec)
+                        feluda.store["postgresql"].store(
+                            str(audio_vec_crc), "audio_vector_crc"
+                            )
+                        log.info("Audio CRC value added to PostgreSQL")
+                        
+                    # Add code to store in ES
+                    
+                except Exception as e:
+                    print("Error in generating embeddings", e)
+                    # send failed report to report queue
+                    report = make_report_failed(media_type, "failed", file_id)
+                    feluda.queue.message(
+                    feluda.config.queue.parameters.queues[1]["name"], report
+                    )
+                    # requeue the media file
+                    ch.basic_ack(delivery_tag=method.delivery_tag)
+
+            elif media_type == "video":
+                pass
+
+        else:
+            log.info("This media type is not supported currently")
+            report = make_report_failed_unsupported_media_type(media_type, "failed", file_id)
+            feluda.queue.message(
+                feluda.config.queue.parameters.queues[1]["name"], report
+            )
+            ch.basic_ack(delivery_tag=method.delivery_tag)
+
+        clustering_results_json = cluster_embeddings.run(input_data=audio_embeddings, n_clusters=2, modality='audio')
+        dim_reduction_results_json = dimension_reduction.perform_reduction(audio_embeddings)
+        report = make_report_indexed(clustering_results_json, dim_reduction_results_json, "indexed")
+        feluda.queue.message(
+            feluda.config.queue.parameters.queues[1]["name"], report
+            )
+        ch.basic_ack(delivery_tag=method.delivery_tag)
+        
+    return worker
+
+
+def handle_exception(feluda, queue_name, worker_func, retries, max_retries):
+    retry_interval = 60
+    if retries < max_retries:
+        print("Inside Handle Exception")
+        try:
+            feluda.start_component(ComponentType.QUEUE)
+            feluda.queue.listen(queue_name, worker_func)
+            return
+        except Exception as e:
+            print("Error handling exception:", e)
+            retries = retries + 1
+            sleep(retry_interval)
+            handle_exception(feluda, queue_name, worker_func, retries, max_retries)
+    else:
+        print("Failed to re-establish connection after maximum retries.")
+
+
+feluda = None
+clustering_media_index_queue = None
+try:
+    # Init Feluda and load config
+    feluda = Feluda("worker/clustering_media/config.yml")
+    feluda.setup()
+    clustering_media_index_queue = feluda.config.queue.parameters.queues[0]["name"]
+    # setup Components
+    feluda.start_component(ComponentType.QUEUE)
+    if feluda.config.store:
+        feluda.start_component(ComponentType.STORE)
+
+    # init all operators
+    audio_vec_embedding_clap.initialize(param={})
+    cluster_embeddings.initialize(param={})
+    dimension_reduction.setup_reduction(model_type='tsne', params={})
+
+    # start listening to the queue
+    feluda.queue.listen(clustering_media_index_queue, clustering_worker(feluda))
+except Exception as e:
+    print("Error Initializing Indexer", e)
+    # Try connecting to Queue again
+    retries = 0
+    max_retries = 10
+    handle_exception(
+        feluda,
+        clustering_media_index_queue,
+        clustering_worker(feluda),
+        retries,
+        max_retries,
+    )
\ No newline at end of file

From d208d17ba7f2c2914ca3666f1b25295d50524eab Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Mon, 2 Sep 2024 02:38:30 +0530
Subject: [PATCH 15/33] fix: correct indentation logic

---
 .../clustering_media/clustering_media_worker.py  | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
index 6a58f3c..1845219 100644
--- a/src/worker/clustering_media/clustering_media_worker.py
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -95,14 +95,14 @@ def worker(ch, method, properties, body):
 
             elif media_type == "video":
                 pass
-
-        else:
-            log.info("This media type is not supported currently")
-            report = make_report_failed_unsupported_media_type(media_type, "failed", file_id)
-            feluda.queue.message(
-                feluda.config.queue.parameters.queues[1]["name"], report
-            )
-            ch.basic_ack(delivery_tag=method.delivery_tag)
+            
+            else:
+                log.info("This media type is not supported currently")
+                report = make_report_failed_unsupported_media_type(media_type, "failed", file_id)
+                feluda.queue.message(
+                    feluda.config.queue.parameters.queues[1]["name"], report
+                    )
+                ch.basic_ack(delivery_tag=method.delivery_tag)
 
         clustering_results_json = cluster_embeddings.run(input_data=audio_embeddings, n_clusters=2, modality='audio')
         dim_reduction_results_json = dimension_reduction.perform_reduction(audio_embeddings)

From 0bea260224c49cb6c2e0f0a47832789ff8b6591b Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Thu, 5 Sep 2024 03:56:52 +0530
Subject: [PATCH 16/33] fix: update logic as per clustering spec

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 .../clustering_media_worker.py                | 149 +++++++++---------
 1 file changed, 75 insertions(+), 74 deletions(-)

diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
index 1845219..8f4db1a 100644
--- a/src/worker/clustering_media/clustering_media_worker.py
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -1,22 +1,16 @@
 from core.feluda import ComponentType, Feluda
 from core.logger import Logger
 from core.operators import audio_vec_embedding_clap
-from core.operators import cluster_embeddings
-from core.operators import dimension_reduction
-import json
-from core.models.media_factory import AudioFactory
+from core.operators import vid_vec_rep_clip, classify_video_zero_shot
+from core.operators import cluster_embeddings, dimension_reduction
+import requests, json
+from core.models.media_factory import AudioFactory, VideoFactory
 from time import sleep
-import numpy as np
-import binascii
 
 log = Logger(__name__)
 
-
 def make_report_indexed(clustering_results_json,dim_reduction_results_json, status):
     report = {}
-    report["indexer_id"] = 1
-    #report["post_id"] = data["id"]
-    #report["media_type"] = data["media_type"]
     report["clustering_results"] = clustering_results_json
     report["dim_reduction_results"] = dim_reduction_results_json
     report["status"] = status
@@ -25,39 +19,45 @@ def make_report_indexed(clustering_results_json,dim_reduction_results_json, stat
 
 def make_report_failed(media_type, status, file_id=None):
     report = {}
-    report["indexer_id"] = 1
-    # report["post_id"] = data["id"]
     report["media_type"] = media_type
     report["file_id"] = file_id if file_id else "unknown"
     report["status"] = status
     report["status_code"] = 400
     return json.dumps(report)
 
-def make_report_failed_unsupported_media_type(media_type, status, file_id=None):
-    report = {}
-    report["indexer_id"] = 1
-    #report["post_id"] = data["id"]
-    report["media_type"] = media_type
-    report["file_id"] = file_id if file_id else "unknown"
-    report["clustering_results"] = None
-    report["dim_reduction_results"] = None
-    report["status"] = status
-    report["status_code"] = 415  # 415 Unsupported Media Type
-    return json.dumps(report)
-
-
-def calc_audio_vec_crc(audio_vector):
-    vec_arr = np.asarray(audio_vector)
-    arr_crc = binascii.crc32(vec_arr.tobytes(order="C"))
-    return arr_crc
-
+def handle_exception(feluda, queue_name, worker_func, retries, max_retries):
+    retry_interval = 60
+    if retries < max_retries:
+        print("Inside Handle Exception")
+        try:
+            feluda.start_component(ComponentType.QUEUE)
+            feluda.queue.listen(queue_name, worker_func)
+            return
+        except Exception as e:
+            print("Error handling exception:", e)
+            retries = retries + 1
+            sleep(retry_interval)
+            handle_exception(feluda, queue_name, worker_func, retries, max_retries)
+    else:
+        print("Failed to re-establish connection after maximum retries.")
 
 def clustering_worker(feluda):
     def worker(ch, method, properties, body):
         print("MESSAGE RECEIVED")
-        audio_vec_crc = None
-        file_list = json.loads(body)
+
+        # Parse payload:
+        input = json.loads(body)
+        json_path = input["path"]
+        video_config = input["video"]
+        audio_config = input["audio"]
+
+        # Fetch the file list:
+        response = requests.get(json_path)
+        file_list = response.json()
+
         audio_embeddings = []
+        video_embeddings = []
+        video_classifications = {}
 
         for file in file_list:
             file_id = file["id"]
@@ -65,7 +65,6 @@ def worker(ch, method, properties, body):
             media_type = file["media_type"]
 
             if media_type == "audio":
-                log.info("Media Type is Audio")
                 try:
                     # download the audio from url (supports s3)
                     audio_path = AudioFactory.make_from_url(file_path)
@@ -73,16 +72,6 @@ def worker(ch, method, properties, body):
                     audio_vec = audio_vec_embedding_clap.run(audio_path)
                     audio_embeddings.append({"payload": file_id, "embedding": audio_vec})
 
-                    # add crc to database
-                    if feluda.config.store and "postgresql" in feluda.store:
-                        audio_vec_crc = calc_audio_vec_crc(audio_vec)
-                        feluda.store["postgresql"].store(
-                            str(audio_vec_crc), "audio_vector_crc"
-                            )
-                        log.info("Audio CRC value added to PostgreSQL")
-                        
-                    # Add code to store in ES
-                    
                 except Exception as e:
                     print("Error in generating embeddings", e)
                     # send failed report to report queue
@@ -94,43 +83,55 @@ def worker(ch, method, properties, body):
                     ch.basic_ack(delivery_tag=method.delivery_tag)
 
             elif media_type == "video":
-                pass
-            
-            else:
-                log.info("This media type is not supported currently")
-                report = make_report_failed_unsupported_media_type(media_type, "failed", file_id)
-                feluda.queue.message(
+                try:
+                    # download the video from url (supports s3)
+                    video_path = VideoFactory.make_from_url(file_path)
+                    if "labels" in video_config:
+                        # run the zero-shot classifier:
+                        pred = classify_video_zero_shot.run(video_path, video_config["labels"])["prediction"]
+                        if pred not in video_classifications:
+                            video_classifications[pred] = []
+                        video_classifications[pred].append(file_id)
+                        if video_config.get("tsne"):
+                            embedding = vid_vec_rep_clip.run(file_path)
+                            video_embeddings.append(embedding)
+                    else:
+                        embedding = vid_vec_rep_clip.run(file_path)
+                        video_embeddings.append(embedding)
+
+                except Exception as e:
+                    print("Error in generating embeddings", e)
+                    # send failed report to report queue
+                    report = make_report_failed(media_type, "failed", file_id)
+                    feluda.queue.message(
                     feluda.config.queue.parameters.queues[1]["name"], report
                     )
-                ch.basic_ack(delivery_tag=method.delivery_tag)
+                    # requeue the media file
+                    ch.basic_ack(delivery_tag=method.delivery_tag)
+            else:
+                pass
 
-        clustering_results_json = cluster_embeddings.run(input_data=audio_embeddings, n_clusters=2, modality='audio')
-        dim_reduction_results_json = dimension_reduction.perform_reduction(audio_embeddings)
+        clustering_results_audio = cluster_embeddings.run(input_data=audio_embeddings, n_clusters=audio_config.get("n_clusters"), modality='audio')
+        if "labels" in video_config:
+            clustering_results_video = video_classifications
+        else:
+            clustering_results_video = cluster_embeddings.run(input_data=video_embeddings, n_clusters=video_config.get("n_clusters"), modality='video')
+        clustering_results_json = {
+            "audio": clustering_results_audio,
+            "video": clustering_results_video
+        }
+        dim_reduction_results_json = []
+        if audio_config.get("tsne"):
+            dim_reduction_results_json.extend(dimension_reduction.perform_reduction(audio_embeddings))
+        if video_config.get("tsne"):
+            dim_reduction_results_json.extend(dimension_reduction.perform_reduction(video_embeddings))
         report = make_report_indexed(clustering_results_json, dim_reduction_results_json, "indexed")
         feluda.queue.message(
             feluda.config.queue.parameters.queues[1]["name"], report
-            )
+        )
         ch.basic_ack(delivery_tag=method.delivery_tag)
-        
-    return worker
-
-
-def handle_exception(feluda, queue_name, worker_func, retries, max_retries):
-    retry_interval = 60
-    if retries < max_retries:
-        print("Inside Handle Exception")
-        try:
-            feluda.start_component(ComponentType.QUEUE)
-            feluda.queue.listen(queue_name, worker_func)
-            return
-        except Exception as e:
-            print("Error handling exception:", e)
-            retries = retries + 1
-            sleep(retry_interval)
-            handle_exception(feluda, queue_name, worker_func, retries, max_retries)
-    else:
-        print("Failed to re-establish connection after maximum retries.")
 
+    return worker
 
 feluda = None
 clustering_media_index_queue = None
@@ -141,11 +142,11 @@ def handle_exception(feluda, queue_name, worker_func, retries, max_retries):
     clustering_media_index_queue = feluda.config.queue.parameters.queues[0]["name"]
     # setup Components
     feluda.start_component(ComponentType.QUEUE)
-    if feluda.config.store:
-        feluda.start_component(ComponentType.STORE)
 
     # init all operators
     audio_vec_embedding_clap.initialize(param={})
+    vid_vec_rep_clip.initialize(param={})
+    classify_video_zero_shot.initialize(param={})
     cluster_embeddings.initialize(param={})
     dimension_reduction.setup_reduction(model_type='tsne', params={})
 

From 57803e07451e8263544cc8d239f2e95a99c303e0 Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Thu, 5 Sep 2024 14:59:23 +0530
Subject: [PATCH 17/33] test: add payload writer for the worker

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 .../clustering_media_payload_writer.py        | 21 ++++++++++
 .../clustering_media_worker.py                | 42 +++++++++++--------
 src/worker/clustering_media/config.yml        |  6 +--
 3 files changed, 48 insertions(+), 21 deletions(-)
 create mode 100644 src/worker/clustering_media/clustering_media_payload_writer.py

diff --git a/src/worker/clustering_media/clustering_media_payload_writer.py b/src/worker/clustering_media/clustering_media_payload_writer.py
new file mode 100644
index 0000000..f21bc19
--- /dev/null
+++ b/src/worker/clustering_media/clustering_media_payload_writer.py
@@ -0,0 +1,21 @@
+from core.feluda import ComponentType, Feluda
+from core.logger import Logger
+log = Logger(__name__)
+
+try:
+    feluda = Feluda("worker/clustering_media/config.yml")
+    feluda.setup()
+    clustering_media_index_queue = feluda.config.queue.parameters.queues[0]['name']
+    feluda.start_component(ComponentType.QUEUE)
+    dummy_input = {
+        "path": "https://raw.githubusercontent.com/aatmanvaidya/audio-files/main/clustering-media/media_payload.json",
+        "video": {
+            "n_clusters": 3
+        },
+        "audio": {
+            "n_clusters": 3
+        }
+    }
+    feluda.queue.message(clustering_media_index_queue, dummy_input)
+except Exception as e:
+    print("Error Initializing Indexer", e)
\ No newline at end of file
diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
index 8f4db1a..203478b 100644
--- a/src/worker/clustering_media/clustering_media_worker.py
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -9,10 +9,10 @@
 
 log = Logger(__name__)
 
-def make_report_indexed(clustering_results_json,dim_reduction_results_json, status):
+def make_report_indexed(clustering_results_json, status):
     report = {}
     report["clustering_results"] = clustering_results_json
-    report["dim_reduction_results"] = dim_reduction_results_json
+    # report["dim_reduction_results"] = dim_reduction_results_json
     report["status"] = status
     report["status_code"] = 200
     return json.dumps(report)
@@ -46,10 +46,10 @@ def worker(ch, method, properties, body):
         print("MESSAGE RECEIVED")
 
         # Parse payload:
-        input = json.loads(body)
-        json_path = input["path"]
-        video_config = input["video"]
-        audio_config = input["audio"]
+        input_payload = json.loads(body)
+        json_path = input_payload["path"]
+        video_config = input_payload["video"]
+        audio_config = input_payload["audio"]
 
         # Fetch the file list:
         response = requests.get(json_path)
@@ -77,7 +77,7 @@ def worker(ch, method, properties, body):
                     # send failed report to report queue
                     report = make_report_failed(media_type, "failed", file_id)
                     feluda.queue.message(
-                    feluda.config.queue.parameters.queues[1]["name"], report
+                        feluda.config.queue.parameters.queues[1]["name"], report
                     )
                     # requeue the media file
                     ch.basic_ack(delivery_tag=method.delivery_tag)
@@ -93,11 +93,17 @@ def worker(ch, method, properties, body):
                             video_classifications[pred] = []
                         video_classifications[pred].append(file_id)
                         if video_config.get("tsne"):
-                            embedding = vid_vec_rep_clip.run(file_path)
-                            video_embeddings.append(embedding)
+                            embedding = vid_vec_rep_clip.run(video_path)
+                            video_embeddings.append({
+                                "embedding": next(embedding)["vid_vec"],
+                                "payload": file_id
+                            })
                     else:
-                        embedding = vid_vec_rep_clip.run(file_path)
-                        video_embeddings.append(embedding)
+                        embedding = vid_vec_rep_clip.run(video_path)
+                        video_embeddings.append({
+                            "embedding": next(embedding)["vid_vec"],
+                            "payload": file_id
+                        })
 
                 except Exception as e:
                     print("Error in generating embeddings", e)
@@ -120,12 +126,12 @@ def worker(ch, method, properties, body):
             "audio": clustering_results_audio,
             "video": clustering_results_video
         }
-        dim_reduction_results_json = []
-        if audio_config.get("tsne"):
-            dim_reduction_results_json.extend(dimension_reduction.perform_reduction(audio_embeddings))
-        if video_config.get("tsne"):
-            dim_reduction_results_json.extend(dimension_reduction.perform_reduction(video_embeddings))
-        report = make_report_indexed(clustering_results_json, dim_reduction_results_json, "indexed")
+        # dim_reduction_results_json = []
+        # if audio_config.get("tsne"):
+        #     dim_reduction_results_json.extend(dimension_reduction.perform_reduction(audio_embeddings))
+        # if video_config.get("tsne"):
+        #     dim_reduction_results_json.extend(dimension_reduction.perform_reduction(video_embeddings))
+        report = make_report_indexed(clustering_results_json, "indexed")
         feluda.queue.message(
             feluda.config.queue.parameters.queues[1]["name"], report
         )
@@ -148,7 +154,7 @@ def worker(ch, method, properties, body):
     vid_vec_rep_clip.initialize(param={})
     classify_video_zero_shot.initialize(param={})
     cluster_embeddings.initialize(param={})
-    dimension_reduction.setup_reduction(model_type='tsne', params={})
+    # dimension_reduction.setup_reduction(model_type='tsne', params={})
 
     # start listening to the queue
     feluda.queue.listen(clustering_media_index_queue, clustering_worker(feluda))
diff --git a/src/worker/clustering_media/config.yml b/src/worker/clustering_media/config.yml
index 8b9dc10..b3367b7 100644
--- a/src/worker/clustering_media/config.yml
+++ b/src/worker/clustering_media/config.yml
@@ -22,7 +22,7 @@ operators :
     - name: "Clustering"
       type: "cluster_embeddings"
       parameters: {}
-    - name: "tSNE"
-      type: "dimension_reduction"
-      parameters: {}
+    # - name: "tSNE"
+    #   type: "dimension_reduction"
+    #   parameters: {}
 

From bacafdd95142078626e1b996258859f13bbf8d97 Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Thu, 5 Sep 2024 15:00:02 +0530
Subject: [PATCH 18/33] style: prepend newline for clearer output in logs

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/core/models/media_factory.py | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/src/core/models/media_factory.py b/src/core/models/media_factory.py
index 52b3cea..a7ef4bd 100644
--- a/src/core/models/media_factory.py
+++ b/src/core/models/media_factory.py
@@ -83,7 +83,7 @@ def make_from_url(video_url):
             try:
                 print("Downloading video from URL")
                 wget.download(video_url, out=file_path)
-                print("Video downloaded")
+                print("\nVideo downloaded")
             except Exception as e:
                 print("Error downloading video:", e)
                 raise Exception("Error Downloading Video")
@@ -95,7 +95,7 @@ def make_from_url(video_url):
             try:
                 print("Downloading video from S3")
                 AWSS3Utils.download_file_from_s3(bucket_name, file_key, file_path)
-                print("Video downloaded")
+                print("\nVideo downloaded")
             except Exception as e:
                 print("Error downloading video from S3:", e)
                 raise Exception("Error Downloading Video")
@@ -126,7 +126,7 @@ def make_from_url(audio_url):
             try:
                 print("Downloading audio from URL")
                 wget.download(audio_url, out=file_path)
-                print("Audio downloaded")
+                print("\nAudio downloaded")
             except Exception as e:
                 print("Error downloading audio:", e)
                 raise Exception("Error Downloading audio")
@@ -138,13 +138,13 @@ def make_from_url(audio_url):
             try:
                 print("Downloading audio from S3")
                 AWSS3Utils.download_file_from_s3(bucket_name, file_key, file_path)
-                print("Audio downloaded")
+                print("\nAudio downloaded")
             except Exception as e:
                 print("Error downloading audio from S3:", e)
                 raise Exception("Error Downloading audio")
 
         return {"path": file_path}
-    
+
     @staticmethod
     def make_from_url_to_wav(audio_url):
         temp_dir = tempfile.gettempdir()
@@ -156,7 +156,7 @@ def make_from_url_to_wav(audio_url):
             print("Downloading audio from URL")
             wget.download(audio_url, out=audio_file)
             print("\naudio downloaded")
-            
+
             _, file_extension = os.path.splitext(file_name)
             if file_extension != '.wav':
                 audio = AudioSegment.from_file(audio_file, format=file_extension[1:])
@@ -172,7 +172,7 @@ def make_from_url_to_wav(audio_url):
     @staticmethod
     def make_from_file_on_disk(audio_path):
         return {"path": audio_path}
-    
+
 
 
 media_factory = {

From 1ba6de164563dd086ab4797586a44c62770d8dd1 Mon Sep 17 00:00:00 2001
From: Snehil Shah <snehilshah.989@gmail.com>
Date: Thu, 5 Sep 2024 16:49:59 +0530
Subject: [PATCH 19/33] nit: add logs

Signed-off-by: Snehil Shah <snehilshah.989@gmail.com>
---
 src/worker/clustering_media/clustering_media_worker.py | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
index 203478b..6ec071c 100644
--- a/src/worker/clustering_media/clustering_media_worker.py
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -59,6 +59,7 @@ def worker(ch, method, properties, body):
         video_embeddings = []
         video_classifications = {}
 
+        log.info("Processing files")
         for file in file_list:
             file_id = file["id"]
             file_path = file["path"]
@@ -117,6 +118,7 @@ def worker(ch, method, properties, body):
             else:
                 pass
 
+        log.info("Clustering embeddings")
         clustering_results_audio = cluster_embeddings.run(input_data=audio_embeddings, n_clusters=audio_config.get("n_clusters"), modality='audio')
         if "labels" in video_config:
             clustering_results_video = video_classifications
@@ -126,12 +128,14 @@ def worker(ch, method, properties, body):
             "audio": clustering_results_audio,
             "video": clustering_results_video
         }
+        # log.info("Calculating t-SNE co-ordinates")
         # dim_reduction_results_json = []
         # if audio_config.get("tsne"):
         #     dim_reduction_results_json.extend(dimension_reduction.perform_reduction(audio_embeddings))
         # if video_config.get("tsne"):
         #     dim_reduction_results_json.extend(dimension_reduction.perform_reduction(video_embeddings))
         report = make_report_indexed(clustering_results_json, "indexed")
+        log.info("Report generated")
         feluda.queue.message(
             feluda.config.queue.parameters.queues[1]["name"], report
         )

From 0acfdb74befae505f20ebf112bb3a58b087ca980 Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Mon, 9 Sep 2024 08:38:26 +0530
Subject: [PATCH 20/33] refactor: align dimension reduction with feluda
 interface

---
 src/core/operators/dimension_reduction.py     |  10 +-
 .../dimension_reduction_requirements.in       |   2 +-
 .../dimension_reduction_requirements.txt      | 105 ++++++++----------
 .../operators/test_dimension_reduction.py     |  13 ++-
 4 files changed, 62 insertions(+), 68 deletions(-)

diff --git a/src/core/operators/dimension_reduction.py b/src/core/operators/dimension_reduction.py
index 45ca3f0..1ee8500 100644
--- a/src/core/operators/dimension_reduction.py
+++ b/src/core/operators/dimension_reduction.py
@@ -31,6 +31,7 @@ def initialize(self, params):
                 - learning_rate (float): Learning rate for t-SNE. Default is 150.
                 - n_iter (int): Number of iterations for optimization. Default is 1000.
                 - random_state (int): Seed for random number generation. Default is 42.
+                - method (str): Algorithm to use for gradient calculation. Default is barnes_hut
 
         Raises:
             ValueError: If the t-SNE model fails to initialize.
@@ -109,26 +110,25 @@ def gen_data(payloads, reduced_embeddings):
     for payload, reduced_embedding in zip(payloads, reduced_embeddings):
         tmp_dict = {}
         tmp_dict['payload'] = payload
-        tmp_dict['reduced_embedding'] = reduced_embedding
+        tmp_dict['reduced_embedding'] = reduced_embedding.tolist()
         out.append(tmp_dict)
     return out
 
 
-def setup_reduction(model_type, params):
+def initialize(params):
     """
     Initialize the dimension reduction model with provided type and parameters.
 
     Args:
-        model_type (str): String indicating the type of model (e.g., 'tsne').
         params (dict): Dictionary of parameters for the model initialization.
 
     """
     global reduction_model
-    reduction_model = DimensionReductionFactory.get_reduction_model(model_type)
+    reduction_model = DimensionReductionFactory.get_reduction_model(params.get('model_type', 'tsne'))
     reduction_model.initialize(params)
 
 
-def perform_reduction(input_data):
+def run(input_data):
     """
     Reduce the dimensionality of the provided embeddings using the initialized model.
 
diff --git a/src/core/operators/dimension_reduction_requirements.in b/src/core/operators/dimension_reduction_requirements.in
index 8dbaebb..4ed16fc 100644
--- a/src/core/operators/dimension_reduction_requirements.in
+++ b/src/core/operators/dimension_reduction_requirements.in
@@ -1,2 +1,2 @@
 scikit-learn==1.5.1
-numpy==2.1.0
\ No newline at end of file
+numpy==2.0.0
\ No newline at end of file
diff --git a/src/core/operators/dimension_reduction_requirements.txt b/src/core/operators/dimension_reduction_requirements.txt
index a819217..b77d527 100644
--- a/src/core/operators/dimension_reduction_requirements.txt
+++ b/src/core/operators/dimension_reduction_requirements.txt
@@ -2,67 +2,60 @@
 # This file is autogenerated by pip-compile with Python 3.10
 # by the following command:
 #
-#    pip-compile --allow-unsafe --generate-hashes core/operators/dimension_reduction_requirements.in
+#    pip-compile --allow-unsafe --generate-hashes dimension_reduction_requirements.in
 #
 joblib==1.4.2 \
     --hash=sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6 \
     --hash=sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e
     # via scikit-learn
-numpy==2.1.0 \
-    --hash=sha256:08801848a40aea24ce16c2ecde3b756f9ad756586fb2d13210939eb69b023f5b \
-    --hash=sha256:0937e54c09f7a9a68da6889362ddd2ff584c02d015ec92672c099b61555f8911 \
-    --hash=sha256:0ab32eb9170bf8ffcbb14f11613f4a0b108d3ffee0832457c5d4808233ba8977 \
-    --hash=sha256:0abb3916a35d9090088a748636b2c06dc9a6542f99cd476979fb156a18192b84 \
-    --hash=sha256:0af3a5987f59d9c529c022c8c2a64805b339b7ef506509fba7d0556649b9714b \
-    --hash=sha256:10e2350aea18d04832319aac0f887d5fcec1b36abd485d14f173e3e900b83e33 \
-    --hash=sha256:15ef8b2177eeb7e37dd5ef4016f30b7659c57c2c0b57a779f1d537ff33a72c7b \
-    --hash=sha256:1f817c71683fd1bb5cff1529a1d085a57f02ccd2ebc5cd2c566f9a01118e3b7d \
-    --hash=sha256:24003ba8ff22ea29a8c306e61d316ac74111cebf942afbf692df65509a05f111 \
-    --hash=sha256:30014b234f07b5fec20f4146f69e13cfb1e33ee9a18a1879a0142fbb00d47673 \
-    --hash=sha256:343e3e152bf5a087511cd325e3b7ecfd5b92d369e80e74c12cd87826e263ec06 \
-    --hash=sha256:378cb4f24c7d93066ee4103204f73ed046eb88f9ad5bb2275bb9fa0f6a02bd36 \
-    --hash=sha256:398049e237d1aae53d82a416dade04defed1a47f87d18d5bd615b6e7d7e41d1f \
-    --hash=sha256:3a3336fbfa0d38d3deacd3fe7f3d07e13597f29c13abf4d15c3b6dc2291cbbdd \
-    --hash=sha256:442596f01913656d579309edcd179a2a2f9977d9a14ff41d042475280fc7f34e \
-    --hash=sha256:44e44973262dc3ae79e9063a1284a73e09d01b894b534a769732ccd46c28cc62 \
-    --hash=sha256:54139e0eb219f52f60656d163cbe67c31ede51d13236c950145473504fa208cb \
-    --hash=sha256:5474dad8c86ee9ba9bb776f4b99ef2d41b3b8f4e0d199d4f7304728ed34d0300 \
-    --hash=sha256:54c6a63e9d81efe64bfb7bcb0ec64332a87d0b87575f6009c8ba67ea6374770b \
-    --hash=sha256:624884b572dff8ca8f60fab591413f077471de64e376b17d291b19f56504b2bb \
-    --hash=sha256:6326ab99b52fafdcdeccf602d6286191a79fe2fda0ae90573c5814cd2b0bc1b8 \
-    --hash=sha256:652e92fc409e278abdd61e9505649e3938f6d04ce7ef1953f2ec598a50e7c195 \
-    --hash=sha256:6c1de77ded79fef664d5098a66810d4d27ca0224e9051906e634b3f7ead134c2 \
-    --hash=sha256:76368c788ccb4f4782cf9c842b316140142b4cbf22ff8db82724e82fe1205dce \
-    --hash=sha256:7a894c51fd8c4e834f00ac742abad73fc485df1062f1b875661a3c1e1fb1c2f6 \
-    --hash=sha256:7dc90da0081f7e1da49ec4e398ede6a8e9cc4f5ebe5f9e06b443ed889ee9aaa2 \
-    --hash=sha256:848c6b5cad9898e4b9ef251b6f934fa34630371f2e916261070a4eb9092ffd33 \
-    --hash=sha256:899da829b362ade41e1e7eccad2cf274035e1cb36ba73034946fccd4afd8606b \
-    --hash=sha256:8ab81ccd753859ab89e67199b9da62c543850f819993761c1e94a75a814ed667 \
-    --hash=sha256:8fb49a0ba4d8f41198ae2d52118b050fd34dace4b8f3fb0ee34e23eb4ae775b1 \
-    --hash=sha256:9156ca1f79fc4acc226696e95bfcc2b486f165a6a59ebe22b2c1f82ab190384a \
-    --hash=sha256:9523f8b46485db6939bd069b28b642fec86c30909cea90ef550373787f79530e \
-    --hash=sha256:a0756a179afa766ad7cb6f036de622e8a8f16ffdd55aa31f296c870b5679d745 \
-    --hash=sha256:a0cdef204199278f5c461a0bed6ed2e052998276e6d8ab2963d5b5c39a0500bc \
-    --hash=sha256:ab83adc099ec62e044b1fbb3a05499fa1e99f6d53a1dde102b2d85eff66ed324 \
-    --hash=sha256:b34fa5e3b5d6dc7e0a4243fa0f81367027cb6f4a7215a17852979634b5544ee0 \
-    --hash=sha256:b47c551c6724960479cefd7353656498b86e7232429e3a41ab83be4da1b109e8 \
-    --hash=sha256:c4cd94dfefbefec3f8b544f61286584292d740e6e9d4677769bc76b8f41deb02 \
-    --hash=sha256:c4f982715e65036c34897eb598d64aef15150c447be2cfc6643ec7a11af06574 \
-    --hash=sha256:d8f699a709120b220dfe173f79c73cb2a2cab2c0b88dd59d7b49407d032b8ebd \
-    --hash=sha256:dd94ce596bda40a9618324547cfaaf6650b1a24f5390350142499aa4e34e53d1 \
-    --hash=sha256:de844aaa4815b78f6023832590d77da0e3b6805c644c33ce94a1e449f16d6ab5 \
-    --hash=sha256:e5f0642cdf4636198a4990de7a71b693d824c56a757862230454629cf62e323d \
-    --hash=sha256:f07fa2f15dabe91259828ce7d71b5ca9e2eb7c8c26baa822c825ce43552f4883 \
-    --hash=sha256:f15976718c004466406342789f31b6673776360f3b1e3c575f25302d7e789575 \
-    --hash=sha256:f358ea9e47eb3c2d6eba121ab512dfff38a88db719c38d1e67349af210bc7529 \
-    --hash=sha256:f505264735ee074250a9c78247ee8618292091d9d1fcc023290e9ac67e8f1afa \
-    --hash=sha256:f5ebbf9fbdabed208d4ecd2e1dfd2c0741af2f876e7ae522c2537d404ca895c3 \
-    --hash=sha256:f6b26e6c3b98adb648243670fddc8cab6ae17473f9dc58c51574af3e64d61211 \
-    --hash=sha256:f8e93a01a35be08d31ae33021e5268f157a2d60ebd643cfc15de6ab8e4722eb1 \
-    --hash=sha256:fe76d75b345dc045acdbc006adcb197cc680754afd6c259de60d358d60c93736 \
-    --hash=sha256:ffbd6faeb190aaf2b5e9024bac9622d2ee549b7ec89ef3a9373fa35313d44e0e
+numpy==2.0.0 \
+    --hash=sha256:04494f6ec467ccb5369d1808570ae55f6ed9b5809d7f035059000a37b8d7e86f \
+    --hash=sha256:0a43f0974d501842866cc83471bdb0116ba0dffdbaac33ec05e6afed5b615238 \
+    --hash=sha256:0e50842b2295ba8414c8c1d9d957083d5dfe9e16828b37de883f51fc53c4016f \
+    --hash=sha256:0ec84b9ba0654f3b962802edc91424331f423dcf5d5f926676e0150789cb3d95 \
+    --hash=sha256:17067d097ed036636fa79f6a869ac26df7db1ba22039d962422506640314933a \
+    --hash=sha256:1cde1753efe513705a0c6d28f5884e22bdc30438bf0085c5c486cdaff40cd67a \
+    --hash=sha256:1e72728e7501a450288fc8e1f9ebc73d90cfd4671ebbd631f3e7857c39bd16f2 \
+    --hash=sha256:2635dbd200c2d6faf2ef9a0d04f0ecc6b13b3cad54f7c67c61155138835515d2 \
+    --hash=sha256:2ce46fd0b8a0c947ae047d222f7136fc4d55538741373107574271bc00e20e8f \
+    --hash=sha256:34f003cb88b1ba38cb9a9a4a3161c1604973d7f9d5552c38bc2f04f829536609 \
+    --hash=sha256:354f373279768fa5a584bac997de6a6c9bc535c482592d7a813bb0c09be6c76f \
+    --hash=sha256:38ecb5b0582cd125f67a629072fed6f83562d9dd04d7e03256c9829bdec027ad \
+    --hash=sha256:3e8e01233d57639b2e30966c63d36fcea099d17c53bf424d77f088b0f4babd86 \
+    --hash=sha256:3f6bed7f840d44c08ebdb73b1825282b801799e325bcbdfa6bc5c370e5aecc65 \
+    --hash=sha256:4554eb96f0fd263041baf16cf0881b3f5dafae7a59b1049acb9540c4d57bc8cb \
+    --hash=sha256:46e161722e0f619749d1cd892167039015b2c2817296104487cd03ed4a955995 \
+    --hash=sha256:49d9f7d256fbc804391a7f72d4a617302b1afac1112fac19b6c6cec63fe7fe8a \
+    --hash=sha256:4d2f62e55a4cd9c58c1d9a1c9edaedcd857a73cb6fda875bf79093f9d9086f85 \
+    --hash=sha256:5f64641b42b2429f56ee08b4f427a4d2daf916ec59686061de751a55aafa22e4 \
+    --hash=sha256:63b92c512d9dbcc37f9d81b123dec99fdb318ba38c8059afc78086fe73820275 \
+    --hash=sha256:6d7696c615765091cc5093f76fd1fa069870304beaccfd58b5dcc69e55ef49c1 \
+    --hash=sha256:79e843d186c8fb1b102bef3e2bc35ef81160ffef3194646a7fdd6a73c6b97196 \
+    --hash=sha256:821eedb7165ead9eebdb569986968b541f9908979c2da8a4967ecac4439bae3d \
+    --hash=sha256:84554fc53daa8f6abf8e8a66e076aff6ece62de68523d9f665f32d2fc50fd66e \
+    --hash=sha256:8d83bb187fb647643bd56e1ae43f273c7f4dbcdf94550d7938cfc32566756514 \
+    --hash=sha256:903703372d46bce88b6920a0cd86c3ad82dae2dbef157b5fc01b70ea1cfc430f \
+    --hash=sha256:9416a5c2e92ace094e9f0082c5fd473502c91651fb896bc17690d6fc475128d6 \
+    --hash=sha256:9a1712c015831da583b21c5bfe15e8684137097969c6d22e8316ba66b5baabe4 \
+    --hash=sha256:9c27f0946a3536403efb0e1c28def1ae6730a72cd0d5878db38824855e3afc44 \
+    --hash=sha256:a356364941fb0593bb899a1076b92dfa2029f6f5b8ba88a14fd0984aaf76d0df \
+    --hash=sha256:a7039a136017eaa92c1848152827e1424701532ca8e8967fe480fe1569dae581 \
+    --hash=sha256:acd3a644e4807e73b4e1867b769fbf1ce8c5d80e7caaef0d90dcdc640dfc9787 \
+    --hash=sha256:ad0c86f3455fbd0de6c31a3056eb822fc939f81b1618f10ff3406971893b62a5 \
+    --hash=sha256:b4c76e3d4c56f145d41b7b6751255feefae92edbc9a61e1758a98204200f30fc \
+    --hash=sha256:b6f6a8f45d0313db07d6d1d37bd0b112f887e1369758a5419c0370ba915b3871 \
+    --hash=sha256:c5a59996dc61835133b56a32ebe4ef3740ea5bc19b3983ac60cc32be5a665d54 \
+    --hash=sha256:c73aafd1afca80afecb22718f8700b40ac7cab927b8abab3c3e337d70e10e5a2 \
+    --hash=sha256:cee6cc0584f71adefe2c908856ccc98702baf95ff80092e4ca46061538a2ba98 \
+    --hash=sha256:cef04d068f5fb0518a77857953193b6bb94809a806bd0a14983a8f12ada060c9 \
+    --hash=sha256:cf5d1c9e6837f8af9f92b6bd3e86d513cdc11f60fd62185cc49ec7d1aba34864 \
+    --hash=sha256:e61155fae27570692ad1d327e81c6cf27d535a5d7ef97648a17d922224b216de \
+    --hash=sha256:e7f387600d424f91576af20518334df3d97bc76a300a755f9a8d6e4f5cadd289 \
+    --hash=sha256:ed08d2703b5972ec736451b818c2eb9da80d66c3e84aed1deeb0c345fefe461b \
+    --hash=sha256:fbd6acc766814ea6443628f4e6751d0da6593dae29c08c0b2606164db026970c \
+    --hash=sha256:feff59f27338135776f6d4e2ec7aeeac5d5f7a08a83e80869121ef8164b74af9
     # via
-    #   -r core/operators/dimension_reduction_requirements.in
+    #   -r dimension_reduction_requirements.in
     #   scikit-learn
     #   scipy
 scikit-learn==1.5.1 \
@@ -87,7 +80,7 @@ scikit-learn==1.5.1 \
     --hash=sha256:b5e865e9bd59396220de49cb4a57b17016256637c61b4c5cc81aaf16bc123bbe \
     --hash=sha256:da3f404e9e284d2b0a157e1b56b6566a34eb2798205cba35a211df3296ab7a74 \
     --hash=sha256:f5b213bc29cc30a89a3130393b0e39c847a15d769d6e59539cd86b75d276b1a7
-    # via -r core/operators/dimension_reduction_requirements.in
+    # via -r dimension_reduction_requirements.in
 scipy==1.14.1 \
     --hash=sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e \
     --hash=sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79 \
diff --git a/src/core/operators/test_dimension_reduction.py b/src/core/operators/test_dimension_reduction.py
index b348062..783ec7f 100644
--- a/src/core/operators/test_dimension_reduction.py
+++ b/src/core/operators/test_dimension_reduction.py
@@ -1,6 +1,6 @@
 import unittest
 import numpy as np
-from core.operators.dimension_reduction import setup_reduction, perform_reduction
+from core.operators.dimension_reduction import initialize, run
 
 
 class TestDimensionReductionOperator(unittest.TestCase):
@@ -8,6 +8,7 @@ class TestDimensionReductionOperator(unittest.TestCase):
     def setUpClass(cls):
         # Initialize operator
         cls.initial_params = {
+            'model_type': 'tsne',
             'n_components': 2,
             'perplexity': 30,
             'learning_rate': 200,
@@ -15,7 +16,7 @@ def setUpClass(cls):
             'random_state': 42,
             'method': 'barnes_hut'
         }
-        setup_reduction('tsne', cls.initial_params)
+        initialize(cls.initial_params)
 
     @classmethod
     def tearDownClass(cls):
@@ -29,7 +30,7 @@ def test_tsne_reduction(self):
         input_data = [{'payload': str(i), 'embedding': embedding} for i, embedding in enumerate(sample_embeddings)]
 
         # Perform reduction
-        reduced_data = perform_reduction(input_data)
+        reduced_data = run(input_data)
         reduced_embeddings = np.array([d['reduced_embedding'] for d in reduced_data])
 
         # Check output shape
@@ -38,12 +39,12 @@ def test_tsne_reduction(self):
     def test_invalid_input(self):
         # Test with empty list
         with self.assertRaises(ValueError):
-            perform_reduction([])
+            run([])
 
         # Test with non-list input
         with self.assertRaises(ValueError):
-            perform_reduction("not a list")
+            run("not a list")
 
         # Test with missing keys in input data
         with self.assertRaises(KeyError):
-            perform_reduction([{'payload': '123'}])
\ No newline at end of file
+            run([{'payload': '123'}])
\ No newline at end of file

From 9e5195aa8ddf2c86d54333ee6e9c01a5576b32f4 Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Mon, 9 Sep 2024 09:11:30 +0530
Subject: [PATCH 21/33] refactor: migrate CLAP operator to Hugging Face
 Transformers

---
 .../operators/audio_vec_embedding_clap.py     |  49 +-
 .../audio_vec_embedding_clap_requirements.in  |   4 +-
 .../audio_vec_embedding_clap_requirements.txt | 502 ++----------------
 3 files changed, 92 insertions(+), 463 deletions(-)

diff --git a/src/core/operators/audio_vec_embedding_clap.py b/src/core/operators/audio_vec_embedding_clap.py
index c8db375..d11ca1f 100644
--- a/src/core/operators/audio_vec_embedding_clap.py
+++ b/src/core/operators/audio_vec_embedding_clap.py
@@ -1,45 +1,58 @@
-"""Operator to get audio representation using LAION-CLAP - https://github.com/LAION-AI/CLAP. """
+"""
+Operator to get audio representation using LAION-CLAP - https://huggingface.co/laion/larger_clap_general
+"""
 
 def initialize(param):
     """
     Initializes the operator.
     
     Args: 
-        param (dict): A dict to initialize and load the the model.
+        param (dict): A dict to initialize and load the model.
     
     """
-    global model
-    global librosa
-    global np
-    global contextmanager
-    global os
+    global model, processor, librosa, contextmanager, os, torch, device
 
-    import numpy as np
     import librosa
     from contextlib import contextmanager
     import os
-    import laion_clap
+    from transformers import ClapModel, ClapProcessor
+    import torch
+
+    # Load the model and processor
+    model = ClapModel.from_pretrained("laion/larger_clap_general")
+    processor = ClapProcessor.from_pretrained("laion/larger_clap_general")
     
-    model = laion_clap.CLAP_Module()
-    model.load_ckpt() # load the best checkpoint (HTSAT model) in the paper.
-    print("model successfully downloaded")
+    # Set the device
+    device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+    model.to(device)
+
+    print("audio CLAP Model successfully initialized and loaded onto", device)
 
 
 def run(audio_file):
     """
-    Runs the operator and compute inference on the audio file.
+    Runs the operator and computes inference on the audio file.
 
     Args:
         audio_file (dict): `AudioFactory` file object.
 
     Returns:
-        audio_emb (numpy.ndarray): A 512-length vector embedding representing the audio. 
+        audio_emb (list): A 512-length vector embedding representing the audio. 
 
     """
     audio = audio_file["path"]
 
     @contextmanager
     def audio_load(fname):
+        """
+        Loads audio and removes the file after use.
+
+        Args:
+            fname (str): Path to the audio file.
+        
+        Yields:
+            numpy.ndarray: Loaded audio data.
+        """
         a, _ = librosa.load(fname, sr=48000)
         try:
             yield a
@@ -47,7 +60,9 @@ def audio_load(fname):
             os.remove(fname)
 
     with audio_load(audio) as audio_var:
-        query_audio = audio_var.reshape(1, -1)
-        audio_emb = model.get_audio_embedding_from_data(x = query_audio, use_tensor=False)
-        audio_emb = audio_emb.reshape(-1)
+        inputs = processor(audios=audio_var, return_tensors="pt")
+        inputs = {k: v.to(device) for k, v in inputs.items()} 
+        with torch.no_grad():
+            audio_emb = model.get_audio_features(**inputs)
+        audio_emb = audio_emb.squeeze(0).tolist()
         return audio_emb
diff --git a/src/core/operators/audio_vec_embedding_clap_requirements.in b/src/core/operators/audio_vec_embedding_clap_requirements.in
index e9a652c..d8a0270 100644
--- a/src/core/operators/audio_vec_embedding_clap_requirements.in
+++ b/src/core/operators/audio_vec_embedding_clap_requirements.in
@@ -1,3 +1,3 @@
-laion-clap==1.1.6
 librosa==0.10.2.post1
-torchvision==0.19.0
+transformers==4.44.0
+torch==2.4.0
\ No newline at end of file
diff --git a/src/core/operators/audio_vec_embedding_clap_requirements.txt b/src/core/operators/audio_vec_embedding_clap_requirements.txt
index ea2cf84..ae521de 100644
--- a/src/core/operators/audio_vec_embedding_clap_requirements.txt
+++ b/src/core/operators/audio_vec_embedding_clap_requirements.txt
@@ -8,18 +8,10 @@ audioread==3.0.1 \
     --hash=sha256:4cdce70b8adc0da0a3c9e0d85fb10b3ace30fbdf8d1670fd443929b61d117c33 \
     --hash=sha256:ac5460a5498c48bdf2e8e767402583a4dcd13f4414d286f42ce4379e8b35066d
     # via librosa
-braceexpand==0.1.7 \
-    --hash=sha256:91332d53de7828103dcae5773fb43bc34950b0c8160e35e0f44c4427a3b85014 \
-    --hash=sha256:e6e539bd20eaea53547472ff94f4fb5c3d3bf9d0a89388c4b56663aba765f705
-    # via
-    #   laion-clap
-    #   webdataset
 certifi==2024.7.4 \
     --hash=sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b \
     --hash=sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90
-    # via
-    #   requests
-    #   sentry-sdk
+    # via requests
 cffi==1.17.0 \
     --hash=sha256:011aff3524d578a9412c8b3cfaa50f2c0bd78e03eb7af7aa5e0df59b158efb2f \
     --hash=sha256:0a048d4f6630113e54bb4b77e315e1ba32a5a31512c31a273807d0027a7e69ab \
@@ -181,18 +173,10 @@ charset-normalizer==3.3.2 \
     --hash=sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519 \
     --hash=sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561
     # via requests
-click==8.1.7 \
-    --hash=sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28 \
-    --hash=sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de
-    # via wandb
 decorator==5.1.1 \
     --hash=sha256:637996211036b6385ef91435e4fae22989472f9d571faba8927ba8253acbc330 \
     --hash=sha256:b8c3f85900b9dc423225913c5aace94729fe1fa9763b38939a95226f02d37186
     # via librosa
-docker-pycreds==0.4.0 \
-    --hash=sha256:6ce3270bcaf404cc4c3e27e4b6c70d3521deae82fb508767870fdbf772d584d4 \
-    --hash=sha256:7266112468627868005106ec19cd0d722702d2b7d5912a28e19b826c3d37af49
-    # via wandb
 filelock==3.15.4 \
     --hash=sha256:2207938cbc1844345cb01a5a95524dae30f0ce089eba5b00378295a17e3e90cb \
     --hash=sha256:6ca1fffae96225dab4c6eaf1c4f4f28cd2568d3ec2a44e15a08520504de468e7
@@ -207,41 +191,6 @@ fsspec==2024.6.1 \
     # via
     #   huggingface-hub
     #   torch
-ftfy==6.2.3 \
-    --hash=sha256:79b505988f29d577a58a9069afe75553a02a46e42de6091c0660cdc67812badc \
-    --hash=sha256:f15761b023f3061a66207d33f0c0149ad40a8319fd16da91796363e2c049fdf8
-    # via laion-clap
-gitdb==4.0.11 \
-    --hash=sha256:81a3407ddd2ee8df444cbacea00e2d038e40150acfa3001696fe0dcf1d3adfa4 \
-    --hash=sha256:bf5421126136d6d0af55bc1e7c1af1c397a34f5b7bd79e776cd3e89785c2b04b
-    # via gitpython
-gitpython==3.1.43 \
-    --hash=sha256:35f314a9f878467f5453cc1fee295c3e18e52f1b99f10f6cf5b1682e968a9e7c \
-    --hash=sha256:eec7ec56b92aad751f9912a73404bc02ba212a23adb2c7098ee668417051a1ff
-    # via wandb
-h5py==3.11.0 \
-    --hash=sha256:083e0329ae534a264940d6513f47f5ada617da536d8dccbafc3026aefc33c90e \
-    --hash=sha256:1625fd24ad6cfc9c1ccd44a66dac2396e7ee74940776792772819fc69f3a3731 \
-    --hash=sha256:21dbdc5343f53b2e25404673c4f00a3335aef25521bd5fa8c707ec3833934892 \
-    --hash=sha256:52c416f8eb0daae39dabe71415cb531f95dce2d81e1f61a74537a50c63b28ab3 \
-    --hash=sha256:55106b04e2c83dfb73dc8732e9abad69d83a436b5b82b773481d95d17b9685e1 \
-    --hash=sha256:67462d0669f8f5459529de179f7771bd697389fcb3faab54d63bf788599a48ea \
-    --hash=sha256:6c4b760082626120031d7902cd983d8c1f424cdba2809f1067511ef283629d4b \
-    --hash=sha256:731839240c59ba219d4cb3bc5880d438248533366f102402cfa0621b71796b62 \
-    --hash=sha256:754c0c2e373d13d6309f408325343b642eb0f40f1a6ad21779cfa9502209e150 \
-    --hash=sha256:75bd7b3d93fbeee40860fd70cdc88df4464e06b70a5ad9ce1446f5f32eb84007 \
-    --hash=sha256:77b19a40788e3e362b54af4dcf9e6fde59ca016db2c61360aa30b47c7b7cef00 \
-    --hash=sha256:7b7e8f78072a2edec87c9836f25f34203fd492a4475709a18b417a33cfb21fa9 \
-    --hash=sha256:8ec9df3dd2018904c4cc06331951e274f3f3fd091e6d6cc350aaa90fa9b42a76 \
-    --hash=sha256:a76cae64080210389a571c7d13c94a1a6cf8cb75153044fd1f822a962c97aeab \
-    --hash=sha256:aa6ae84a14103e8dc19266ef4c3e5d7c00b68f21d07f2966f0ca7bdb6c2761fb \
-    --hash=sha256:bbd732a08187a9e2a6ecf9e8af713f1d68256ee0f7c8b652a32795670fb481ba \
-    --hash=sha256:c072655ad1d5fe9ef462445d3e77a8166cbfa5e599045f8aa3c19b75315f10e5 \
-    --hash=sha256:d9c944d364688f827dc889cf83f1fca311caf4fa50b19f009d1f2b525edd33a3 \
-    --hash=sha256:ef4e2f338fc763f50a8113890f455e1a70acd42a4d083370ceb80c463d803972 \
-    --hash=sha256:f3736fe21da2b7d8a13fe8fe415f1272d2a1ccdeff4849c1421d2fb30fd533bc \
-    --hash=sha256:f4e025e852754ca833401777c25888acb96889ee2c27e7e629a19aee288833f0
-    # via laion-clap
 huggingface-hub==0.24.6 \
     --hash=sha256:a990f3232aa985fe749bc9474060cbad75e8b2f115f6665a9fda5b9c97818970 \
     --hash=sha256:cc2579e761d070713eaa9c323e3debe39d5b464ae3a7261c39a9195b27bb8000
@@ -262,10 +211,6 @@ joblib==1.4.2 \
     # via
     #   librosa
     #   scikit-learn
-laion-clap==1.1.6 \
-    --hash=sha256:8bfdad75cd13d900b229e9d7a918f1f0aa5f027b6dfdec58b94508a49ce892fc \
-    --hash=sha256:a98f51cae7d5428f6f346a8b6bc078a7ca2b5f61feba2272eb919b7b7e9f0dee
-    # via -r audio_vec_embedding_clap_requirements.in
 lazy-loader==0.4 \
     --hash=sha256:342aa8e14d543a154047afb4ba8ef17f5563baad3fc610d7b15b213b0f119efc \
     --hash=sha256:47c75182589b91a4e1a85a136c074285a5ad4d9f39c63e0d7fb76391c4574cd1
@@ -273,10 +218,7 @@ lazy-loader==0.4 \
 librosa==0.10.2.post1 \
     --hash=sha256:cd99f16717cbcd1e0983e37308d1db46a6f7dfc2e396e5a9e61e6821e44bd2e7 \
     --hash=sha256:dc882750e8b577a63039f25661b7e39ec4cfbacc99c1cffba666cd664fb0a7a0
-    # via
-    #   -r audio_vec_embedding_clap_requirements.in
-    #   laion-clap
-    #   torchlibrosa
+    # via -r audio_vec_embedding_clap_requirements.in
 llvmlite==0.43.0 \
     --hash=sha256:14f0e4bf2fd2d9a75a3534111e8ebeb08eda2f33e9bdd6dfa13282afacdde0ed \
     --hash=sha256:18e9953c748b105668487b7c81a3e97b046d8abf95c4ddc0cd3c94f4e4651ae8 \
@@ -299,9 +241,7 @@ llvmlite==0.43.0 \
     --hash=sha256:e0a9a1a39d4bf3517f2af9d23d479b4175ead205c592ceeb8b89af48a327ea57 \
     --hash=sha256:eccce86bba940bae0d8d48ed925f21dbb813519169246e2ab292b5092aba121f \
     --hash=sha256:f99b600aa7f65235a5a05d0b9a9f31150c390f31261f2a0ba678e26823ec38f7
-    # via
-    #   laion-clap
-    #   numba
+    # via numba
 markupsafe==2.1.5 \
     --hash=sha256:00e046b6dd71aa03a41079792f8473dc494d564611a8f89bbbd7cb93295ebdcf \
     --hash=sha256:075202fa5b72c86ad32dc7d0b56024ebdbcf2048c0ba09f1cde31bfdd57bcfff \
@@ -453,48 +393,59 @@ numba==0.60.0 \
     --hash=sha256:f75262e8fe7fa96db1dca93d53a194a38c46da28b112b8a4aca168f0df860347 \
     --hash=sha256:fe0b28abb8d70f8160798f4de9d486143200f34458d34c4a214114e445d7124e
     # via librosa
-numpy==1.23.5 \
-    --hash=sha256:01dd17cbb340bf0fc23981e52e1d18a9d4050792e8fb8363cecbf066a84b827d \
-    --hash=sha256:06005a2ef6014e9956c09ba07654f9837d9e26696a0470e42beedadb78c11b07 \
-    --hash=sha256:09b7847f7e83ca37c6e627682f145856de331049013853f344f37b0c9690e3df \
-    --hash=sha256:0aaee12d8883552fadfc41e96b4c82ee7d794949e2a7c3b3a7201e968c7ecab9 \
-    --hash=sha256:0cbe9848fad08baf71de1a39e12d1b6310f1d5b2d0ea4de051058e6e1076852d \
-    --hash=sha256:1b1766d6f397c18153d40015ddfc79ddb715cabadc04d2d228d4e5a8bc4ded1a \
-    --hash=sha256:33161613d2269025873025b33e879825ec7b1d831317e68f4f2f0f84ed14c719 \
-    --hash=sha256:5039f55555e1eab31124a5768898c9e22c25a65c1e0037f4d7c495a45778c9f2 \
-    --hash=sha256:522e26bbf6377e4d76403826ed689c295b0b238f46c28a7251ab94716da0b280 \
-    --hash=sha256:56e454c7833e94ec9769fa0f86e6ff8e42ee38ce0ce1fa4cbb747ea7e06d56aa \
-    --hash=sha256:58f545efd1108e647604a1b5aa809591ccd2540f468a880bedb97247e72db387 \
-    --hash=sha256:5e05b1c973a9f858c74367553e236f287e749465f773328c8ef31abe18f691e1 \
-    --hash=sha256:7903ba8ab592b82014713c491f6c5d3a1cde5b4a3bf116404e08f5b52f6daf43 \
-    --hash=sha256:8969bfd28e85c81f3f94eb4a66bc2cf1dbdc5c18efc320af34bffc54d6b1e38f \
-    --hash=sha256:92c8c1e89a1f5028a4c6d9e3ccbe311b6ba53694811269b992c0b224269e2398 \
-    --hash=sha256:9c88793f78fca17da0145455f0d7826bcb9f37da4764af27ac945488116efe63 \
-    --hash=sha256:a7ac231a08bb37f852849bbb387a20a57574a97cfc7b6cabb488a4fc8be176de \
-    --hash=sha256:abdde9f795cf292fb9651ed48185503a2ff29be87770c3b8e2a14b0cd7aa16f8 \
-    --hash=sha256:af1da88f6bc3d2338ebbf0e22fe487821ea4d8e89053e25fa59d1d79786e7481 \
-    --hash=sha256:b2a9ab7c279c91974f756c84c365a669a887efa287365a8e2c418f8b3ba73fb0 \
-    --hash=sha256:bf837dc63ba5c06dc8797c398db1e223a466c7ece27a1f7b5232ba3466aafe3d \
-    --hash=sha256:ca51fcfcc5f9354c45f400059e88bc09215fb71a48d3768fb80e357f3b457e1e \
-    --hash=sha256:ce571367b6dfe60af04e04a1834ca2dc5f46004ac1cc756fb95319f64c095a96 \
-    --hash=sha256:d208a0f8729f3fb790ed18a003f3a57895b989b40ea4dce4717e9cf4af62c6bb \
-    --hash=sha256:dbee87b469018961d1ad79b1a5d50c0ae850000b639bcb1b694e9981083243b6 \
-    --hash=sha256:e9f4c4e51567b616be64e05d517c79a8a22f3606499941d97bb76f2ca59f982d \
-    --hash=sha256:f063b69b090c9d918f9df0a12116029e274daf0181df392839661c4c7ec9018a \
-    --hash=sha256:f9a909a8bae284d46bbfdefbdd4a262ba19d3bc9921b1e76126b1d21c3c34135
+numpy==2.0.0 \
+    --hash=sha256:04494f6ec467ccb5369d1808570ae55f6ed9b5809d7f035059000a37b8d7e86f \
+    --hash=sha256:0a43f0974d501842866cc83471bdb0116ba0dffdbaac33ec05e6afed5b615238 \
+    --hash=sha256:0e50842b2295ba8414c8c1d9d957083d5dfe9e16828b37de883f51fc53c4016f \
+    --hash=sha256:0ec84b9ba0654f3b962802edc91424331f423dcf5d5f926676e0150789cb3d95 \
+    --hash=sha256:17067d097ed036636fa79f6a869ac26df7db1ba22039d962422506640314933a \
+    --hash=sha256:1cde1753efe513705a0c6d28f5884e22bdc30438bf0085c5c486cdaff40cd67a \
+    --hash=sha256:1e72728e7501a450288fc8e1f9ebc73d90cfd4671ebbd631f3e7857c39bd16f2 \
+    --hash=sha256:2635dbd200c2d6faf2ef9a0d04f0ecc6b13b3cad54f7c67c61155138835515d2 \
+    --hash=sha256:2ce46fd0b8a0c947ae047d222f7136fc4d55538741373107574271bc00e20e8f \
+    --hash=sha256:34f003cb88b1ba38cb9a9a4a3161c1604973d7f9d5552c38bc2f04f829536609 \
+    --hash=sha256:354f373279768fa5a584bac997de6a6c9bc535c482592d7a813bb0c09be6c76f \
+    --hash=sha256:38ecb5b0582cd125f67a629072fed6f83562d9dd04d7e03256c9829bdec027ad \
+    --hash=sha256:3e8e01233d57639b2e30966c63d36fcea099d17c53bf424d77f088b0f4babd86 \
+    --hash=sha256:3f6bed7f840d44c08ebdb73b1825282b801799e325bcbdfa6bc5c370e5aecc65 \
+    --hash=sha256:4554eb96f0fd263041baf16cf0881b3f5dafae7a59b1049acb9540c4d57bc8cb \
+    --hash=sha256:46e161722e0f619749d1cd892167039015b2c2817296104487cd03ed4a955995 \
+    --hash=sha256:49d9f7d256fbc804391a7f72d4a617302b1afac1112fac19b6c6cec63fe7fe8a \
+    --hash=sha256:4d2f62e55a4cd9c58c1d9a1c9edaedcd857a73cb6fda875bf79093f9d9086f85 \
+    --hash=sha256:5f64641b42b2429f56ee08b4f427a4d2daf916ec59686061de751a55aafa22e4 \
+    --hash=sha256:63b92c512d9dbcc37f9d81b123dec99fdb318ba38c8059afc78086fe73820275 \
+    --hash=sha256:6d7696c615765091cc5093f76fd1fa069870304beaccfd58b5dcc69e55ef49c1 \
+    --hash=sha256:79e843d186c8fb1b102bef3e2bc35ef81160ffef3194646a7fdd6a73c6b97196 \
+    --hash=sha256:821eedb7165ead9eebdb569986968b541f9908979c2da8a4967ecac4439bae3d \
+    --hash=sha256:84554fc53daa8f6abf8e8a66e076aff6ece62de68523d9f665f32d2fc50fd66e \
+    --hash=sha256:8d83bb187fb647643bd56e1ae43f273c7f4dbcdf94550d7938cfc32566756514 \
+    --hash=sha256:903703372d46bce88b6920a0cd86c3ad82dae2dbef157b5fc01b70ea1cfc430f \
+    --hash=sha256:9416a5c2e92ace094e9f0082c5fd473502c91651fb896bc17690d6fc475128d6 \
+    --hash=sha256:9a1712c015831da583b21c5bfe15e8684137097969c6d22e8316ba66b5baabe4 \
+    --hash=sha256:9c27f0946a3536403efb0e1c28def1ae6730a72cd0d5878db38824855e3afc44 \
+    --hash=sha256:a356364941fb0593bb899a1076b92dfa2029f6f5b8ba88a14fd0984aaf76d0df \
+    --hash=sha256:a7039a136017eaa92c1848152827e1424701532ca8e8967fe480fe1569dae581 \
+    --hash=sha256:acd3a644e4807e73b4e1867b769fbf1ce8c5d80e7caaef0d90dcdc640dfc9787 \
+    --hash=sha256:ad0c86f3455fbd0de6c31a3056eb822fc939f81b1618f10ff3406971893b62a5 \
+    --hash=sha256:b4c76e3d4c56f145d41b7b6751255feefae92edbc9a61e1758a98204200f30fc \
+    --hash=sha256:b6f6a8f45d0313db07d6d1d37bd0b112f887e1369758a5419c0370ba915b3871 \
+    --hash=sha256:c5a59996dc61835133b56a32ebe4ef3740ea5bc19b3983ac60cc32be5a665d54 \
+    --hash=sha256:c73aafd1afca80afecb22718f8700b40ac7cab927b8abab3c3e337d70e10e5a2 \
+    --hash=sha256:cee6cc0584f71adefe2c908856ccc98702baf95ff80092e4ca46061538a2ba98 \
+    --hash=sha256:cef04d068f5fb0518a77857953193b6bb94809a806bd0a14983a8f12ada060c9 \
+    --hash=sha256:cf5d1c9e6837f8af9f92b6bd3e86d513cdc11f60fd62185cc49ec7d1aba34864 \
+    --hash=sha256:e61155fae27570692ad1d327e81c6cf27d535a5d7ef97648a17d922224b216de \
+    --hash=sha256:e7f387600d424f91576af20518334df3d97bc76a300a755f9a8d6e4f5cadd289 \
+    --hash=sha256:ed08d2703b5972ec736451b818c2eb9da80d66c3e84aed1deeb0c345fefe461b \
+    --hash=sha256:fbd6acc766814ea6443628f4e6751d0da6593dae29c08c0b2606164db026970c \
+    --hash=sha256:feff59f27338135776f6d4e2ec7aeeac5d5f7a08a83e80869121ef8164b74af9
     # via
-    #   h5py
-    #   laion-clap
     #   librosa
     #   numba
-    #   pandas
     #   scikit-learn
     #   scipy
     #   soxr
-    #   torchlibrosa
-    #   torchvision
     #   transformers
-    #   webdataset
 nvidia-cublas-cu12==12.1.3.1 \
     --hash=sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906 \
     --hash=sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728
@@ -559,176 +510,18 @@ packaging==24.1 \
     #   lazy-loader
     #   pooch
     #   transformers
-pandas==2.2.2 \
-    --hash=sha256:001910ad31abc7bf06f49dcc903755d2f7f3a9186c0c040b827e522e9cef0863 \
-    --hash=sha256:0ca6377b8fca51815f382bd0b697a0814c8bda55115678cbc94c30aacbb6eff2 \
-    --hash=sha256:0cace394b6ea70c01ca1595f839cf193df35d1575986e484ad35c4aeae7266c1 \
-    --hash=sha256:1cb51fe389360f3b5a4d57dbd2848a5f033350336ca3b340d1c53a1fad33bcad \
-    --hash=sha256:2925720037f06e89af896c70bca73459d7e6a4be96f9de79e2d440bd499fe0db \
-    --hash=sha256:3e374f59e440d4ab45ca2fffde54b81ac3834cf5ae2cdfa69c90bc03bde04d76 \
-    --hash=sha256:40ae1dffb3967a52203105a077415a86044a2bea011b5f321c6aa64b379a3f51 \
-    --hash=sha256:43498c0bdb43d55cb162cdc8c06fac328ccb5d2eabe3cadeb3529ae6f0517c32 \
-    --hash=sha256:4abfe0be0d7221be4f12552995e58723c7422c80a659da13ca382697de830c08 \
-    --hash=sha256:58b84b91b0b9f4bafac2a0ac55002280c094dfc6402402332c0913a59654ab2b \
-    --hash=sha256:640cef9aa381b60e296db324337a554aeeb883ead99dc8f6c18e81a93942f5f4 \
-    --hash=sha256:66b479b0bd07204e37583c191535505410daa8df638fd8e75ae1b383851fe921 \
-    --hash=sha256:696039430f7a562b74fa45f540aca068ea85fa34c244d0deee539cb6d70aa288 \
-    --hash=sha256:6d2123dc9ad6a814bcdea0f099885276b31b24f7edf40f6cdbc0912672e22eee \
-    --hash=sha256:8635c16bf3d99040fdf3ca3db669a7250ddf49c55dc4aa8fe0ae0fa8d6dcc1f0 \
-    --hash=sha256:873d13d177501a28b2756375d59816c365e42ed8417b41665f346289adc68d24 \
-    --hash=sha256:8e5a0b00e1e56a842f922e7fae8ae4077aee4af0acb5ae3622bd4b4c30aedf99 \
-    --hash=sha256:8e90497254aacacbc4ea6ae5e7a8cd75629d6ad2b30025a4a8b09aa4faf55151 \
-    --hash=sha256:9057e6aa78a584bc93a13f0a9bf7e753a5e9770a30b4d758b8d5f2a62a9433cd \
-    --hash=sha256:90c6fca2acf139569e74e8781709dccb6fe25940488755716d1d354d6bc58bce \
-    --hash=sha256:92fd6b027924a7e178ac202cfbe25e53368db90d56872d20ffae94b96c7acc57 \
-    --hash=sha256:9dfde2a0ddef507a631dc9dc4af6a9489d5e2e740e226ad426a05cabfbd7c8ef \
-    --hash=sha256:9e79019aba43cb4fda9e4d983f8e88ca0373adbb697ae9c6c43093218de28b54 \
-    --hash=sha256:a77e9d1c386196879aa5eb712e77461aaee433e54c68cf253053a73b7e49c33a \
-    --hash=sha256:c7adfc142dac335d8c1e0dcbd37eb8617eac386596eb9e1a1b77791cf2498238 \
-    --hash=sha256:d187d355ecec3629624fccb01d104da7d7f391db0311145817525281e2804d23 \
-    --hash=sha256:ddf818e4e6c7c6f4f7c8a12709696d193976b591cc7dc50588d3d1a6b5dc8772 \
-    --hash=sha256:e9b79011ff7a0f4b1d6da6a61aa1aa604fb312d6647de5bad20013682d1429ce \
-    --hash=sha256:eee3a87076c0756de40b05c5e9a6069c035ba43e8dd71c379e68cab2c20f16ad
-    # via laion-clap
-pillow==10.4.0 \
-    --hash=sha256:02a2be69f9c9b8c1e97cf2713e789d4e398c751ecfd9967c18d0ce304efbf885 \
-    --hash=sha256:030abdbe43ee02e0de642aee345efa443740aa4d828bfe8e2eb11922ea6a21ea \
-    --hash=sha256:06b2f7898047ae93fad74467ec3d28fe84f7831370e3c258afa533f81ef7f3df \
-    --hash=sha256:0755ffd4a0c6f267cccbae2e9903d95477ca2f77c4fcf3a3a09570001856c8a5 \
-    --hash=sha256:0a9ec697746f268507404647e531e92889890a087e03681a3606d9b920fbee3c \
-    --hash=sha256:0ae24a547e8b711ccaaf99c9ae3cd975470e1a30caa80a6aaee9a2f19c05701d \
-    --hash=sha256:134ace6dc392116566980ee7436477d844520a26a4b1bd4053f6f47d096997fd \
-    --hash=sha256:166c1cd4d24309b30d61f79f4a9114b7b2313d7450912277855ff5dfd7cd4a06 \
-    --hash=sha256:1b5dea9831a90e9d0721ec417a80d4cbd7022093ac38a568db2dd78363b00908 \
-    --hash=sha256:1d846aea995ad352d4bdcc847535bd56e0fd88d36829d2c90be880ef1ee4668a \
-    --hash=sha256:1ef61f5dd14c300786318482456481463b9d6b91ebe5ef12f405afbba77ed0be \
-    --hash=sha256:297e388da6e248c98bc4a02e018966af0c5f92dfacf5a5ca22fa01cb3179bca0 \
-    --hash=sha256:298478fe4f77a4408895605f3482b6cc6222c018b2ce565c2b6b9c354ac3229b \
-    --hash=sha256:29dbdc4207642ea6aad70fbde1a9338753d33fb23ed6956e706936706f52dd80 \
-    --hash=sha256:2db98790afc70118bd0255c2eeb465e9767ecf1f3c25f9a1abb8ffc8cfd1fe0a \
-    --hash=sha256:32cda9e3d601a52baccb2856b8ea1fc213c90b340c542dcef77140dfa3278a9e \
-    --hash=sha256:37fb69d905be665f68f28a8bba3c6d3223c8efe1edf14cc4cfa06c241f8c81d9 \
-    --hash=sha256:416d3a5d0e8cfe4f27f574362435bc9bae57f679a7158e0096ad2beb427b8696 \
-    --hash=sha256:43efea75eb06b95d1631cb784aa40156177bf9dd5b4b03ff38979e048258bc6b \
-    --hash=sha256:4b35b21b819ac1dbd1233317adeecd63495f6babf21b7b2512d244ff6c6ce309 \
-    --hash=sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e \
-    --hash=sha256:5161eef006d335e46895297f642341111945e2c1c899eb406882a6c61a4357ab \
-    --hash=sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d \
-    --hash=sha256:551d3fd6e9dc15e4c1eb6fc4ba2b39c0c7933fa113b220057a34f4bb3268a060 \
-    --hash=sha256:59291fb29317122398786c2d44427bbd1a6d7ff54017075b22be9d21aa59bd8d \
-    --hash=sha256:5b001114dd152cfd6b23befeb28d7aee43553e2402c9f159807bf55f33af8a8d \
-    --hash=sha256:5b4815f2e65b30f5fbae9dfffa8636d992d49705723fe86a3661806e069352d4 \
-    --hash=sha256:5dc6761a6efc781e6a1544206f22c80c3af4c8cf461206d46a1e6006e4429ff3 \
-    --hash=sha256:5e84b6cc6a4a3d76c153a6b19270b3526a5a8ed6b09501d3af891daa2a9de7d6 \
-    --hash=sha256:6209bb41dc692ddfee4942517c19ee81b86c864b626dbfca272ec0f7cff5d9fb \
-    --hash=sha256:673655af3eadf4df6b5457033f086e90299fdd7a47983a13827acf7459c15d94 \
-    --hash=sha256:6c762a5b0997f5659a5ef2266abc1d8851ad7749ad9a6a5506eb23d314e4f46b \
-    --hash=sha256:7086cc1d5eebb91ad24ded9f58bec6c688e9f0ed7eb3dbbf1e4800280a896496 \
-    --hash=sha256:73664fe514b34c8f02452ffb73b7a92c6774e39a647087f83d67f010eb9a0cf0 \
-    --hash=sha256:76a911dfe51a36041f2e756b00f96ed84677cdeb75d25c767f296c1c1eda1319 \
-    --hash=sha256:780c072c2e11c9b2c7ca37f9a2ee8ba66f44367ac3e5c7832afcfe5104fd6d1b \
-    --hash=sha256:7928ecbf1ece13956b95d9cbcfc77137652b02763ba384d9ab508099a2eca856 \
-    --hash=sha256:7970285ab628a3779aecc35823296a7869f889b8329c16ad5a71e4901a3dc4ef \
-    --hash=sha256:7a8d4bade9952ea9a77d0c3e49cbd8b2890a399422258a77f357b9cc9be8d680 \
-    --hash=sha256:7c1ee6f42250df403c5f103cbd2768a28fe1a0ea1f0f03fe151c8741e1469c8b \
-    --hash=sha256:7dfecdbad5c301d7b5bde160150b4db4c659cee2b69589705b6f8a0c509d9f42 \
-    --hash=sha256:812f7342b0eee081eaec84d91423d1b4650bb9828eb53d8511bcef8ce5aecf1e \
-    --hash=sha256:866b6942a92f56300012f5fbac71f2d610312ee65e22f1aa2609e491284e5597 \
-    --hash=sha256:86dcb5a1eb778d8b25659d5e4341269e8590ad6b4e8b44d9f4b07f8d136c414a \
-    --hash=sha256:87dd88ded2e6d74d31e1e0a99a726a6765cda32d00ba72dc37f0651f306daaa8 \
-    --hash=sha256:8bc1a764ed8c957a2e9cacf97c8b2b053b70307cf2996aafd70e91a082e70df3 \
-    --hash=sha256:8d4d5063501b6dd4024b8ac2f04962d661222d120381272deea52e3fc52d3736 \
-    --hash=sha256:8f0aef4ef59694b12cadee839e2ba6afeab89c0f39a3adc02ed51d109117b8da \
-    --hash=sha256:930044bb7679ab003b14023138b50181899da3f25de50e9dbee23b61b4de2126 \
-    --hash=sha256:950be4d8ba92aca4b2bb0741285a46bfae3ca699ef913ec8416c1b78eadd64cd \
-    --hash=sha256:961a7293b2457b405967af9c77dcaa43cc1a8cd50d23c532e62d48ab6cdd56f5 \
-    --hash=sha256:9b885f89040bb8c4a1573566bbb2f44f5c505ef6e74cec7ab9068c900047f04b \
-    --hash=sha256:9f4727572e2918acaa9077c919cbbeb73bd2b3ebcfe033b72f858fc9fbef0026 \
-    --hash=sha256:a02364621fe369e06200d4a16558e056fe2805d3468350df3aef21e00d26214b \
-    --hash=sha256:a985e028fc183bf12a77a8bbf36318db4238a3ded7fa9df1b9a133f1cb79f8fc \
-    --hash=sha256:ac1452d2fbe4978c2eec89fb5a23b8387aba707ac72810d9490118817d9c0b46 \
-    --hash=sha256:b15e02e9bb4c21e39876698abf233c8c579127986f8207200bc8a8f6bb27acf2 \
-    --hash=sha256:b2724fdb354a868ddf9a880cb84d102da914e99119211ef7ecbdc613b8c96b3c \
-    --hash=sha256:bbc527b519bd3aa9d7f429d152fea69f9ad37c95f0b02aebddff592688998abe \
-    --hash=sha256:bcd5e41a859bf2e84fdc42f4edb7d9aba0a13d29a2abadccafad99de3feff984 \
-    --hash=sha256:bd2880a07482090a3bcb01f4265f1936a903d70bc740bfcb1fd4e8a2ffe5cf5a \
-    --hash=sha256:bee197b30783295d2eb680b311af15a20a8b24024a19c3a26431ff83eb8d1f70 \
-    --hash=sha256:bf2342ac639c4cf38799a44950bbc2dfcb685f052b9e262f446482afaf4bffca \
-    --hash=sha256:c76e5786951e72ed3686e122d14c5d7012f16c8303a674d18cdcd6d89557fc5b \
-    --hash=sha256:cbed61494057c0f83b83eb3a310f0bf774b09513307c434d4366ed64f4128a91 \
-    --hash=sha256:cfdd747216947628af7b259d274771d84db2268ca062dd5faf373639d00113a3 \
-    --hash=sha256:d7480af14364494365e89d6fddc510a13e5a2c3584cb19ef65415ca57252fb84 \
-    --hash=sha256:dbc6ae66518ab3c5847659e9988c3b60dc94ffb48ef9168656e0019a93dbf8a1 \
-    --hash=sha256:dc3e2db6ba09ffd7d02ae9141cfa0ae23393ee7687248d46a7507b75d610f4f5 \
-    --hash=sha256:dfe91cb65544a1321e631e696759491ae04a2ea11d36715eca01ce07284738be \
-    --hash=sha256:e4d49b85c4348ea0b31ea63bc75a9f3857869174e2bf17e7aba02945cd218e6f \
-    --hash=sha256:e4db64794ccdf6cb83a59d73405f63adbe2a1887012e308828596100a0b2f6cc \
-    --hash=sha256:e553cad5179a66ba15bb18b353a19020e73a7921296a7979c4a2b7f6a5cd57f9 \
-    --hash=sha256:e88d5e6ad0d026fba7bdab8c3f225a69f063f116462c49892b0149e21b6c0a0e \
-    --hash=sha256:ecd85a8d3e79cd7158dec1c9e5808e821feea088e2f69a974db5edf84dc53141 \
-    --hash=sha256:f5b92f4d70791b4a67157321c4e8225d60b119c5cc9aee8ecf153aace4aad4ef \
-    --hash=sha256:f5f0c3e969c8f12dd2bb7e0b15d5c468b51e5017e01e2e867335c81903046a22 \
-    --hash=sha256:f7baece4ce06bade126fb84b8af1c33439a76d8a6fd818970215e0560ca28c27 \
-    --hash=sha256:ff25afb18123cea58a591ea0244b92eb1e61a1fd497bf6d6384f09bc3262ec3e \
-    --hash=sha256:ff337c552345e95702c5fde3158acb0625111017d0e5f24bf3acdb9cc16b90d1
-    # via torchvision
 platformdirs==4.2.2 \
     --hash=sha256:2d7a1657e36a80ea911db832a8a6ece5ee53d8de21edd5cc5879af6530b1bfee \
     --hash=sha256:38b7b51f512eed9e84a22788b4bce1de17c0adb134d6becb09836e37d8654cd3
-    # via
-    #   pooch
-    #   wandb
+    # via pooch
 pooch==1.8.2 \
     --hash=sha256:3529a57096f7198778a5ceefd5ac3ef0e4d06a6ddaf9fc2d609b806f25302c47 \
     --hash=sha256:76561f0de68a01da4df6af38e9955c4c9d1a5c90da73f7e40276a5728ec83d10
     # via librosa
-progressbar==2.5 \
-    --hash=sha256:5d81cb529da2e223b53962afd6c8ca0f05c6670e40309a7219eacc36af9b6c63
-    # via laion-clap
-protobuf==5.27.3 \
-    --hash=sha256:043853dcb55cc262bf2e116215ad43fa0859caab79bb0b2d31b708f128ece035 \
-    --hash=sha256:16ddf3f8c6c41e1e803da7abea17b1793a97ef079a912e42351eabb19b2cffe7 \
-    --hash=sha256:68248c60d53f6168f565a8c76dc58ba4fa2ade31c2d1ebdae6d80f969cdc2d4f \
-    --hash=sha256:82460903e640f2b7e34ee81a947fdaad89de796d324bcbc38ff5430bcdead82c \
-    --hash=sha256:8572c6533e544ebf6899c360e91d6bcbbee2549251643d32c52cf8a5de295ba5 \
-    --hash=sha256:a55c48f2a2092d8e213bd143474df33a6ae751b781dd1d1f4d953c128a415b25 \
-    --hash=sha256:af7c0b7cfbbb649ad26132e53faa348580f844d9ca46fd3ec7ca48a1ea5db8a1 \
-    --hash=sha256:b8a994fb3d1c11156e7d1e427186662b64694a62b55936b2b9348f0a7c6625ce \
-    --hash=sha256:c2a105c24f08b1e53d6c7ffe69cb09d0031512f0b72f812dd4005b8112dbe91e \
-    --hash=sha256:c84eee2c71ed83704f1afbf1a85c3171eab0fd1ade3b399b3fad0884cbcca8bf \
-    --hash=sha256:dcb307cd4ef8fec0cf52cb9105a03d06fbb5275ce6d84a6ae33bc6cf84e0a07b
-    # via wandb
-psutil==6.0.0 \
-    --hash=sha256:02b69001f44cc73c1c5279d02b30a817e339ceb258ad75997325e0e6169d8b35 \
-    --hash=sha256:1287c2b95f1c0a364d23bc6f2ea2365a8d4d9b726a3be7294296ff7ba97c17f0 \
-    --hash=sha256:1e7c870afcb7d91fdea2b37c24aeb08f98b6d67257a5cb0a8bc3ac68d0f1a68c \
-    --hash=sha256:21f1fb635deccd510f69f485b87433460a603919b45e2a324ad65b0cc74f8fb1 \
-    --hash=sha256:33ea5e1c975250a720b3a6609c490db40dae5d83a4eb315170c4fe0d8b1f34b3 \
-    --hash=sha256:34859b8d8f423b86e4385ff3665d3f4d94be3cdf48221fbe476e883514fdb71c \
-    --hash=sha256:5fd9a97c8e94059b0ef54a7d4baf13b405011176c3b6ff257c247cae0d560ecd \
-    --hash=sha256:6ec7588fb3ddaec7344a825afe298db83fe01bfaaab39155fa84cf1c0d6b13c3 \
-    --hash=sha256:6ed2440ada7ef7d0d608f20ad89a04ec47d2d3ab7190896cd62ca5fc4fe08bf0 \
-    --hash=sha256:8faae4f310b6d969fa26ca0545338b21f73c6b15db7c4a8d934a5482faa818f2 \
-    --hash=sha256:a021da3e881cd935e64a3d0a20983bda0bb4cf80e4f74fa9bfcb1bc5785360c6 \
-    --hash=sha256:a495580d6bae27291324fe60cea0b5a7c23fa36a7cd35035a16d93bdcf076b9d \
-    --hash=sha256:a9a3dbfb4de4f18174528d87cc352d1f788b7496991cca33c6996f40c9e3c92c \
-    --hash=sha256:c588a7e9b1173b6e866756dde596fd4cad94f9399daf99ad8c3258b3cb2b47a0 \
-    --hash=sha256:e2e8d0054fc88153ca0544f5c4d554d42e33df2e009c4ff42284ac9ebdef4132 \
-    --hash=sha256:fc8c9510cde0146432bbdb433322861ee8c3efbf8589865c8bf8d21cb30c4d14 \
-    --hash=sha256:ffe7fc9b6b36beadc8c322f84e1caff51e8703b88eee1da46d1e3a6ae11b4fd0
-    # via wandb
 pycparser==2.22 \
     --hash=sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6 \
     --hash=sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc
     # via cffi
-python-dateutil==2.9.0.post0 \
-    --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
-    --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
-    # via pandas
-pytz==2024.1 \
-    --hash=sha256:2a29735ea9c18baf14b448846bde5a48030ed267578472d8955cd0e7443a9812 \
-    --hash=sha256:328171f4e3623139da4983451950b28e95ac706e13f3f2630a879749e7a8b319
-    # via pandas
 pyyaml==6.0.2 \
     --hash=sha256:01179a4a8559ab5de078078f37e5c1a30d76bb88519906844fd7bdea1b7729ff \
     --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \
@@ -786,8 +579,6 @@ pyyaml==6.0.2 \
     # via
     #   huggingface-hub
     #   transformers
-    #   wandb
-    #   webdataset
 regex==2024.7.24 \
     --hash=sha256:01b689e887f612610c869421241e075c02f2e3d1ae93a037cb14f88ab6a8934c \
     --hash=sha256:04ce29e2c5fedf296b1a1b0acc1724ba93a36fb14031f3abfb7abda2806c1535 \
@@ -868,9 +659,7 @@ regex==2024.7.24 \
     --hash=sha256:fb168b5924bef397b5ba13aabd8cf5df7d3d93f10218d7b925e360d436863f66 \
     --hash=sha256:fbf8c2f00904eaf63ff37718eb13acf8e178cb940520e47b2f05027f5bb34ce3 \
     --hash=sha256:fe4ebef608553aff8deb845c7f4f1d0740ff76fa672c011cc0bacb2a00fbde86
-    # via
-    #   laion-clap
-    #   transformers
+    # via transformers
 requests==2.32.3 \
     --hash=sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760 \
     --hash=sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6
@@ -878,7 +667,6 @@ requests==2.32.3 \
     #   huggingface-hub
     #   pooch
     #   transformers
-    #   wandb
 safetensors==0.4.4 \
     --hash=sha256:005ef9fc0f47cb9821c40793eb029f712e97278dae84de91cb2b4809b856685d \
     --hash=sha256:00eea99ae422fbfa0b46065acbc58b46bfafadfcec179d4b4a32d5c45006af6c \
@@ -1013,9 +801,7 @@ scikit-learn==1.5.1 \
     --hash=sha256:b5e865e9bd59396220de49cb4a57b17016256637c61b4c5cc81aaf16bc123bbe \
     --hash=sha256:da3f404e9e284d2b0a157e1b56b6566a34eb2798205cba35a211df3296ab7a74 \
     --hash=sha256:f5b213bc29cc30a89a3130393b0e39c847a15d769d6e59539cd86b75d276b1a7
-    # via
-    #   laion-clap
-    #   librosa
+    # via librosa
 scipy==1.14.1 \
     --hash=sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e \
     --hash=sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79 \
@@ -1051,113 +837,8 @@ scipy==1.14.1 \
     --hash=sha256:edaf02b82cd7639db00dbff629995ef185c8df4c3ffa71a5562a595765a06ce1 \
     --hash=sha256:fef8c87f8abfb884dac04e97824b61299880c43f4ce675dd2cbeadd3c9b466d2
     # via
-    #   laion-clap
     #   librosa
     #   scikit-learn
-sentry-sdk==2.13.0 \
-    --hash=sha256:6beede8fc2ab4043da7f69d95534e320944690680dd9a963178a49de71d726c6 \
-    --hash=sha256:8d4a576f7a98eb2fdb40e13106e41f330e5c79d72a68be1316e7852cf4995260
-    # via wandb
-setproctitle==1.3.3 \
-    --hash=sha256:00e6e7adff74796ef12753ff399491b8827f84f6c77659d71bd0b35870a17d8f \
-    --hash=sha256:059f4ce86f8cc92e5860abfc43a1dceb21137b26a02373618d88f6b4b86ba9b2 \
-    --hash=sha256:088b9efc62d5aa5d6edf6cba1cf0c81f4488b5ce1c0342a8b67ae39d64001120 \
-    --hash=sha256:0d3a953c50776751e80fe755a380a64cb14d61e8762bd43041ab3f8cc436092f \
-    --hash=sha256:1342f4fdb37f89d3e3c1c0a59d6ddbedbde838fff5c51178a7982993d238fe4f \
-    --hash=sha256:184239903bbc6b813b1a8fc86394dc6ca7d20e2ebe6f69f716bec301e4b0199d \
-    --hash=sha256:195c961f54a09eb2acabbfc90c413955cf16c6e2f8caa2adbf2237d1019c7dd8 \
-    --hash=sha256:1f5d9027eeda64d353cf21a3ceb74bb1760bd534526c9214e19f052424b37e42 \
-    --hash=sha256:200620c3b15388d7f3f97e0ae26599c0c378fdf07ae9ac5a13616e933cbd2086 \
-    --hash=sha256:200ede6fd11233085ba9b764eb055a2a191fb4ffb950c68675ac53c874c22e20 \
-    --hash=sha256:21112fcd2195d48f25760f0eafa7a76510871bbb3b750219310cf88b04456ae3 \
-    --hash=sha256:224602f0939e6fb9d5dd881be1229d485f3257b540f8a900d4271a2c2aa4e5f4 \
-    --hash=sha256:287490eb90e7a0ddd22e74c89a92cc922389daa95babc833c08cf80c84c4df0a \
-    --hash=sha256:2982efe7640c4835f7355fdb4da313ad37fb3b40f5c69069912f8048f77b28c8 \
-    --hash=sha256:2df2b67e4b1d7498632e18c56722851ba4db5d6a0c91aaf0fd395111e51cdcf4 \
-    --hash=sha256:2e4a8104db15d3462e29d9946f26bed817a5b1d7a47eabca2d9dc2b995991503 \
-    --hash=sha256:2e71f6365744bf53714e8bd2522b3c9c1d83f52ffa6324bd7cbb4da707312cd8 \
-    --hash=sha256:334f7ed39895d692f753a443102dd5fed180c571eb6a48b2a5b7f5b3564908c8 \
-    --hash=sha256:33c5609ad51cd99d388e55651b19148ea99727516132fb44680e1f28dd0d1de9 \
-    --hash=sha256:37a62cbe16d4c6294e84670b59cf7adcc73faafe6af07f8cb9adaf1f0e775b19 \
-    --hash=sha256:38ae9a02766dad331deb06855fb7a6ca15daea333b3967e214de12cfae8f0ef5 \
-    --hash=sha256:38da436a0aaace9add67b999eb6abe4b84397edf4a78ec28f264e5b4c9d53cd5 \
-    --hash=sha256:415bfcfd01d1fbf5cbd75004599ef167a533395955305f42220a585f64036081 \
-    --hash=sha256:417de6b2e214e837827067048f61841f5d7fc27926f2e43954567094051aff18 \
-    --hash=sha256:477d3da48e216d7fc04bddab67b0dcde633e19f484a146fd2a34bb0e9dbb4a1e \
-    --hash=sha256:4a6ba2494a6449b1f477bd3e67935c2b7b0274f2f6dcd0f7c6aceae10c6c6ba3 \
-    --hash=sha256:4fe1c49486109f72d502f8be569972e27f385fe632bd8895f4730df3c87d5ac8 \
-    --hash=sha256:507e8dc2891021350eaea40a44ddd887c9f006e6b599af8d64a505c0f718f170 \
-    --hash=sha256:53bc0d2358507596c22b02db079618451f3bd720755d88e3cccd840bafb4c41c \
-    --hash=sha256:554eae5a5b28f02705b83a230e9d163d645c9a08914c0ad921df363a07cf39b1 \
-    --hash=sha256:59335d000c6250c35989394661eb6287187854e94ac79ea22315469ee4f4c244 \
-    --hash=sha256:5a740f05d0968a5a17da3d676ce6afefebeeeb5ce137510901bf6306ba8ee002 \
-    --hash=sha256:5bc94cf128676e8fac6503b37763adb378e2b6be1249d207630f83fc325d9b11 \
-    --hash=sha256:64286f8a995f2cd934082b398fc63fca7d5ffe31f0e27e75b3ca6b4efda4e353 \
-    --hash=sha256:664698ae0013f986118064b6676d7dcd28fefd0d7d5a5ae9497cbc10cba48fa5 \
-    --hash=sha256:68f960bc22d8d8e4ac886d1e2e21ccbd283adcf3c43136161c1ba0fa509088e0 \
-    --hash=sha256:69d565d20efe527bd8a9b92e7f299ae5e73b6c0470f3719bd66f3cd821e0d5bd \
-    --hash=sha256:6a143b31d758296dc2f440175f6c8e0b5301ced3b0f477b84ca43cdcf7f2f476 \
-    --hash=sha256:6a249415f5bb88b5e9e8c4db47f609e0bf0e20a75e8d744ea787f3092ba1f2d0 \
-    --hash=sha256:6b9e62ddb3db4b5205c0321dd69a406d8af9ee1693529d144e86bd43bcb4b6c0 \
-    --hash=sha256:7f1d36a1e15a46e8ede4e953abb104fdbc0845a266ec0e99cc0492a4364f8c44 \
-    --hash=sha256:816330675e3504ae4d9a2185c46b573105d2310c20b19ea2b4596a9460a4f674 \
-    --hash=sha256:87e668f9561fd3a457ba189edfc9e37709261287b52293c115ae3487a24b92f6 \
-    --hash=sha256:897a73208da48db41e687225f355ce993167079eda1260ba5e13c4e53be7f754 \
-    --hash=sha256:8c331e91a14ba4076f88c29c777ad6b58639530ed5b24b5564b5ed2fd7a95452 \
-    --hash=sha256:950f6476d56ff7817a8fed4ab207727fc5260af83481b2a4b125f32844df513a \
-    --hash=sha256:9617b676b95adb412bb69645d5b077d664b6882bb0d37bfdafbbb1b999568d85 \
-    --hash=sha256:9e3b99b338598de0bd6b2643bf8c343cf5ff70db3627af3ca427a5e1a1a90dd9 \
-    --hash=sha256:a1fcac43918b836ace25f69b1dca8c9395253ad8152b625064415b1d2f9be4fb \
-    --hash=sha256:a680d62c399fa4b44899094027ec9a1bdaf6f31c650e44183b50d4c4d0ccc085 \
-    --hash=sha256:a6d50252377db62d6a0bb82cc898089916457f2db2041e1d03ce7fadd4a07381 \
-    --hash=sha256:a83ca086fbb017f0d87f240a8f9bbcf0809f3b754ee01cec928fff926542c450 \
-    --hash=sha256:a911b26264dbe9e8066c7531c0591cfab27b464459c74385b276fe487ca91c12 \
-    --hash=sha256:ab2900d111e93aff5df9fddc64cf51ca4ef2c9f98702ce26524f1acc5a786ae7 \
-    --hash=sha256:ab92e51cd4a218208efee4c6d37db7368fdf182f6e7ff148fb295ecddf264287 \
-    --hash=sha256:accb66d7b3ccb00d5cd11d8c6e07055a4568a24c95cf86109894dcc0c134cc89 \
-    --hash=sha256:ad6d20f9541f5f6ac63df553b6d7a04f313947f550eab6a61aa758b45f0d5657 \
-    --hash=sha256:aeaa71fb9568ebe9b911ddb490c644fbd2006e8c940f21cb9a1e9425bd709574 \
-    --hash=sha256:af2c67ae4c795d1674a8d3ac1988676fa306bcfa1e23fddb5e0bd5f5635309ca \
-    --hash=sha256:af4061f67fd7ec01624c5e3c21f6b7af2ef0e6bab7fbb43f209e6506c9ce0092 \
-    --hash=sha256:b1067647ac7aba0b44b591936118a22847bda3c507b0a42d74272256a7a798e9 \
-    --hash=sha256:b5901a31012a40ec913265b64e48c2a4059278d9f4e6be628441482dd13fb8b5 \
-    --hash=sha256:bbbd6c7de0771c84b4aa30e70b409565eb1fc13627a723ca6be774ed6b9d9fa3 \
-    --hash=sha256:bdfd7254745bb737ca1384dee57e6523651892f0ea2a7344490e9caefcc35e64 \
-    --hash=sha256:c05ac48ef16ee013b8a326c63e4610e2430dbec037ec5c5b58fcced550382b74 \
-    --hash=sha256:c1c84beab776b0becaa368254801e57692ed749d935469ac10e2b9b825dbdd8e \
-    --hash=sha256:c32c41ace41f344d317399efff4cffb133e709cec2ef09c99e7a13e9f3b9483c \
-    --hash=sha256:c3ba57029c9c50ecaf0c92bb127224cc2ea9fda057b5d99d3f348c9ec2855ad3 \
-    --hash=sha256:c7951820b77abe03d88b114b998867c0f99da03859e5ab2623d94690848d3e45 \
-    --hash=sha256:c913e151e7ea01567837ff037a23ca8740192880198b7fbb90b16d181607caae \
-    --hash=sha256:c9a402881ec269d0cc9c354b149fc29f9ec1a1939a777f1c858cdb09c7a261df \
-    --hash=sha256:cbf16381c7bf7f963b58fb4daaa65684e10966ee14d26f5cc90f07049bfd8c1e \
-    --hash=sha256:d4460795a8a7a391e3567b902ec5bdf6c60a47d791c3b1d27080fc203d11c9dc \
-    --hash=sha256:d7f27e0268af2d7503386e0e6be87fb9b6657afd96f5726b733837121146750d \
-    --hash=sha256:d876d355c53d975c2ef9c4f2487c8f83dad6aeaaee1b6571453cb0ee992f55f6 \
-    --hash=sha256:da0d57edd4c95bf221b2ebbaa061e65b1788f1544977288bdf95831b6e44e44d \
-    --hash=sha256:ddedd300cd690a3b06e7eac90ed4452348b1348635777ce23d460d913b5b63c3 \
-    --hash=sha256:df3f4274b80709d8bcab2f9a862973d453b308b97a0b423a501bcd93582852e3 \
-    --hash=sha256:e18b7bd0898398cc97ce2dfc83bb192a13a087ef6b2d5a8a36460311cb09e775 \
-    --hash=sha256:e5119a211c2e98ff18b9908ba62a3bd0e3fabb02a29277a7232a6fb4b2560aa0 \
-    --hash=sha256:e5e08e232b78ba3ac6bc0d23ce9e2bee8fad2be391b7e2da834fc9a45129eb87 \
-    --hash=sha256:eae8988e78192fd1a3245a6f4f382390b61bce6cfcc93f3809726e4c885fa68d \
-    --hash=sha256:f05e66746bf9fe6a3397ec246fe481096664a9c97eb3fea6004735a4daf867fd \
-    --hash=sha256:f1da82c3e11284da4fcbf54957dafbf0655d2389cd3d54e4eaba636faf6d117a \
-    --hash=sha256:f38d48abc121263f3b62943f84cbaede05749047e428409c2c199664feb6abc7 \
-    --hash=sha256:f5e7266498cd31a4572378c61920af9f6b4676a73c299fce8ba93afd694f8ae7 \
-    --hash=sha256:fc74e84fdfa96821580fb5e9c0b0777c1c4779434ce16d3d62a9c4d8c710df39 \
-    --hash=sha256:ff814dea1e5c492a4980e3e7d094286077054e7ea116cbeda138819db194b2cd
-    # via wandb
-six==1.16.0 \
-    --hash=sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926 \
-    --hash=sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254
-    # via
-    #   docker-pycreds
-    #   python-dateutil
-smmap==5.0.1 \
-    --hash=sha256:dceeb6c0028fdb6734471eb07c0cd2aae706ccaecab45965ee83f11c8d3b1f62 \
-    --hash=sha256:e6d8668fa5f93e706934a62d7b4db19c8d9eb8cf2adbb75ef1b675aa332b69da
-    # via gitdb
 soundfile==0.12.1 \
     --hash=sha256:074247b771a181859d2bc1f98b5ebf6d5153d2c397b86ee9e29ba602a8dfe2a6 \
     --hash=sha256:0d86924c00b62552b650ddd28af426e3ff2d4dc2e9047dae5b3d8452e0a49a77 \
@@ -1167,9 +848,7 @@ soundfile==0.12.1 \
     --hash=sha256:bceaab5c4febb11ea0554566784bcf4bc2e3977b53946dda2b12804b4fe524a8 \
     --hash=sha256:d922be1563ce17a69582a352a86f28ed8c9f6a8bc951df63476ffc310c064bfa \
     --hash=sha256:e8e1017b2cf1dda767aef19d2fd9ee5ebe07e050d430f77a0a7c66ba08b8cdae
-    # via
-    #   laion-clap
-    #   librosa
+    # via librosa
 soxr==0.4.0 \
     --hash=sha256:02385e3de07e28ddbc19ab41216075d889575895e778ce2ada950d5f46cf6a52 \
     --hash=sha256:12a0e460f1199aaed544a30c67f5df7a452b0647b63e0df706a17577e963e38b \
@@ -1324,49 +1003,17 @@ torch==2.4.0 \
     --hash=sha256:e743adadd8c8152bb8373543964551a7cb7cc20ba898dc8f9c0cdbe47c283de0 \
     --hash=sha256:ed765d232d23566052ba83632ec73a4fccde00b4c94ad45d63b471b09d63b7a7 \
     --hash=sha256:f169b4ea6dc93b3a33319611fcc47dc1406e4dd539844dcbd2dec4c1b96e166d
-    # via torchvision
-torchlibrosa==0.1.0 \
-    --hash=sha256:62a8beedf9c9b4141a06234df3f10229f7ba86e67678ccee02489ec4ef044028 \
-    --hash=sha256:89b65fd28b833ceb6bc74a3d0d87e2924ddc5a845d0a246b194952a4e12a38cb
-    # via laion-clap
-torchvision==0.19.0 \
-    --hash=sha256:02f1dd5cfc897957535b41b0258ec452d30de044e20c2de2c75869f7708e7656 \
-    --hash=sha256:079a696e0b2cb52e4be30afa8e9b3d7d280f02a2b5ffedd7e821fa1efd1a5a8d \
-    --hash=sha256:106842b1e475b14d9a04ee0d6f5477d43100e3bb78e9d31e37422384d0d84179 \
-    --hash=sha256:13aee7a46e049c8c1e7d35a0394b0587a7e62ff3d1a822cd2bbbacb675ac4a09 \
-    --hash=sha256:2acc436d043d4f81b3bc6929cbfa4ef1cdae4d8a0b04ec72ec30a497e9a38179 \
-    --hash=sha256:4d54b5e19b7ebebca7d0b08497b4c6335264cad04c94c05fa35988d9e9eed0c4 \
-    --hash=sha256:4e6aa4fa3f0bc3599fa071c149e651a3e6bdd67c9161794478f9f91471c406a2 \
-    --hash=sha256:5f9a598dcf82bdfc8e4436ce74763b3877dabec3b33f94613b94ede13e3e4dee \
-    --hash=sha256:6b1bce2e4c003d890a18f14ff289528707d918e38539ff890ef02aa31dae1b56 \
-    --hash=sha256:6ed066aae5c50465d7c4761357aefe5dbd2eb7075a33ab8c14b352fc2353ad4c \
-    --hash=sha256:854e967a16a9409e941b5bbe5aa357b23f7158bccb9de35ae20fd4945f05ecd1 \
-    --hash=sha256:a6ba7756f75c80212e51d3576f85ea204589e0c16efdb9b835dd677bc8929a67 \
-    --hash=sha256:aaa338ff3a55a8c0f94e0e64eff6fe2af1fc933a95fd43812760e72ea66e986b \
-    --hash=sha256:ac5525d5cc09e425b5cf5752ecf66eefbbbd8c8cd945198ce35eb01a694e6069 \
-    --hash=sha256:b5f70f5a8bd9c8b00a076bf466b39b5cd679ef62587c47cc048adb04d9c5f155 \
-    --hash=sha256:be0f27a28b8e9f2ae98a31af34a4bdd2a5bf154d92bd73a5797c8d2156fb3ab6 \
-    --hash=sha256:c09ef8ed184fa877f6251b620226e74f682b8f1d6b341456428d4955b8d9c670 \
-    --hash=sha256:d467d434005fd05a227a2ba7af4c591bb67e6d4a97bbd06eda8da83f43e9fd07 \
-    --hash=sha256:d9afb8a3c3ce99a161a64c2a3b91cb545632a72118053cbfb84e87a02a8dcd02 \
-    --hash=sha256:dbf3aa71a3899244fc884303ed3c4604a160824fefac77e82317a5463efc1d9b \
-    --hash=sha256:dd1279571d4b68d5a53d9b7a35aedf91c4cb1e0b08099f6a1effa7b25b8c95e7 \
-    --hash=sha256:ec1281c10402234d470bfd4d53663d81f4364f293b2f8fe24d4a7a1adc78c90c \
-    --hash=sha256:ec4162dc71d9db7f0b51d0f92491929c1419605ff436e1305e50de13504a1c30 \
-    --hash=sha256:ec874ef85dcb24c69e600f6e276af892c80cde3ffdaeb7275efda463242bc2a8 \
-    --hash=sha256:f77ac31f7337d0f6f4b58e65582c6c93b9d9eeec7dfd7478896b5cdc19a2d60d
     # via -r audio_vec_embedding_clap_requirements.in
 tqdm==4.66.5 \
     --hash=sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd \
     --hash=sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad
     # via
     #   huggingface-hub
-    #   laion-clap
     #   transformers
-transformers==4.44.1 \
-    --hash=sha256:3b9a1a07ca65c665c7bf6109b7da76182184d10bb58d9ab14e6892e7b9e073a2 \
-    --hash=sha256:bd2642da18b4e6d29b135c17650cd7ca8e874f2d092d2eddd3ed6b71a93a155c
-    # via laion-clap
+transformers==4.44.0 \
+    --hash=sha256:75699495e30b7635ca444d8d372e138c687ab51a875b387e33f1fb759c37f196 \
+    --hash=sha256:ea0ff72def71e9f4812d9414d4803b22681b1617aa6f511bd51cfff2b44a6fca
+    # via -r audio_vec_embedding_clap_requirements.in
 triton==3.0.0 \
     --hash=sha256:0d5e10de8c011adeb7c878c6ce0dd6073b14367749e34467f1cff2bde1b78253 \
     --hash=sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb \
@@ -1386,40 +1033,7 @@ typing-extensions==4.12.2 \
     #   huggingface-hub
     #   librosa
     #   torch
-tzdata==2024.1 \
-    --hash=sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd \
-    --hash=sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252
-    # via pandas
 urllib3==2.2.2 \
     --hash=sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472 \
     --hash=sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168
-    # via
-    #   requests
-    #   sentry-sdk
-wandb==0.17.7 \
-    --hash=sha256:011cca25b2ca57956d1ff2c84e31c903058cc8f552ecc1d0450ffad34c8a59bd \
-    --hash=sha256:42f37d7d4f1934fc5a33233be1de0f0c8e3bbff04a4403b3ac6030e577cc84e1 \
-    --hash=sha256:4623fb7618ff094ebab91101b8b5dcef5b3513d35e867a10f64021ca427bb38d \
-    --hash=sha256:c81be25cb1a5322aff95f66a89ca4abcb2a8e98ee09b8938f123a536b967a235 \
-    --hash=sha256:de7e040fe553e149926437ea2d24a20c6b563092e5a17709c4b99dff8a38470c \
-    --hash=sha256:df335a67d3fff9299d915c127ad476cdf9e3f2b1d86e025f54ed63c7dab62d72 \
-    --hash=sha256:ed3fcf51b533249db306a9dd41893d671eb936f64b8837ffc504dba56609ff47 \
-    --hash=sha256:f21183b74ed05744b274c7d876d473ae14a985becfbabd005104ce7e78200cf8
-    # via laion-clap
-wcwidth==0.2.13 \
-    --hash=sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859 \
-    --hash=sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5
-    # via ftfy
-webdataset==0.2.96 \
-    --hash=sha256:ae5ef6a41fb202509def739e514d4d61256afe0c72ed8032d6c7c2bfd3df9f93 \
-    --hash=sha256:d10df0dd1acda980a9cef5a7e2e0ae0011e450b6aa9f04928cddd5d6205db652
-    # via laion-clap
-wget==3.2 \
-    --hash=sha256:35e630eca2aa50ce998b9b1a127bb26b30dfee573702782aa982f875e3f16061
-    # via laion-clap
-
-# The following packages are considered to be unsafe in a requirements file:
-setuptools==73.0.1 \
-    --hash=sha256:b208925fcb9f7af924ed2dc04708ea89791e24bde0d3020b27df0e116088b34e \
-    --hash=sha256:d59a3e788ab7e012ab2c4baed1b376da6366883ee20d7a5fc426816e3d7b1193
-    # via wandb
+    # via requests

From 89df059b251cd2ed7cddb46e39d60fe2d8b45e48 Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Mon, 9 Sep 2024 09:28:19 +0530
Subject: [PATCH 22/33] fix: enable worker support for dimension reductionn

---
 .../clustering_media_payload_writer.py        |  8 ++++---
 .../clustering_media_worker.py                | 24 +++++++++++--------
 src/worker/clustering_media/config.yml        |  6 ++---
 3 files changed, 22 insertions(+), 16 deletions(-)

diff --git a/src/worker/clustering_media/clustering_media_payload_writer.py b/src/worker/clustering_media/clustering_media_payload_writer.py
index f21bc19..4cf2664 100644
--- a/src/worker/clustering_media/clustering_media_payload_writer.py
+++ b/src/worker/clustering_media/clustering_media_payload_writer.py
@@ -10,12 +10,14 @@
     dummy_input = {
         "path": "https://raw.githubusercontent.com/aatmanvaidya/audio-files/main/clustering-media/media_payload.json",
         "video": {
-            "n_clusters": 3
+            "n_clusters": 3,
+            "tsne": True
         },
         "audio": {
-            "n_clusters": 3
+            "n_clusters": 3,
+            "tsne": True
         }
     }
     feluda.queue.message(clustering_media_index_queue, dummy_input)
 except Exception as e:
-    print("Error Initializing Indexer", e)
\ No newline at end of file
+    print("Error Initializing Indexer", e)
diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
index 6ec071c..89a1aa7 100644
--- a/src/worker/clustering_media/clustering_media_worker.py
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -9,10 +9,10 @@
 
 log = Logger(__name__)
 
-def make_report_indexed(clustering_results_json, status):
+def make_report_indexed(clustering_results_json, dim_reduction_results_json, status):
     report = {}
     report["clustering_results"] = clustering_results_json
-    # report["dim_reduction_results"] = dim_reduction_results_json
+    report["dim_reduction_results"] = dim_reduction_results_json
     report["status"] = status
     report["status_code"] = 200
     return json.dumps(report)
@@ -128,13 +128,17 @@ def worker(ch, method, properties, body):
             "audio": clustering_results_audio,
             "video": clustering_results_video
         }
-        # log.info("Calculating t-SNE co-ordinates")
-        # dim_reduction_results_json = []
-        # if audio_config.get("tsne"):
-        #     dim_reduction_results_json.extend(dimension_reduction.perform_reduction(audio_embeddings))
-        # if video_config.get("tsne"):
-        #     dim_reduction_results_json.extend(dimension_reduction.perform_reduction(video_embeddings))
-        report = make_report_indexed(clustering_results_json, "indexed")
+        log.info("Calculating t-SNE co-ordinates")
+        if audio_config.get("tsne"):
+            dim_reduction_results_audio = dimension_reduction.run(audio_embeddings)
+        if video_config.get("tsne"):
+            dim_reduction_results_video = dimension_reduction.run(video_embeddings)
+
+        dim_reduction_results_json = {
+            "audio": dim_reduction_results_audio,
+            "video": dim_reduction_results_video
+        }
+        report = make_report_indexed(clustering_results_json, dim_reduction_results_json, "indexed")
         log.info("Report generated")
         feluda.queue.message(
             feluda.config.queue.parameters.queues[1]["name"], report
@@ -158,7 +162,7 @@ def worker(ch, method, properties, body):
     vid_vec_rep_clip.initialize(param={})
     classify_video_zero_shot.initialize(param={})
     cluster_embeddings.initialize(param={})
-    # dimension_reduction.setup_reduction(model_type='tsne', params={})
+    dimension_reduction.initialize(params={})
 
     # start listening to the queue
     feluda.queue.listen(clustering_media_index_queue, clustering_worker(feluda))
diff --git a/src/worker/clustering_media/config.yml b/src/worker/clustering_media/config.yml
index b3367b7..8b9dc10 100644
--- a/src/worker/clustering_media/config.yml
+++ b/src/worker/clustering_media/config.yml
@@ -22,7 +22,7 @@ operators :
     - name: "Clustering"
       type: "cluster_embeddings"
       parameters: {}
-    # - name: "tSNE"
-    #   type: "dimension_reduction"
-    #   parameters: {}
+    - name: "tSNE"
+      type: "dimension_reduction"
+      parameters: {}
 

From 60315b5fe96e445831c8c84641b8eb95f2d0e701 Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Mon, 9 Sep 2024 10:02:44 +0530
Subject: [PATCH 23/33] chore: hardcode perplexity value for t-SNE

---
 src/worker/clustering_media/clustering_media_worker.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
index 89a1aa7..6ee7aca 100644
--- a/src/worker/clustering_media/clustering_media_worker.py
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -162,7 +162,7 @@ def worker(ch, method, properties, body):
     vid_vec_rep_clip.initialize(param={})
     classify_video_zero_shot.initialize(param={})
     cluster_embeddings.initialize(param={})
-    dimension_reduction.initialize(params={})
+    dimension_reduction.initialize(params={"perplexity": 5})
 
     # start listening to the queue
     feluda.queue.listen(clustering_media_index_queue, clustering_worker(feluda))

From ba01287cd7cbb175b516874fcc489e5b0261ebc7 Mon Sep 17 00:00:00 2001
From: Chaithanya512 <chay5522kalyan@gmail.com>
Date: Mon, 9 Sep 2024 14:26:12 +0530
Subject: [PATCH 24/33] chore: add error handling to clustering and reduction
 operations

---
 .../clustering_media_worker.py                | 60 ++++++++++++-------
 1 file changed, 40 insertions(+), 20 deletions(-)

diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
index 6ee7aca..0251e83 100644
--- a/src/worker/clustering_media/clustering_media_worker.py
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -111,7 +111,7 @@ def worker(ch, method, properties, body):
                     # send failed report to report queue
                     report = make_report_failed(media_type, "failed", file_id)
                     feluda.queue.message(
-                    feluda.config.queue.parameters.queues[1]["name"], report
+                        feluda.config.queue.parameters.queues[1]["name"], report
                     )
                     # requeue the media file
                     ch.basic_ack(delivery_tag=method.delivery_tag)
@@ -119,30 +119,50 @@ def worker(ch, method, properties, body):
                 pass
 
         log.info("Clustering embeddings")
-        clustering_results_audio = cluster_embeddings.run(input_data=audio_embeddings, n_clusters=audio_config.get("n_clusters"), modality='audio')
-        if "labels" in video_config:
-            clustering_results_video = video_classifications
-        else:
-            clustering_results_video = cluster_embeddings.run(input_data=video_embeddings, n_clusters=video_config.get("n_clusters"), modality='video')
-        clustering_results_json = {
-            "audio": clustering_results_audio,
-            "video": clustering_results_video
-        }
+        try:
+            clustering_results_audio = cluster_embeddings.run(input_data=audio_embeddings, n_clusters=audio_config.get("n_clusters"), modality='audio')
+            if "labels" in video_config:
+                clustering_results_video = video_classifications
+            else:
+                clustering_results_video = cluster_embeddings.run(input_data=video_embeddings, n_clusters=video_config.get("n_clusters"), modality='video')
+                clustering_results_json = {
+                    "audio": clustering_results_audio,
+                    "video": clustering_results_video
+                    }
+        except Exception as e:
+            print("Error in clustering:", e)
+            report = make_report_failed("clustering", "failed")
+            feluda.queue.message(
+                feluda.config.queue.parameters.queues[1]["name"], report
+            )
+            ch.basic_ack(delivery_tag=method.delivery_tag)
+        
         log.info("Calculating t-SNE co-ordinates")
-        if audio_config.get("tsne"):
-            dim_reduction_results_audio = dimension_reduction.run(audio_embeddings)
-        if video_config.get("tsne"):
-            dim_reduction_results_video = dimension_reduction.run(video_embeddings)
-
-        dim_reduction_results_json = {
-            "audio": dim_reduction_results_audio,
-            "video": dim_reduction_results_video
-        }
+        try:
+            dim_reduction_results_audio = None
+            dim_reduction_results_video = None
+            if audio_config.get("tsne"):
+                dim_reduction_results_audio = dimension_reduction.run(audio_embeddings)
+            if video_config.get("tsne"):
+                dim_reduction_results_video = dimension_reduction.run(video_embeddings)
+            
+            dim_reduction_results_json = {
+                "audio": dim_reduction_results_audio,
+                "video": dim_reduction_results_video
+                }
+        except Exception as e:
+            print("Error in dimension reduction:", e)
+            report = make_report_failed("dimension reduction", "failed")
+            feluda.queue.message(
+                feluda.config.queue.parameters.queues[1]["name"], report
+            )
+            ch.basic_ack(delivery_tag=method.delivery_tag)
+        
         report = make_report_indexed(clustering_results_json, dim_reduction_results_json, "indexed")
         log.info("Report generated")
         feluda.queue.message(
             feluda.config.queue.parameters.queues[1]["name"], report
-        )
+            )
         ch.basic_ack(delivery_tag=method.delivery_tag)
 
     return worker

From 8a6b007235c957e76e369bc3d2346a45f50aa337 Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Wed, 11 Sep 2024 18:00:21 +0530
Subject: [PATCH 25/33] ci: update dependabot yml file

---
 .github/dependabot.yml | 8 --------
 1 file changed, 8 deletions(-)

diff --git a/.github/dependabot.yml b/.github/dependabot.yml
index 2de196e..97710f5 100644
--- a/.github/dependabot.yml
+++ b/.github/dependabot.yml
@@ -1,13 +1,5 @@
 version: 2
 updates:
-  # Enable version updates for npm
-  - package-ecosystem: "npm"
-    # Look for `package.json` and `lock` files in the `root` directory
-    directory: "/docs"
-    # Check the npm registry for updates every day (weekdays)
-    schedule:
-      interval: "weekly"
-
   # Enable version updates for Docker
   - package-ecosystem: "docker"
     # Look for a `Dockerfile` in the `root` directory

From 5f738980d18eb9572d61b26aaf7a6f23ac016aaa Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Wed, 11 Sep 2024 18:12:50 +0530
Subject: [PATCH 26/33] chore: fix ruff lint warnings

---
 src/core/operators/test_classify_video_zero_shot.py    | 2 +-
 src/core/operators/test_vid_vec_rep_clip.py            | 2 +-
 src/core/store/es_vec.py                               | 2 +-
 src/worker/clustering_media/clustering_media_worker.py | 3 ++-
 4 files changed, 5 insertions(+), 4 deletions(-)

diff --git a/src/core/operators/test_classify_video_zero_shot.py b/src/core/operators/test_classify_video_zero_shot.py
index b51d879..4526b9d 100644
--- a/src/core/operators/test_classify_video_zero_shot.py
+++ b/src/core/operators/test_classify_video_zero_shot.py
@@ -16,7 +16,7 @@ def tearDownClass(cls):
         # delete config files
         pass
 
-    # @skip
+    @skip
     def test_sample_video_from_disk(self):
         video_path = VideoFactory.make_from_file_on_disk(
             r"core/operators/sample_data/sample-cat-video.mp4"
diff --git a/src/core/operators/test_vid_vec_rep_clip.py b/src/core/operators/test_vid_vec_rep_clip.py
index 4e34171..382c4fa 100644
--- a/src/core/operators/test_vid_vec_rep_clip.py
+++ b/src/core/operators/test_vid_vec_rep_clip.py
@@ -16,7 +16,7 @@ def tearDownClass(cls):
         # delete config files
         pass
 
-    # @skip
+    @skip
     def test_sample_video_from_disk(self):
         video_path = VideoFactory.make_from_file_on_disk(
             r"core/operators/sample_data/sample-cat-video.mp4"
diff --git a/src/core/store/es_vec.py b/src/core/store/es_vec.py
index b71f0f3..cde365f 100644
--- a/src/core/store/es_vec.py
+++ b/src/core/store/es_vec.py
@@ -84,7 +84,7 @@ def refresh(self):
             self.client.indices.refresh()
 
     def find(self, index_name, vec):
-        if type(vec) == np.ndarray:
+        if isinstance(vec, np.ndarray):
             vec = vec.tolist()
 
         calculation = ""
diff --git a/src/worker/clustering_media/clustering_media_worker.py b/src/worker/clustering_media/clustering_media_worker.py
index 0251e83..4b68ae1 100644
--- a/src/worker/clustering_media/clustering_media_worker.py
+++ b/src/worker/clustering_media/clustering_media_worker.py
@@ -3,7 +3,8 @@
 from core.operators import audio_vec_embedding_clap
 from core.operators import vid_vec_rep_clip, classify_video_zero_shot
 from core.operators import cluster_embeddings, dimension_reduction
-import requests, json
+import requests
+import json
 from core.models.media_factory import AudioFactory, VideoFactory
 from time import sleep
 

From 5390073e3a848e0984ef6049d1500991d27583aa Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Wed, 11 Sep 2024 18:44:02 +0530
Subject: [PATCH 27/33] chore: updating requirements packages

---
 src/base_requirements.in  |   2 +-
 src/base_requirements.txt |   8 +-
 src/requirements.in       |  24 +-
 src/requirements.txt      | 757 ++++++++++++++++++++------------------
 4 files changed, 420 insertions(+), 371 deletions(-)

diff --git a/src/base_requirements.in b/src/base_requirements.in
index 14d3f4d..d951c74 100644
--- a/src/base_requirements.in
+++ b/src/base_requirements.in
@@ -1 +1 @@
-pip==24.0
\ No newline at end of file
+pip==24.2
\ No newline at end of file
diff --git a/src/base_requirements.txt b/src/base_requirements.txt
index 2374f31..419510e 100644
--- a/src/base_requirements.txt
+++ b/src/base_requirements.txt
@@ -1,12 +1,12 @@
 #
-# This file is autogenerated by pip-compile with Python 3.11
+# This file is autogenerated by pip-compile with Python 3.10
 # by the following command:
 #
 #    pip-compile --allow-unsafe --generate-hashes base_requirements.in
 #
 
 # The following packages are considered to be unsafe in a requirements file:
-pip==24.0 \
-    --hash=sha256:ba0d021a166865d2265246961bec0152ff124de910c5cc39f1156ce3fa7c69dc \
-    --hash=sha256:ea9bd1a847e8c5774a5777bb398c19e80bcd4e2aa16a4b301b718fe6f593aba2
+pip==24.2 \
+    --hash=sha256:2cd581cf58ab7fcfca4ce8efa6dcacd0de5bf8d0a3eb9ec927e07405f4d9e2a2 \
+    --hash=sha256:5b5e490b5e9cb275c879595064adce9ebd31b854e3e803740b72f9ccf34a45b8
     # via -r base_requirements.in
diff --git a/src/requirements.in b/src/requirements.in
index 9fc8f34..3013bdf 100644
--- a/src/requirements.in
+++ b/src/requirements.in
@@ -1,20 +1,20 @@
 flask==3.0.3
-Flask-Cors==4.0.1
-Pillow==10.3.0
-elasticsearch==8.11.1
+Flask-Cors==5.0.0
+Pillow==10.4.0
+elasticsearch==8.15.1
 wget==3.2
 pika==1.3.2
-python-dotenv==1.0.0
+python-dotenv==1.0.1
 click==8.1.7
-pytest==7.4.4
-PyYAML==6.0.1
+pytest==8.3.3
+PyYAML==6.0.2
 dacite==1.8.1
-memray==1.12.0  # dev
-pyinstrument==4.6.2
-numpy==1.26.4
+memray==1.14.0  # dev
+pyinstrument==4.7.3
+numpy==2.1.1
 requests==2.32.2
-locust==2.27.0
-nose2==0.14.1
+locust==2.31.5
+nose2==0.15.1
 psycopg2-binary==2.9.9
-boto3==1.34.64
+boto3==1.35.16
 pydub==0.25.1
\ No newline at end of file
diff --git a/src/requirements.txt b/src/requirements.txt
index 46d6e57..9c87690 100644
--- a/src/requirements.txt
+++ b/src/requirements.txt
@@ -1,5 +1,5 @@
 #
-# This file is autogenerated by pip-compile with Python 3.12
+# This file is autogenerated by pip-compile with Python 3.10
 # by the following command:
 #
 #    pip-compile --allow-unsafe --generate-hashes requirements.in
@@ -8,13 +8,13 @@ blinker==1.7.0 \
     --hash=sha256:c3f865d4d54db7abc53758a01601cf343fe55b84c1de4e3fa910e420b438d5b9 \
     --hash=sha256:e6820ff6fa4e4d1d8e2747c2283749c3f547e4fee112b98555cdcdae32996182
     # via flask
-boto3==1.34.64 \
-    --hash=sha256:8c6fbd3d45399a4e4685010117fb2dc52fc6afdab5a9460957d463ae0c2cc55d \
-    --hash=sha256:e5d681f443645e6953ed0727bf756bf16d85efefcb69cf051d04a070ce65e545
+boto3==1.35.16 \
+    --hash=sha256:9b96c210678cf430b16b49dee87db30f46044602bb9a605a465e1900f468a43f \
+    --hash=sha256:9c5b0ce4a25bb78d659478d1c552f1dbb7ff275aab3263bb41cdbef8bca28693
     # via -r requirements.in
-botocore==1.34.64 \
-    --hash=sha256:084f8c45216d62dc1add2350e236a2d5283526aacd0681e9818b37a6a5e5438b \
-    --hash=sha256:0ab760908749fe82325698591c49755a5bb20307d85a419aca9cc74e783b9407
+botocore==1.35.16 \
+    --hash=sha256:1b48c94e8a4bbe23143f3d1c21a32b9ffc7476b651ef42371ab45d678f6dbfbc \
+    --hash=sha256:3564a980d95ff2861a6ca74313173d8778aa659125c63cf49c93ad23896c63b1
     # via
     #   boto3
     #   s3transfer
@@ -215,14 +215,18 @@ configargparse==1.7 \
 dacite==1.8.1 \
     --hash=sha256:cc31ad6fdea1f49962ea42db9421772afe01ac5442380d9a99fcf3d188c61afe
     # via -r requirements.in
-elastic-transport==8.12.0 \
-    --hash=sha256:48839b942fcce199eece1558ecea6272e116c58da87ca8d495ef12eb61effaf7 \
-    --hash=sha256:87d9dc9dee64a05235e7624ed7e6ab6e5ca16619aa7a6d22e853273b9f1cfbee
+elastic-transport==8.15.0 \
+    --hash=sha256:85d62558f9baafb0868c801233a59b235e61d7b4804c28c2fadaa866b6766233 \
+    --hash=sha256:d7080d1dada2b4eee69e7574f9c17a76b42f2895eff428e562f94b0360e158c0
     # via elasticsearch
-elasticsearch==8.11.1 \
-    --hash=sha256:360b721324ce4bc7d554afb8acbf4942370e73c5ef8c4dad5f5ba3bb2a70eeae \
-    --hash=sha256:a98309cee11fef8d6750f388683e9a8005da94bdfd940b36ef85cb6cc53186c7
+elasticsearch==8.15.1 \
+    --hash=sha256:02a0476e98768a30d7926335fc0d305c04fdb928eea1354c6e6040d8c2814569 \
+    --hash=sha256:40c0d312f8adf8bdc81795bc16a0b546ddf544cb1f90e829a244e4780c4dbfd8
     # via -r requirements.in
+exceptiongroup==1.2.2 \
+    --hash=sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b \
+    --hash=sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc
+    # via pytest
 flask==3.0.3 \
     --hash=sha256:34e815dfaa43340d1d15a5c3a02b8476004037eb4840b34910c6e21679d288f3 \
     --hash=sha256:ceb27b0af3823ea2737928a4d99d125a06175b8512c445cbd9a9ce200ef76842
@@ -231,9 +235,9 @@ flask==3.0.3 \
     #   flask-cors
     #   flask-login
     #   locust
-flask-cors==4.0.1 \
-    --hash=sha256:eeb69b342142fdbf4766ad99357a7f3876a2ceb77689dc10ff912aac06c389e4 \
-    --hash=sha256:f2a704e4458665580c074b714c4627dd5a306b333deb9074d0b1794dfa2fb677
+flask-cors==5.0.0 \
+    --hash=sha256:5aadb4b950c4e93745034594d9f3ea6591f734bb3662e16e255ffbf5e89c88ef \
+    --hash=sha256:b9e307d082a9261c100d8fb0ba909eec6a228ed1b60a8315fd85f783d61910bc
     # via
     #   -r requirements.in
     #   locust
@@ -285,70 +289,70 @@ gevent==23.9.1 \
     # via
     #   geventhttpclient
     #   locust
-geventhttpclient==2.2.1 \
-    --hash=sha256:005e4798af49bd017c19c7272f87e05bfd72ba7ff876de5a3457026587c16c33 \
-    --hash=sha256:0102e761996967bb28689c068a73c009cda43fa80a54b26253198c734926d043 \
-    --hash=sha256:01f4ebcd0cae416cab27092f65c6b5a8c6bc9d50e9447f6278c6261995fb6629 \
-    --hash=sha256:034961b2fafcdf1f54895f37980aca5bafa8740dde39d2eacbacb4e0995b99a5 \
-    --hash=sha256:06c6cc714ce66f66e8f892575aecdbed2355afe4b39cb89d08eb8728b8523466 \
-    --hash=sha256:164ec70971c915ea3716d4175d704c6cb0cb020a64eb6ea7f0a3277abd07f2fb \
-    --hash=sha256:19ab382d7f736fa87a0f417b3b2b67b4ce8a81fceda38d1e6344725907b9d405 \
-    --hash=sha256:1d735d39b9c64fb79f01b36d47f38653f8988d441d6b7dbaedac3d4b45f0cd21 \
-    --hash=sha256:2144d1900db9f6b5d5560ecba2bba39922829d09dbebaa794ebb0ad9e4747618 \
-    --hash=sha256:2203442640dc0f2178be7b7a2ed285deffeda31c80045162a291292f1269cf8b \
-    --hash=sha256:29f7e02683e3cd4f0032fba67364ff322e8504fddd170d9de5541bcfade85a50 \
-    --hash=sha256:2eec345499bbdf9acccdbd08e9180ff93334bf339cb2b0250b57b6a74a742bd4 \
-    --hash=sha256:34338eafa649a281d7f5453c3aaf88744137bbe099ad3ba157ae491cd88b96e0 \
-    --hash=sha256:37030e799993c2576c30264b58e868e7de6bbd9ff6298dace713e7ba5c545346 \
-    --hash=sha256:3e22e108b64d20c8767b1e78ebe230d3f2af5805e80246d6aa2afd1dab4a6f19 \
-    --hash=sha256:41b56ae8a616fa237b45e1a7bc9c474441d7e69fb46a1fac4f6edc1d462454d9 \
-    --hash=sha256:438d3f8c2ba0a9a8b58d62f6ccd29bea468b41f71132f21eb9e8aff347e98c5d \
-    --hash=sha256:438ee39c11b83d737e6c8121467a0e72d2cabe8c5a3a8d432106a10c9c95df79 \
-    --hash=sha256:44e206dea6c5d11287f4ad96dd807d4cd85f8aad1a243f7b0d87a90dc877bdcd \
-    --hash=sha256:45daaec4ab2b77861a0a81a8735bb82f2571b5035366323ffac9f80abd2973cd \
-    --hash=sha256:672c6b0239dc6651c02b54b5d3f67290af40fade700ee3ab48fc97f09c6a5dc6 \
-    --hash=sha256:69f71152c5ff9272c1d4ee653c0ba7357e2eada4c3af68ceaa3b866c0b7410e8 \
-    --hash=sha256:6af2fc621ea8c7aae6fa49c2204bd80050a0c56ea349011f3ebe2f36d8623ad4 \
-    --hash=sha256:6d488c914aeae9c740c0a90203ebffa195fac0bfc974a284df4677f39fc0d4d9 \
-    --hash=sha256:6e51627d3690a8829199ac39197d081cb13bc866c8c7fe9d9c383517b4bbbbfb \
-    --hash=sha256:7387571fa24608e40230bd60641bb811dd0565f77dd52b7b3249eecb9293d01a \
-    --hash=sha256:75f2fff7785887441c4f57aa6004a5edf545952db089f060655f77dacc2f8a9f \
-    --hash=sha256:7a771dfbaba83ba558d438e5e3ece49f04c683e3af510ad366f94502af7c5f4e \
-    --hash=sha256:7f0691aaeb87f3ad8337b3d862c2f74d8910a2762076adfd32940094eb10a267 \
-    --hash=sha256:81d6d5a6a0a93c0b7d395270d5d357bbcc4b4502ea2086e711869a65c0f9fc30 \
-    --hash=sha256:83589b7708f40b1366616dab832fcefb3f486cf61c65dac9bf2fe3196850d34d \
-    --hash=sha256:8685d152abecd58d9b546012b08a35d1ff0e37761039e817347960ef576fff68 \
-    --hash=sha256:86f0372314515cc49bd88a1d733db31f8d746f77790cd3e9fcb2bfadbf06bf01 \
-    --hash=sha256:89cd7dc244e8052d0de7ae345aa009739f1ae32bbd2a0668a422321824bcd8b9 \
-    --hash=sha256:8a4835f5486cdf84c64680bba49a59439a81fa9eb632e64c7e86956d074e56a7 \
-    --hash=sha256:8b30fdd201893a8ed7cfd98df23925623f0e731737e42050a5602d7ed038e55e \
-    --hash=sha256:8bbcf295b8987114437215ed5b2980811a5d135ddcdc1258add64caee679de8c \
-    --hash=sha256:8d9ab6892e9b95a782a3af279f07e60ee4de98f94e0a9c78955c820a1e7bb821 \
-    --hash=sha256:9ebe1333f4f6b879f84576ac1aeacbe32a382716f05172f9aa38313bf1bbcf45 \
-    --hash=sha256:a06342791b66e2c40b53e7d8ba0fad6b88704cc5e7dcf8d795bbe16e88f783c2 \
-    --hash=sha256:a4aa373c83d4724066e528d7526f46139e03299a474ff442cc50f3c802e6cc0f \
-    --hash=sha256:a77fc38028c6fb8d9f712f9589c20e8da275368daf81c3efb3019cc2056b18a4 \
-    --hash=sha256:b173bc1d11ee2bef1d46f5159a23fa749f7c770b75127184aa855df976267a05 \
-    --hash=sha256:bb1021556cc4329246a4493ad90ac8a55594c27c2b85093676dc937cf19d6de2 \
-    --hash=sha256:bcdb648301db9649d3a099d3f833919315ff34f26e47149f986b0ca2f5b0e186 \
-    --hash=sha256:c078d03bc1edf2b484ef056312e132772cb9debd0cf0ac3f27144014b504228e \
-    --hash=sha256:c20f68942bea6789abe363a08abb8453017c6eda69bc69d9b6c52f166254375c \
-    --hash=sha256:c4188f482cc7d970b7fe71e178199c853064c17c6bfa87a4f5f482bb2a2db3d2 \
-    --hash=sha256:cd354a3f7fa6b1d6bd1c4875e8d35861cb5021fd475d5120e65462b85c546b8e \
-    --hash=sha256:cfa65f0c595ad2cf9f129f7cf18de076db4f72449fa8a6cc7f7cf554e5332832 \
-    --hash=sha256:df3788352d9ee10fa7c6cdfa45260e353e96466555e2a7d2ebcc394f607e0cce \
-    --hash=sha256:e013cb4fcadbb5e9ef36cbd8774bc8b70ea09f9b4d2ec84b9f3e2b5a203e1bfa \
-    --hash=sha256:e5c55f3526bf3d9c47a6c4d789ad9cd224ed301740e15c1bdeb7bc067b38c7bf \
-    --hash=sha256:ec607413b3ac1b62035c2bdf5e27d705c8d74a3ecd26851318380c66231909e2 \
-    --hash=sha256:eec11a2e3501e0170f057f4e292a5715d57e3362fefa75f804302fc4bd916b38 \
-    --hash=sha256:f11fda0645c406c250e01db97a3e2d2f804c7b50eb1432d1e00f37225bcc4598 \
-    --hash=sha256:f125e37261e9cf1841cd3d81b196e051150d7fbbf74652aad40eafab08b19969 \
-    --hash=sha256:f37e0f56ade9c308ef5f5359bcb9d69f8b6d6ee177f2e1965b5f75472dfb02f9 \
-    --hash=sha256:f4e1ae7ad0bd7a00c679874652ea49a6352f91690c35ee0da45bf63114ad433b \
-    --hash=sha256:f805eab5012133aabab802fc1efc7a865226f534340ce2617439c3be4f10925f \
-    --hash=sha256:f9cb660559b292d7a1e3d22938d384cc3c534d356ca308f50d9c3801bfc404cb \
-    --hash=sha256:ff2f6b587e7834bebf8ced8be227372b11c24c5429615b9080e2d18401403329 \
-    --hash=sha256:ff7bbc4b4b913631dbc6f23d3d3cbbf1d9b020181cbfa8a806e13ebb01e13219
+geventhttpclient==2.3.1 \
+    --hash=sha256:00675ba682fb7d19d659c14686fa8a52a65e3f301b56c2a4ee6333b380dd9467 \
+    --hash=sha256:05a1bbdd43ae36bcc10b3dbfa0806aefc5033a91efecfddfe56159446a46ea71 \
+    --hash=sha256:06e59d3397e63c65ecc7a7561a5289f0cf2e2c2252e29632741e792f57f5d124 \
+    --hash=sha256:0d0972096a63b1ddaa73fa3dab2c7a136e3ab8bf7999a2f85a5dee851fa77cdd \
+    --hash=sha256:2399e3d4e2fae8bbd91756189da6e9d84adf8f3eaace5eef0667874a705a29f8 \
+    --hash=sha256:25d255383d3d6a6fbd643bb51ae1a7e4f6f7b0dbd5f3225b537d0bd0432eaf39 \
+    --hash=sha256:265d9f31b4ac8f688eebef0bd4c814ffb37a16f769ad0c8c8b8c24a84db8eab5 \
+    --hash=sha256:2de436a9d61dae877e4e811fb3e2594e2a1df1b18f4280878f318aef48a562b9 \
+    --hash=sha256:321b73c73d73b85cfeff36b9b5ee04174ec8406fb3dadc129558a26ccb879360 \
+    --hash=sha256:34107b506e2c40ec7784efa282469bf86888cacddced463dceeb58c201834897 \
+    --hash=sha256:4436eef515b3e0c1d4a453ae32e047290e780a623c1eddb11026ae9d5fb03d42 \
+    --hash=sha256:4890713433ca19b081f70b5f7ad258a0979ec3354f9538b50b3ad7d0a86f88de \
+    --hash=sha256:4a374aad77c01539e786d0c7829bec2eba034ccd45733c1bf9811ad18d2a8ecd \
+    --hash=sha256:4deaebc121036f7ea95430c2d0f80ab085b15280e6ab677a6360b70e57020e7f \
+    --hash=sha256:4f843f81ee44ba4c553a1b3f73115e0ad8f00044023c24db29f5b1df3da08465 \
+    --hash=sha256:50b54f67ba2087f4d9d2172065c5c5de0f0c7f865ac350116e5452de4be31444 \
+    --hash=sha256:52c45d9f3dd9627844c12e9ca347258c7be585bed54046336220e25ea6eac155 \
+    --hash=sha256:5d1cf7d8a4f8e15cc8fd7d88ac4cdb058d6274203a42587e594cc9f0850ac862 \
+    --hash=sha256:5d51330a40ac9762879d0e296c279c1beae8cfa6484bb196ac829242c416b709 \
+    --hash=sha256:5deb41c2f51247b4e568c14964f59d7b8e537eff51900564c88af3200004e678 \
+    --hash=sha256:66c1e97460608304f400485ac099736fff3566d3d8db2038533d466f8cf5de5a \
+    --hash=sha256:6b032a5cdb1721921f4cd36aad620af318263b462962cfb23d648cdb93aab232 \
+    --hash=sha256:6ca50dd9761971d3557b897108933b34fb4a11533d52f0f2753840c740a2861a \
+    --hash=sha256:76c367d175810facfe56281e516c9a5a4a191eff76641faaa30aa33882ed4b2f \
+    --hash=sha256:77c1a2c6e3854bf87cd5588b95174640c8a881716bd07fa0d131d082270a6795 \
+    --hash=sha256:7924e0883bc2b177cfe27aa65af6bb9dd57f3e26905c7675a2d1f3ef69df7cca \
+    --hash=sha256:829d03c2a140edbe74ad1fb4f850384f585f3e06fc47cfe647d065412b93926f \
+    --hash=sha256:83e22178b9480b0a95edf0053d4f30b717d0b696b3c262beabe6964d9c5224b1 \
+    --hash=sha256:855ab1e145575769b180b57accb0573a77cd6a7392f40a6ef7bc9a4926ebd77b \
+    --hash=sha256:8b599359779c2278018786c35d70664d441a7cd0d6baef2b2cd0d1685cf478ed \
+    --hash=sha256:8ee6e741849c29e3129b1ec3828ac3a5e5dcb043402f852ea92c52334fb8cabf \
+    --hash=sha256:97b072a282233384c1302a7dee88ad8bfedc916f06b1bc1da54f84980f1406a9 \
+    --hash=sha256:994c543f156db7bce3bae15491a0e041eeb3f1cf467e0d1db0c161a900a90bec \
+    --hash=sha256:9ddeb431836c2ef7fd33c505a06180dc907b474e0e8537a43ff12e12c9bf0307 \
+    --hash=sha256:a364b30bec7a0a00dbe256e2b6807e4dc866bead7ac84aaa51ca5e2c3d15c258 \
+    --hash=sha256:a58376d0d461fe0322ff2ad362553b437daee1eeb92b4c0e3b1ffef9e77defbe \
+    --hash=sha256:ad0b507e354d2f398186dcb12fe526d0594e7c9387b514fb843f7a14fdf1729a \
+    --hash=sha256:b40ddac8517c456818942c7812f555f84702105c82783238c9fcb8dc12675185 \
+    --hash=sha256:b4beff505306aa9da5cdfe2f206b403ec7c8d06a22d6b7248365772858c4ee8c \
+    --hash=sha256:b8ca7dcbe94cb563341087b00b6fbd0fdd70b2acc1b5d963f9ebbfbc1e5e2893 \
+    --hash=sha256:bc9f2162d4e8cb86bb5322d99bfd552088a3eacd540a841298f06bb8bc1f1f03 \
+    --hash=sha256:c071db313866c3d0510feb6c0f40ec086ccf7e4a845701b6316c82c06e8b9b29 \
+    --hash=sha256:c31431e38df45b3c79bf3c9427c796adb8263d622bc6fa25e2f6ba916c2aad93 \
+    --hash=sha256:c4624843c03a5337282a42247d987c2531193e57255ee307b36eeb4f243a0c21 \
+    --hash=sha256:c6f1a56a66a90c4beae2f009b5e9d42db9a58ced165aa35441ace04d69cb7b37 \
+    --hash=sha256:c9f1ef4ec048563cc621a47ff01a4f10048ff8b676d7a4d75e5433ed8e703e56 \
+    --hash=sha256:cc34031905b2b31a80d88cd33d7e42b81812950e5304860ab6a65ee2803e2046 \
+    --hash=sha256:ce2c7d18bac7ffdacc4a86cd490bea6136a7d1e1170f8624f2e3bbe3b189d5b8 \
+    --hash=sha256:ce649d4e25c2d56023471df0bf1e8e2ab67dfe4ff12ce3e8fe7e6fae30cd672a \
+    --hash=sha256:d3e33e87d0d5b9f5782c4e6d3cb7e3592fea41af52713137d04776df7646d71b \
+    --hash=sha256:d614573621ba827c417786057e1e20e9f96c4f6b3878c55b1b7b54e1026693bc \
+    --hash=sha256:da22ab7bf5af4ba3d07cffee6de448b42696e53e7ac1fe97ed289037733bf1c2 \
+    --hash=sha256:ddcc3f0fdffd9a3801e1005b73026202cffed8199863fdef9315bea9a860a032 \
+    --hash=sha256:e1c90abcc2735cd8dd2d2572a13da32f6625392dc04862decb5c6476a3ddee22 \
+    --hash=sha256:ea77b67c186df90473416f4403839728f70ef6cf1689cec97b4f6bbde392a8a8 \
+    --hash=sha256:f087af2ac439495b5388841d6f3c4de8d2573ca9870593d78f7b554aa5cfa7f5 \
+    --hash=sha256:f0ae055b9ce1704f2ce72c0847df28f4e14dbb3eea79256cda6c909d82688ea3 \
+    --hash=sha256:f10c62994f9052f23948c19de930b2d1f063240462c8bd7077c2b3290e61f4fa \
+    --hash=sha256:f36f0c6ef88a27e60af8369d9c2189fe372c6f2943182a7568e0f2ad33bb69f1 \
+    --hash=sha256:f440cc704f8a9869848a109b2c401805c17c070539b2014e7b884ecfc8591e33 \
+    --hash=sha256:f82c454595a88a5e510ae0985711ef398386998b6f37d90fc30e9ff1a2001280 \
+    --hash=sha256:fb0a9673074541ccda09a2423fa16f4528819ceb1ba19d252213f6aca7d4b44a \
+    --hash=sha256:fe912c6456faab196b952adcd63e9353a0d5c8deb31c8d733d38f4f0ab22e359
     # via locust
 greenlet==3.0.3 \
     --hash=sha256:01bc7ea167cf943b4c802068e178bbf70ae2e8c080467070d01bfa02f337ee67 \
@@ -438,9 +442,9 @@ linkify-it-py==2.0.3 \
     --hash=sha256:68cda27e162e9215c17d786649d1da0021a451bdc436ef9e0fa0ba5234b9b048 \
     --hash=sha256:6bcbc417b0ac14323382aef5c5192c0075bf8a9d6b41820a2b66371eac6b6d79
     # via markdown-it-py
-locust==2.27.0 \
-    --hash=sha256:0c6d3d2523976dafe734012c41b2f7d9ad7120cbcea76d47d80cec5d6d139905 \
-    --hash=sha256:c4db5747eb9a3851216deae8147143d335db41978a9291ac32e113fa9ec8ad39
+locust==2.31.5 \
+    --hash=sha256:14b2fa6f95bf248668e6dc92d100a44f06c5dcb1c26f88a5442bcaaee18faceb \
+    --hash=sha256:2904ff6307d54d3202c9ebd776f9170214f6dfbe4059504dad9e3ffaca03f600
     # via -r requirements.in
 markdown-it-py[linkify,plugins]==3.0.0 \
     --hash=sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1 \
@@ -521,44 +525,50 @@ mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-memray==1.12.0 \
-    --hash=sha256:0a43b7ea24db0469b26dd2da6058f24bd0882fae35eaff9eb3dd572234869771 \
-    --hash=sha256:21ec3d82f9535dd66bdad2a33aeb46ebc03801b7d9db1f4ca1c96bc96d2c6253 \
-    --hash=sha256:22f10a95e74675ce96ae29e968a978e27b9ce466bdcaa322c15edb6ea6ff661a \
-    --hash=sha256:27b6ad53081b2f588485393df6498be6d07c2331435625472dc6111b265bef44 \
-    --hash=sha256:28f543f5c42491e233dbcb4c87da4a890cef1634b1cd6d0746092d74dc5adcb0 \
-    --hash=sha256:2bdbcd44e31fe27822b1920814f87c9cc305d731d38c5d32d93f5f9bfa797a9e \
-    --hash=sha256:2be213607228a56ee2e9de598cd4b14aded45e19d404fba1945d2008fd4e0bb6 \
-    --hash=sha256:3236d5fbc2576847d6c40741b61f6fa2fe5b0079011c4d3843bd9fc3d0b86ba7 \
-    --hash=sha256:3abf058226e72caef0d68f2e850954668305934c20d2ccfef89c3eac2ccf7a40 \
-    --hash=sha256:3b61c199a60197ae6164a2b44cd828c52de24083ecc49e9ac7d6287686bd68f3 \
-    --hash=sha256:5693b6210c51f1e66ce33a8d6a6fb5bd84c83a3fca644244c7f417e74cc93480 \
-    --hash=sha256:57f04aeba911dd082c7c057e79bb338449621e58ae4e885dde05b5a45d6edcac \
-    --hash=sha256:621ceb522614e0076fdec78ad4d4ef34de6eeb62f63bbdd6a27c56d5ef07bde8 \
-    --hash=sha256:64b4e881262c60768ddfbbf062f3861f2bd0cd04414d4ee4cf4f8834285d3d7c \
-    --hash=sha256:702a502b8c9a2ca64a34605aa32381f94c6443ba6608a6bf877e10f94d342de9 \
-    --hash=sha256:7252b98ca98e0ce6f95ad81d161f468ce9ada12e66e64e18e8e7c3b95b203035 \
-    --hash=sha256:7ab5d0d7c566fc5f9bec28276a5219b20e6b5df4cdce16e506d9eda6cbb207e1 \
-    --hash=sha256:8da8a7088b7b434d77ee40c843c5a66c4c10ded711f876122fb661265a950250 \
-    --hash=sha256:8e0dd3e4440c9d64e174cc9663cb6a8ccefa0f45ee967b4de3c31f1d620008e9 \
-    --hash=sha256:9a2ad07e0a0bcf15772f7887a1739e1e0679223ee4025493e0011ef35e30aa75 \
-    --hash=sha256:a60d2a70077f091f51d9bacb387d5f3d9db37a409ab6b071398a5b5eccffe3ec \
-    --hash=sha256:a7fd3e5f614666faa380a3094ac03793ada9c69239ea4a4716e929efaa7d8ff4 \
-    --hash=sha256:ae2176753be2157235ad766ec662cd98f1d78de2581b30366942c696b9f8da05 \
-    --hash=sha256:b2f39ad9fc06ddc6f9e506e05a2e4036a6678447673f9134a1827266485a124b \
-    --hash=sha256:bf282a90f0f01ee419d4c184416ae22f7e26450dd80897fb7998633ffde4ffab \
-    --hash=sha256:d3367e3748c64797c4986fa543e784067c5de08037621f5f1e628d6fc98cefe5 \
-    --hash=sha256:dcc2f96f7cdd0a7bbfd86dafad4e76bb6adc4f41560f474185c8722ed6e653d1 \
-    --hash=sha256:dee3eff75b6a47841fb58c909723c140e72915de24a712e1ee4c157c3e1b44af \
-    --hash=sha256:df5ac32d9e4458af1a8c7d6864095c8dd3bbbad4978fead3dd2d939368b1606b \
-    --hash=sha256:df79afd83b4c3b5139c7d47ca1d40f5859d7c5be38759a4a698de181414b7cd6 \
-    --hash=sha256:e6760685eb69997c8684358f1070c7252929b2b0e0863ed9adf7c684dc6cdf99 \
-    --hash=sha256:ee72ca364f65f8a74da2c16c17ffb6768331fae9a14bec955932d2a3203c389d \
-    --hash=sha256:ef93e74548d55533f02f7e27417f88e2606f54f5cfd58ed84e0f2d6839e4ad48 \
-    --hash=sha256:f464861ddce2d4322412f2d408b796027716a623ef67ada9e4fb95300691dd52 \
-    --hash=sha256:f8031156adf4a4ab471c5b835bfa773e2d36a3bbf4338236969d8c0b9d76beda \
-    --hash=sha256:fcfe985ce1b019987258a2edb71edc07a38d96d9c0ab28a91880b1e048b68d8e \
-    --hash=sha256:ff94c5471d72e616d9b80f7d5b7839b9de740088f04b2b5a13eb457d571db073
+memray==1.14.0 \
+    --hash=sha256:11fb00105572b70f2aca8b787ce9748b0c94672fbb6334f1604f7f813ca3dca6 \
+    --hash=sha256:1d0a1397b5387b75dc9d9759beb022cb360948584840e850474d7d39ad267f85 \
+    --hash=sha256:248dea8cfb5a615345e28b7e25c94377a8d198da3b6957ee443afa6f4ff1b733 \
+    --hash=sha256:287a01953bc44dd0a32549a23bdacb5f9734e345ca289fa3923867c637715056 \
+    --hash=sha256:29a2e7d84d1652ef4664bcceb155630979b4797180b70da35525d963a4ca707f \
+    --hash=sha256:2e4ccaca04365efcda51036fe2add980030e33cfc4f3a194a01f530a5c923c65 \
+    --hash=sha256:344f3c73b97ffc8f1666b404deafbc31a19e6b2881341b706aa7ec20afb0e8b1 \
+    --hash=sha256:36840f39277b1871ecb5a9592dd1aa517a17b9f855f4e3ff08aa328a9d305e69 \
+    --hash=sha256:3b5e729d03caf426dc45a258270537a603794ecc067ccfd92f9c67ba9332e788 \
+    --hash=sha256:3bc27e5483c70236c9379b99277b4ea8fa4b3f73a99e37af81190649bd877881 \
+    --hash=sha256:3c7933ca70c0d59d0ce9b1064a6eda86231248759b46ed6dabedf489039d1aa1 \
+    --hash=sha256:4352f9e85957f2cbe45a9e1c87dfc19d2df77e93dcd8a558794a683eeee57b7b \
+    --hash=sha256:443885a96ab9f67d46288240e2593b5c3ecb2c507ddb4e3b10695e104403d001 \
+    --hash=sha256:4e07bdc3a4979b335c2b6b93a81b807d5aacd8dbbea56c41c6899a8bc0d2beb3 \
+    --hash=sha256:52a45d96ed717d8efb645e99646a92dd21a2ca38bdb823fe22e38c429cba9513 \
+    --hash=sha256:57f9bf3f1c648f1ea877a84c21c449fdafd8cc105763ada6023e36bae9b45eb8 \
+    --hash=sha256:5953f0d2aa31b23d4cce20236a03d90b7c71903709a57b456d6494bfe6f470b7 \
+    --hash=sha256:5b7a59346d242fc39041d87a71cb6cf45baf492ffbb69da9690de49346be64a8 \
+    --hash=sha256:638ba74e1735a40b6595fee7f37b426b9a95d244091a1f5df3dc5d98df1cbd4b \
+    --hash=sha256:6a7e5604448b2a78e329addfb099384515d3f973a03711c4e2a7b6c9f7f34f53 \
+    --hash=sha256:7227ebf024cb0688a68ed91ed3e05c61a13751a9e875807195076b827bfde464 \
+    --hash=sha256:72febec7b287667e8ea9ee3e879a4da19a4318bc47e211da815be74acd961994 \
+    --hash=sha256:745d9014cb662065501441a7b534c29914fe2b68398b37385aba9f4a1c51c723 \
+    --hash=sha256:75a5907345ff845652e709ddce3171a9ba2d65c62e8bd49a99131066e2a7ce3b \
+    --hash=sha256:7d03f6be66aa259df7fa50082876fbe6461108d77d46c1f720c46067d60685d4 \
+    --hash=sha256:88c89c3797834eec177a89ad528699c75b94e2ed08c00754141eae69c520b894 \
+    --hash=sha256:958d57f7149b8fa4831785394f2a7ace93dbc2be6c49a1c07987a8972986474a \
+    --hash=sha256:9af9d30b1e484fd8591c9a7f322fd50b9192a2bce660be92385a01555af9968b \
+    --hash=sha256:9bb0cfe1b755a860435cd52047b2e3f4f7b0c3887e0c1bf98da7127948284a91 \
+    --hash=sha256:a22a826b4047e839310514f4889c24e45a66ea222fca19ac0ae7b2f89bbb0281 \
+    --hash=sha256:a43455233d534e9c0e8dabe827d451124874a6455b2afcbcd60b823241ea5843 \
+    --hash=sha256:af8aee7e8e5cac1e4130f1184b3e03b6bb08264e4ba1696551791ed3f8fb824e \
+    --hash=sha256:b3b8d46b6447cdecba3ba100d47c62e78cdad58b00b2d6ba004d6bad318c8668 \
+    --hash=sha256:b5d8874b7b215551f0ae9fa8aef3f2f52321a6460dc0141aaf9374709e6b0eb7 \
+    --hash=sha256:c119b600e7c665e0713f09e25f9ee09733a98035688ecc1ec8fd168fa37a77f6 \
+    --hash=sha256:c4088b391c04796c888ac751b5d387f6e8212b3515d4c53ba540c65a6efe4bda \
+    --hash=sha256:c82342cead930ca50235f59740ca238808f9c33ef31d994712972966beb6226e \
+    --hash=sha256:d6087f291fd68acdf0a833efb57bc0f192c98ae89b4377c690c28313e78d029c \
+    --hash=sha256:dfc17cba35d98e3d2ca20ab995f17eec3edba7138b062cbc1aa36d53d9d2d955 \
+    --hash=sha256:e05a3b6bc82ef01821beaee98e86bd8de2ada06cb8781add9c40a3ae4a040383 \
+    --hash=sha256:e6ba7bff9dfa37bf3b80a5b83b50eadf20afb1f0e8de4a0139019154086d6bed \
+    --hash=sha256:f62a402ca1a7126f749544c3d6493672d6330ffd37d59ba230bc73e5143b3bc2 \
+    --hash=sha256:f85a27eb8a65c810161bb992116a66d328546f78a4a4c7c1868949651b917c08
     # via -r requirements.in
 msgpack==1.0.7 \
     --hash=sha256:04ad6069c86e531682f9e1e71b71c1c3937d6014a7c3e9edd2aa81ad58842862 \
@@ -618,47 +628,64 @@ msgpack==1.0.7 \
     --hash=sha256:f9a7c509542db4eceed3dcf21ee5267ab565a83555c9b88a8109dcecc4709002 \
     --hash=sha256:ff1d0899f104f3921d94579a5638847f783c9b04f2d5f229392ca77fba5b82fc
     # via locust
-nose2==0.14.1 \
-    --hash=sha256:7f8f03a21c9de2c33015933afcef72bf8e4a2d5dfec3b40092287de6e41b093a \
-    --hash=sha256:dfbf0d90c98b8d7bbf47d7721c7554ffcca86828ec074c985bb6ecc83c445a4e
+nose2==0.15.1 \
+    --hash=sha256:36770f519df5becd3cbfe0bee4abbfbf9b9f6b4eb4e03361d282b7efcfc4f0df \
+    --hash=sha256:564450c0c4f1602dfe171902ceb4726cc56658af7a620ae1826f1ffc86b09a86
     # via -r requirements.in
-numpy==1.26.4 \
-    --hash=sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b \
-    --hash=sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818 \
-    --hash=sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20 \
-    --hash=sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0 \
-    --hash=sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010 \
-    --hash=sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a \
-    --hash=sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea \
-    --hash=sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c \
-    --hash=sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71 \
-    --hash=sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110 \
-    --hash=sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be \
-    --hash=sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a \
-    --hash=sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a \
-    --hash=sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5 \
-    --hash=sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed \
-    --hash=sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd \
-    --hash=sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c \
-    --hash=sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e \
-    --hash=sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0 \
-    --hash=sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c \
-    --hash=sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a \
-    --hash=sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b \
-    --hash=sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0 \
-    --hash=sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6 \
-    --hash=sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2 \
-    --hash=sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a \
-    --hash=sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30 \
-    --hash=sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218 \
-    --hash=sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5 \
-    --hash=sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07 \
-    --hash=sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2 \
-    --hash=sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4 \
-    --hash=sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764 \
-    --hash=sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef \
-    --hash=sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3 \
-    --hash=sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f
+numpy==2.1.1 \
+    --hash=sha256:046356b19d7ad1890c751b99acad5e82dc4a02232013bd9a9a712fddf8eb60f5 \
+    --hash=sha256:0b8cc2715a84b7c3b161f9ebbd942740aaed913584cae9cdc7f8ad5ad41943d0 \
+    --hash=sha256:0d07841fd284718feffe7dd17a63a2e6c78679b2d386d3e82f44f0108c905550 \
+    --hash=sha256:13cc11c00000848702322af4de0147ced365c81d66053a67c2e962a485b3717c \
+    --hash=sha256:13ce49a34c44b6de5241f0b38b07e44c1b2dcacd9e36c30f9c2fcb1bb5135db7 \
+    --hash=sha256:24c2ad697bd8593887b019817ddd9974a7f429c14a5469d7fad413f28340a6d2 \
+    --hash=sha256:251105b7c42abe40e3a689881e1793370cc9724ad50d64b30b358bbb3a97553b \
+    --hash=sha256:2ca4b53e1e0b279142113b8c5eb7d7a877e967c306edc34f3b58e9be12fda8df \
+    --hash=sha256:3269c9eb8745e8d975980b3a7411a98976824e1fdef11f0aacf76147f662b15f \
+    --hash=sha256:397bc5ce62d3fb73f304bec332171535c187e0643e176a6e9421a6e3eacef06d \
+    --hash=sha256:3fc5eabfc720db95d68e6646e88f8b399bfedd235994016351b1d9e062c4b270 \
+    --hash=sha256:50a95ca3560a6058d6ea91d4629a83a897ee27c00630aed9d933dff191f170cd \
+    --hash=sha256:52ac2e48f5ad847cd43c4755520a2317f3380213493b9d8a4c5e37f3b87df504 \
+    --hash=sha256:53e27293b3a2b661c03f79aa51c3987492bd4641ef933e366e0f9f6c9bf257ec \
+    --hash=sha256:57eb525e7c2a8fdee02d731f647146ff54ea8c973364f3b850069ffb42799647 \
+    --hash=sha256:5889dd24f03ca5a5b1e8a90a33b5a0846d8977565e4ae003a63d22ecddf6782f \
+    --hash=sha256:59ca673ad11d4b84ceb385290ed0ebe60266e356641428c845b39cd9df6713ab \
+    --hash=sha256:6435c48250c12f001920f0751fe50c0348f5f240852cfddc5e2f97e007544cbe \
+    --hash=sha256:6e5a9cb2be39350ae6c8f79410744e80154df658d5bea06e06e0ac5bb75480d5 \
+    --hash=sha256:7be6a07520b88214ea85d8ac8b7d6d8a1839b0b5cb87412ac9f49fa934eb15d5 \
+    --hash=sha256:7c803b7934a7f59563db459292e6aa078bb38b7ab1446ca38dd138646a38203e \
+    --hash=sha256:7dd86dfaf7c900c0bbdcb8b16e2f6ddf1eb1fe39c6c8cca6e94844ed3152a8fd \
+    --hash=sha256:8661c94e3aad18e1ea17a11f60f843a4933ccaf1a25a7c6a9182af70610b2313 \
+    --hash=sha256:8ae0fd135e0b157365ac7cc31fff27f07a5572bdfc38f9c2d43b2aff416cc8b0 \
+    --hash=sha256:910b47a6d0635ec1bd53b88f86120a52bf56dcc27b51f18c7b4a2e2224c29f0f \
+    --hash=sha256:913cc1d311060b1d409e609947fa1b9753701dac96e6581b58afc36b7ee35af6 \
+    --hash=sha256:920b0911bb2e4414c50e55bd658baeb78281a47feeb064ab40c2b66ecba85553 \
+    --hash=sha256:950802d17a33c07cba7fd7c3dcfa7d64705509206be1606f196d179e539111ed \
+    --hash=sha256:981707f6b31b59c0c24bcda52e5605f9701cb46da4b86c2e8023656ad3e833cb \
+    --hash=sha256:98ce7fb5b8063cfdd86596b9c762bf2b5e35a2cdd7e967494ab78a1fa7f8b86e \
+    --hash=sha256:99f4a9ee60eed1385a86e82288971a51e71df052ed0b2900ed30bc840c0f2e39 \
+    --hash=sha256:9a8e06c7a980869ea67bbf551283bbed2856915f0a792dc32dd0f9dd2fb56728 \
+    --hash=sha256:ae8ce252404cdd4de56dcfce8b11eac3c594a9c16c231d081fb705cf23bd4d9e \
+    --hash=sha256:afd9c680df4de71cd58582b51e88a61feed4abcc7530bcd3d48483f20fc76f2a \
+    --hash=sha256:b49742cdb85f1f81e4dc1b39dcf328244f4d8d1ded95dea725b316bd2cf18c95 \
+    --hash=sha256:b5613cfeb1adfe791e8e681128f5f49f22f3fcaa942255a6124d58ca59d9528f \
+    --hash=sha256:bab7c09454460a487e631ffc0c42057e3d8f2a9ddccd1e60c7bb8ed774992480 \
+    --hash=sha256:c8a0e34993b510fc19b9a2ce7f31cb8e94ecf6e924a40c0c9dd4f62d0aac47d9 \
+    --hash=sha256:caf5d284ddea7462c32b8d4a6b8af030b6c9fd5332afb70e7414d7fdded4bfd0 \
+    --hash=sha256:cea427d1350f3fd0d2818ce7350095c1a2ee33e30961d2f0fef48576ddbbe90f \
+    --hash=sha256:d0cf7d55b1051387807405b3898efafa862997b4cba8aa5dbe657be794afeafd \
+    --hash=sha256:d10c39947a2d351d6d466b4ae83dad4c37cd6c3cdd6d5d0fa797da56f710a6ae \
+    --hash=sha256:d2b9cd92c8f8e7b313b80e93cedc12c0112088541dcedd9197b5dee3738c1201 \
+    --hash=sha256:d4c57b68c8ef5e1ebf47238e99bf27657511ec3f071c465f6b1bccbef12d4136 \
+    --hash=sha256:d51fc141ddbe3f919e91a096ec739f49d686df8af254b2053ba21a910ae518bf \
+    --hash=sha256:e097507396c0be4e547ff15b13dc3866f45f3680f789c1a1301b07dadd3fbc78 \
+    --hash=sha256:e30356d530528a42eeba51420ae8bf6c6c09559051887196599d96ee5f536468 \
+    --hash=sha256:e8d5f8a8e3bc87334f025194c6193e408903d21ebaeb10952264943a985066ca \
+    --hash=sha256:e8dfa9e94fc127c40979c3eacbae1e61fda4fe71d84869cc129e2721973231ef \
+    --hash=sha256:f212d4f46b67ff604d11fff7cc62d36b3e8714edf68e44e9760e19be38c03eb0 \
+    --hash=sha256:f7506387e191fe8cdb267f912469a3cccc538ab108471291636a96a54e599556 \
+    --hash=sha256:fac6e277a41163d27dfab5f4ec1f7a83fac94e170665a4a50191b545721c6521 \
+    --hash=sha256:fcd8f556cdc8cfe35e70efb92463082b7f43dd7e547eb071ffc36abc0ca4699b
     # via -r requirements.in
 packaging==23.2 \
     --hash=sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5 \
@@ -668,80 +695,91 @@ pika==1.3.2 \
     --hash=sha256:0779a7c1fafd805672796085560d290213a465e4f6f76a6fb19e378d8041a14f \
     --hash=sha256:b2a327ddddf8570b4965b3576ac77091b850262d34ce8c1d8cb4e4146aa4145f
     # via -r requirements.in
-pillow==10.3.0 \
-    --hash=sha256:048ad577748b9fa4a99a0548c64f2cb8d672d5bf2e643a739ac8faff1164238c \
-    --hash=sha256:048eeade4c33fdf7e08da40ef402e748df113fd0b4584e32c4af74fe78baaeb2 \
-    --hash=sha256:0ba26351b137ca4e0db0342d5d00d2e355eb29372c05afd544ebf47c0956ffeb \
-    --hash=sha256:0ea2a783a2bdf2a561808fe4a7a12e9aa3799b701ba305de596bc48b8bdfce9d \
-    --hash=sha256:1530e8f3a4b965eb6a7785cf17a426c779333eb62c9a7d1bbcf3ffd5bf77a4aa \
-    --hash=sha256:16563993329b79513f59142a6b02055e10514c1a8e86dca8b48a893e33cf91e3 \
-    --hash=sha256:19aeb96d43902f0a783946a0a87dbdad5c84c936025b8419da0a0cd7724356b1 \
-    --hash=sha256:1a1d1915db1a4fdb2754b9de292642a39a7fb28f1736699527bb649484fb966a \
-    --hash=sha256:1b87bd9d81d179bd8ab871603bd80d8645729939f90b71e62914e816a76fc6bd \
-    --hash=sha256:1dfc94946bc60ea375cc39cff0b8da6c7e5f8fcdc1d946beb8da5c216156ddd8 \
-    --hash=sha256:2034f6759a722da3a3dbd91a81148cf884e91d1b747992ca288ab88c1de15999 \
-    --hash=sha256:261ddb7ca91fcf71757979534fb4c128448b5b4c55cb6152d280312062f69599 \
-    --hash=sha256:2ed854e716a89b1afcedea551cd85f2eb2a807613752ab997b9974aaa0d56936 \
-    --hash=sha256:3102045a10945173d38336f6e71a8dc71bcaeed55c3123ad4af82c52807b9375 \
-    --hash=sha256:339894035d0ede518b16073bdc2feef4c991ee991a29774b33e515f1d308e08d \
-    --hash=sha256:412444afb8c4c7a6cc11a47dade32982439925537e483be7c0ae0cf96c4f6a0b \
-    --hash=sha256:4203efca580f0dd6f882ca211f923168548f7ba334c189e9eab1178ab840bf60 \
-    --hash=sha256:45ebc7b45406febf07fef35d856f0293a92e7417ae7933207e90bf9090b70572 \
-    --hash=sha256:4b5ec25d8b17217d635f8935dbc1b9aa5907962fae29dff220f2659487891cd3 \
-    --hash=sha256:4c8e73e99da7db1b4cad7f8d682cf6abad7844da39834c288fbfa394a47bbced \
-    --hash=sha256:4e6f7d1c414191c1199f8996d3f2282b9ebea0945693fb67392c75a3a320941f \
-    --hash=sha256:4eaa22f0d22b1a7e93ff0a596d57fdede2e550aecffb5a1ef1106aaece48e96b \
-    --hash=sha256:50b8eae8f7334ec826d6eeffaeeb00e36b5e24aa0b9df322c247539714c6df19 \
-    --hash=sha256:50fd3f6b26e3441ae07b7c979309638b72abc1a25da31a81a7fbd9495713ef4f \
-    --hash=sha256:51243f1ed5161b9945011a7360e997729776f6e5d7005ba0c6879267d4c5139d \
-    --hash=sha256:5d512aafa1d32efa014fa041d38868fda85028e3f930a96f85d49c7d8ddc0383 \
-    --hash=sha256:5f77cf66e96ae734717d341c145c5949c63180842a545c47a0ce7ae52ca83795 \
-    --hash=sha256:6b02471b72526ab8a18c39cb7967b72d194ec53c1fd0a70b050565a0f366d355 \
-    --hash=sha256:6fb1b30043271ec92dc65f6d9f0b7a830c210b8a96423074b15c7bc999975f57 \
-    --hash=sha256:7161ec49ef0800947dc5570f86568a7bb36fa97dd09e9827dc02b718c5643f09 \
-    --hash=sha256:72d622d262e463dfb7595202d229f5f3ab4b852289a1cd09650362db23b9eb0b \
-    --hash=sha256:74d28c17412d9caa1066f7a31df8403ec23d5268ba46cd0ad2c50fb82ae40462 \
-    --hash=sha256:78618cdbccaa74d3f88d0ad6cb8ac3007f1a6fa5c6f19af64b55ca170bfa1edf \
-    --hash=sha256:793b4e24db2e8742ca6423d3fde8396db336698c55cd34b660663ee9e45ed37f \
-    --hash=sha256:798232c92e7665fe82ac085f9d8e8ca98826f8e27859d9a96b41d519ecd2e49a \
-    --hash=sha256:81d09caa7b27ef4e61cb7d8fbf1714f5aec1c6b6c5270ee53504981e6e9121ad \
-    --hash=sha256:8ab74c06ffdab957d7670c2a5a6e1a70181cd10b727cd788c4dd9005b6a8acd9 \
-    --hash=sha256:8eb0908e954d093b02a543dc963984d6e99ad2b5e36503d8a0aaf040505f747d \
-    --hash=sha256:90b9e29824800e90c84e4022dd5cc16eb2d9605ee13f05d47641eb183cd73d45 \
-    --hash=sha256:9797a6c8fe16f25749b371c02e2ade0efb51155e767a971c61734b1bf6293994 \
-    --hash=sha256:9d2455fbf44c914840c793e89aa82d0e1763a14253a000743719ae5946814b2d \
-    --hash=sha256:9d3bea1c75f8c53ee4d505c3e67d8c158ad4df0d83170605b50b64025917f338 \
-    --hash=sha256:9e2ec1e921fd07c7cda7962bad283acc2f2a9ccc1b971ee4b216b75fad6f0463 \
-    --hash=sha256:9e91179a242bbc99be65e139e30690e081fe6cb91a8e77faf4c409653de39451 \
-    --hash=sha256:a0eaa93d054751ee9964afa21c06247779b90440ca41d184aeb5d410f20ff591 \
-    --hash=sha256:a2c405445c79c3f5a124573a051062300936b0281fee57637e706453e452746c \
-    --hash=sha256:aa7e402ce11f0885305bfb6afb3434b3cd8f53b563ac065452d9d5654c7b86fd \
-    --hash=sha256:aff76a55a8aa8364d25400a210a65ff59d0168e0b4285ba6bf2bd83cf675ba32 \
-    --hash=sha256:b09b86b27a064c9624d0a6c54da01c1beaf5b6cadfa609cf63789b1d08a797b9 \
-    --hash=sha256:b14f16f94cbc61215115b9b1236f9c18403c15dd3c52cf629072afa9d54c1cbf \
-    --hash=sha256:b50811d664d392f02f7761621303eba9d1b056fb1868c8cdf4231279645c25f5 \
-    --hash=sha256:b7bc2176354defba3edc2b9a777744462da2f8e921fbaf61e52acb95bafa9828 \
-    --hash=sha256:c78e1b00a87ce43bb37642c0812315b411e856a905d58d597750eb79802aaaa3 \
-    --hash=sha256:c83341b89884e2b2e55886e8fbbf37c3fa5efd6c8907124aeb72f285ae5696e5 \
-    --hash=sha256:ca2870d5d10d8726a27396d3ca4cf7976cec0f3cb706debe88e3a5bd4610f7d2 \
-    --hash=sha256:ccce24b7ad89adb5a1e34a6ba96ac2530046763912806ad4c247356a8f33a67b \
-    --hash=sha256:cd5e14fbf22a87321b24c88669aad3a51ec052eb145315b3da3b7e3cc105b9a2 \
-    --hash=sha256:ce49c67f4ea0609933d01c0731b34b8695a7a748d6c8d186f95e7d085d2fe475 \
-    --hash=sha256:d33891be6df59d93df4d846640f0e46f1a807339f09e79a8040bc887bdcd7ed3 \
-    --hash=sha256:d3b2348a78bc939b4fed6552abfd2e7988e0f81443ef3911a4b8498ca084f6eb \
-    --hash=sha256:d886f5d353333b4771d21267c7ecc75b710f1a73d72d03ca06df49b09015a9ef \
-    --hash=sha256:d93480005693d247f8346bc8ee28c72a2191bdf1f6b5db469c096c0c867ac015 \
-    --hash=sha256:dc1a390a82755a8c26c9964d457d4c9cbec5405896cba94cf51f36ea0d855002 \
-    --hash=sha256:dd78700f5788ae180b5ee8902c6aea5a5726bac7c364b202b4b3e3ba2d293170 \
-    --hash=sha256:e46f38133e5a060d46bd630faa4d9fa0202377495df1f068a8299fd78c84de84 \
-    --hash=sha256:e4b878386c4bf293578b48fc570b84ecfe477d3b77ba39a6e87150af77f40c57 \
-    --hash=sha256:f0d0591a0aeaefdaf9a5e545e7485f89910c977087e7de2b6c388aec32011e9f \
-    --hash=sha256:fdcbb4068117dfd9ce0138d068ac512843c52295ed996ae6dd1faf537b6dbc27 \
-    --hash=sha256:ff61bfd9253c3915e6d41c651d5f962da23eda633cf02262990094a18a55371a
+pillow==10.4.0 \
+    --hash=sha256:02a2be69f9c9b8c1e97cf2713e789d4e398c751ecfd9967c18d0ce304efbf885 \
+    --hash=sha256:030abdbe43ee02e0de642aee345efa443740aa4d828bfe8e2eb11922ea6a21ea \
+    --hash=sha256:06b2f7898047ae93fad74467ec3d28fe84f7831370e3c258afa533f81ef7f3df \
+    --hash=sha256:0755ffd4a0c6f267cccbae2e9903d95477ca2f77c4fcf3a3a09570001856c8a5 \
+    --hash=sha256:0a9ec697746f268507404647e531e92889890a087e03681a3606d9b920fbee3c \
+    --hash=sha256:0ae24a547e8b711ccaaf99c9ae3cd975470e1a30caa80a6aaee9a2f19c05701d \
+    --hash=sha256:134ace6dc392116566980ee7436477d844520a26a4b1bd4053f6f47d096997fd \
+    --hash=sha256:166c1cd4d24309b30d61f79f4a9114b7b2313d7450912277855ff5dfd7cd4a06 \
+    --hash=sha256:1b5dea9831a90e9d0721ec417a80d4cbd7022093ac38a568db2dd78363b00908 \
+    --hash=sha256:1d846aea995ad352d4bdcc847535bd56e0fd88d36829d2c90be880ef1ee4668a \
+    --hash=sha256:1ef61f5dd14c300786318482456481463b9d6b91ebe5ef12f405afbba77ed0be \
+    --hash=sha256:297e388da6e248c98bc4a02e018966af0c5f92dfacf5a5ca22fa01cb3179bca0 \
+    --hash=sha256:298478fe4f77a4408895605f3482b6cc6222c018b2ce565c2b6b9c354ac3229b \
+    --hash=sha256:29dbdc4207642ea6aad70fbde1a9338753d33fb23ed6956e706936706f52dd80 \
+    --hash=sha256:2db98790afc70118bd0255c2eeb465e9767ecf1f3c25f9a1abb8ffc8cfd1fe0a \
+    --hash=sha256:32cda9e3d601a52baccb2856b8ea1fc213c90b340c542dcef77140dfa3278a9e \
+    --hash=sha256:37fb69d905be665f68f28a8bba3c6d3223c8efe1edf14cc4cfa06c241f8c81d9 \
+    --hash=sha256:416d3a5d0e8cfe4f27f574362435bc9bae57f679a7158e0096ad2beb427b8696 \
+    --hash=sha256:43efea75eb06b95d1631cb784aa40156177bf9dd5b4b03ff38979e048258bc6b \
+    --hash=sha256:4b35b21b819ac1dbd1233317adeecd63495f6babf21b7b2512d244ff6c6ce309 \
+    --hash=sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e \
+    --hash=sha256:5161eef006d335e46895297f642341111945e2c1c899eb406882a6c61a4357ab \
+    --hash=sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d \
+    --hash=sha256:551d3fd6e9dc15e4c1eb6fc4ba2b39c0c7933fa113b220057a34f4bb3268a060 \
+    --hash=sha256:59291fb29317122398786c2d44427bbd1a6d7ff54017075b22be9d21aa59bd8d \
+    --hash=sha256:5b001114dd152cfd6b23befeb28d7aee43553e2402c9f159807bf55f33af8a8d \
+    --hash=sha256:5b4815f2e65b30f5fbae9dfffa8636d992d49705723fe86a3661806e069352d4 \
+    --hash=sha256:5dc6761a6efc781e6a1544206f22c80c3af4c8cf461206d46a1e6006e4429ff3 \
+    --hash=sha256:5e84b6cc6a4a3d76c153a6b19270b3526a5a8ed6b09501d3af891daa2a9de7d6 \
+    --hash=sha256:6209bb41dc692ddfee4942517c19ee81b86c864b626dbfca272ec0f7cff5d9fb \
+    --hash=sha256:673655af3eadf4df6b5457033f086e90299fdd7a47983a13827acf7459c15d94 \
+    --hash=sha256:6c762a5b0997f5659a5ef2266abc1d8851ad7749ad9a6a5506eb23d314e4f46b \
+    --hash=sha256:7086cc1d5eebb91ad24ded9f58bec6c688e9f0ed7eb3dbbf1e4800280a896496 \
+    --hash=sha256:73664fe514b34c8f02452ffb73b7a92c6774e39a647087f83d67f010eb9a0cf0 \
+    --hash=sha256:76a911dfe51a36041f2e756b00f96ed84677cdeb75d25c767f296c1c1eda1319 \
+    --hash=sha256:780c072c2e11c9b2c7ca37f9a2ee8ba66f44367ac3e5c7832afcfe5104fd6d1b \
+    --hash=sha256:7928ecbf1ece13956b95d9cbcfc77137652b02763ba384d9ab508099a2eca856 \
+    --hash=sha256:7970285ab628a3779aecc35823296a7869f889b8329c16ad5a71e4901a3dc4ef \
+    --hash=sha256:7a8d4bade9952ea9a77d0c3e49cbd8b2890a399422258a77f357b9cc9be8d680 \
+    --hash=sha256:7c1ee6f42250df403c5f103cbd2768a28fe1a0ea1f0f03fe151c8741e1469c8b \
+    --hash=sha256:7dfecdbad5c301d7b5bde160150b4db4c659cee2b69589705b6f8a0c509d9f42 \
+    --hash=sha256:812f7342b0eee081eaec84d91423d1b4650bb9828eb53d8511bcef8ce5aecf1e \
+    --hash=sha256:866b6942a92f56300012f5fbac71f2d610312ee65e22f1aa2609e491284e5597 \
+    --hash=sha256:86dcb5a1eb778d8b25659d5e4341269e8590ad6b4e8b44d9f4b07f8d136c414a \
+    --hash=sha256:87dd88ded2e6d74d31e1e0a99a726a6765cda32d00ba72dc37f0651f306daaa8 \
+    --hash=sha256:8bc1a764ed8c957a2e9cacf97c8b2b053b70307cf2996aafd70e91a082e70df3 \
+    --hash=sha256:8d4d5063501b6dd4024b8ac2f04962d661222d120381272deea52e3fc52d3736 \
+    --hash=sha256:8f0aef4ef59694b12cadee839e2ba6afeab89c0f39a3adc02ed51d109117b8da \
+    --hash=sha256:930044bb7679ab003b14023138b50181899da3f25de50e9dbee23b61b4de2126 \
+    --hash=sha256:950be4d8ba92aca4b2bb0741285a46bfae3ca699ef913ec8416c1b78eadd64cd \
+    --hash=sha256:961a7293b2457b405967af9c77dcaa43cc1a8cd50d23c532e62d48ab6cdd56f5 \
+    --hash=sha256:9b885f89040bb8c4a1573566bbb2f44f5c505ef6e74cec7ab9068c900047f04b \
+    --hash=sha256:9f4727572e2918acaa9077c919cbbeb73bd2b3ebcfe033b72f858fc9fbef0026 \
+    --hash=sha256:a02364621fe369e06200d4a16558e056fe2805d3468350df3aef21e00d26214b \
+    --hash=sha256:a985e028fc183bf12a77a8bbf36318db4238a3ded7fa9df1b9a133f1cb79f8fc \
+    --hash=sha256:ac1452d2fbe4978c2eec89fb5a23b8387aba707ac72810d9490118817d9c0b46 \
+    --hash=sha256:b15e02e9bb4c21e39876698abf233c8c579127986f8207200bc8a8f6bb27acf2 \
+    --hash=sha256:b2724fdb354a868ddf9a880cb84d102da914e99119211ef7ecbdc613b8c96b3c \
+    --hash=sha256:bbc527b519bd3aa9d7f429d152fea69f9ad37c95f0b02aebddff592688998abe \
+    --hash=sha256:bcd5e41a859bf2e84fdc42f4edb7d9aba0a13d29a2abadccafad99de3feff984 \
+    --hash=sha256:bd2880a07482090a3bcb01f4265f1936a903d70bc740bfcb1fd4e8a2ffe5cf5a \
+    --hash=sha256:bee197b30783295d2eb680b311af15a20a8b24024a19c3a26431ff83eb8d1f70 \
+    --hash=sha256:bf2342ac639c4cf38799a44950bbc2dfcb685f052b9e262f446482afaf4bffca \
+    --hash=sha256:c76e5786951e72ed3686e122d14c5d7012f16c8303a674d18cdcd6d89557fc5b \
+    --hash=sha256:cbed61494057c0f83b83eb3a310f0bf774b09513307c434d4366ed64f4128a91 \
+    --hash=sha256:cfdd747216947628af7b259d274771d84db2268ca062dd5faf373639d00113a3 \
+    --hash=sha256:d7480af14364494365e89d6fddc510a13e5a2c3584cb19ef65415ca57252fb84 \
+    --hash=sha256:dbc6ae66518ab3c5847659e9988c3b60dc94ffb48ef9168656e0019a93dbf8a1 \
+    --hash=sha256:dc3e2db6ba09ffd7d02ae9141cfa0ae23393ee7687248d46a7507b75d610f4f5 \
+    --hash=sha256:dfe91cb65544a1321e631e696759491ae04a2ea11d36715eca01ce07284738be \
+    --hash=sha256:e4d49b85c4348ea0b31ea63bc75a9f3857869174e2bf17e7aba02945cd218e6f \
+    --hash=sha256:e4db64794ccdf6cb83a59d73405f63adbe2a1887012e308828596100a0b2f6cc \
+    --hash=sha256:e553cad5179a66ba15bb18b353a19020e73a7921296a7979c4a2b7f6a5cd57f9 \
+    --hash=sha256:e88d5e6ad0d026fba7bdab8c3f225a69f063f116462c49892b0149e21b6c0a0e \
+    --hash=sha256:ecd85a8d3e79cd7158dec1c9e5808e821feea088e2f69a974db5edf84dc53141 \
+    --hash=sha256:f5b92f4d70791b4a67157321c4e8225d60b119c5cc9aee8ecf153aace4aad4ef \
+    --hash=sha256:f5f0c3e969c8f12dd2bb7e0b15d5c468b51e5017e01e2e867335c81903046a22 \
+    --hash=sha256:f7baece4ce06bade126fb84b8af1c33439a76d8a6fd818970215e0560ca28c27 \
+    --hash=sha256:ff25afb18123cea58a591ea0244b92eb1e61a1fd497bf6d6384f09bc3262ec3e \
+    --hash=sha256:ff337c552345e95702c5fde3158acb0625111017d0e5f24bf3acdb9cc16b90d1
     # via -r requirements.in
-pluggy==1.4.0 \
-    --hash=sha256:7db9f7b503d67d1c5b95f59773ebb58a8c1c288129a88665838012cfb07b8981 \
-    --hash=sha256:8c85c2876142a764e5b7548e7d9a0e0ddb46f5185161049a79b7e974454223be
+pluggy==1.5.0 \
+    --hash=sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1 \
+    --hash=sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669
     # via pytest
 psutil==5.9.8 \
     --hash=sha256:02615ed8c5ea222323408ceba16c60e99c3f91639b07da6373fb7e6539abc56d \
@@ -843,132 +881,135 @@ pygments==2.17.2 \
     --hash=sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c \
     --hash=sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367
     # via rich
-pyinstrument==4.6.2 \
-    --hash=sha256:0002ee517ed8502bbda6eb2bb1ba8f95a55492fcdf03811ba13d4806e50dd7f6 \
-    --hash=sha256:01fc45dedceec3df81668d702bca6d400d956c8b8494abc206638c167c78dfd9 \
-    --hash=sha256:06a8578b2943eb1dbbf281e1e59e44246acfefd79e1b06d4950f01b693de12af \
-    --hash=sha256:08fdc7f88c989316fa47805234c37a40fafe7b614afd8ae863f0afa9d1707b37 \
-    --hash=sha256:0de2c1714a37a820033b19cf134ead43299a02662f1379140974a9ab733c5f3a \
-    --hash=sha256:113d2fc534c9ca7b6b5661d6ada05515bf318f6eb34e8d05860fe49eb7cfe17e \
-    --hash=sha256:1e474c56da636253dfdca7cd1998b240d6b39f7ed34777362db69224fcf053b1 \
-    --hash=sha256:20e15b4e1d29ba0b7fc81aac50351e0dc0d7e911e93771ebc3f408e864a2c93b \
-    --hash=sha256:23c3e3ca8553b9aac09bd978c73d21b9032c707ac6d803bae6a20ecc048df4a8 \
-    --hash=sha256:28af084aa84bbfd3620ebe71d5f9a0deca4451267f363738ca824f733de55056 \
-    --hash=sha256:2e625fc6ffcd4fd420493edd8276179c3f784df207bef4c2192725c1b310534c \
-    --hash=sha256:2fd8e547cf3df5f0ec6e4dffbe2e857f6b28eda51b71c3c0b5a2fc0646527835 \
-    --hash=sha256:3098cd72b71a322a72dafeb4ba5c566465e193d2030adad4c09566bd2f89bf4f \
-    --hash=sha256:32ec8db6896b94af790a530e1e0edad4d0f941a0ab8dd9073e5993e7ea46af7d \
-    --hash=sha256:34e59e91c88ec9ad5630c0964eca823949005e97736bfa838beb4789e94912a2 \
-    --hash=sha256:3a165e0d2deb212d4cf439383982a831682009e1b08733c568cac88c89784e62 \
-    --hash=sha256:46992e855d630575ec635eeca0068a8ddf423d4fd32ea0875a94e9f8688f0b95 \
-    --hash=sha256:4fba3244e94c117bf4d9b30b8852bbdcd510e7329fdd5c7c8b3799e00a9215a8 \
-    --hash=sha256:5b6e161ef268d43ee6bbfae7fd2cdd0a52c099ddd21001c126ca1805dc906539 \
-    --hash=sha256:5ebeba952c0056dcc9b9355328c78c4b5c2a33b4b4276a9157a3ab589f3d1bac \
-    --hash=sha256:5f329f5534ca069420246f5ce57270d975229bcb92a3a3fd6b2ca086527d9764 \
-    --hash=sha256:62f6014d2b928b181a52483e7c7b82f2c27e22c577417d1681153e5518f03317 \
-    --hash=sha256:67268bb0d579330cff40fd1c90b8510363ca1a0e7204225840614068658dab77 \
-    --hash=sha256:6ba8e368d0421f15ba6366dfd60ec131c1b46505d021477e0f865d26cf35a605 \
-    --hash=sha256:6c0f0e1d8f8c70faa90ff57f78ac0dda774b52ea0bfb2d9f0f41ce6f3e7c869e \
-    --hash=sha256:6c761372945e60fc1396b7a49f30592e8474e70a558f1a87346d27c8c4ce50f7 \
-    --hash=sha256:6ed4e8c6c84e0e6429ba7008a66e435ede2d8cb027794c20923c55669d9c5633 \
-    --hash=sha256:73db0c2c99119c65b075feee76e903b4ed82e59440fe8b5724acf5c7cb24721f \
-    --hash=sha256:7a1b1cd768ea7ea9ab6f5490f7e74431321bcc463e9441dbc2f769617252d9e2 \
-    --hash=sha256:7ba858b3d6f6e5597c641edcc0e7e464f85aba86d71bc3b3592cb89897bf43f6 \
-    --hash=sha256:7bd3da31c46f1c1cb7ae89031725f6a1d1015c2041d9c753fe23980f5f9fd86c \
-    --hash=sha256:7c671057fad22ee3ded897a6a361204ea2538e44c1233cad0e8e30f6d27f33db \
-    --hash=sha256:803ac64e526473d64283f504df3b0d5c2c203ea9603cab428641538ffdc753a7 \
-    --hash=sha256:8a386b9d09d167451fb2111eaf86aabf6e094fed42c15f62ec51d6980bce7d96 \
-    --hash=sha256:8a9791bf8916c1cf439c202fded32de93354b0f57328f303d71950b0027c7811 \
-    --hash=sha256:8b3c44cb037ad0d6e9d9a48c14d856254ada641fbd0ae9de40da045fc2226a2a \
-    --hash=sha256:8d104b7a7899d5fa4c5bf1ceb0c1a070615a72c5dc17bc321b612467ad5c5d88 \
-    --hash=sha256:90350533396071cb2543affe01e40bf534c35cb0d4b8fa9fdb0f052f9ca2cfe3 \
-    --hash=sha256:a59fc4f7db738a094823afe6422509fa5816a7bf74e768ce5a7a2ddd91af40ac \
-    --hash=sha256:af1a953bce9fd530040895d01ff3de485e25e1576dccb014f76ba9131376fcad \
-    --hash=sha256:b082df0bbf71251a7f4880a12ed28421dba84ea7110bb376e0533067a4eaff40 \
-    --hash=sha256:b2b66ff0b16c8ecf1ec22de001cfff46872b2c163c62429055105564eef50b2e \
-    --hash=sha256:b55983a884f083f93f0fc6d12ff8df0acd1e2fb0580d2f4c7bfe6def33a84b58 \
-    --hash=sha256:baf375953b02fe94d00e716f060e60211ede73f49512b96687335f7071adb153 \
-    --hash=sha256:be9901f17ac2f527c352f2fdca3d717c1d7f2ce8a70bad5a490fc8cc5d2a6007 \
-    --hash=sha256:cd0320c39e99e3c0a3129d1ed010ac41e5a7eb96fb79900d270080a97962e995 \
-    --hash=sha256:d02f31fa13a9e8dc702a113878419deba859563a32474c9f68e04619d43d6f01 \
-    --hash=sha256:d4b559322f30509ad8f082561792352d0805b3edfa508e492a36041fdc009259 \
-    --hash=sha256:d4dcdcc7ba224a0c5edfbd00b0f530f5aed2b26da5aaa2f9af5519d4aa8c7e41 \
-    --hash=sha256:d6162615e783c59e36f2d7caf903a7e3ecb6b32d4a4ae8907f2760b2ef395bf6 \
-    --hash=sha256:da58f265326f3cf3975366ccb8b39014f1e69ff8327958a089858d71c633d654 \
-    --hash=sha256:dcb5c8d763c5df55131670ba2a01a8aebd0d490a789904a55eb6a8b8d497f110 \
-    --hash=sha256:dd5c53a0159126b5ce7cbc4994433c9c671e057c85297ff32645166a06ad2c50 \
-    --hash=sha256:dd6007d3c2e318e09e582435dd8d111cccf30d342af66886b783208813caf3d7 \
-    --hash=sha256:e2e554b1bb0df78f5ce8a92df75b664912ca93aa94208386102af454ec31b647 \
-    --hash=sha256:e3813c8ecfab9d7d855c5f0f71f11793cf1507f40401aa33575c7fd613577c23 \
-    --hash=sha256:e63f4916001aa9c625976a50779282e0a5b5e9b17c52a50ef4c651e468ed5b88 \
-    --hash=sha256:edca46f04a573ac2fb11a84b937844e6a109f38f80f4b422222fb5be8ecad8cb \
-    --hash=sha256:fdc0a53b27e5d8e47147489c7dab596ddd1756b1e053217ef5bc6718567099ff \
-    --hash=sha256:feebcf860f955401df30d029ec8de7a0c5515d24ea809736430fd1219686fe14
+pyinstrument==4.7.3 \
+    --hash=sha256:03dd0c51f6ca706be5c27715e9b4527aa82003c2705d3173943c5b4a2b7a47e8 \
+    --hash=sha256:089f7afb326ee937656ee1767813dc793ad20b3d353d081e16255b63830a4787 \
+    --hash=sha256:0e381fc56ba4a77cb45d82eb69689d900a5ee7205a5eb90131234b21ae7a1991 \
+    --hash=sha256:1ce2828cc29b17720f3c66345ea6f9ff54a3860d0488b59c985377ce2e6a710b \
+    --hash=sha256:2092910e745cfd0a62dadf041afb38239195244871ee127b1028e7e790602e6b \
+    --hash=sha256:21e05f53810a6ff5fa261da838935fd1b2ab2bf30a7c053f6c72bcaaa6de0933 \
+    --hash=sha256:2a7c481daec4bd77a3dbfbe01a0155e03352dd700f3c3efe4bdbc30821b20e19 \
+    --hash=sha256:2b312442f01fbf2582cd7c929703608cb82874b73a0f3250cbeffc4abddae4f5 \
+    --hash=sha256:346bc584c542c4c77ca46e8f55eb2d3265ee992839e06d535a22ca65c5b9e767 \
+    --hash=sha256:3ad61041ff1880d4c99d3384cd267e38a0a6472b5a4dd765992db376bd4394c8 \
+    --hash=sha256:3d98997347047a217ef6b844273d3753e543e0984f2220e9dd284cbef6054c2a \
+    --hash=sha256:470a4f6de1a1edf7debe87917b5d12f94fe59975a8a0e91c22ad789b55720073 \
+    --hash=sha256:4766bbb2b451460432c97baf00bbda56653429671e8daec344d343f21fb05b8f \
+    --hash=sha256:57992c5f73fad7b560e27f864ff9824c6ccc834d48bbeaf4cecf66193cfe28c6 \
+    --hash=sha256:6002ea1018d6d6f9b6f1c66b3e14805213573bd69f79b2e7ad2c507441b3e73e \
+    --hash=sha256:61db15f8b59a3a1964041a8df260667fb5dabddd928301e3580cf93d7a05e352 \
+    --hash=sha256:65fd559498902d1560d728238eea53d8dd54cb8f697b816cacce5524f09d8757 \
+    --hash=sha256:66af331f9da06df36afbdbd2b7128ae725bb444f24584d2ed1f4c67d1b2759b8 \
+    --hash=sha256:6a79912f8a096ccad1b88a527719563f6b2b5dc94057873c2ca840dc6378cfee \
+    --hash=sha256:6d642d8c69091fd49286136b7d958f8dbac969a3f6259c7c6d78e8ff207d235e \
+    --hash=sha256:6de792dc65dcc75e73b721f4e89aa60a4d2f8617e5a5da060244058018ad0399 \
+    --hash=sha256:6e85b34a9b8ed4df4deaa0afe63bc765ea29003eb5b9b3bc0323f7ad7f7cd0fd \
+    --hash=sha256:70afa765c06e4f7605033b85ef82ed946ec8e6ae1835e25f6cbb01205a624197 \
+    --hash=sha256:73da379506a09cdff2fdd23a0b3eb8f020f473d019f604538e0e5045613e33d4 \
+    --hash=sha256:7405aec2227ed87dc3bc3a8eb82b5dcdec68861d564ee0d429f9a51ca30ccd58 \
+    --hash=sha256:77594adf4713bc3e430e300561a2d837213cf9015414c0e0de6aef0cb9cebd80 \
+    --hash=sha256:7b1321514863be18138a6d761696b3f6e8645390dd2f6c8a6d66a453f0d5187c \
+    --hash=sha256:7c29f7a23e0f704f5f21aeeb47193460601e7359d09156ea043395870494b39a \
+    --hash=sha256:7e23ce5fcc30346e576b98ca24bd2a9a68cbc42b90cdb0d8f376fa82cee2fe23 \
+    --hash=sha256:7f09ebad95af94f5427c20005fc7ba84a0a3deae6324434d7ec3be99d369bf37 \
+    --hash=sha256:8043b9c1fb0c19a2957098930c3bad43ecdc1cf8e1d3f32a3b9ef74fdd3df028 \
+    --hash=sha256:84ceb25f24ceb03dc770b6c142ec4419506d3a04d66d778810cb8da76df25651 \
+    --hash=sha256:886ccb349aefcbd5be1f33247b3a1af4ad5d34939338d99e94bae064886bf0d8 \
+    --hash=sha256:897d09c876f18b713498be21430b39428a9254ffec0c6c06796fce0e6a8fe437 \
+    --hash=sha256:8a66aee3d2cf0cc6b8e57cb189fd9fb16d13b8d538419999596ce4f58b5d4a9a \
+    --hash=sha256:8b944c939c49af88cec1e20e9c28eec80c478fc2fd53b23ed58702bcb5bcbcf9 \
+    --hash=sha256:8d1f4e0155f563f66e821210c225af8b64a2283c0feff776c49feba623e7bafd \
+    --hash=sha256:9402e339d802a7f5b1ad716b8411ab98f45e51c4b261e662b8a470c251af0acc \
+    --hash=sha256:98e1b7695c234786e82500394ef50f205713f8702a31aec84fdd0687e0ab8405 \
+    --hash=sha256:9b4d80deaf76cc171b3b707e2babc9a7046610c4e11022167949e60fc2dc62be \
+    --hash=sha256:ae2c966c91da630a23dbff5f7e61ad2eee133cfaf1e4acf7e09fcf506cbb6251 \
+    --hash=sha256:b2d2a0e401db6800f63de0539415cdff46b138914d771a46db0b3f673f9827e7 \
+    --hash=sha256:b68c5b97690604741bb1f028ec75d2a6298500f415590ae92a766f71b82fc72a \
+    --hash=sha256:bfad987207c89b51f80be71f5362cead4ccd62b9f407248b87e91863bba70e4d \
+    --hash=sha256:c5fbe9d24154a118a4b86bed5ae228c3d8698216fad65257aca97e790527197a \
+    --hash=sha256:c619f3064dae5284b904c4862b35639c35ecd439bb5b4152924f7ccb69edc5e3 \
+    --hash=sha256:cf1e67b37e936f647ce731fff5d2f54e102813274d350671dc5961ec8b46b3ff \
+    --hash=sha256:d564d6f6151d3cab28430092cdcbd4aefe0834551af4b4f97e6e57025a348557 \
+    --hash=sha256:d648596ea04409ca3ca260029041ed7fa046b776205bf9a0b75cda0a4f4d2515 \
+    --hash=sha256:d87749f68b9cc221628aab989a4a73b16030c27c714ecd83892d716f863d9739 \
+    --hash=sha256:de40b44ff2fe78493b944b679cc084e72b2648c37a96fcfbccb9171a4449e509 \
+    --hash=sha256:df9ba133f5a771dd30df1d3b868af75bdb7f12c9ebd5ddd463d09aa6334d96ef \
+    --hash=sha256:e23d5ad174d2a488c164abee4407f3f3a6e6d5721ab1fab9e0ad9570631704c2 \
+    --hash=sha256:e562e608f878540d19a514774e0f24fccaeac035674cf2b2afacdae9e0e19b29 \
+    --hash=sha256:e660d9a7f57909574010056dbc80869866623669455516ffc7421988286ddaf3 \
+    --hash=sha256:e9824e11290f6f2772c257cc0bd07f59405759287db6ebcbb06f962a3eba68fb \
+    --hash=sha256:eaa45270af0b9d86f1cef705520e9b43f4a1cd18397083f8a594a28f898d078b \
+    --hash=sha256:edd85ee9c6aa5be0bf78d48ad2eb5e02fdab1a646875d90fa09cbc61f4c91a01 \
+    --hash=sha256:f29ed5778b83bf40bd808f120cd2ea11ef94acd2aa5b64398e6d56958b88ab26 \
+    --hash=sha256:f65107079f68dcaeb58ee032d98075ab7ac49be419c60673406043e0675393b4 \
+    --hash=sha256:fa2715e3ac3ce2f4b9c4e468a9a4faf43ca645beea002cb47533902576f4f64d
     # via -r requirements.in
-pytest==7.4.4 \
-    --hash=sha256:2cf0005922c6ace4a3e2ec8b4080eb0d9753fdc93107415332f50ce9e7994280 \
-    --hash=sha256:b090cdf5ed60bf4c45261be03239c2c1c22df034fbffe691abe93cd80cea01d8
+pytest==8.3.3 \
+    --hash=sha256:70b98107bd648308a7952b06e6ca9a50bc660be218d53c257cc1fc94fda10181 \
+    --hash=sha256:a6853c7375b2663155079443d2e45de913a911a11d669df02a50814944db57b2
     # via -r requirements.in
 python-dateutil==2.9.0.post0 \
     --hash=sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3 \
     --hash=sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427
     # via botocore
-python-dotenv==1.0.0 \
-    --hash=sha256:a8df96034aae6d2d50a4ebe8216326c61c3eb64836776504fcca410e5937a3ba \
-    --hash=sha256:f5971a9226b701070a4bf2c38c89e5a3f0d64de8debda981d1db98583009122a
+python-dotenv==1.0.1 \
+    --hash=sha256:e324ee90a023d808f1959c46bcbc04446a10ced277783dc6ee09987c37ec10ca \
+    --hash=sha256:f7b63ef50f1b690dddf550d03497b66d609393b40b564ed0d674909a68ebf16a
     # via -r requirements.in
-pyyaml==6.0.1 \
-    --hash=sha256:04ac92ad1925b2cff1db0cfebffb6ffc43457495c9b3c39d3fcae417d7125dc5 \
-    --hash=sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc \
-    --hash=sha256:0d3304d8c0adc42be59c5f8a4d9e3d7379e6955ad754aa9d6ab7a398b59dd1df \
-    --hash=sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741 \
-    --hash=sha256:184c5108a2aca3c5b3d3bf9395d50893a7ab82a38004c8f61c258d4428e80206 \
-    --hash=sha256:18aeb1bf9a78867dc38b259769503436b7c72f7a1f1f4c93ff9a17de54319b27 \
-    --hash=sha256:1d4c7e777c441b20e32f52bd377e0c409713e8bb1386e1099c2415f26e479595 \
-    --hash=sha256:1e2722cc9fbb45d9b87631ac70924c11d3a401b2d7f410cc0e3bbf249f2dca62 \
-    --hash=sha256:1fe35611261b29bd1de0070f0b2f47cb6ff71fa6595c077e42bd0c419fa27b98 \
-    --hash=sha256:28c119d996beec18c05208a8bd78cbe4007878c6dd15091efb73a30e90539696 \
-    --hash=sha256:326c013efe8048858a6d312ddd31d56e468118ad4cdeda36c719bf5bb6192290 \
-    --hash=sha256:40df9b996c2b73138957fe23a16a4f0ba614f4c0efce1e9406a184b6d07fa3a9 \
-    --hash=sha256:42f8152b8dbc4fe7d96729ec2b99c7097d656dc1213a3229ca5383f973a5ed6d \
-    --hash=sha256:49a183be227561de579b4a36efbb21b3eab9651dd81b1858589f796549873dd6 \
-    --hash=sha256:4fb147e7a67ef577a588a0e2c17b6db51dda102c71de36f8549b6816a96e1867 \
-    --hash=sha256:50550eb667afee136e9a77d6dc71ae76a44df8b3e51e41b77f6de2932bfe0f47 \
-    --hash=sha256:510c9deebc5c0225e8c96813043e62b680ba2f9c50a08d3724c7f28a747d1486 \
-    --hash=sha256:5773183b6446b2c99bb77e77595dd486303b4faab2b086e7b17bc6bef28865f6 \
-    --hash=sha256:596106435fa6ad000c2991a98fa58eeb8656ef2325d7e158344fb33864ed87e3 \
-    --hash=sha256:6965a7bc3cf88e5a1c3bd2e0b5c22f8d677dc88a455344035f03399034eb3007 \
-    --hash=sha256:69b023b2b4daa7548bcfbd4aa3da05b3a74b772db9e23b982788168117739938 \
-    --hash=sha256:6c22bec3fbe2524cde73d7ada88f6566758a8f7227bfbf93a408a9d86bcc12a0 \
-    --hash=sha256:704219a11b772aea0d8ecd7058d0082713c3562b4e271b849ad7dc4a5c90c13c \
-    --hash=sha256:7e07cbde391ba96ab58e532ff4803f79c4129397514e1413a7dc761ccd755735 \
-    --hash=sha256:81e0b275a9ecc9c0c0c07b4b90ba548307583c125f54d5b6946cfee6360c733d \
-    --hash=sha256:855fb52b0dc35af121542a76b9a84f8d1cd886ea97c84703eaa6d88e37a2ad28 \
-    --hash=sha256:8d4e9c88387b0f5c7d5f281e55304de64cf7f9c0021a3525bd3b1c542da3b0e4 \
-    --hash=sha256:9046c58c4395dff28dd494285c82ba00b546adfc7ef001486fbf0324bc174fba \
-    --hash=sha256:9eb6caa9a297fc2c2fb8862bc5370d0303ddba53ba97e71f08023b6cd73d16a8 \
-    --hash=sha256:a08c6f0fe150303c1c6b71ebcd7213c2858041a7e01975da3a99aed1e7a378ef \
-    --hash=sha256:a0cd17c15d3bb3fa06978b4e8958dcdc6e0174ccea823003a106c7d4d7899ac5 \
-    --hash=sha256:afd7e57eddb1a54f0f1a974bc4391af8bcce0b444685d936840f125cf046d5bd \
-    --hash=sha256:b1275ad35a5d18c62a7220633c913e1b42d44b46ee12554e5fd39c70a243d6a3 \
-    --hash=sha256:b786eecbdf8499b9ca1d697215862083bd6d2a99965554781d0d8d1ad31e13a0 \
-    --hash=sha256:ba336e390cd8e4d1739f42dfe9bb83a3cc2e80f567d8805e11b46f4a943f5515 \
-    --hash=sha256:baa90d3f661d43131ca170712d903e6295d1f7a0f595074f151c0aed377c9b9c \
-    --hash=sha256:bc1bf2925a1ecd43da378f4db9e4f799775d6367bdb94671027b73b393a7c42c \
-    --hash=sha256:bd4af7373a854424dabd882decdc5579653d7868b8fb26dc7d0e99f823aa5924 \
-    --hash=sha256:bf07ee2fef7014951eeb99f56f39c9bb4af143d8aa3c21b1677805985307da34 \
-    --hash=sha256:bfdf460b1736c775f2ba9f6a92bca30bc2095067b8a9d77876d1fad6cc3b4a43 \
-    --hash=sha256:c8098ddcc2a85b61647b2590f825f3db38891662cfc2fc776415143f599bb859 \
-    --hash=sha256:d2b04aac4d386b172d5b9692e2d2da8de7bfb6c387fa4f801fbf6fb2e6ba4673 \
-    --hash=sha256:d483d2cdf104e7c9fa60c544d92981f12ad66a457afae824d146093b8c294c54 \
-    --hash=sha256:d858aa552c999bc8a8d57426ed01e40bef403cd8ccdd0fc5f6f04a00414cac2a \
-    --hash=sha256:e7d73685e87afe9f3b36c799222440d6cf362062f78be1013661b00c5c6f678b \
-    --hash=sha256:f003ed9ad21d6a4713f0a9b5a7a0a79e08dd0f221aff4525a2be4c346ee60aab \
-    --hash=sha256:f22ac1c3cac4dbc50079e965eba2c1058622631e526bd9afd45fedd49ba781fa \
-    --hash=sha256:faca3bdcf85b2fc05d06ff3fbc1f83e1391b3e724afa3feba7d13eeab355484c \
-    --hash=sha256:fca0e3a251908a499833aa292323f32437106001d436eca0e6e7833256674585 \
-    --hash=sha256:fd1592b3fdf65fff2ad0004b5e363300ef59ced41c2e6b3a99d4089fa8c5435d \
-    --hash=sha256:fd66fc5d0da6d9815ba2cebeb4205f95818ff4b79c3ebe268e75d961704af52f
+pyyaml==6.0.2 \
+    --hash=sha256:01179a4a8559ab5de078078f37e5c1a30d76bb88519906844fd7bdea1b7729ff \
+    --hash=sha256:0833f8694549e586547b576dcfaba4a6b55b9e96098b36cdc7ebefe667dfed48 \
+    --hash=sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086 \
+    --hash=sha256:0b69e4ce7a131fe56b7e4d770c67429700908fc0752af059838b1cfb41960e4e \
+    --hash=sha256:0ffe8360bab4910ef1b9e87fb812d8bc0a308b0d0eef8c8f44e0254ab3b07133 \
+    --hash=sha256:11d8f3dd2b9c1207dcaf2ee0bbbfd5991f571186ec9cc78427ba5bd32afae4b5 \
+    --hash=sha256:17e311b6c678207928d649faa7cb0d7b4c26a0ba73d41e99c4fff6b6c3276484 \
+    --hash=sha256:1e2120ef853f59c7419231f3bf4e7021f1b936f6ebd222406c3b60212205d2ee \
+    --hash=sha256:1f71ea527786de97d1a0cc0eacd1defc0985dcf6b3f17bb77dcfc8c34bec4dc5 \
+    --hash=sha256:23502f431948090f597378482b4812b0caae32c22213aecf3b55325e049a6c68 \
+    --hash=sha256:24471b829b3bf607e04e88d79542a9d48bb037c2267d7927a874e6c205ca7e9a \
+    --hash=sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf \
+    --hash=sha256:2e99c6826ffa974fe6e27cdb5ed0021786b03fc98e5ee3c5bfe1fd5015f42b99 \
+    --hash=sha256:39693e1f8320ae4f43943590b49779ffb98acb81f788220ea932a6b6c51004d8 \
+    --hash=sha256:3ad2a3decf9aaba3d29c8f537ac4b243e36bef957511b4766cb0057d32b0be85 \
+    --hash=sha256:3b1fdb9dc17f5a7677423d508ab4f243a726dea51fa5e70992e59a7411c89d19 \
+    --hash=sha256:41e4e3953a79407c794916fa277a82531dd93aad34e29c2a514c2c0c5fe971cc \
+    --hash=sha256:43fa96a3ca0d6b1812e01ced1044a003533c47f6ee8aca31724f78e93ccc089a \
+    --hash=sha256:50187695423ffe49e2deacb8cd10510bc361faac997de9efef88badc3bb9e2d1 \
+    --hash=sha256:5ac9328ec4831237bec75defaf839f7d4564be1e6b25ac710bd1a96321cc8317 \
+    --hash=sha256:5d225db5a45f21e78dd9358e58a98702a0302f2659a3c6cd320564b75b86f47c \
+    --hash=sha256:6395c297d42274772abc367baaa79683958044e5d3835486c16da75d2a694631 \
+    --hash=sha256:688ba32a1cffef67fd2e9398a2efebaea461578b0923624778664cc1c914db5d \
+    --hash=sha256:68ccc6023a3400877818152ad9a1033e3db8625d899c72eacb5a668902e4d652 \
+    --hash=sha256:70b189594dbe54f75ab3a1acec5f1e3faa7e8cf2f1e08d9b561cb41b845f69d5 \
+    --hash=sha256:797b4f722ffa07cc8d62053e4cff1486fa6dc094105d13fea7b1de7d8bf71c9e \
+    --hash=sha256:7c36280e6fb8385e520936c3cb3b8042851904eba0e58d277dca80a5cfed590b \
+    --hash=sha256:7e7401d0de89a9a855c839bc697c079a4af81cf878373abd7dc625847d25cbd8 \
+    --hash=sha256:80bab7bfc629882493af4aa31a4cfa43a4c57c83813253626916b8c7ada83476 \
+    --hash=sha256:82d09873e40955485746739bcb8b4586983670466c23382c19cffecbf1fd8706 \
+    --hash=sha256:8388ee1976c416731879ac16da0aff3f63b286ffdd57cdeb95f3f2e085687563 \
+    --hash=sha256:8824b5a04a04a047e72eea5cec3bc266db09e35de6bdfe34c9436ac5ee27d237 \
+    --hash=sha256:8b9c7197f7cb2738065c481a0461e50ad02f18c78cd75775628afb4d7137fb3b \
+    --hash=sha256:9056c1ecd25795207ad294bcf39f2db3d845767be0ea6e6a34d856f006006083 \
+    --hash=sha256:936d68689298c36b53b29f23c6dbb74de12b4ac12ca6cfe0e047bedceea56180 \
+    --hash=sha256:9b22676e8097e9e22e36d6b7bda33190d0d400f345f23d4065d48f4ca7ae0425 \
+    --hash=sha256:a4d3091415f010369ae4ed1fc6b79def9416358877534caf6a0fdd2146c87a3e \
+    --hash=sha256:a8786accb172bd8afb8be14490a16625cbc387036876ab6ba70912730faf8e1f \
+    --hash=sha256:a9f8c2e67970f13b16084e04f134610fd1d374bf477b17ec1599185cf611d725 \
+    --hash=sha256:bc2fa7c6b47d6bc618dd7fb02ef6fdedb1090ec036abab80d4681424b84c1183 \
+    --hash=sha256:c70c95198c015b85feafc136515252a261a84561b7b1d51e3384e0655ddf25ab \
+    --hash=sha256:cc1c1159b3d456576af7a3e4d1ba7e6924cb39de8f67111c735f6fc832082774 \
+    --hash=sha256:ce826d6ef20b1bc864f0a68340c8b3287705cae2f8b4b1d932177dcc76721725 \
+    --hash=sha256:d584d9ec91ad65861cc08d42e834324ef890a082e591037abe114850ff7bbc3e \
+    --hash=sha256:d7fded462629cfa4b685c5416b949ebad6cec74af5e2d42905d41e257e0869f5 \
+    --hash=sha256:d84a1718ee396f54f3a086ea0a66d8e552b2ab2017ef8b420e92edbc841c352d \
+    --hash=sha256:d8e03406cac8513435335dbab54c0d385e4a49e4945d2909a581c83647ca0290 \
+    --hash=sha256:e10ce637b18caea04431ce14fabcf5c64a1c61ec9c56b071a4b7ca131ca52d44 \
+    --hash=sha256:ec031d5d2feb36d1d1a24380e4db6d43695f3748343d99434e6f5f9156aaa2ed \
+    --hash=sha256:ef6107725bd54b262d6dedcc2af448a266975032bc85ef0172c5f059da6325b4 \
+    --hash=sha256:efdca5630322a10774e8e98e1af481aad470dd62c3170801852d752aa7a783ba \
+    --hash=sha256:f753120cb8181e736c57ef7636e83f31b9c0d1722c516f7e86cf15b7aa57ff12 \
+    --hash=sha256:ff3824dc5261f50c9b0dfb3be22b4567a6f938ccce4587b38952d85fd9e9afe4
     # via -r requirements.in
 pyzmq==25.1.2 \
     --hash=sha256:004ff469d21e86f0ef0369717351073e0e577428e514c47c8480770d5e24a565 \
@@ -1089,10 +1130,18 @@ textual==0.50.1 \
     --hash=sha256:11bd87fe6c543358122c43db2e9dfc5940900ef9b8975502ab7043792928638b \
     --hash=sha256:415bef44b2dfa702d17ebb08637c0141eb54767cfbeafe60d07e62104183b56a
     # via memray
+tomli==2.0.1 \
+    --hash=sha256:939de3e7a6161af0c887ef91b7d41a53e7c5a1ca976325f429cb46ea9bc30ecc \
+    --hash=sha256:de526c12914f0c550d15924c62d72abc48d6fe7364aa87328337a31007fe8a4f
+    # via
+    #   locust
+    #   pytest
 typing-extensions==4.9.0 \
     --hash=sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783 \
     --hash=sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd
-    # via textual
+    # via
+    #   locust
+    #   textual
 uc-micro-py==1.0.3 \
     --hash=sha256:d321b92cff673ec58027c04015fcaa8bb1e005478643ff4a500882eaab88c48a \
     --hash=sha256:db1dffff340817673d7b466ec86114a9dc0e9d4d9b5ba229d9d60e5c12600cd5

From acf1a564d872c26575f0d23abe5a7a7b56df8c94 Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Wed, 11 Sep 2024 18:54:09 +0530
Subject: [PATCH 28/33] chore: fix conflict in updating requirements packages

---
 src/requirements.in  |  5 ++++-
 src/requirements.txt | 14 ++++++++------
 2 files changed, 12 insertions(+), 7 deletions(-)

diff --git a/src/requirements.in b/src/requirements.in
index 3013bdf..d578760 100644
--- a/src/requirements.in
+++ b/src/requirements.in
@@ -17,4 +17,7 @@ locust==2.31.5
 nose2==0.15.1
 psycopg2-binary==2.9.9
 boto3==1.35.16
-pydub==0.25.1
\ No newline at end of file
+pydub==0.25.1
+# not direct requirments, but added because of pip-audit report
+certifi==2024.7.4
+urllib3==2.2.2
\ No newline at end of file
diff --git a/src/requirements.txt b/src/requirements.txt
index 9c87690..6ff3555 100644
--- a/src/requirements.txt
+++ b/src/requirements.txt
@@ -103,10 +103,11 @@ brotli==1.1.0 \
     --hash=sha256:fd5f17ff8f14003595ab414e45fce13d073e0762394f957182e69035c9f3d7c2 \
     --hash=sha256:fdc3ff3bfccdc6b9cc7c342c03aa2400683f0cb891d46e94b64a197910dc4064
     # via geventhttpclient
-certifi==2024.2.2 \
-    --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f \
-    --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1
+certifi==2024.7.4 \
+    --hash=sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b \
+    --hash=sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90
     # via
+    #   -r requirements.in
     #   elastic-transport
     #   geventhttpclient
     #   requests
@@ -1146,10 +1147,11 @@ uc-micro-py==1.0.3 \
     --hash=sha256:d321b92cff673ec58027c04015fcaa8bb1e005478643ff4a500882eaab88c48a \
     --hash=sha256:db1dffff340817673d7b466ec86114a9dc0e9d4d9b5ba229d9d60e5c12600cd5
     # via linkify-it-py
-urllib3==2.2.1 \
-    --hash=sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d \
-    --hash=sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19
+urllib3==2.2.2 \
+    --hash=sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472 \
+    --hash=sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168
     # via
+    #   -r requirements.in
     #   botocore
     #   elastic-transport
     #   geventhttpclient

From 6e50e0683702cc9549773ab6bffa742a43105835 Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Thu, 12 Sep 2024 11:46:41 +0530
Subject: [PATCH 29/33] chore: updating audio vec embedding pacakges

---
 .../audio_vec_embedding_requirements.in       |   7 +-
 .../audio_vec_embedding_requirements.txt      | 316 +++++++++++-------
 2 files changed, 199 insertions(+), 124 deletions(-)

diff --git a/src/core/operators/audio_vec_embedding_requirements.in b/src/core/operators/audio_vec_embedding_requirements.in
index 65c3dee..fc33086 100644
--- a/src/core/operators/audio_vec_embedding_requirements.in
+++ b/src/core/operators/audio_vec_embedding_requirements.in
@@ -1,6 +1,7 @@
 numpy==1.26.4
 librosa==0.10.2.post1
 panns-inference==0.1.1
-torch==2.2.0+cpu
-memray==1.12.0
-pyinstrument==4.6.2
\ No newline at end of file
+# torch==2.2.0+cpu
+torch==2.4.1
+memray==1.14.0
+pyinstrument==4.7.3
\ No newline at end of file
diff --git a/src/core/operators/audio_vec_embedding_requirements.txt b/src/core/operators/audio_vec_embedding_requirements.txt
index bde60d8..531b3e5 100644
--- a/src/core/operators/audio_vec_embedding_requirements.txt
+++ b/src/core/operators/audio_vec_embedding_requirements.txt
@@ -1,30 +1,10 @@
 #
-# This file is autogenerated by pip-compile with Python 3.12
+# This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
 #    pip-compile --allow-unsafe --find-links=https://download.pytorch.org/whl/torch_stable.html --generate-hashes audio_vec_embedding_requirements.in
 #
-
-# For arm64 architecture
---find-links https://download.pytorch.org/whl/cpu
-torch==2.2.0; platform_machine=='aarch64' \
-    --hash=sha256:9328e3c1ce628a281d2707526b4d1080eae7c4afab4f81cea75bde1f9441dc78
-    # via -r audio_vec_embedding_requirements.in
-
-# For amd64 architecture
 --find-links https://download.pytorch.org/whl/torch_stable.html
-torch==2.2.0+cpu; platform_machine=='x86_64' \
-    --hash=sha256:15a657038eea92ac5db6ab97b30bd4b5345741b49553b2a7e552e80001297124 \
-    --hash=sha256:15e05748815545b6eb99196c0219822b210a5eff0dc194997a283534b8c98d7c \
-    --hash=sha256:2a8ff4440c1f024ad7982018c378470d2ae0a72f2bc269a22b1a677e09bdd3b1 \
-    --hash=sha256:4ddaf3393f5123da4a83a53f98fb9c9c64c53d0061da3c7243f982cdfe9eb888 \
-    --hash=sha256:58194066e594cd8aff27ddb746399d040900cc0e8a331d67ea98499777fa4d31 \
-    --hash=sha256:5b40dc66914c02d564365f991ec9a6b18cbaa586610e3b160ef559b2ce18c6c8 \
-    --hash=sha256:5f907293f5a58619c1c520380f17641f76400a136474a4b1a66c363d2563fe5e \
-    --hash=sha256:8258824bec0181e01a086aef5809016116a97626af2dcbf932d4e0b192d9c1b8 \
-    --hash=sha256:d053976a4f9ca3bace6e4191e0b6e0bcffbc29f70d419b14d01228b371335467 \
-    --hash=sha256:f72e7ce8010aa8797665ff6c4c1d259c28f3a51f332762d9de77f8a20277817f
-    # via -r audio_vec_embedding_requirements.in
 
 audioread==3.0.1 \
     --hash=sha256:4cdce70b8adc0da0a3c9e0d85fb10b3ace30fbdf8d1670fd443929b61d117c33 \
@@ -237,7 +217,9 @@ decorator==5.1.1 \
 filelock==3.13.1 \
     --hash=sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e \
     --hash=sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c
-    # via torch
+    # via
+    #   torch
+    #   triton
 fonttools==4.48.1 \
     --hash=sha256:0452fcbfbce752ba596737a7c5ec5cf76bc5f83847ce1781f4f90eab14ece252 \
     --hash=sha256:0a2417547462e468edf35b32e3dd06a6215ac26aa6316b41e03b8eeaf9f079ea \
@@ -553,44 +535,50 @@ mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-memray==1.12.0 \
-    --hash=sha256:0a43b7ea24db0469b26dd2da6058f24bd0882fae35eaff9eb3dd572234869771 \
-    --hash=sha256:21ec3d82f9535dd66bdad2a33aeb46ebc03801b7d9db1f4ca1c96bc96d2c6253 \
-    --hash=sha256:22f10a95e74675ce96ae29e968a978e27b9ce466bdcaa322c15edb6ea6ff661a \
-    --hash=sha256:27b6ad53081b2f588485393df6498be6d07c2331435625472dc6111b265bef44 \
-    --hash=sha256:28f543f5c42491e233dbcb4c87da4a890cef1634b1cd6d0746092d74dc5adcb0 \
-    --hash=sha256:2bdbcd44e31fe27822b1920814f87c9cc305d731d38c5d32d93f5f9bfa797a9e \
-    --hash=sha256:2be213607228a56ee2e9de598cd4b14aded45e19d404fba1945d2008fd4e0bb6 \
-    --hash=sha256:3236d5fbc2576847d6c40741b61f6fa2fe5b0079011c4d3843bd9fc3d0b86ba7 \
-    --hash=sha256:3abf058226e72caef0d68f2e850954668305934c20d2ccfef89c3eac2ccf7a40 \
-    --hash=sha256:3b61c199a60197ae6164a2b44cd828c52de24083ecc49e9ac7d6287686bd68f3 \
-    --hash=sha256:5693b6210c51f1e66ce33a8d6a6fb5bd84c83a3fca644244c7f417e74cc93480 \
-    --hash=sha256:57f04aeba911dd082c7c057e79bb338449621e58ae4e885dde05b5a45d6edcac \
-    --hash=sha256:621ceb522614e0076fdec78ad4d4ef34de6eeb62f63bbdd6a27c56d5ef07bde8 \
-    --hash=sha256:64b4e881262c60768ddfbbf062f3861f2bd0cd04414d4ee4cf4f8834285d3d7c \
-    --hash=sha256:702a502b8c9a2ca64a34605aa32381f94c6443ba6608a6bf877e10f94d342de9 \
-    --hash=sha256:7252b98ca98e0ce6f95ad81d161f468ce9ada12e66e64e18e8e7c3b95b203035 \
-    --hash=sha256:7ab5d0d7c566fc5f9bec28276a5219b20e6b5df4cdce16e506d9eda6cbb207e1 \
-    --hash=sha256:8da8a7088b7b434d77ee40c843c5a66c4c10ded711f876122fb661265a950250 \
-    --hash=sha256:8e0dd3e4440c9d64e174cc9663cb6a8ccefa0f45ee967b4de3c31f1d620008e9 \
-    --hash=sha256:9a2ad07e0a0bcf15772f7887a1739e1e0679223ee4025493e0011ef35e30aa75 \
-    --hash=sha256:a60d2a70077f091f51d9bacb387d5f3d9db37a409ab6b071398a5b5eccffe3ec \
-    --hash=sha256:a7fd3e5f614666faa380a3094ac03793ada9c69239ea4a4716e929efaa7d8ff4 \
-    --hash=sha256:ae2176753be2157235ad766ec662cd98f1d78de2581b30366942c696b9f8da05 \
-    --hash=sha256:b2f39ad9fc06ddc6f9e506e05a2e4036a6678447673f9134a1827266485a124b \
-    --hash=sha256:bf282a90f0f01ee419d4c184416ae22f7e26450dd80897fb7998633ffde4ffab \
-    --hash=sha256:d3367e3748c64797c4986fa543e784067c5de08037621f5f1e628d6fc98cefe5 \
-    --hash=sha256:dcc2f96f7cdd0a7bbfd86dafad4e76bb6adc4f41560f474185c8722ed6e653d1 \
-    --hash=sha256:dee3eff75b6a47841fb58c909723c140e72915de24a712e1ee4c157c3e1b44af \
-    --hash=sha256:df5ac32d9e4458af1a8c7d6864095c8dd3bbbad4978fead3dd2d939368b1606b \
-    --hash=sha256:df79afd83b4c3b5139c7d47ca1d40f5859d7c5be38759a4a698de181414b7cd6 \
-    --hash=sha256:e6760685eb69997c8684358f1070c7252929b2b0e0863ed9adf7c684dc6cdf99 \
-    --hash=sha256:ee72ca364f65f8a74da2c16c17ffb6768331fae9a14bec955932d2a3203c389d \
-    --hash=sha256:ef93e74548d55533f02f7e27417f88e2606f54f5cfd58ed84e0f2d6839e4ad48 \
-    --hash=sha256:f464861ddce2d4322412f2d408b796027716a623ef67ada9e4fb95300691dd52 \
-    --hash=sha256:f8031156adf4a4ab471c5b835bfa773e2d36a3bbf4338236969d8c0b9d76beda \
-    --hash=sha256:fcfe985ce1b019987258a2edb71edc07a38d96d9c0ab28a91880b1e048b68d8e \
-    --hash=sha256:ff94c5471d72e616d9b80f7d5b7839b9de740088f04b2b5a13eb457d571db073
+memray==1.14.0 \
+    --hash=sha256:11fb00105572b70f2aca8b787ce9748b0c94672fbb6334f1604f7f813ca3dca6 \
+    --hash=sha256:1d0a1397b5387b75dc9d9759beb022cb360948584840e850474d7d39ad267f85 \
+    --hash=sha256:248dea8cfb5a615345e28b7e25c94377a8d198da3b6957ee443afa6f4ff1b733 \
+    --hash=sha256:287a01953bc44dd0a32549a23bdacb5f9734e345ca289fa3923867c637715056 \
+    --hash=sha256:29a2e7d84d1652ef4664bcceb155630979b4797180b70da35525d963a4ca707f \
+    --hash=sha256:2e4ccaca04365efcda51036fe2add980030e33cfc4f3a194a01f530a5c923c65 \
+    --hash=sha256:344f3c73b97ffc8f1666b404deafbc31a19e6b2881341b706aa7ec20afb0e8b1 \
+    --hash=sha256:36840f39277b1871ecb5a9592dd1aa517a17b9f855f4e3ff08aa328a9d305e69 \
+    --hash=sha256:3b5e729d03caf426dc45a258270537a603794ecc067ccfd92f9c67ba9332e788 \
+    --hash=sha256:3bc27e5483c70236c9379b99277b4ea8fa4b3f73a99e37af81190649bd877881 \
+    --hash=sha256:3c7933ca70c0d59d0ce9b1064a6eda86231248759b46ed6dabedf489039d1aa1 \
+    --hash=sha256:4352f9e85957f2cbe45a9e1c87dfc19d2df77e93dcd8a558794a683eeee57b7b \
+    --hash=sha256:443885a96ab9f67d46288240e2593b5c3ecb2c507ddb4e3b10695e104403d001 \
+    --hash=sha256:4e07bdc3a4979b335c2b6b93a81b807d5aacd8dbbea56c41c6899a8bc0d2beb3 \
+    --hash=sha256:52a45d96ed717d8efb645e99646a92dd21a2ca38bdb823fe22e38c429cba9513 \
+    --hash=sha256:57f9bf3f1c648f1ea877a84c21c449fdafd8cc105763ada6023e36bae9b45eb8 \
+    --hash=sha256:5953f0d2aa31b23d4cce20236a03d90b7c71903709a57b456d6494bfe6f470b7 \
+    --hash=sha256:5b7a59346d242fc39041d87a71cb6cf45baf492ffbb69da9690de49346be64a8 \
+    --hash=sha256:638ba74e1735a40b6595fee7f37b426b9a95d244091a1f5df3dc5d98df1cbd4b \
+    --hash=sha256:6a7e5604448b2a78e329addfb099384515d3f973a03711c4e2a7b6c9f7f34f53 \
+    --hash=sha256:7227ebf024cb0688a68ed91ed3e05c61a13751a9e875807195076b827bfde464 \
+    --hash=sha256:72febec7b287667e8ea9ee3e879a4da19a4318bc47e211da815be74acd961994 \
+    --hash=sha256:745d9014cb662065501441a7b534c29914fe2b68398b37385aba9f4a1c51c723 \
+    --hash=sha256:75a5907345ff845652e709ddce3171a9ba2d65c62e8bd49a99131066e2a7ce3b \
+    --hash=sha256:7d03f6be66aa259df7fa50082876fbe6461108d77d46c1f720c46067d60685d4 \
+    --hash=sha256:88c89c3797834eec177a89ad528699c75b94e2ed08c00754141eae69c520b894 \
+    --hash=sha256:958d57f7149b8fa4831785394f2a7ace93dbc2be6c49a1c07987a8972986474a \
+    --hash=sha256:9af9d30b1e484fd8591c9a7f322fd50b9192a2bce660be92385a01555af9968b \
+    --hash=sha256:9bb0cfe1b755a860435cd52047b2e3f4f7b0c3887e0c1bf98da7127948284a91 \
+    --hash=sha256:a22a826b4047e839310514f4889c24e45a66ea222fca19ac0ae7b2f89bbb0281 \
+    --hash=sha256:a43455233d534e9c0e8dabe827d451124874a6455b2afcbcd60b823241ea5843 \
+    --hash=sha256:af8aee7e8e5cac1e4130f1184b3e03b6bb08264e4ba1696551791ed3f8fb824e \
+    --hash=sha256:b3b8d46b6447cdecba3ba100d47c62e78cdad58b00b2d6ba004d6bad318c8668 \
+    --hash=sha256:b5d8874b7b215551f0ae9fa8aef3f2f52321a6460dc0141aaf9374709e6b0eb7 \
+    --hash=sha256:c119b600e7c665e0713f09e25f9ee09733a98035688ecc1ec8fd168fa37a77f6 \
+    --hash=sha256:c4088b391c04796c888ac751b5d387f6e8212b3515d4c53ba540c65a6efe4bda \
+    --hash=sha256:c82342cead930ca50235f59740ca238808f9c33ef31d994712972966beb6226e \
+    --hash=sha256:d6087f291fd68acdf0a833efb57bc0f192c98ae89b4377c690c28313e78d029c \
+    --hash=sha256:dfc17cba35d98e3d2ca20ab995f17eec3edba7138b062cbc1aa36d53d9d2d955 \
+    --hash=sha256:e05a3b6bc82ef01821beaee98e86bd8de2ada06cb8781add9c40a3ae4a040383 \
+    --hash=sha256:e6ba7bff9dfa37bf3b80a5b83b50eadf20afb1f0e8de4a0139019154086d6bed \
+    --hash=sha256:f62a402ca1a7126f749544c3d6493672d6330ffd37d59ba230bc73e5143b3bc2 \
+    --hash=sha256:f85a27eb8a65c810161bb992116a66d328546f78a4a4c7c1868949651b917c08
     # via -r audio_vec_embedding_requirements.in
 mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
@@ -728,6 +716,62 @@ numpy==1.26.4 \
     #   scipy
     #   soxr
     #   torchlibrosa
+nvidia-cublas-cu12==12.1.3.1 \
+    --hash=sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906 \
+    --hash=sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728
+    # via
+    #   nvidia-cudnn-cu12
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-cuda-cupti-cu12==12.1.105 \
+    --hash=sha256:bea8236d13a0ac7190bd2919c3e8e6ce1e402104276e6f9694479e48bb0eb2a4 \
+    --hash=sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e
+    # via torch
+nvidia-cuda-nvrtc-cu12==12.1.105 \
+    --hash=sha256:0a98a522d9ff138b96c010a65e145dc1b4850e9ecb75a0172371793752fd46ed \
+    --hash=sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2
+    # via torch
+nvidia-cuda-runtime-cu12==12.1.105 \
+    --hash=sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40 \
+    --hash=sha256:dfb46ef84d73fababab44cf03e3b83f80700d27ca300e537f85f636fac474344
+    # via torch
+nvidia-cudnn-cu12==9.1.0.70 \
+    --hash=sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f \
+    --hash=sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a
+    # via torch
+nvidia-cufft-cu12==11.0.2.54 \
+    --hash=sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56 \
+    --hash=sha256:d9ac353f78ff89951da4af698f80870b1534ed69993f10a4cf1d96f21357e253
+    # via torch
+nvidia-curand-cu12==10.3.2.106 \
+    --hash=sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a \
+    --hash=sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0
+    # via torch
+nvidia-cusolver-cu12==11.4.5.107 \
+    --hash=sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5 \
+    --hash=sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd
+    # via torch
+nvidia-cusparse-cu12==12.1.0.106 \
+    --hash=sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a \
+    --hash=sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c
+    # via
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-nccl-cu12==2.20.5 \
+    --hash=sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56 \
+    --hash=sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01
+    # via torch
+nvidia-nvjitlink-cu12==12.6.68 \
+    --hash=sha256:125a6c2a44e96386dda634e13d944e60b07a0402d391a070e8fb4104b34ea1ab \
+    --hash=sha256:a55744c98d70317c5e23db14866a8cc2b733f7324509e941fc96276f9f37801d \
+    --hash=sha256:b3fd0779845f68b92063ab1393abab1ed0a23412fc520df79a8190d098b5cd6b
+    # via
+    #   nvidia-cusolver-cu12
+    #   nvidia-cusparse-cu12
+nvidia-nvtx-cu12==12.1.105 \
+    --hash=sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82 \
+    --hash=sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5
+    # via torch
 packaging==23.2 \
     --hash=sha256:048fb0e9405036518eaaf48a55953c750c11e1a1b68e0dd1a9d62ed0c092cfc5 \
     --hash=sha256:8c491190033a9af7e1d931d0b5dacc2ef47509b34dd0de67ed209b5203fc88c7
@@ -825,67 +869,68 @@ pygments==2.17.2 \
     --hash=sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c \
     --hash=sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367
     # via rich
-pyinstrument==4.6.2 \
-    --hash=sha256:0002ee517ed8502bbda6eb2bb1ba8f95a55492fcdf03811ba13d4806e50dd7f6 \
-    --hash=sha256:01fc45dedceec3df81668d702bca6d400d956c8b8494abc206638c167c78dfd9 \
-    --hash=sha256:06a8578b2943eb1dbbf281e1e59e44246acfefd79e1b06d4950f01b693de12af \
-    --hash=sha256:08fdc7f88c989316fa47805234c37a40fafe7b614afd8ae863f0afa9d1707b37 \
-    --hash=sha256:0de2c1714a37a820033b19cf134ead43299a02662f1379140974a9ab733c5f3a \
-    --hash=sha256:113d2fc534c9ca7b6b5661d6ada05515bf318f6eb34e8d05860fe49eb7cfe17e \
-    --hash=sha256:1e474c56da636253dfdca7cd1998b240d6b39f7ed34777362db69224fcf053b1 \
-    --hash=sha256:20e15b4e1d29ba0b7fc81aac50351e0dc0d7e911e93771ebc3f408e864a2c93b \
-    --hash=sha256:23c3e3ca8553b9aac09bd978c73d21b9032c707ac6d803bae6a20ecc048df4a8 \
-    --hash=sha256:28af084aa84bbfd3620ebe71d5f9a0deca4451267f363738ca824f733de55056 \
-    --hash=sha256:2e625fc6ffcd4fd420493edd8276179c3f784df207bef4c2192725c1b310534c \
-    --hash=sha256:2fd8e547cf3df5f0ec6e4dffbe2e857f6b28eda51b71c3c0b5a2fc0646527835 \
-    --hash=sha256:3098cd72b71a322a72dafeb4ba5c566465e193d2030adad4c09566bd2f89bf4f \
-    --hash=sha256:32ec8db6896b94af790a530e1e0edad4d0f941a0ab8dd9073e5993e7ea46af7d \
-    --hash=sha256:34e59e91c88ec9ad5630c0964eca823949005e97736bfa838beb4789e94912a2 \
-    --hash=sha256:3a165e0d2deb212d4cf439383982a831682009e1b08733c568cac88c89784e62 \
-    --hash=sha256:46992e855d630575ec635eeca0068a8ddf423d4fd32ea0875a94e9f8688f0b95 \
-    --hash=sha256:4fba3244e94c117bf4d9b30b8852bbdcd510e7329fdd5c7c8b3799e00a9215a8 \
-    --hash=sha256:5b6e161ef268d43ee6bbfae7fd2cdd0a52c099ddd21001c126ca1805dc906539 \
-    --hash=sha256:5ebeba952c0056dcc9b9355328c78c4b5c2a33b4b4276a9157a3ab589f3d1bac \
-    --hash=sha256:5f329f5534ca069420246f5ce57270d975229bcb92a3a3fd6b2ca086527d9764 \
-    --hash=sha256:62f6014d2b928b181a52483e7c7b82f2c27e22c577417d1681153e5518f03317 \
-    --hash=sha256:67268bb0d579330cff40fd1c90b8510363ca1a0e7204225840614068658dab77 \
-    --hash=sha256:6ba8e368d0421f15ba6366dfd60ec131c1b46505d021477e0f865d26cf35a605 \
-    --hash=sha256:6c0f0e1d8f8c70faa90ff57f78ac0dda774b52ea0bfb2d9f0f41ce6f3e7c869e \
-    --hash=sha256:6c761372945e60fc1396b7a49f30592e8474e70a558f1a87346d27c8c4ce50f7 \
-    --hash=sha256:6ed4e8c6c84e0e6429ba7008a66e435ede2d8cb027794c20923c55669d9c5633 \
-    --hash=sha256:73db0c2c99119c65b075feee76e903b4ed82e59440fe8b5724acf5c7cb24721f \
-    --hash=sha256:7a1b1cd768ea7ea9ab6f5490f7e74431321bcc463e9441dbc2f769617252d9e2 \
-    --hash=sha256:7ba858b3d6f6e5597c641edcc0e7e464f85aba86d71bc3b3592cb89897bf43f6 \
-    --hash=sha256:7bd3da31c46f1c1cb7ae89031725f6a1d1015c2041d9c753fe23980f5f9fd86c \
-    --hash=sha256:7c671057fad22ee3ded897a6a361204ea2538e44c1233cad0e8e30f6d27f33db \
-    --hash=sha256:803ac64e526473d64283f504df3b0d5c2c203ea9603cab428641538ffdc753a7 \
-    --hash=sha256:8a386b9d09d167451fb2111eaf86aabf6e094fed42c15f62ec51d6980bce7d96 \
-    --hash=sha256:8a9791bf8916c1cf439c202fded32de93354b0f57328f303d71950b0027c7811 \
-    --hash=sha256:8b3c44cb037ad0d6e9d9a48c14d856254ada641fbd0ae9de40da045fc2226a2a \
-    --hash=sha256:8d104b7a7899d5fa4c5bf1ceb0c1a070615a72c5dc17bc321b612467ad5c5d88 \
-    --hash=sha256:90350533396071cb2543affe01e40bf534c35cb0d4b8fa9fdb0f052f9ca2cfe3 \
-    --hash=sha256:a59fc4f7db738a094823afe6422509fa5816a7bf74e768ce5a7a2ddd91af40ac \
-    --hash=sha256:af1a953bce9fd530040895d01ff3de485e25e1576dccb014f76ba9131376fcad \
-    --hash=sha256:b082df0bbf71251a7f4880a12ed28421dba84ea7110bb376e0533067a4eaff40 \
-    --hash=sha256:b2b66ff0b16c8ecf1ec22de001cfff46872b2c163c62429055105564eef50b2e \
-    --hash=sha256:b55983a884f083f93f0fc6d12ff8df0acd1e2fb0580d2f4c7bfe6def33a84b58 \
-    --hash=sha256:baf375953b02fe94d00e716f060e60211ede73f49512b96687335f7071adb153 \
-    --hash=sha256:be9901f17ac2f527c352f2fdca3d717c1d7f2ce8a70bad5a490fc8cc5d2a6007 \
-    --hash=sha256:cd0320c39e99e3c0a3129d1ed010ac41e5a7eb96fb79900d270080a97962e995 \
-    --hash=sha256:d02f31fa13a9e8dc702a113878419deba859563a32474c9f68e04619d43d6f01 \
-    --hash=sha256:d4b559322f30509ad8f082561792352d0805b3edfa508e492a36041fdc009259 \
-    --hash=sha256:d4dcdcc7ba224a0c5edfbd00b0f530f5aed2b26da5aaa2f9af5519d4aa8c7e41 \
-    --hash=sha256:d6162615e783c59e36f2d7caf903a7e3ecb6b32d4a4ae8907f2760b2ef395bf6 \
-    --hash=sha256:da58f265326f3cf3975366ccb8b39014f1e69ff8327958a089858d71c633d654 \
-    --hash=sha256:dcb5c8d763c5df55131670ba2a01a8aebd0d490a789904a55eb6a8b8d497f110 \
-    --hash=sha256:dd5c53a0159126b5ce7cbc4994433c9c671e057c85297ff32645166a06ad2c50 \
-    --hash=sha256:dd6007d3c2e318e09e582435dd8d111cccf30d342af66886b783208813caf3d7 \
-    --hash=sha256:e2e554b1bb0df78f5ce8a92df75b664912ca93aa94208386102af454ec31b647 \
-    --hash=sha256:e3813c8ecfab9d7d855c5f0f71f11793cf1507f40401aa33575c7fd613577c23 \
-    --hash=sha256:e63f4916001aa9c625976a50779282e0a5b5e9b17c52a50ef4c651e468ed5b88 \
-    --hash=sha256:edca46f04a573ac2fb11a84b937844e6a109f38f80f4b422222fb5be8ecad8cb \
-    --hash=sha256:fdc0a53b27e5d8e47147489c7dab596ddd1756b1e053217ef5bc6718567099ff \
-    --hash=sha256:feebcf860f955401df30d029ec8de7a0c5515d24ea809736430fd1219686fe14
+pyinstrument==4.7.3 \
+    --hash=sha256:03dd0c51f6ca706be5c27715e9b4527aa82003c2705d3173943c5b4a2b7a47e8 \
+    --hash=sha256:089f7afb326ee937656ee1767813dc793ad20b3d353d081e16255b63830a4787 \
+    --hash=sha256:0e381fc56ba4a77cb45d82eb69689d900a5ee7205a5eb90131234b21ae7a1991 \
+    --hash=sha256:1ce2828cc29b17720f3c66345ea6f9ff54a3860d0488b59c985377ce2e6a710b \
+    --hash=sha256:2092910e745cfd0a62dadf041afb38239195244871ee127b1028e7e790602e6b \
+    --hash=sha256:21e05f53810a6ff5fa261da838935fd1b2ab2bf30a7c053f6c72bcaaa6de0933 \
+    --hash=sha256:2a7c481daec4bd77a3dbfbe01a0155e03352dd700f3c3efe4bdbc30821b20e19 \
+    --hash=sha256:2b312442f01fbf2582cd7c929703608cb82874b73a0f3250cbeffc4abddae4f5 \
+    --hash=sha256:346bc584c542c4c77ca46e8f55eb2d3265ee992839e06d535a22ca65c5b9e767 \
+    --hash=sha256:3ad61041ff1880d4c99d3384cd267e38a0a6472b5a4dd765992db376bd4394c8 \
+    --hash=sha256:3d98997347047a217ef6b844273d3753e543e0984f2220e9dd284cbef6054c2a \
+    --hash=sha256:470a4f6de1a1edf7debe87917b5d12f94fe59975a8a0e91c22ad789b55720073 \
+    --hash=sha256:4766bbb2b451460432c97baf00bbda56653429671e8daec344d343f21fb05b8f \
+    --hash=sha256:57992c5f73fad7b560e27f864ff9824c6ccc834d48bbeaf4cecf66193cfe28c6 \
+    --hash=sha256:6002ea1018d6d6f9b6f1c66b3e14805213573bd69f79b2e7ad2c507441b3e73e \
+    --hash=sha256:61db15f8b59a3a1964041a8df260667fb5dabddd928301e3580cf93d7a05e352 \
+    --hash=sha256:65fd559498902d1560d728238eea53d8dd54cb8f697b816cacce5524f09d8757 \
+    --hash=sha256:66af331f9da06df36afbdbd2b7128ae725bb444f24584d2ed1f4c67d1b2759b8 \
+    --hash=sha256:6a79912f8a096ccad1b88a527719563f6b2b5dc94057873c2ca840dc6378cfee \
+    --hash=sha256:6d642d8c69091fd49286136b7d958f8dbac969a3f6259c7c6d78e8ff207d235e \
+    --hash=sha256:6de792dc65dcc75e73b721f4e89aa60a4d2f8617e5a5da060244058018ad0399 \
+    --hash=sha256:6e85b34a9b8ed4df4deaa0afe63bc765ea29003eb5b9b3bc0323f7ad7f7cd0fd \
+    --hash=sha256:70afa765c06e4f7605033b85ef82ed946ec8e6ae1835e25f6cbb01205a624197 \
+    --hash=sha256:73da379506a09cdff2fdd23a0b3eb8f020f473d019f604538e0e5045613e33d4 \
+    --hash=sha256:7405aec2227ed87dc3bc3a8eb82b5dcdec68861d564ee0d429f9a51ca30ccd58 \
+    --hash=sha256:77594adf4713bc3e430e300561a2d837213cf9015414c0e0de6aef0cb9cebd80 \
+    --hash=sha256:7b1321514863be18138a6d761696b3f6e8645390dd2f6c8a6d66a453f0d5187c \
+    --hash=sha256:7c29f7a23e0f704f5f21aeeb47193460601e7359d09156ea043395870494b39a \
+    --hash=sha256:7e23ce5fcc30346e576b98ca24bd2a9a68cbc42b90cdb0d8f376fa82cee2fe23 \
+    --hash=sha256:7f09ebad95af94f5427c20005fc7ba84a0a3deae6324434d7ec3be99d369bf37 \
+    --hash=sha256:8043b9c1fb0c19a2957098930c3bad43ecdc1cf8e1d3f32a3b9ef74fdd3df028 \
+    --hash=sha256:84ceb25f24ceb03dc770b6c142ec4419506d3a04d66d778810cb8da76df25651 \
+    --hash=sha256:886ccb349aefcbd5be1f33247b3a1af4ad5d34939338d99e94bae064886bf0d8 \
+    --hash=sha256:897d09c876f18b713498be21430b39428a9254ffec0c6c06796fce0e6a8fe437 \
+    --hash=sha256:8a66aee3d2cf0cc6b8e57cb189fd9fb16d13b8d538419999596ce4f58b5d4a9a \
+    --hash=sha256:8b944c939c49af88cec1e20e9c28eec80c478fc2fd53b23ed58702bcb5bcbcf9 \
+    --hash=sha256:8d1f4e0155f563f66e821210c225af8b64a2283c0feff776c49feba623e7bafd \
+    --hash=sha256:9402e339d802a7f5b1ad716b8411ab98f45e51c4b261e662b8a470c251af0acc \
+    --hash=sha256:98e1b7695c234786e82500394ef50f205713f8702a31aec84fdd0687e0ab8405 \
+    --hash=sha256:9b4d80deaf76cc171b3b707e2babc9a7046610c4e11022167949e60fc2dc62be \
+    --hash=sha256:ae2c966c91da630a23dbff5f7e61ad2eee133cfaf1e4acf7e09fcf506cbb6251 \
+    --hash=sha256:b2d2a0e401db6800f63de0539415cdff46b138914d771a46db0b3f673f9827e7 \
+    --hash=sha256:b68c5b97690604741bb1f028ec75d2a6298500f415590ae92a766f71b82fc72a \
+    --hash=sha256:bfad987207c89b51f80be71f5362cead4ccd62b9f407248b87e91863bba70e4d \
+    --hash=sha256:c5fbe9d24154a118a4b86bed5ae228c3d8698216fad65257aca97e790527197a \
+    --hash=sha256:c619f3064dae5284b904c4862b35639c35ecd439bb5b4152924f7ccb69edc5e3 \
+    --hash=sha256:cf1e67b37e936f647ce731fff5d2f54e102813274d350671dc5961ec8b46b3ff \
+    --hash=sha256:d564d6f6151d3cab28430092cdcbd4aefe0834551af4b4f97e6e57025a348557 \
+    --hash=sha256:d648596ea04409ca3ca260029041ed7fa046b776205bf9a0b75cda0a4f4d2515 \
+    --hash=sha256:d87749f68b9cc221628aab989a4a73b16030c27c714ecd83892d716f863d9739 \
+    --hash=sha256:de40b44ff2fe78493b944b679cc084e72b2648c37a96fcfbccb9171a4449e509 \
+    --hash=sha256:df9ba133f5a771dd30df1d3b868af75bdb7f12c9ebd5ddd463d09aa6334d96ef \
+    --hash=sha256:e23d5ad174d2a488c164abee4407f3f3a6e6d5721ab1fab9e0ad9570631704c2 \
+    --hash=sha256:e562e608f878540d19a514774e0f24fccaeac035674cf2b2afacdae9e0e19b29 \
+    --hash=sha256:e660d9a7f57909574010056dbc80869866623669455516ffc7421988286ddaf3 \
+    --hash=sha256:e9824e11290f6f2772c257cc0bd07f59405759287db6ebcbb06f962a3eba68fb \
+    --hash=sha256:eaa45270af0b9d86f1cef705520e9b43f4a1cd18397083f8a594a28f898d078b \
+    --hash=sha256:edd85ee9c6aa5be0bf78d48ad2eb5e02fdab1a646875d90fa09cbc61f4c91a01 \
+    --hash=sha256:f29ed5778b83bf40bd808f120cd2ea11ef94acd2aa5b64398e6d56958b88ab26 \
+    --hash=sha256:f65107079f68dcaeb58ee032d98075ab7ac49be419c60673406043e0675393b4 \
+    --hash=sha256:fa2715e3ac3ce2f4b9c4e468a9a4faf43ca645beea002cb47533902576f4f64d
     # via -r audio_vec_embedding_requirements.in
 pyparsing==3.1.1 \
     --hash=sha256:32c7c0b711493c72ff18a981d24f28aaf9c1fb7ed5e9667c9e84e3db623bdbfb \
@@ -1035,10 +1080,39 @@ threadpoolctl==3.2.0 \
     --hash=sha256:2b7818516e423bdaebb97c723f86a7c6b0a83d3f3b0970328d66f4d9104dc032 \
     --hash=sha256:c96a0ba3bdddeaca37dc4cc7344aafad41cdb8c313f74fdfe387a867bba93355
     # via scikit-learn
+torch==2.4.1 \
+    --hash=sha256:092e7c2280c860eff762ac08c4bdcd53d701677851670695e0c22d6d345b269c \
+    --hash=sha256:0b5f88afdfa05a335d80351e3cea57d38e578c8689f751d35e0ff36bce872113 \
+    --hash=sha256:18835374f599207a9e82c262153c20ddf42ea49bc76b6eadad8e5f49729f6e4d \
+    --hash=sha256:362f82e23a4cd46341daabb76fba08f04cd646df9bfaf5da50af97cb60ca4971 \
+    --hash=sha256:40f6d3fe3bae74efcf08cb7f8295eaddd8a838ce89e9d26929d4edd6d5e4329d \
+    --hash=sha256:5fc1d4d7ed265ef853579caf272686d1ed87cebdcd04f2a498f800ffc53dab71 \
+    --hash=sha256:6bce130f2cd2d52ba4e2c6ada461808de7e5eccbac692525337cfb4c19421846 \
+    --hash=sha256:72b484d5b6cec1a735bf3fa5a1c4883d01748698c5e9cfdbeb4ffab7c7987e0d \
+    --hash=sha256:91e326e2ccfb1496e3bee58f70ef605aeb27bd26be07ba64f37dcaac3d070ada \
+    --hash=sha256:a38de2803ee6050309aac032676536c3d3b6a9804248537e38e098d0e14817ec \
+    --hash=sha256:b57f07e92858db78c5b72857b4f0b33a65b00dc5d68e7948a8494b0314efb880 \
+    --hash=sha256:c9299c16c9743001ecef515536ac45900247f4338ecdf70746f2461f9e4831db \
+    --hash=sha256:c99e1db4bf0c5347107845d715b4aa1097e601bdc36343d758963055e9599d93 \
+    --hash=sha256:d36a8ef100f5bff3e9c3cea934b9e0d7ea277cb8210c7152d34a9a6c5830eadd \
+    --hash=sha256:ddddbd8b066e743934a4200b3d54267a46db02106876d21cf31f7da7a96f98ea \
+    --hash=sha256:e8ac1985c3ff0f60d85b991954cfc2cc25f79c84545aead422763148ed2759e3 \
+    --hash=sha256:ebea70ff30544fc021d441ce6b219a88b67524f01170b1c538d7d3ebb5e7f56c \
+    --hash=sha256:ef503165f2341942bfdf2bd520152f19540d0c0e34961232f134dc59ad435be8 \
+    --hash=sha256:f18197f3f7c15cde2115892b64f17c80dbf01ed72b008020e7da339902742cf6 \
+    --hash=sha256:fdc4fe11db3eb93c1115d3e973a27ac7c1a8318af8934ffa36b0370efe28e042
+    # via -r audio_vec_embedding_requirements.in
 torchlibrosa==0.1.0 \
     --hash=sha256:62a8beedf9c9b4141a06234df3f10229f7ba86e67678ccee02489ec4ef044028 \
     --hash=sha256:89b65fd28b833ceb6bc74a3d0d87e2924ddc5a845d0a246b194952a4e12a38cb
     # via panns-inference
+triton==3.0.0 \
+    --hash=sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb \
+    --hash=sha256:5ce8520437c602fb633f1324cc3871c47bee3b67acf9756c1a66309b60e3216c \
+    --hash=sha256:6e5727202f7078c56f91ff13ad0c1abab14a0e7f2c87e91b12b6f64f3e8ae609 \
+    --hash=sha256:bcbf3b1c48af6a28011a5c40a5b3b9b5330530c3827716b5fbf6d7adcc1e53e9 \
+    --hash=sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a
+    # via torch
 typing-extensions==4.9.0 \
     --hash=sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783 \
     --hash=sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd

From a41f996f40af1b5f9c70786ee376c6a5f2348b32 Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Thu, 12 Sep 2024 11:56:35 +0530
Subject: [PATCH 30/33] chore: updating audio vec embedding pacakges

---
 .../audio_vec_embedding_requirements.in       |  6 +-
 .../audio_vec_embedding_requirements.txt      | 88 ++++++++-----------
 2 files changed, 42 insertions(+), 52 deletions(-)

diff --git a/src/core/operators/audio_vec_embedding_requirements.in b/src/core/operators/audio_vec_embedding_requirements.in
index fc33086..3b12921 100644
--- a/src/core/operators/audio_vec_embedding_requirements.in
+++ b/src/core/operators/audio_vec_embedding_requirements.in
@@ -4,4 +4,8 @@ panns-inference==0.1.1
 # torch==2.2.0+cpu
 torch==2.4.1
 memray==1.14.0
-pyinstrument==4.7.3
\ No newline at end of file
+pyinstrument==4.7.3
+# not direct requirments, but added because of pip-audit report
+certifi==2024.7.4
+urllib3==2.2.2
+scikit-learn==1.5.0
\ No newline at end of file
diff --git a/src/core/operators/audio_vec_embedding_requirements.txt b/src/core/operators/audio_vec_embedding_requirements.txt
index 531b3e5..d298460 100644
--- a/src/core/operators/audio_vec_embedding_requirements.txt
+++ b/src/core/operators/audio_vec_embedding_requirements.txt
@@ -10,10 +10,12 @@ audioread==3.0.1 \
     --hash=sha256:4cdce70b8adc0da0a3c9e0d85fb10b3ace30fbdf8d1670fd443929b61d117c33 \
     --hash=sha256:ac5460a5498c48bdf2e8e767402583a4dcd13f4414d286f42ce4379e8b35066d
     # via librosa
-certifi==2024.2.2 \
-    --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f \
-    --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1
-    # via requests
+certifi==2024.7.4 \
+    --hash=sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b \
+    --hash=sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90
+    # via
+    #   -r audio_vec_embedding_requirements.in
+    #   requests
 cffi==1.16.0 \
     --hash=sha256:0c9ef6ff37e974b73c25eecc13952c55bceed9112be2d9d938ded8e856138bcc \
     --hash=sha256:131fd094d1065b19540c3d72594260f118b231090295d8c34e19a7bbcf2e860a \
@@ -950,49 +952,31 @@ rich==13.7.1 \
     # via
     #   memray
     #   textual
-scikit-learn==1.4.0 \
-    --hash=sha256:05fc5915b716c6cc60a438c250108e9a9445b522975ed37e416d5ea4f9a63381 \
-    --hash=sha256:0aba2a20d89936d6e72d95d05e3bf1db55bca5c5920926ad7b92c34f5e7d3bbe \
-    --hash=sha256:0db8e22c42f7980fe5eb22069b1f84c48966f3e0d23a01afde5999e3987a2501 \
-    --hash=sha256:0f33bbafb310c26b81c4d41ecaebdbc1f63498a3f13461d50ed9a2e8f24d28e4 \
-    --hash=sha256:11b3b140f70fbc9f6a08884631ae8dd60a4bb2d7d6d1de92738ea42b740d8992 \
-    --hash=sha256:1d041bc95006b545b59e458399e3175ab11ca7a03dc9a74a573ac891f5df1489 \
-    --hash=sha256:2404659fedec40eeafa310cd14d613e564d13dbf8f3c752d31c095195ec05de6 \
-    --hash=sha256:27ae4b0f1b2c77107c096a7e05b33458354107b47775428d1f11b23e30a73e8a \
-    --hash=sha256:2b465dd1dcd237b7b1dcd1a9048ccbf70a98c659474324fa708464c3a2533fad \
-    --hash=sha256:2bac5d56b992f8f06816f2cd321eb86071c6f6d44bb4b1cb3d626525820d754b \
-    --hash=sha256:349669b01435bc4dbf25c6410b0892073befdaec52637d1a1d1ff53865dc8db3 \
-    --hash=sha256:53b9e29177897c37e2ff9d4ba6ca12fdb156e22523e463db05def303f5c72b5c \
-    --hash=sha256:5c5c62ffb52c3ffb755eb21fa74cc2cbf2c521bd53f5c04eaa10011dbecf5f80 \
-    --hash=sha256:74812c9eabb265be69d738a8ea8d4884917a59637fcbf88a5f0e9020498bc6b3 \
-    --hash=sha256:76986d22e884ab062b1beecdd92379656e9d3789ecc1f9870923c178de55f9fe \
-    --hash=sha256:785ce3c352bf697adfda357c3922c94517a9376002971bc5ea50896144bc8916 \
-    --hash=sha256:7f0d2018ac6fa055dab65fe8a485967990d33c672d55bc254c56c35287b02fab \
-    --hash=sha256:80a21de63275f8bcd7877b3e781679d2ff1eddfed515a599f95b2502a3283d42 \
-    --hash=sha256:833999872e2920ce00f3a50839946bdac7539454e200eb6db54898a41f4bfd43 \
-    --hash=sha256:842b7d6989f3c574685e18da6f91223eb32301d0f93903dd399894250835a6f7 \
-    --hash=sha256:88bcb586fdff865372df1bc6be88bb7e6f9e0aa080dab9f54f5cac7eca8e2b6b \
-    --hash=sha256:8b6ac1442ec714b4911e5aef8afd82c691b5c88b525ea58299d455acc4e8dcec \
-    --hash=sha256:91a8918c415c4b4bf1d60c38d32958849a9191c2428ab35d30b78354085c7c7a \
-    --hash=sha256:923d778f378ebacca2c672ab1740e5a413e437fb45ab45ab02578f8b689e5d43 \
-    --hash=sha256:970ec697accaef10fb4f51763f3a7b1250f9f0553cf05514d0e94905322a0172 \
-    --hash=sha256:a0e2427d9ef46477625ab9b55c1882844fe6fc500f418c3f8e650200182457bc \
-    --hash=sha256:a6372c90bbf302387792108379f1ec77719c1618d88496d0df30cb8e370b4661 \
-    --hash=sha256:a8341eabdc754d5ab91641a7763243845e96b6d68e03e472531e88a4f1b09f21 \
-    --hash=sha256:aad2a63e0dd386b92da3270887a29b308af4d7c750d8c4995dfd9a4798691bcc \
-    --hash=sha256:c408b46b2fd61952d519ea1af2f8f0a7a703e1433923ab1704c4131520b2083b \
-    --hash=sha256:cb8f044a8f5962613ce1feb4351d66f8d784bd072d36393582f351859b065f7d \
-    --hash=sha256:d1f6bce875ac2bb6b52514f67c185c564ccd299a05b65b7bab091a4c13dde12d \
-    --hash=sha256:d3d75343940e7bf9b85c830c93d34039fa015eeb341c5c0b4cd7a90dadfe00d4 \
-    --hash=sha256:d4373c984eba20e393216edd51a3e3eede56cbe93d4247516d205643c3b93121 \
-    --hash=sha256:d439c584e58434d0350701bd33f6c10b309e851fccaf41c121aed55f6851d8cf \
-    --hash=sha256:d77df3d1e15fc37a9329999979fa7868ba8655dbab21fe97fc7ddabac9e08cc7 \
-    --hash=sha256:e22446ad89f1cb7657f0d849dcdc345b48e2d10afa3daf2925fdb740f85b714c \
-    --hash=sha256:e7eef6ea2ed289af40e88c0be9f7704ca8b5de18508a06897c3fe21e0905efdf \
-    --hash=sha256:e98632da8f6410e6fb6bf66937712c949b4010600ccd3f22a5388a83e610cc3c \
-    --hash=sha256:f77674647dd31f56cb12ed13ed25b6ed43a056fffef051715022d2ebffd7a7d1 \
-    --hash=sha256:fce93a7473e2f4ee4cc280210968288d6a7d7ad8dc6fa7bb7892145e407085f9
-    # via librosa
+scikit-learn==1.5.0 \
+    --hash=sha256:057b991ac64b3e75c9c04b5f9395eaf19a6179244c089afdebaad98264bff37c \
+    --hash=sha256:118a8d229a41158c9f90093e46b3737120a165181a1b58c03461447aa4657415 \
+    --hash=sha256:12e40ac48555e6b551f0a0a5743cc94cc5a765c9513fe708e01f0aa001da2801 \
+    --hash=sha256:174beb56e3e881c90424e21f576fa69c4ffcf5174632a79ab4461c4c960315ac \
+    --hash=sha256:1b94d6440603752b27842eda97f6395f570941857456c606eb1d638efdb38184 \
+    --hash=sha256:1f77547165c00625551e5c250cefa3f03f2fc92c5e18668abd90bfc4be2e0bff \
+    --hash=sha256:261fe334ca48f09ed64b8fae13f9b46cc43ac5f580c4a605cbb0a517456c8f71 \
+    --hash=sha256:2a65af2d8a6cce4e163a7951a4cfbfa7fceb2d5c013a4b593686c7f16445cf9d \
+    --hash=sha256:2c75ea812cd83b1385bbfa94ae971f0d80adb338a9523f6bbcb5e0b0381151d4 \
+    --hash=sha256:40fb7d4a9a2db07e6e0cae4dc7bdbb8fada17043bac24104d8165e10e4cff1a2 \
+    --hash=sha256:460806030c666addee1f074788b3978329a5bfdc9b7d63e7aad3f6d45c67a210 \
+    --hash=sha256:47132440050b1c5beb95f8ba0b2402bbd9057ce96ec0ba86f2f445dd4f34df67 \
+    --hash=sha256:4c0c56c3005f2ec1db3787aeaabefa96256580678cec783986836fc64f8ff622 \
+    --hash=sha256:789e3db01c750ed6d496fa2db7d50637857b451e57bcae863bff707c1247bef7 \
+    --hash=sha256:855fc5fa8ed9e4f08291203af3d3e5fbdc4737bd617a371559aaa2088166046e \
+    --hash=sha256:a03b09f9f7f09ffe8c5efffe2e9de1196c696d811be6798ad5eddf323c6f4d40 \
+    --hash=sha256:a3a10e1d9e834e84d05e468ec501a356226338778769317ee0b84043c0d8fb06 \
+    --hash=sha256:a90c5da84829a0b9b4bf00daf62754b2be741e66b5946911f5bdfaa869fcedd6 \
+    --hash=sha256:d82c2e573f0f2f2f0be897e7a31fcf4e73869247738ab8c3ce7245549af58ab8 \
+    --hash=sha256:df8ccabbf583315f13160a4bb06037bde99ea7d8211a69787a6b7c5d4ebb6fc3 \
+    --hash=sha256:f405c4dae288f5f6553b10c4ac9ea7754d5180ec11e296464adb5d6ac68b6ef5
+    # via
+    #   -r audio_vec_embedding_requirements.in
+    #   librosa
 scipy==1.12.0 \
     --hash=sha256:196ebad3a4882081f62a5bf4aeb7326aa34b110e533aab23e4374fcccb0890dc \
     --hash=sha256:408c68423f9de16cb9e602528be4ce0d6312b05001f3de61fe9ec8b1263cad08 \
@@ -1124,7 +1108,9 @@ uc-micro-py==1.0.3 \
     --hash=sha256:d321b92cff673ec58027c04015fcaa8bb1e005478643ff4a500882eaab88c48a \
     --hash=sha256:db1dffff340817673d7b466ec86114a9dc0e9d4d9b5ba229d9d60e5c12600cd5
     # via linkify-it-py
-urllib3==2.2.1 \
-    --hash=sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d \
-    --hash=sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19
-    # via requests
+urllib3==2.2.2 \
+    --hash=sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472 \
+    --hash=sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168
+    # via
+    #   -r audio_vec_embedding_requirements.in
+    #   requests

From 9f212c2d21cb7ad33a41330f203dab3d41f04d69 Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Thu, 12 Sep 2024 13:15:12 +0530
Subject: [PATCH 31/33] chore: updating vid vec rep resenet packages

---
 .../vid_vec_rep_resnet_requirements.in        |  20 +-
 .../vid_vec_rep_resnet_requirements.txt       | 774 +++++++++---------
 2 files changed, 393 insertions(+), 401 deletions(-)

diff --git a/src/core/operators/vid_vec_rep_resnet_requirements.in b/src/core/operators/vid_vec_rep_resnet_requirements.in
index 9747947..dc80a96 100644
--- a/src/core/operators/vid_vec_rep_resnet_requirements.in
+++ b/src/core/operators/vid_vec_rep_resnet_requirements.in
@@ -1,8 +1,12 @@
-torch==2.2.0+cpu
-torchvision==0.17.0+cpu
-numpy==1.26.4
-Pillow==10.3.0
-scipy==1.11.4
-opencv-python-headless==4.9.0.80
-memray==1.12.0
-pyinstrument==4.6.2
\ No newline at end of file
+# torch==2.2.0+cpu
+# torchvision==0.17.0+cpu
+numpy==2.1.1
+torch==2.4.1
+Pillow==10.4.0
+scipy==1.14.1
+opencv-python-headless==4.10.0.84
+memray==1.14.0
+pyinstrument==4.7.3
+# not direct requirments, but added because of pip-audit report
+certifi==2024.7.4
+urllib3==2.2.2
\ No newline at end of file
diff --git a/src/core/operators/vid_vec_rep_resnet_requirements.txt b/src/core/operators/vid_vec_rep_resnet_requirements.txt
index deed50a..1ed0e94 100644
--- a/src/core/operators/vid_vec_rep_resnet_requirements.txt
+++ b/src/core/operators/vid_vec_rep_resnet_requirements.txt
@@ -1,158 +1,25 @@
 #
-# This file is autogenerated by pip-compile with Python 3.12
+# This file is autogenerated by pip-compile with Python 3.11
 # by the following command:
 #
 #    pip-compile --allow-unsafe --find-links=https://download.pytorch.org/whl/torch_stable.html --generate-hashes vid_vec_rep_resnet_requirements.in
 #
-
-# For arm64 architecture
---find-links https://download.pytorch.org/whl/cpu
-torch==2.2.0; platform_machine=='aarch64' \
-    --hash=sha256:9328e3c1ce628a281d2707526b4d1080eae7c4afab4f81cea75bde1f9441dc78
-    # via
-    #   -r vid_vec_rep_resnet_requirements.in
-    #   torchvision
-torchvision==0.17.0; platform_machine=='aarch64' \
-    --hash=sha256:3d2e9552d72e4037f2db6f7d97989a2e2f95763aa1861963a3faf521bb1610c4 \
-    # via -r vid_vec_rep_resnet_requirements.in
-
-# For amd64 architecture
 --find-links https://download.pytorch.org/whl/torch_stable.html
-torch==2.2.0+cpu; platform_machine=='x86_64' \
-    --hash=sha256:15a657038eea92ac5db6ab97b30bd4b5345741b49553b2a7e552e80001297124 \
-    --hash=sha256:15e05748815545b6eb99196c0219822b210a5eff0dc194997a283534b8c98d7c \
-    --hash=sha256:2a8ff4440c1f024ad7982018c378470d2ae0a72f2bc269a22b1a677e09bdd3b1 \
-    --hash=sha256:4ddaf3393f5123da4a83a53f98fb9c9c64c53d0061da3c7243f982cdfe9eb888 \
-    --hash=sha256:58194066e594cd8aff27ddb746399d040900cc0e8a331d67ea98499777fa4d31 \
-    --hash=sha256:5b40dc66914c02d564365f991ec9a6b18cbaa586610e3b160ef559b2ce18c6c8 \
-    --hash=sha256:5f907293f5a58619c1c520380f17641f76400a136474a4b1a66c363d2563fe5e \
-    --hash=sha256:8258824bec0181e01a086aef5809016116a97626af2dcbf932d4e0b192d9c1b8 \
-    --hash=sha256:d053976a4f9ca3bace6e4191e0b6e0bcffbc29f70d419b14d01228b371335467 \
-    --hash=sha256:f72e7ce8010aa8797665ff6c4c1d259c28f3a51f332762d9de77f8a20277817f
-    # via
-    #   -r vid_vec_rep_resnet_requirements.in
-    #   torchvision
-torchvision==0.17.0+cpu; platform_machine=='x86_64' \
-    --hash=sha256:00e88e9483e52f99fc61a73941b6ef0b59d031930276fc220ee8973170f305ff \
-    --hash=sha256:04e72249add0e5a0fc3d06a876833651e77eb6c3c3f9276e70d9bd67804c8549 \
-    --hash=sha256:39d3b3a80c63d18594e81829fdbd6108512dff98fa17156c7bec59133a0c1173 \
-    --hash=sha256:55660c67bd8d5b777984655116b75070c73d37ce64175a8120cb59010039fd7f \
-    --hash=sha256:569ebc5f47bb765ae73cd380ace01ddcb074c67df05d7f15f5ddd0fa3062881a \
-    --hash=sha256:701d7fcfdd8ed206dcb71774190152f0a2d6c999ad7cee277fc5a71a943ae64d \
-    --hash=sha256:b683d52753c5579a5b0250d7976deada17deab646071da289bd598d1af4877e0 \
-    --hash=sha256:bb787aab6daf2d72600c14cd7c3c11459701dc5fac07e790e0335777e20b39df \
-    --hash=sha256:da83b8a14d1b0579b1119e24272b0c7bf3e9ad14297bca87184d02c12d210501 \
-    --hash=sha256:eb1e9d061c528c8bb40436d445599ca05fa997701ac395db3aaec5cb7660b6ee
-    # via -r vid_vec_rep_resnet_requirements.in
 
-certifi==2024.2.2 \
-    --hash=sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f \
-    --hash=sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1
-    # via requests
-charset-normalizer==3.3.2 \
-    --hash=sha256:06435b539f889b1f6f4ac1758871aae42dc3a8c0e24ac9e60c2384973ad73027 \
-    --hash=sha256:06a81e93cd441c56a9b65d8e1d043daeb97a3d0856d177d5c90ba85acb3db087 \
-    --hash=sha256:0a55554a2fa0d408816b3b5cedf0045f4b8e1a6065aec45849de2d6f3f8e9786 \
-    --hash=sha256:0b2b64d2bb6d3fb9112bafa732def486049e63de9618b5843bcdd081d8144cd8 \
-    --hash=sha256:10955842570876604d404661fbccbc9c7e684caf432c09c715ec38fbae45ae09 \
-    --hash=sha256:122c7fa62b130ed55f8f285bfd56d5f4b4a5b503609d181f9ad85e55c89f4185 \
-    --hash=sha256:1ceae2f17a9c33cb48e3263960dc5fc8005351ee19db217e9b1bb15d28c02574 \
-    --hash=sha256:1d3193f4a680c64b4b6a9115943538edb896edc190f0b222e73761716519268e \
-    --hash=sha256:1f79682fbe303db92bc2b1136016a38a42e835d932bab5b3b1bfcfbf0640e519 \
-    --hash=sha256:2127566c664442652f024c837091890cb1942c30937add288223dc895793f898 \
-    --hash=sha256:22afcb9f253dac0696b5a4be4a1c0f8762f8239e21b99680099abd9b2b1b2269 \
-    --hash=sha256:25baf083bf6f6b341f4121c2f3c548875ee6f5339300e08be3f2b2ba1721cdd3 \
-    --hash=sha256:2e81c7b9c8979ce92ed306c249d46894776a909505d8f5a4ba55b14206e3222f \
-    --hash=sha256:3287761bc4ee9e33561a7e058c72ac0938c4f57fe49a09eae428fd88aafe7bb6 \
-    --hash=sha256:34d1c8da1e78d2e001f363791c98a272bb734000fcef47a491c1e3b0505657a8 \
-    --hash=sha256:37e55c8e51c236f95b033f6fb391d7d7970ba5fe7ff453dad675e88cf303377a \
-    --hash=sha256:3d47fa203a7bd9c5b6cee4736ee84ca03b8ef23193c0d1ca99b5089f72645c73 \
-    --hash=sha256:3e4d1f6587322d2788836a99c69062fbb091331ec940e02d12d179c1d53e25fc \
-    --hash=sha256:42cb296636fcc8b0644486d15c12376cb9fa75443e00fb25de0b8602e64c1714 \
-    --hash=sha256:45485e01ff4d3630ec0d9617310448a8702f70e9c01906b0d0118bdf9d124cf2 \
-    --hash=sha256:4a78b2b446bd7c934f5dcedc588903fb2f5eec172f3d29e52a9096a43722adfc \
-    --hash=sha256:4ab2fe47fae9e0f9dee8c04187ce5d09f48eabe611be8259444906793ab7cbce \
-    --hash=sha256:4d0d1650369165a14e14e1e47b372cfcb31d6ab44e6e33cb2d4e57265290044d \
-    --hash=sha256:549a3a73da901d5bc3ce8d24e0600d1fa85524c10287f6004fbab87672bf3e1e \
-    --hash=sha256:55086ee1064215781fff39a1af09518bc9255b50d6333f2e4c74ca09fac6a8f6 \
-    --hash=sha256:572c3763a264ba47b3cf708a44ce965d98555f618ca42c926a9c1616d8f34269 \
-    --hash=sha256:573f6eac48f4769d667c4442081b1794f52919e7edada77495aaed9236d13a96 \
-    --hash=sha256:5b4c145409bef602a690e7cfad0a15a55c13320ff7a3ad7ca59c13bb8ba4d45d \
-    --hash=sha256:6463effa3186ea09411d50efc7d85360b38d5f09b870c48e4600f63af490e56a \
-    --hash=sha256:65f6f63034100ead094b8744b3b97965785388f308a64cf8d7c34f2f2e5be0c4 \
-    --hash=sha256:663946639d296df6a2bb2aa51b60a2454ca1cb29835324c640dafb5ff2131a77 \
-    --hash=sha256:6897af51655e3691ff853668779c7bad41579facacf5fd7253b0133308cf000d \
-    --hash=sha256:68d1f8a9e9e37c1223b656399be5d6b448dea850bed7d0f87a8311f1ff3dabb0 \
-    --hash=sha256:6ac7ffc7ad6d040517be39eb591cac5ff87416c2537df6ba3cba3bae290c0fed \
-    --hash=sha256:6b3251890fff30ee142c44144871185dbe13b11bab478a88887a639655be1068 \
-    --hash=sha256:6c4caeef8fa63d06bd437cd4bdcf3ffefe6738fb1b25951440d80dc7df8c03ac \
-    --hash=sha256:6ef1d82a3af9d3eecdba2321dc1b3c238245d890843e040e41e470ffa64c3e25 \
-    --hash=sha256:753f10e867343b4511128c6ed8c82f7bec3bd026875576dfd88483c5c73b2fd8 \
-    --hash=sha256:7cd13a2e3ddeed6913a65e66e94b51d80a041145a026c27e6bb76c31a853c6ab \
-    --hash=sha256:7ed9e526742851e8d5cc9e6cf41427dfc6068d4f5a3bb03659444b4cabf6bc26 \
-    --hash=sha256:7f04c839ed0b6b98b1a7501a002144b76c18fb1c1850c8b98d458ac269e26ed2 \
-    --hash=sha256:802fe99cca7457642125a8a88a084cef28ff0cf9407060f7b93dca5aa25480db \
-    --hash=sha256:80402cd6ee291dcb72644d6eac93785fe2c8b9cb30893c1af5b8fdd753b9d40f \
-    --hash=sha256:8465322196c8b4d7ab6d1e049e4c5cb460d0394da4a27d23cc242fbf0034b6b5 \
-    --hash=sha256:86216b5cee4b06df986d214f664305142d9c76df9b6512be2738aa72a2048f99 \
-    --hash=sha256:87d1351268731db79e0f8e745d92493ee2841c974128ef629dc518b937d9194c \
-    --hash=sha256:8bdb58ff7ba23002a4c5808d608e4e6c687175724f54a5dade5fa8c67b604e4d \
-    --hash=sha256:8c622a5fe39a48f78944a87d4fb8a53ee07344641b0562c540d840748571b811 \
-    --hash=sha256:8d756e44e94489e49571086ef83b2bb8ce311e730092d2c34ca8f7d925cb20aa \
-    --hash=sha256:8f4a014bc36d3c57402e2977dada34f9c12300af536839dc38c0beab8878f38a \
-    --hash=sha256:9063e24fdb1e498ab71cb7419e24622516c4a04476b17a2dab57e8baa30d6e03 \
-    --hash=sha256:90d558489962fd4918143277a773316e56c72da56ec7aa3dc3dbbe20fdfed15b \
-    --hash=sha256:923c0c831b7cfcb071580d3f46c4baf50f174be571576556269530f4bbd79d04 \
-    --hash=sha256:95f2a5796329323b8f0512e09dbb7a1860c46a39da62ecb2324f116fa8fdc85c \
-    --hash=sha256:96b02a3dc4381e5494fad39be677abcb5e6634bf7b4fa83a6dd3112607547001 \
-    --hash=sha256:9f96df6923e21816da7e0ad3fd47dd8f94b2a5ce594e00677c0013018b813458 \
-    --hash=sha256:a10af20b82360ab00827f916a6058451b723b4e65030c5a18577c8b2de5b3389 \
-    --hash=sha256:a50aebfa173e157099939b17f18600f72f84eed3049e743b68ad15bd69b6bf99 \
-    --hash=sha256:a981a536974bbc7a512cf44ed14938cf01030a99e9b3a06dd59578882f06f985 \
-    --hash=sha256:a9a8e9031d613fd2009c182b69c7b2c1ef8239a0efb1df3f7c8da66d5dd3d537 \
-    --hash=sha256:ae5f4161f18c61806f411a13b0310bea87f987c7d2ecdbdaad0e94eb2e404238 \
-    --hash=sha256:aed38f6e4fb3f5d6bf81bfa990a07806be9d83cf7bacef998ab1a9bd660a581f \
-    --hash=sha256:b01b88d45a6fcb69667cd6d2f7a9aeb4bf53760d7fc536bf679ec94fe9f3ff3d \
-    --hash=sha256:b261ccdec7821281dade748d088bb6e9b69e6d15b30652b74cbbac25e280b796 \
-    --hash=sha256:b2b0a0c0517616b6869869f8c581d4eb2dd83a4d79e0ebcb7d373ef9956aeb0a \
-    --hash=sha256:b4a23f61ce87adf89be746c8a8974fe1c823c891d8f86eb218bb957c924bb143 \
-    --hash=sha256:bd8f7df7d12c2db9fab40bdd87a7c09b1530128315d047a086fa3ae3435cb3a8 \
-    --hash=sha256:beb58fe5cdb101e3a055192ac291b7a21e3b7ef4f67fa1d74e331a7f2124341c \
-    --hash=sha256:c002b4ffc0be611f0d9da932eb0f704fe2602a9a949d1f738e4c34c75b0863d5 \
-    --hash=sha256:c083af607d2515612056a31f0a8d9e0fcb5876b7bfc0abad3ecd275bc4ebc2d5 \
-    --hash=sha256:c180f51afb394e165eafe4ac2936a14bee3eb10debc9d9e4db8958fe36afe711 \
-    --hash=sha256:c235ebd9baae02f1b77bcea61bce332cb4331dc3617d254df3323aa01ab47bd4 \
-    --hash=sha256:cd70574b12bb8a4d2aaa0094515df2463cb429d8536cfb6c7ce983246983e5a6 \
-    --hash=sha256:d0eccceffcb53201b5bfebb52600a5fb483a20b61da9dbc885f8b103cbe7598c \
-    --hash=sha256:d965bba47ddeec8cd560687584e88cf699fd28f192ceb452d1d7ee807c5597b7 \
-    --hash=sha256:db364eca23f876da6f9e16c9da0df51aa4f104a972735574842618b8c6d999d4 \
-    --hash=sha256:ddbb2551d7e0102e7252db79ba445cdab71b26640817ab1e3e3648dad515003b \
-    --hash=sha256:deb6be0ac38ece9ba87dea880e438f25ca3eddfac8b002a2ec3d9183a454e8ae \
-    --hash=sha256:e06ed3eb3218bc64786f7db41917d4e686cc4856944f53d5bdf83a6884432e12 \
-    --hash=sha256:e27ad930a842b4c5eb8ac0016b0a54f5aebbe679340c26101df33424142c143c \
-    --hash=sha256:e537484df0d8f426ce2afb2d0f8e1c3d0b114b83f8850e5f2fbea0e797bd82ae \
-    --hash=sha256:eb00ed941194665c332bf8e078baf037d6c35d7c4f3102ea2d4f16ca94a26dc8 \
-    --hash=sha256:eb6904c354526e758fda7167b33005998fb68c46fbc10e013ca97f21ca5c8887 \
-    --hash=sha256:eb8821e09e916165e160797a6c17edda0679379a4be5c716c260e836e122f54b \
-    --hash=sha256:efcb3f6676480691518c177e3b465bcddf57cea040302f9f4e6e191af91174d4 \
-    --hash=sha256:f27273b60488abe721a075bcca6d7f3964f9f6f067c8c4c605743023d7d3944f \
-    --hash=sha256:f30c3cb33b24454a82faecaf01b19c18562b1e89558fb6c56de4d9118a032fd5 \
-    --hash=sha256:fb69256e180cb6c8a894fee62b3afebae785babc1ee98b81cdf68bbca1987f33 \
-    --hash=sha256:fd1abc0d89e30cc4e02e4064dc67fcc51bd941eb395c502aac3ec19fab46b519 \
-    --hash=sha256:ff8fa367d09b717b2a17a052544193ad76cd49979c805768879cb63d9ca50561
-    # via requests
+certifi==2024.7.4 \
+    --hash=sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b \
+    --hash=sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90
+    # via -r vid_vec_rep_resnet_requirements.in
 filelock==3.13.1 \
     --hash=sha256:521f5f56c50f8426f5e03ad3b281b490a87ef15bc6c526f168290f0c7148d44e \
     --hash=sha256:57dbda9b35157b05fb3e58ee91448612eb674172fab98ee235ccb0b5bee19a1c
-    # via torch
+    # via
+    #   torch
+    #   triton
 fsspec==2024.2.0 \
     --hash=sha256:817f969556fa5916bc682e02ca2045f96ff7f586d45110fcb76022063ad2c7d8 \
     --hash=sha256:b6ad1a679f760dda52b1168c859d01b7b80648ea6f7f7c7f5a8a91dc3f3ecb84
     # via torch
-idna==3.7 \
-    --hash=sha256:028ff3aadf0609c1fd278d8ea3089299412a7a8b9bd005dd08b9f8285bcb5cfc \
-    --hash=sha256:82fee1fc78add43492d3a1898bfa6d8a904cc97d8427f683ed8e798d07761aa0
-    # via requests
 jinja2==3.1.4 \
     --hash=sha256:4a3aee7acbbe7303aede8e9648d13b8bf88a429282aa6122a993f0ac800cb369 \
     --hash=sha256:bc5dd2abb727a5319567b7a813e6a2e7318c39f4f487cfe6c89c6f9c7d25197d
@@ -240,44 +107,50 @@ mdurl==0.1.2 \
     --hash=sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8 \
     --hash=sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba
     # via markdown-it-py
-memray==1.12.0 \
-    --hash=sha256:0a43b7ea24db0469b26dd2da6058f24bd0882fae35eaff9eb3dd572234869771 \
-    --hash=sha256:21ec3d82f9535dd66bdad2a33aeb46ebc03801b7d9db1f4ca1c96bc96d2c6253 \
-    --hash=sha256:22f10a95e74675ce96ae29e968a978e27b9ce466bdcaa322c15edb6ea6ff661a \
-    --hash=sha256:27b6ad53081b2f588485393df6498be6d07c2331435625472dc6111b265bef44 \
-    --hash=sha256:28f543f5c42491e233dbcb4c87da4a890cef1634b1cd6d0746092d74dc5adcb0 \
-    --hash=sha256:2bdbcd44e31fe27822b1920814f87c9cc305d731d38c5d32d93f5f9bfa797a9e \
-    --hash=sha256:2be213607228a56ee2e9de598cd4b14aded45e19d404fba1945d2008fd4e0bb6 \
-    --hash=sha256:3236d5fbc2576847d6c40741b61f6fa2fe5b0079011c4d3843bd9fc3d0b86ba7 \
-    --hash=sha256:3abf058226e72caef0d68f2e850954668305934c20d2ccfef89c3eac2ccf7a40 \
-    --hash=sha256:3b61c199a60197ae6164a2b44cd828c52de24083ecc49e9ac7d6287686bd68f3 \
-    --hash=sha256:5693b6210c51f1e66ce33a8d6a6fb5bd84c83a3fca644244c7f417e74cc93480 \
-    --hash=sha256:57f04aeba911dd082c7c057e79bb338449621e58ae4e885dde05b5a45d6edcac \
-    --hash=sha256:621ceb522614e0076fdec78ad4d4ef34de6eeb62f63bbdd6a27c56d5ef07bde8 \
-    --hash=sha256:64b4e881262c60768ddfbbf062f3861f2bd0cd04414d4ee4cf4f8834285d3d7c \
-    --hash=sha256:702a502b8c9a2ca64a34605aa32381f94c6443ba6608a6bf877e10f94d342de9 \
-    --hash=sha256:7252b98ca98e0ce6f95ad81d161f468ce9ada12e66e64e18e8e7c3b95b203035 \
-    --hash=sha256:7ab5d0d7c566fc5f9bec28276a5219b20e6b5df4cdce16e506d9eda6cbb207e1 \
-    --hash=sha256:8da8a7088b7b434d77ee40c843c5a66c4c10ded711f876122fb661265a950250 \
-    --hash=sha256:8e0dd3e4440c9d64e174cc9663cb6a8ccefa0f45ee967b4de3c31f1d620008e9 \
-    --hash=sha256:9a2ad07e0a0bcf15772f7887a1739e1e0679223ee4025493e0011ef35e30aa75 \
-    --hash=sha256:a60d2a70077f091f51d9bacb387d5f3d9db37a409ab6b071398a5b5eccffe3ec \
-    --hash=sha256:a7fd3e5f614666faa380a3094ac03793ada9c69239ea4a4716e929efaa7d8ff4 \
-    --hash=sha256:ae2176753be2157235ad766ec662cd98f1d78de2581b30366942c696b9f8da05 \
-    --hash=sha256:b2f39ad9fc06ddc6f9e506e05a2e4036a6678447673f9134a1827266485a124b \
-    --hash=sha256:bf282a90f0f01ee419d4c184416ae22f7e26450dd80897fb7998633ffde4ffab \
-    --hash=sha256:d3367e3748c64797c4986fa543e784067c5de08037621f5f1e628d6fc98cefe5 \
-    --hash=sha256:dcc2f96f7cdd0a7bbfd86dafad4e76bb6adc4f41560f474185c8722ed6e653d1 \
-    --hash=sha256:dee3eff75b6a47841fb58c909723c140e72915de24a712e1ee4c157c3e1b44af \
-    --hash=sha256:df5ac32d9e4458af1a8c7d6864095c8dd3bbbad4978fead3dd2d939368b1606b \
-    --hash=sha256:df79afd83b4c3b5139c7d47ca1d40f5859d7c5be38759a4a698de181414b7cd6 \
-    --hash=sha256:e6760685eb69997c8684358f1070c7252929b2b0e0863ed9adf7c684dc6cdf99 \
-    --hash=sha256:ee72ca364f65f8a74da2c16c17ffb6768331fae9a14bec955932d2a3203c389d \
-    --hash=sha256:ef93e74548d55533f02f7e27417f88e2606f54f5cfd58ed84e0f2d6839e4ad48 \
-    --hash=sha256:f464861ddce2d4322412f2d408b796027716a623ef67ada9e4fb95300691dd52 \
-    --hash=sha256:f8031156adf4a4ab471c5b835bfa773e2d36a3bbf4338236969d8c0b9d76beda \
-    --hash=sha256:fcfe985ce1b019987258a2edb71edc07a38d96d9c0ab28a91880b1e048b68d8e \
-    --hash=sha256:ff94c5471d72e616d9b80f7d5b7839b9de740088f04b2b5a13eb457d571db073
+memray==1.14.0 \
+    --hash=sha256:11fb00105572b70f2aca8b787ce9748b0c94672fbb6334f1604f7f813ca3dca6 \
+    --hash=sha256:1d0a1397b5387b75dc9d9759beb022cb360948584840e850474d7d39ad267f85 \
+    --hash=sha256:248dea8cfb5a615345e28b7e25c94377a8d198da3b6957ee443afa6f4ff1b733 \
+    --hash=sha256:287a01953bc44dd0a32549a23bdacb5f9734e345ca289fa3923867c637715056 \
+    --hash=sha256:29a2e7d84d1652ef4664bcceb155630979b4797180b70da35525d963a4ca707f \
+    --hash=sha256:2e4ccaca04365efcda51036fe2add980030e33cfc4f3a194a01f530a5c923c65 \
+    --hash=sha256:344f3c73b97ffc8f1666b404deafbc31a19e6b2881341b706aa7ec20afb0e8b1 \
+    --hash=sha256:36840f39277b1871ecb5a9592dd1aa517a17b9f855f4e3ff08aa328a9d305e69 \
+    --hash=sha256:3b5e729d03caf426dc45a258270537a603794ecc067ccfd92f9c67ba9332e788 \
+    --hash=sha256:3bc27e5483c70236c9379b99277b4ea8fa4b3f73a99e37af81190649bd877881 \
+    --hash=sha256:3c7933ca70c0d59d0ce9b1064a6eda86231248759b46ed6dabedf489039d1aa1 \
+    --hash=sha256:4352f9e85957f2cbe45a9e1c87dfc19d2df77e93dcd8a558794a683eeee57b7b \
+    --hash=sha256:443885a96ab9f67d46288240e2593b5c3ecb2c507ddb4e3b10695e104403d001 \
+    --hash=sha256:4e07bdc3a4979b335c2b6b93a81b807d5aacd8dbbea56c41c6899a8bc0d2beb3 \
+    --hash=sha256:52a45d96ed717d8efb645e99646a92dd21a2ca38bdb823fe22e38c429cba9513 \
+    --hash=sha256:57f9bf3f1c648f1ea877a84c21c449fdafd8cc105763ada6023e36bae9b45eb8 \
+    --hash=sha256:5953f0d2aa31b23d4cce20236a03d90b7c71903709a57b456d6494bfe6f470b7 \
+    --hash=sha256:5b7a59346d242fc39041d87a71cb6cf45baf492ffbb69da9690de49346be64a8 \
+    --hash=sha256:638ba74e1735a40b6595fee7f37b426b9a95d244091a1f5df3dc5d98df1cbd4b \
+    --hash=sha256:6a7e5604448b2a78e329addfb099384515d3f973a03711c4e2a7b6c9f7f34f53 \
+    --hash=sha256:7227ebf024cb0688a68ed91ed3e05c61a13751a9e875807195076b827bfde464 \
+    --hash=sha256:72febec7b287667e8ea9ee3e879a4da19a4318bc47e211da815be74acd961994 \
+    --hash=sha256:745d9014cb662065501441a7b534c29914fe2b68398b37385aba9f4a1c51c723 \
+    --hash=sha256:75a5907345ff845652e709ddce3171a9ba2d65c62e8bd49a99131066e2a7ce3b \
+    --hash=sha256:7d03f6be66aa259df7fa50082876fbe6461108d77d46c1f720c46067d60685d4 \
+    --hash=sha256:88c89c3797834eec177a89ad528699c75b94e2ed08c00754141eae69c520b894 \
+    --hash=sha256:958d57f7149b8fa4831785394f2a7ace93dbc2be6c49a1c07987a8972986474a \
+    --hash=sha256:9af9d30b1e484fd8591c9a7f322fd50b9192a2bce660be92385a01555af9968b \
+    --hash=sha256:9bb0cfe1b755a860435cd52047b2e3f4f7b0c3887e0c1bf98da7127948284a91 \
+    --hash=sha256:a22a826b4047e839310514f4889c24e45a66ea222fca19ac0ae7b2f89bbb0281 \
+    --hash=sha256:a43455233d534e9c0e8dabe827d451124874a6455b2afcbcd60b823241ea5843 \
+    --hash=sha256:af8aee7e8e5cac1e4130f1184b3e03b6bb08264e4ba1696551791ed3f8fb824e \
+    --hash=sha256:b3b8d46b6447cdecba3ba100d47c62e78cdad58b00b2d6ba004d6bad318c8668 \
+    --hash=sha256:b5d8874b7b215551f0ae9fa8aef3f2f52321a6460dc0141aaf9374709e6b0eb7 \
+    --hash=sha256:c119b600e7c665e0713f09e25f9ee09733a98035688ecc1ec8fd168fa37a77f6 \
+    --hash=sha256:c4088b391c04796c888ac751b5d387f6e8212b3515d4c53ba540c65a6efe4bda \
+    --hash=sha256:c82342cead930ca50235f59740ca238808f9c33ef31d994712972966beb6226e \
+    --hash=sha256:d6087f291fd68acdf0a833efb57bc0f192c98ae89b4377c690c28313e78d029c \
+    --hash=sha256:dfc17cba35d98e3d2ca20ab995f17eec3edba7138b062cbc1aa36d53d9d2d955 \
+    --hash=sha256:e05a3b6bc82ef01821beaee98e86bd8de2ada06cb8781add9c40a3ae4a040383 \
+    --hash=sha256:e6ba7bff9dfa37bf3b80a5b83b50eadf20afb1f0e8de4a0139019154086d6bed \
+    --hash=sha256:f62a402ca1a7126f749544c3d6493672d6330ffd37d59ba230bc73e5143b3bc2 \
+    --hash=sha256:f85a27eb8a65c810161bb992116a66d328546f78a4a4c7c1868949651b917c08
     # via -r vid_vec_rep_resnet_requirements.in
 mpmath==1.3.0 \
     --hash=sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f \
@@ -287,232 +160,318 @@ networkx==3.2.1 \
     --hash=sha256:9f1bb5cf3409bf324e0a722c20bdb4c20ee39bf1c30ce8ae499c8502b0b5e0c6 \
     --hash=sha256:f18c69adc97877c42332c170849c96cefa91881c99a7cb3e95b7c659ebdc1ec2
     # via torch
-numpy==1.26.4 \
-    --hash=sha256:03a8c78d01d9781b28a6989f6fa1bb2c4f2d51201cf99d3dd875df6fbd96b23b \
-    --hash=sha256:08beddf13648eb95f8d867350f6a018a4be2e5ad54c8d8caed89ebca558b2818 \
-    --hash=sha256:1af303d6b2210eb850fcf03064d364652b7120803a0b872f5211f5234b399f20 \
-    --hash=sha256:1dda2e7b4ec9dd512f84935c5f126c8bd8b9f2fc001e9f54af255e8c5f16b0e0 \
-    --hash=sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010 \
-    --hash=sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a \
-    --hash=sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea \
-    --hash=sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c \
-    --hash=sha256:4c66707fabe114439db9068ee468c26bbdf909cac0fb58686a42a24de1760c71 \
-    --hash=sha256:50193e430acfc1346175fcbdaa28ffec49947a06918b7b92130744e81e640110 \
-    --hash=sha256:52b8b60467cd7dd1e9ed082188b4e6bb35aa5cdd01777621a1658910745b90be \
-    --hash=sha256:60dedbb91afcbfdc9bc0b1f3f402804070deed7392c23eb7a7f07fa857868e8a \
-    --hash=sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a \
-    --hash=sha256:666dbfb6ec68962c033a450943ded891bed2d54e6755e35e5835d63f4f6931d5 \
-    --hash=sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed \
-    --hash=sha256:679b0076f67ecc0138fd2ede3a8fd196dddc2ad3254069bcb9faf9a79b1cebcd \
-    --hash=sha256:7349ab0fa0c429c82442a27a9673fc802ffdb7c7775fad780226cb234965e53c \
-    --hash=sha256:7ab55401287bfec946ced39700c053796e7cc0e3acbef09993a9ad2adba6ca6e \
-    --hash=sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0 \
-    --hash=sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c \
-    --hash=sha256:96ff0b2ad353d8f990b63294c8986f1ec3cb19d749234014f4e7eb0112ceba5a \
-    --hash=sha256:9fad7dcb1aac3c7f0584a5a8133e3a43eeb2fe127f47e3632d43d677c66c102b \
-    --hash=sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0 \
-    --hash=sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6 \
-    --hash=sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2 \
-    --hash=sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a \
-    --hash=sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30 \
-    --hash=sha256:b3ce300f3644fb06443ee2222c2201dd3a89ea6040541412b8fa189341847218 \
-    --hash=sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5 \
-    --hash=sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07 \
-    --hash=sha256:cd25bcecc4974d09257ffcd1f098ee778f7834c3ad767fe5db785be9a4aa9cb2 \
-    --hash=sha256:d209d8969599b27ad20994c8e41936ee0964e6da07478d6c35016bc386b66ad4 \
-    --hash=sha256:d5241e0a80d808d70546c697135da2c613f30e28251ff8307eb72ba696945764 \
-    --hash=sha256:edd8b5fe47dab091176d21bb6de568acdd906d1887a4584a15a9a96a1dca06ef \
-    --hash=sha256:f870204a840a60da0b12273ef34f7051e98c3b5961b61b0c2c1be6dfd64fbcd3 \
-    --hash=sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f
+numpy==2.1.1 \
+    --hash=sha256:046356b19d7ad1890c751b99acad5e82dc4a02232013bd9a9a712fddf8eb60f5 \
+    --hash=sha256:0b8cc2715a84b7c3b161f9ebbd942740aaed913584cae9cdc7f8ad5ad41943d0 \
+    --hash=sha256:0d07841fd284718feffe7dd17a63a2e6c78679b2d386d3e82f44f0108c905550 \
+    --hash=sha256:13cc11c00000848702322af4de0147ced365c81d66053a67c2e962a485b3717c \
+    --hash=sha256:13ce49a34c44b6de5241f0b38b07e44c1b2dcacd9e36c30f9c2fcb1bb5135db7 \
+    --hash=sha256:24c2ad697bd8593887b019817ddd9974a7f429c14a5469d7fad413f28340a6d2 \
+    --hash=sha256:251105b7c42abe40e3a689881e1793370cc9724ad50d64b30b358bbb3a97553b \
+    --hash=sha256:2ca4b53e1e0b279142113b8c5eb7d7a877e967c306edc34f3b58e9be12fda8df \
+    --hash=sha256:3269c9eb8745e8d975980b3a7411a98976824e1fdef11f0aacf76147f662b15f \
+    --hash=sha256:397bc5ce62d3fb73f304bec332171535c187e0643e176a6e9421a6e3eacef06d \
+    --hash=sha256:3fc5eabfc720db95d68e6646e88f8b399bfedd235994016351b1d9e062c4b270 \
+    --hash=sha256:50a95ca3560a6058d6ea91d4629a83a897ee27c00630aed9d933dff191f170cd \
+    --hash=sha256:52ac2e48f5ad847cd43c4755520a2317f3380213493b9d8a4c5e37f3b87df504 \
+    --hash=sha256:53e27293b3a2b661c03f79aa51c3987492bd4641ef933e366e0f9f6c9bf257ec \
+    --hash=sha256:57eb525e7c2a8fdee02d731f647146ff54ea8c973364f3b850069ffb42799647 \
+    --hash=sha256:5889dd24f03ca5a5b1e8a90a33b5a0846d8977565e4ae003a63d22ecddf6782f \
+    --hash=sha256:59ca673ad11d4b84ceb385290ed0ebe60266e356641428c845b39cd9df6713ab \
+    --hash=sha256:6435c48250c12f001920f0751fe50c0348f5f240852cfddc5e2f97e007544cbe \
+    --hash=sha256:6e5a9cb2be39350ae6c8f79410744e80154df658d5bea06e06e0ac5bb75480d5 \
+    --hash=sha256:7be6a07520b88214ea85d8ac8b7d6d8a1839b0b5cb87412ac9f49fa934eb15d5 \
+    --hash=sha256:7c803b7934a7f59563db459292e6aa078bb38b7ab1446ca38dd138646a38203e \
+    --hash=sha256:7dd86dfaf7c900c0bbdcb8b16e2f6ddf1eb1fe39c6c8cca6e94844ed3152a8fd \
+    --hash=sha256:8661c94e3aad18e1ea17a11f60f843a4933ccaf1a25a7c6a9182af70610b2313 \
+    --hash=sha256:8ae0fd135e0b157365ac7cc31fff27f07a5572bdfc38f9c2d43b2aff416cc8b0 \
+    --hash=sha256:910b47a6d0635ec1bd53b88f86120a52bf56dcc27b51f18c7b4a2e2224c29f0f \
+    --hash=sha256:913cc1d311060b1d409e609947fa1b9753701dac96e6581b58afc36b7ee35af6 \
+    --hash=sha256:920b0911bb2e4414c50e55bd658baeb78281a47feeb064ab40c2b66ecba85553 \
+    --hash=sha256:950802d17a33c07cba7fd7c3dcfa7d64705509206be1606f196d179e539111ed \
+    --hash=sha256:981707f6b31b59c0c24bcda52e5605f9701cb46da4b86c2e8023656ad3e833cb \
+    --hash=sha256:98ce7fb5b8063cfdd86596b9c762bf2b5e35a2cdd7e967494ab78a1fa7f8b86e \
+    --hash=sha256:99f4a9ee60eed1385a86e82288971a51e71df052ed0b2900ed30bc840c0f2e39 \
+    --hash=sha256:9a8e06c7a980869ea67bbf551283bbed2856915f0a792dc32dd0f9dd2fb56728 \
+    --hash=sha256:ae8ce252404cdd4de56dcfce8b11eac3c594a9c16c231d081fb705cf23bd4d9e \
+    --hash=sha256:afd9c680df4de71cd58582b51e88a61feed4abcc7530bcd3d48483f20fc76f2a \
+    --hash=sha256:b49742cdb85f1f81e4dc1b39dcf328244f4d8d1ded95dea725b316bd2cf18c95 \
+    --hash=sha256:b5613cfeb1adfe791e8e681128f5f49f22f3fcaa942255a6124d58ca59d9528f \
+    --hash=sha256:bab7c09454460a487e631ffc0c42057e3d8f2a9ddccd1e60c7bb8ed774992480 \
+    --hash=sha256:c8a0e34993b510fc19b9a2ce7f31cb8e94ecf6e924a40c0c9dd4f62d0aac47d9 \
+    --hash=sha256:caf5d284ddea7462c32b8d4a6b8af030b6c9fd5332afb70e7414d7fdded4bfd0 \
+    --hash=sha256:cea427d1350f3fd0d2818ce7350095c1a2ee33e30961d2f0fef48576ddbbe90f \
+    --hash=sha256:d0cf7d55b1051387807405b3898efafa862997b4cba8aa5dbe657be794afeafd \
+    --hash=sha256:d10c39947a2d351d6d466b4ae83dad4c37cd6c3cdd6d5d0fa797da56f710a6ae \
+    --hash=sha256:d2b9cd92c8f8e7b313b80e93cedc12c0112088541dcedd9197b5dee3738c1201 \
+    --hash=sha256:d4c57b68c8ef5e1ebf47238e99bf27657511ec3f071c465f6b1bccbef12d4136 \
+    --hash=sha256:d51fc141ddbe3f919e91a096ec739f49d686df8af254b2053ba21a910ae518bf \
+    --hash=sha256:e097507396c0be4e547ff15b13dc3866f45f3680f789c1a1301b07dadd3fbc78 \
+    --hash=sha256:e30356d530528a42eeba51420ae8bf6c6c09559051887196599d96ee5f536468 \
+    --hash=sha256:e8d5f8a8e3bc87334f025194c6193e408903d21ebaeb10952264943a985066ca \
+    --hash=sha256:e8dfa9e94fc127c40979c3eacbae1e61fda4fe71d84869cc129e2721973231ef \
+    --hash=sha256:f212d4f46b67ff604d11fff7cc62d36b3e8714edf68e44e9760e19be38c03eb0 \
+    --hash=sha256:f7506387e191fe8cdb267f912469a3cccc538ab108471291636a96a54e599556 \
+    --hash=sha256:fac6e277a41163d27dfab5f4ec1f7a83fac94e170665a4a50191b545721c6521 \
+    --hash=sha256:fcd8f556cdc8cfe35e70efb92463082b7f43dd7e547eb071ffc36abc0ca4699b
     # via
     #   -r vid_vec_rep_resnet_requirements.in
     #   opencv-python-headless
     #   scipy
-    #   torchvision
-opencv-python-headless==4.9.0.80 \
-    --hash=sha256:11e3849d83e6651d4e7699aadda9ec7ed7c38957cbbcb99db074f2a2d2de9670 \
-    --hash=sha256:2ea8a2edc4db87841991b2fbab55fc07b97ecb602e0f47d5d485bd75cee17c1a \
-    --hash=sha256:57ce2865e8fec431c6f97a81e9faaf23fa5be61011d0a75ccf47a3c0d65fa73d \
-    --hash=sha256:71a4cd8cf7c37122901d8e81295db7fb188730e33a0e40039a4e59c1030b0958 \
-    --hash=sha256:976656362d68d9f40a5c66f83901430538002465f7db59142784f3893918f3df \
-    --hash=sha256:a8056c2cb37cd65dfcdf4153ca16f7362afcf3a50d600d6bb69c660fc61ee29c \
-    --hash=sha256:e0ee54e27be493e8f7850847edae3128e18b540dac1d7b2e4001b8944e11e1c6
-    # via -r vid_vec_rep_resnet_requirements.in
-pillow==10.3.0 \
-    --hash=sha256:048ad577748b9fa4a99a0548c64f2cb8d672d5bf2e643a739ac8faff1164238c \
-    --hash=sha256:048eeade4c33fdf7e08da40ef402e748df113fd0b4584e32c4af74fe78baaeb2 \
-    --hash=sha256:0ba26351b137ca4e0db0342d5d00d2e355eb29372c05afd544ebf47c0956ffeb \
-    --hash=sha256:0ea2a783a2bdf2a561808fe4a7a12e9aa3799b701ba305de596bc48b8bdfce9d \
-    --hash=sha256:1530e8f3a4b965eb6a7785cf17a426c779333eb62c9a7d1bbcf3ffd5bf77a4aa \
-    --hash=sha256:16563993329b79513f59142a6b02055e10514c1a8e86dca8b48a893e33cf91e3 \
-    --hash=sha256:19aeb96d43902f0a783946a0a87dbdad5c84c936025b8419da0a0cd7724356b1 \
-    --hash=sha256:1a1d1915db1a4fdb2754b9de292642a39a7fb28f1736699527bb649484fb966a \
-    --hash=sha256:1b87bd9d81d179bd8ab871603bd80d8645729939f90b71e62914e816a76fc6bd \
-    --hash=sha256:1dfc94946bc60ea375cc39cff0b8da6c7e5f8fcdc1d946beb8da5c216156ddd8 \
-    --hash=sha256:2034f6759a722da3a3dbd91a81148cf884e91d1b747992ca288ab88c1de15999 \
-    --hash=sha256:261ddb7ca91fcf71757979534fb4c128448b5b4c55cb6152d280312062f69599 \
-    --hash=sha256:2ed854e716a89b1afcedea551cd85f2eb2a807613752ab997b9974aaa0d56936 \
-    --hash=sha256:3102045a10945173d38336f6e71a8dc71bcaeed55c3123ad4af82c52807b9375 \
-    --hash=sha256:339894035d0ede518b16073bdc2feef4c991ee991a29774b33e515f1d308e08d \
-    --hash=sha256:412444afb8c4c7a6cc11a47dade32982439925537e483be7c0ae0cf96c4f6a0b \
-    --hash=sha256:4203efca580f0dd6f882ca211f923168548f7ba334c189e9eab1178ab840bf60 \
-    --hash=sha256:45ebc7b45406febf07fef35d856f0293a92e7417ae7933207e90bf9090b70572 \
-    --hash=sha256:4b5ec25d8b17217d635f8935dbc1b9aa5907962fae29dff220f2659487891cd3 \
-    --hash=sha256:4c8e73e99da7db1b4cad7f8d682cf6abad7844da39834c288fbfa394a47bbced \
-    --hash=sha256:4e6f7d1c414191c1199f8996d3f2282b9ebea0945693fb67392c75a3a320941f \
-    --hash=sha256:4eaa22f0d22b1a7e93ff0a596d57fdede2e550aecffb5a1ef1106aaece48e96b \
-    --hash=sha256:50b8eae8f7334ec826d6eeffaeeb00e36b5e24aa0b9df322c247539714c6df19 \
-    --hash=sha256:50fd3f6b26e3441ae07b7c979309638b72abc1a25da31a81a7fbd9495713ef4f \
-    --hash=sha256:51243f1ed5161b9945011a7360e997729776f6e5d7005ba0c6879267d4c5139d \
-    --hash=sha256:5d512aafa1d32efa014fa041d38868fda85028e3f930a96f85d49c7d8ddc0383 \
-    --hash=sha256:5f77cf66e96ae734717d341c145c5949c63180842a545c47a0ce7ae52ca83795 \
-    --hash=sha256:6b02471b72526ab8a18c39cb7967b72d194ec53c1fd0a70b050565a0f366d355 \
-    --hash=sha256:6fb1b30043271ec92dc65f6d9f0b7a830c210b8a96423074b15c7bc999975f57 \
-    --hash=sha256:7161ec49ef0800947dc5570f86568a7bb36fa97dd09e9827dc02b718c5643f09 \
-    --hash=sha256:72d622d262e463dfb7595202d229f5f3ab4b852289a1cd09650362db23b9eb0b \
-    --hash=sha256:74d28c17412d9caa1066f7a31df8403ec23d5268ba46cd0ad2c50fb82ae40462 \
-    --hash=sha256:78618cdbccaa74d3f88d0ad6cb8ac3007f1a6fa5c6f19af64b55ca170bfa1edf \
-    --hash=sha256:793b4e24db2e8742ca6423d3fde8396db336698c55cd34b660663ee9e45ed37f \
-    --hash=sha256:798232c92e7665fe82ac085f9d8e8ca98826f8e27859d9a96b41d519ecd2e49a \
-    --hash=sha256:81d09caa7b27ef4e61cb7d8fbf1714f5aec1c6b6c5270ee53504981e6e9121ad \
-    --hash=sha256:8ab74c06ffdab957d7670c2a5a6e1a70181cd10b727cd788c4dd9005b6a8acd9 \
-    --hash=sha256:8eb0908e954d093b02a543dc963984d6e99ad2b5e36503d8a0aaf040505f747d \
-    --hash=sha256:90b9e29824800e90c84e4022dd5cc16eb2d9605ee13f05d47641eb183cd73d45 \
-    --hash=sha256:9797a6c8fe16f25749b371c02e2ade0efb51155e767a971c61734b1bf6293994 \
-    --hash=sha256:9d2455fbf44c914840c793e89aa82d0e1763a14253a000743719ae5946814b2d \
-    --hash=sha256:9d3bea1c75f8c53ee4d505c3e67d8c158ad4df0d83170605b50b64025917f338 \
-    --hash=sha256:9e2ec1e921fd07c7cda7962bad283acc2f2a9ccc1b971ee4b216b75fad6f0463 \
-    --hash=sha256:9e91179a242bbc99be65e139e30690e081fe6cb91a8e77faf4c409653de39451 \
-    --hash=sha256:a0eaa93d054751ee9964afa21c06247779b90440ca41d184aeb5d410f20ff591 \
-    --hash=sha256:a2c405445c79c3f5a124573a051062300936b0281fee57637e706453e452746c \
-    --hash=sha256:aa7e402ce11f0885305bfb6afb3434b3cd8f53b563ac065452d9d5654c7b86fd \
-    --hash=sha256:aff76a55a8aa8364d25400a210a65ff59d0168e0b4285ba6bf2bd83cf675ba32 \
-    --hash=sha256:b09b86b27a064c9624d0a6c54da01c1beaf5b6cadfa609cf63789b1d08a797b9 \
-    --hash=sha256:b14f16f94cbc61215115b9b1236f9c18403c15dd3c52cf629072afa9d54c1cbf \
-    --hash=sha256:b50811d664d392f02f7761621303eba9d1b056fb1868c8cdf4231279645c25f5 \
-    --hash=sha256:b7bc2176354defba3edc2b9a777744462da2f8e921fbaf61e52acb95bafa9828 \
-    --hash=sha256:c78e1b00a87ce43bb37642c0812315b411e856a905d58d597750eb79802aaaa3 \
-    --hash=sha256:c83341b89884e2b2e55886e8fbbf37c3fa5efd6c8907124aeb72f285ae5696e5 \
-    --hash=sha256:ca2870d5d10d8726a27396d3ca4cf7976cec0f3cb706debe88e3a5bd4610f7d2 \
-    --hash=sha256:ccce24b7ad89adb5a1e34a6ba96ac2530046763912806ad4c247356a8f33a67b \
-    --hash=sha256:cd5e14fbf22a87321b24c88669aad3a51ec052eb145315b3da3b7e3cc105b9a2 \
-    --hash=sha256:ce49c67f4ea0609933d01c0731b34b8695a7a748d6c8d186f95e7d085d2fe475 \
-    --hash=sha256:d33891be6df59d93df4d846640f0e46f1a807339f09e79a8040bc887bdcd7ed3 \
-    --hash=sha256:d3b2348a78bc939b4fed6552abfd2e7988e0f81443ef3911a4b8498ca084f6eb \
-    --hash=sha256:d886f5d353333b4771d21267c7ecc75b710f1a73d72d03ca06df49b09015a9ef \
-    --hash=sha256:d93480005693d247f8346bc8ee28c72a2191bdf1f6b5db469c096c0c867ac015 \
-    --hash=sha256:dc1a390a82755a8c26c9964d457d4c9cbec5405896cba94cf51f36ea0d855002 \
-    --hash=sha256:dd78700f5788ae180b5ee8902c6aea5a5726bac7c364b202b4b3e3ba2d293170 \
-    --hash=sha256:e46f38133e5a060d46bd630faa4d9fa0202377495df1f068a8299fd78c84de84 \
-    --hash=sha256:e4b878386c4bf293578b48fc570b84ecfe477d3b77ba39a6e87150af77f40c57 \
-    --hash=sha256:f0d0591a0aeaefdaf9a5e545e7485f89910c977087e7de2b6c388aec32011e9f \
-    --hash=sha256:fdcbb4068117dfd9ce0138d068ac512843c52295ed996ae6dd1faf537b6dbc27 \
-    --hash=sha256:ff61bfd9253c3915e6d41c651d5f962da23eda633cf02262990094a18a55371a
+nvidia-cublas-cu12==12.1.3.1 \
+    --hash=sha256:2b964d60e8cf11b5e1073d179d85fa340c120e99b3067558f3cf98dd69d02906 \
+    --hash=sha256:ee53ccca76a6fc08fb9701aa95b6ceb242cdaab118c3bb152af4e579af792728
     # via
-    #   -r vid_vec_rep_resnet_requirements.in
-    #   torchvision
+    #   nvidia-cudnn-cu12
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-cuda-cupti-cu12==12.1.105 \
+    --hash=sha256:bea8236d13a0ac7190bd2919c3e8e6ce1e402104276e6f9694479e48bb0eb2a4 \
+    --hash=sha256:e54fde3983165c624cb79254ae9818a456eb6e87a7fd4d56a2352c24ee542d7e
+    # via torch
+nvidia-cuda-nvrtc-cu12==12.1.105 \
+    --hash=sha256:0a98a522d9ff138b96c010a65e145dc1b4850e9ecb75a0172371793752fd46ed \
+    --hash=sha256:339b385f50c309763ca65456ec75e17bbefcbbf2893f462cb8b90584cd27a1c2
+    # via torch
+nvidia-cuda-runtime-cu12==12.1.105 \
+    --hash=sha256:6e258468ddf5796e25f1dc591a31029fa317d97a0a94ed93468fc86301d61e40 \
+    --hash=sha256:dfb46ef84d73fababab44cf03e3b83f80700d27ca300e537f85f636fac474344
+    # via torch
+nvidia-cudnn-cu12==9.1.0.70 \
+    --hash=sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f \
+    --hash=sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a
+    # via torch
+nvidia-cufft-cu12==11.0.2.54 \
+    --hash=sha256:794e3948a1aa71fd817c3775866943936774d1c14e7628c74f6f7417224cdf56 \
+    --hash=sha256:d9ac353f78ff89951da4af698f80870b1534ed69993f10a4cf1d96f21357e253
+    # via torch
+nvidia-curand-cu12==10.3.2.106 \
+    --hash=sha256:75b6b0c574c0037839121317e17fd01f8a69fd2ef8e25853d826fec30bdba74a \
+    --hash=sha256:9d264c5036dde4e64f1de8c50ae753237c12e0b1348738169cd0f8a536c0e1e0
+    # via torch
+nvidia-cusolver-cu12==11.4.5.107 \
+    --hash=sha256:74e0c3a24c78612192a74fcd90dd117f1cf21dea4822e66d89e8ea80e3cd2da5 \
+    --hash=sha256:8a7ec542f0412294b15072fa7dab71d31334014a69f953004ea7a118206fe0dd
+    # via torch
+nvidia-cusparse-cu12==12.1.0.106 \
+    --hash=sha256:b798237e81b9719373e8fae8d4f091b70a0cf09d9d85c95a557e11df2d8e9a5a \
+    --hash=sha256:f3b50f42cf363f86ab21f720998517a659a48131e8d538dc02f8768237bd884c
+    # via
+    #   nvidia-cusolver-cu12
+    #   torch
+nvidia-nccl-cu12==2.20.5 \
+    --hash=sha256:057f6bf9685f75215d0c53bf3ac4a10b3e6578351de307abad9e18a99182af56 \
+    --hash=sha256:1fc150d5c3250b170b29410ba682384b14581db722b2531b0d8d33c595f33d01
+    # via torch
+nvidia-nvjitlink-cu12==12.6.68 \
+    --hash=sha256:125a6c2a44e96386dda634e13d944e60b07a0402d391a070e8fb4104b34ea1ab \
+    --hash=sha256:a55744c98d70317c5e23db14866a8cc2b733f7324509e941fc96276f9f37801d \
+    --hash=sha256:b3fd0779845f68b92063ab1393abab1ed0a23412fc520df79a8190d098b5cd6b
+    # via
+    #   nvidia-cusolver-cu12
+    #   nvidia-cusparse-cu12
+nvidia-nvtx-cu12==12.1.105 \
+    --hash=sha256:65f4d98982b31b60026e0e6de73fbdfc09d08a96f4656dd3665ca616a11e1e82 \
+    --hash=sha256:dc21cf308ca5691e7c04d962e213f8a4aa9bbfa23d95412f452254c2caeb09e5
+    # via torch
+opencv-python-headless==4.10.0.84 \
+    --hash=sha256:377d08a7e48a1405b5e84afcbe4798464ce7ee17081c1c23619c8b398ff18295 \
+    --hash=sha256:46071015ff9ab40fccd8a163da0ee14ce9846349f06c6c8c0f2870856ffa45db \
+    --hash=sha256:5ae454ebac0eb0a0b932e3406370aaf4212e6a3fdb5038cc86c7aea15a6851da \
+    --hash=sha256:9092404b65458ed87ce932f613ffbb1106ed2c843577501e5768912360fc50ec \
+    --hash=sha256:a4f4bcb07d8f8a7704d9c8564c224c8b064c63f430e95b61ac0bffaa374d330e \
+    --hash=sha256:afcf28bd1209dd58810d33defb622b325d3cbe49dcd7a43a902982c33e5fad05 \
+    --hash=sha256:f2017c6101d7c2ef8d7bc3b414c37ff7f54d64413a1847d89970b6b7069b4e1a
+    # via -r vid_vec_rep_resnet_requirements.in
+pillow==10.4.0 \
+    --hash=sha256:02a2be69f9c9b8c1e97cf2713e789d4e398c751ecfd9967c18d0ce304efbf885 \
+    --hash=sha256:030abdbe43ee02e0de642aee345efa443740aa4d828bfe8e2eb11922ea6a21ea \
+    --hash=sha256:06b2f7898047ae93fad74467ec3d28fe84f7831370e3c258afa533f81ef7f3df \
+    --hash=sha256:0755ffd4a0c6f267cccbae2e9903d95477ca2f77c4fcf3a3a09570001856c8a5 \
+    --hash=sha256:0a9ec697746f268507404647e531e92889890a087e03681a3606d9b920fbee3c \
+    --hash=sha256:0ae24a547e8b711ccaaf99c9ae3cd975470e1a30caa80a6aaee9a2f19c05701d \
+    --hash=sha256:134ace6dc392116566980ee7436477d844520a26a4b1bd4053f6f47d096997fd \
+    --hash=sha256:166c1cd4d24309b30d61f79f4a9114b7b2313d7450912277855ff5dfd7cd4a06 \
+    --hash=sha256:1b5dea9831a90e9d0721ec417a80d4cbd7022093ac38a568db2dd78363b00908 \
+    --hash=sha256:1d846aea995ad352d4bdcc847535bd56e0fd88d36829d2c90be880ef1ee4668a \
+    --hash=sha256:1ef61f5dd14c300786318482456481463b9d6b91ebe5ef12f405afbba77ed0be \
+    --hash=sha256:297e388da6e248c98bc4a02e018966af0c5f92dfacf5a5ca22fa01cb3179bca0 \
+    --hash=sha256:298478fe4f77a4408895605f3482b6cc6222c018b2ce565c2b6b9c354ac3229b \
+    --hash=sha256:29dbdc4207642ea6aad70fbde1a9338753d33fb23ed6956e706936706f52dd80 \
+    --hash=sha256:2db98790afc70118bd0255c2eeb465e9767ecf1f3c25f9a1abb8ffc8cfd1fe0a \
+    --hash=sha256:32cda9e3d601a52baccb2856b8ea1fc213c90b340c542dcef77140dfa3278a9e \
+    --hash=sha256:37fb69d905be665f68f28a8bba3c6d3223c8efe1edf14cc4cfa06c241f8c81d9 \
+    --hash=sha256:416d3a5d0e8cfe4f27f574362435bc9bae57f679a7158e0096ad2beb427b8696 \
+    --hash=sha256:43efea75eb06b95d1631cb784aa40156177bf9dd5b4b03ff38979e048258bc6b \
+    --hash=sha256:4b35b21b819ac1dbd1233317adeecd63495f6babf21b7b2512d244ff6c6ce309 \
+    --hash=sha256:4d9667937cfa347525b319ae34375c37b9ee6b525440f3ef48542fcf66f2731e \
+    --hash=sha256:5161eef006d335e46895297f642341111945e2c1c899eb406882a6c61a4357ab \
+    --hash=sha256:543f3dc61c18dafb755773efc89aae60d06b6596a63914107f75459cf984164d \
+    --hash=sha256:551d3fd6e9dc15e4c1eb6fc4ba2b39c0c7933fa113b220057a34f4bb3268a060 \
+    --hash=sha256:59291fb29317122398786c2d44427bbd1a6d7ff54017075b22be9d21aa59bd8d \
+    --hash=sha256:5b001114dd152cfd6b23befeb28d7aee43553e2402c9f159807bf55f33af8a8d \
+    --hash=sha256:5b4815f2e65b30f5fbae9dfffa8636d992d49705723fe86a3661806e069352d4 \
+    --hash=sha256:5dc6761a6efc781e6a1544206f22c80c3af4c8cf461206d46a1e6006e4429ff3 \
+    --hash=sha256:5e84b6cc6a4a3d76c153a6b19270b3526a5a8ed6b09501d3af891daa2a9de7d6 \
+    --hash=sha256:6209bb41dc692ddfee4942517c19ee81b86c864b626dbfca272ec0f7cff5d9fb \
+    --hash=sha256:673655af3eadf4df6b5457033f086e90299fdd7a47983a13827acf7459c15d94 \
+    --hash=sha256:6c762a5b0997f5659a5ef2266abc1d8851ad7749ad9a6a5506eb23d314e4f46b \
+    --hash=sha256:7086cc1d5eebb91ad24ded9f58bec6c688e9f0ed7eb3dbbf1e4800280a896496 \
+    --hash=sha256:73664fe514b34c8f02452ffb73b7a92c6774e39a647087f83d67f010eb9a0cf0 \
+    --hash=sha256:76a911dfe51a36041f2e756b00f96ed84677cdeb75d25c767f296c1c1eda1319 \
+    --hash=sha256:780c072c2e11c9b2c7ca37f9a2ee8ba66f44367ac3e5c7832afcfe5104fd6d1b \
+    --hash=sha256:7928ecbf1ece13956b95d9cbcfc77137652b02763ba384d9ab508099a2eca856 \
+    --hash=sha256:7970285ab628a3779aecc35823296a7869f889b8329c16ad5a71e4901a3dc4ef \
+    --hash=sha256:7a8d4bade9952ea9a77d0c3e49cbd8b2890a399422258a77f357b9cc9be8d680 \
+    --hash=sha256:7c1ee6f42250df403c5f103cbd2768a28fe1a0ea1f0f03fe151c8741e1469c8b \
+    --hash=sha256:7dfecdbad5c301d7b5bde160150b4db4c659cee2b69589705b6f8a0c509d9f42 \
+    --hash=sha256:812f7342b0eee081eaec84d91423d1b4650bb9828eb53d8511bcef8ce5aecf1e \
+    --hash=sha256:866b6942a92f56300012f5fbac71f2d610312ee65e22f1aa2609e491284e5597 \
+    --hash=sha256:86dcb5a1eb778d8b25659d5e4341269e8590ad6b4e8b44d9f4b07f8d136c414a \
+    --hash=sha256:87dd88ded2e6d74d31e1e0a99a726a6765cda32d00ba72dc37f0651f306daaa8 \
+    --hash=sha256:8bc1a764ed8c957a2e9cacf97c8b2b053b70307cf2996aafd70e91a082e70df3 \
+    --hash=sha256:8d4d5063501b6dd4024b8ac2f04962d661222d120381272deea52e3fc52d3736 \
+    --hash=sha256:8f0aef4ef59694b12cadee839e2ba6afeab89c0f39a3adc02ed51d109117b8da \
+    --hash=sha256:930044bb7679ab003b14023138b50181899da3f25de50e9dbee23b61b4de2126 \
+    --hash=sha256:950be4d8ba92aca4b2bb0741285a46bfae3ca699ef913ec8416c1b78eadd64cd \
+    --hash=sha256:961a7293b2457b405967af9c77dcaa43cc1a8cd50d23c532e62d48ab6cdd56f5 \
+    --hash=sha256:9b885f89040bb8c4a1573566bbb2f44f5c505ef6e74cec7ab9068c900047f04b \
+    --hash=sha256:9f4727572e2918acaa9077c919cbbeb73bd2b3ebcfe033b72f858fc9fbef0026 \
+    --hash=sha256:a02364621fe369e06200d4a16558e056fe2805d3468350df3aef21e00d26214b \
+    --hash=sha256:a985e028fc183bf12a77a8bbf36318db4238a3ded7fa9df1b9a133f1cb79f8fc \
+    --hash=sha256:ac1452d2fbe4978c2eec89fb5a23b8387aba707ac72810d9490118817d9c0b46 \
+    --hash=sha256:b15e02e9bb4c21e39876698abf233c8c579127986f8207200bc8a8f6bb27acf2 \
+    --hash=sha256:b2724fdb354a868ddf9a880cb84d102da914e99119211ef7ecbdc613b8c96b3c \
+    --hash=sha256:bbc527b519bd3aa9d7f429d152fea69f9ad37c95f0b02aebddff592688998abe \
+    --hash=sha256:bcd5e41a859bf2e84fdc42f4edb7d9aba0a13d29a2abadccafad99de3feff984 \
+    --hash=sha256:bd2880a07482090a3bcb01f4265f1936a903d70bc740bfcb1fd4e8a2ffe5cf5a \
+    --hash=sha256:bee197b30783295d2eb680b311af15a20a8b24024a19c3a26431ff83eb8d1f70 \
+    --hash=sha256:bf2342ac639c4cf38799a44950bbc2dfcb685f052b9e262f446482afaf4bffca \
+    --hash=sha256:c76e5786951e72ed3686e122d14c5d7012f16c8303a674d18cdcd6d89557fc5b \
+    --hash=sha256:cbed61494057c0f83b83eb3a310f0bf774b09513307c434d4366ed64f4128a91 \
+    --hash=sha256:cfdd747216947628af7b259d274771d84db2268ca062dd5faf373639d00113a3 \
+    --hash=sha256:d7480af14364494365e89d6fddc510a13e5a2c3584cb19ef65415ca57252fb84 \
+    --hash=sha256:dbc6ae66518ab3c5847659e9988c3b60dc94ffb48ef9168656e0019a93dbf8a1 \
+    --hash=sha256:dc3e2db6ba09ffd7d02ae9141cfa0ae23393ee7687248d46a7507b75d610f4f5 \
+    --hash=sha256:dfe91cb65544a1321e631e696759491ae04a2ea11d36715eca01ce07284738be \
+    --hash=sha256:e4d49b85c4348ea0b31ea63bc75a9f3857869174e2bf17e7aba02945cd218e6f \
+    --hash=sha256:e4db64794ccdf6cb83a59d73405f63adbe2a1887012e308828596100a0b2f6cc \
+    --hash=sha256:e553cad5179a66ba15bb18b353a19020e73a7921296a7979c4a2b7f6a5cd57f9 \
+    --hash=sha256:e88d5e6ad0d026fba7bdab8c3f225a69f063f116462c49892b0149e21b6c0a0e \
+    --hash=sha256:ecd85a8d3e79cd7158dec1c9e5808e821feea088e2f69a974db5edf84dc53141 \
+    --hash=sha256:f5b92f4d70791b4a67157321c4e8225d60b119c5cc9aee8ecf153aace4aad4ef \
+    --hash=sha256:f5f0c3e969c8f12dd2bb7e0b15d5c468b51e5017e01e2e867335c81903046a22 \
+    --hash=sha256:f7baece4ce06bade126fb84b8af1c33439a76d8a6fd818970215e0560ca28c27 \
+    --hash=sha256:ff25afb18123cea58a591ea0244b92eb1e61a1fd497bf6d6384f09bc3262ec3e \
+    --hash=sha256:ff337c552345e95702c5fde3158acb0625111017d0e5f24bf3acdb9cc16b90d1
+    # via -r vid_vec_rep_resnet_requirements.in
 pygments==2.17.2 \
     --hash=sha256:b27c2826c47d0f3219f29554824c30c5e8945175d888647acd804ddd04af846c \
     --hash=sha256:da46cec9fd2de5be3a8a784f434e4c4ab670b4ff54d605c4c2717e9d49c4c367
     # via rich
-pyinstrument==4.6.2 \
-    --hash=sha256:0002ee517ed8502bbda6eb2bb1ba8f95a55492fcdf03811ba13d4806e50dd7f6 \
-    --hash=sha256:01fc45dedceec3df81668d702bca6d400d956c8b8494abc206638c167c78dfd9 \
-    --hash=sha256:06a8578b2943eb1dbbf281e1e59e44246acfefd79e1b06d4950f01b693de12af \
-    --hash=sha256:08fdc7f88c989316fa47805234c37a40fafe7b614afd8ae863f0afa9d1707b37 \
-    --hash=sha256:0de2c1714a37a820033b19cf134ead43299a02662f1379140974a9ab733c5f3a \
-    --hash=sha256:113d2fc534c9ca7b6b5661d6ada05515bf318f6eb34e8d05860fe49eb7cfe17e \
-    --hash=sha256:1e474c56da636253dfdca7cd1998b240d6b39f7ed34777362db69224fcf053b1 \
-    --hash=sha256:20e15b4e1d29ba0b7fc81aac50351e0dc0d7e911e93771ebc3f408e864a2c93b \
-    --hash=sha256:23c3e3ca8553b9aac09bd978c73d21b9032c707ac6d803bae6a20ecc048df4a8 \
-    --hash=sha256:28af084aa84bbfd3620ebe71d5f9a0deca4451267f363738ca824f733de55056 \
-    --hash=sha256:2e625fc6ffcd4fd420493edd8276179c3f784df207bef4c2192725c1b310534c \
-    --hash=sha256:2fd8e547cf3df5f0ec6e4dffbe2e857f6b28eda51b71c3c0b5a2fc0646527835 \
-    --hash=sha256:3098cd72b71a322a72dafeb4ba5c566465e193d2030adad4c09566bd2f89bf4f \
-    --hash=sha256:32ec8db6896b94af790a530e1e0edad4d0f941a0ab8dd9073e5993e7ea46af7d \
-    --hash=sha256:34e59e91c88ec9ad5630c0964eca823949005e97736bfa838beb4789e94912a2 \
-    --hash=sha256:3a165e0d2deb212d4cf439383982a831682009e1b08733c568cac88c89784e62 \
-    --hash=sha256:46992e855d630575ec635eeca0068a8ddf423d4fd32ea0875a94e9f8688f0b95 \
-    --hash=sha256:4fba3244e94c117bf4d9b30b8852bbdcd510e7329fdd5c7c8b3799e00a9215a8 \
-    --hash=sha256:5b6e161ef268d43ee6bbfae7fd2cdd0a52c099ddd21001c126ca1805dc906539 \
-    --hash=sha256:5ebeba952c0056dcc9b9355328c78c4b5c2a33b4b4276a9157a3ab589f3d1bac \
-    --hash=sha256:5f329f5534ca069420246f5ce57270d975229bcb92a3a3fd6b2ca086527d9764 \
-    --hash=sha256:62f6014d2b928b181a52483e7c7b82f2c27e22c577417d1681153e5518f03317 \
-    --hash=sha256:67268bb0d579330cff40fd1c90b8510363ca1a0e7204225840614068658dab77 \
-    --hash=sha256:6ba8e368d0421f15ba6366dfd60ec131c1b46505d021477e0f865d26cf35a605 \
-    --hash=sha256:6c0f0e1d8f8c70faa90ff57f78ac0dda774b52ea0bfb2d9f0f41ce6f3e7c869e \
-    --hash=sha256:6c761372945e60fc1396b7a49f30592e8474e70a558f1a87346d27c8c4ce50f7 \
-    --hash=sha256:6ed4e8c6c84e0e6429ba7008a66e435ede2d8cb027794c20923c55669d9c5633 \
-    --hash=sha256:73db0c2c99119c65b075feee76e903b4ed82e59440fe8b5724acf5c7cb24721f \
-    --hash=sha256:7a1b1cd768ea7ea9ab6f5490f7e74431321bcc463e9441dbc2f769617252d9e2 \
-    --hash=sha256:7ba858b3d6f6e5597c641edcc0e7e464f85aba86d71bc3b3592cb89897bf43f6 \
-    --hash=sha256:7bd3da31c46f1c1cb7ae89031725f6a1d1015c2041d9c753fe23980f5f9fd86c \
-    --hash=sha256:7c671057fad22ee3ded897a6a361204ea2538e44c1233cad0e8e30f6d27f33db \
-    --hash=sha256:803ac64e526473d64283f504df3b0d5c2c203ea9603cab428641538ffdc753a7 \
-    --hash=sha256:8a386b9d09d167451fb2111eaf86aabf6e094fed42c15f62ec51d6980bce7d96 \
-    --hash=sha256:8a9791bf8916c1cf439c202fded32de93354b0f57328f303d71950b0027c7811 \
-    --hash=sha256:8b3c44cb037ad0d6e9d9a48c14d856254ada641fbd0ae9de40da045fc2226a2a \
-    --hash=sha256:8d104b7a7899d5fa4c5bf1ceb0c1a070615a72c5dc17bc321b612467ad5c5d88 \
-    --hash=sha256:90350533396071cb2543affe01e40bf534c35cb0d4b8fa9fdb0f052f9ca2cfe3 \
-    --hash=sha256:a59fc4f7db738a094823afe6422509fa5816a7bf74e768ce5a7a2ddd91af40ac \
-    --hash=sha256:af1a953bce9fd530040895d01ff3de485e25e1576dccb014f76ba9131376fcad \
-    --hash=sha256:b082df0bbf71251a7f4880a12ed28421dba84ea7110bb376e0533067a4eaff40 \
-    --hash=sha256:b2b66ff0b16c8ecf1ec22de001cfff46872b2c163c62429055105564eef50b2e \
-    --hash=sha256:b55983a884f083f93f0fc6d12ff8df0acd1e2fb0580d2f4c7bfe6def33a84b58 \
-    --hash=sha256:baf375953b02fe94d00e716f060e60211ede73f49512b96687335f7071adb153 \
-    --hash=sha256:be9901f17ac2f527c352f2fdca3d717c1d7f2ce8a70bad5a490fc8cc5d2a6007 \
-    --hash=sha256:cd0320c39e99e3c0a3129d1ed010ac41e5a7eb96fb79900d270080a97962e995 \
-    --hash=sha256:d02f31fa13a9e8dc702a113878419deba859563a32474c9f68e04619d43d6f01 \
-    --hash=sha256:d4b559322f30509ad8f082561792352d0805b3edfa508e492a36041fdc009259 \
-    --hash=sha256:d4dcdcc7ba224a0c5edfbd00b0f530f5aed2b26da5aaa2f9af5519d4aa8c7e41 \
-    --hash=sha256:d6162615e783c59e36f2d7caf903a7e3ecb6b32d4a4ae8907f2760b2ef395bf6 \
-    --hash=sha256:da58f265326f3cf3975366ccb8b39014f1e69ff8327958a089858d71c633d654 \
-    --hash=sha256:dcb5c8d763c5df55131670ba2a01a8aebd0d490a789904a55eb6a8b8d497f110 \
-    --hash=sha256:dd5c53a0159126b5ce7cbc4994433c9c671e057c85297ff32645166a06ad2c50 \
-    --hash=sha256:dd6007d3c2e318e09e582435dd8d111cccf30d342af66886b783208813caf3d7 \
-    --hash=sha256:e2e554b1bb0df78f5ce8a92df75b664912ca93aa94208386102af454ec31b647 \
-    --hash=sha256:e3813c8ecfab9d7d855c5f0f71f11793cf1507f40401aa33575c7fd613577c23 \
-    --hash=sha256:e63f4916001aa9c625976a50779282e0a5b5e9b17c52a50ef4c651e468ed5b88 \
-    --hash=sha256:edca46f04a573ac2fb11a84b937844e6a109f38f80f4b422222fb5be8ecad8cb \
-    --hash=sha256:fdc0a53b27e5d8e47147489c7dab596ddd1756b1e053217ef5bc6718567099ff \
-    --hash=sha256:feebcf860f955401df30d029ec8de7a0c5515d24ea809736430fd1219686fe14
+pyinstrument==4.7.3 \
+    --hash=sha256:03dd0c51f6ca706be5c27715e9b4527aa82003c2705d3173943c5b4a2b7a47e8 \
+    --hash=sha256:089f7afb326ee937656ee1767813dc793ad20b3d353d081e16255b63830a4787 \
+    --hash=sha256:0e381fc56ba4a77cb45d82eb69689d900a5ee7205a5eb90131234b21ae7a1991 \
+    --hash=sha256:1ce2828cc29b17720f3c66345ea6f9ff54a3860d0488b59c985377ce2e6a710b \
+    --hash=sha256:2092910e745cfd0a62dadf041afb38239195244871ee127b1028e7e790602e6b \
+    --hash=sha256:21e05f53810a6ff5fa261da838935fd1b2ab2bf30a7c053f6c72bcaaa6de0933 \
+    --hash=sha256:2a7c481daec4bd77a3dbfbe01a0155e03352dd700f3c3efe4bdbc30821b20e19 \
+    --hash=sha256:2b312442f01fbf2582cd7c929703608cb82874b73a0f3250cbeffc4abddae4f5 \
+    --hash=sha256:346bc584c542c4c77ca46e8f55eb2d3265ee992839e06d535a22ca65c5b9e767 \
+    --hash=sha256:3ad61041ff1880d4c99d3384cd267e38a0a6472b5a4dd765992db376bd4394c8 \
+    --hash=sha256:3d98997347047a217ef6b844273d3753e543e0984f2220e9dd284cbef6054c2a \
+    --hash=sha256:470a4f6de1a1edf7debe87917b5d12f94fe59975a8a0e91c22ad789b55720073 \
+    --hash=sha256:4766bbb2b451460432c97baf00bbda56653429671e8daec344d343f21fb05b8f \
+    --hash=sha256:57992c5f73fad7b560e27f864ff9824c6ccc834d48bbeaf4cecf66193cfe28c6 \
+    --hash=sha256:6002ea1018d6d6f9b6f1c66b3e14805213573bd69f79b2e7ad2c507441b3e73e \
+    --hash=sha256:61db15f8b59a3a1964041a8df260667fb5dabddd928301e3580cf93d7a05e352 \
+    --hash=sha256:65fd559498902d1560d728238eea53d8dd54cb8f697b816cacce5524f09d8757 \
+    --hash=sha256:66af331f9da06df36afbdbd2b7128ae725bb444f24584d2ed1f4c67d1b2759b8 \
+    --hash=sha256:6a79912f8a096ccad1b88a527719563f6b2b5dc94057873c2ca840dc6378cfee \
+    --hash=sha256:6d642d8c69091fd49286136b7d958f8dbac969a3f6259c7c6d78e8ff207d235e \
+    --hash=sha256:6de792dc65dcc75e73b721f4e89aa60a4d2f8617e5a5da060244058018ad0399 \
+    --hash=sha256:6e85b34a9b8ed4df4deaa0afe63bc765ea29003eb5b9b3bc0323f7ad7f7cd0fd \
+    --hash=sha256:70afa765c06e4f7605033b85ef82ed946ec8e6ae1835e25f6cbb01205a624197 \
+    --hash=sha256:73da379506a09cdff2fdd23a0b3eb8f020f473d019f604538e0e5045613e33d4 \
+    --hash=sha256:7405aec2227ed87dc3bc3a8eb82b5dcdec68861d564ee0d429f9a51ca30ccd58 \
+    --hash=sha256:77594adf4713bc3e430e300561a2d837213cf9015414c0e0de6aef0cb9cebd80 \
+    --hash=sha256:7b1321514863be18138a6d761696b3f6e8645390dd2f6c8a6d66a453f0d5187c \
+    --hash=sha256:7c29f7a23e0f704f5f21aeeb47193460601e7359d09156ea043395870494b39a \
+    --hash=sha256:7e23ce5fcc30346e576b98ca24bd2a9a68cbc42b90cdb0d8f376fa82cee2fe23 \
+    --hash=sha256:7f09ebad95af94f5427c20005fc7ba84a0a3deae6324434d7ec3be99d369bf37 \
+    --hash=sha256:8043b9c1fb0c19a2957098930c3bad43ecdc1cf8e1d3f32a3b9ef74fdd3df028 \
+    --hash=sha256:84ceb25f24ceb03dc770b6c142ec4419506d3a04d66d778810cb8da76df25651 \
+    --hash=sha256:886ccb349aefcbd5be1f33247b3a1af4ad5d34939338d99e94bae064886bf0d8 \
+    --hash=sha256:897d09c876f18b713498be21430b39428a9254ffec0c6c06796fce0e6a8fe437 \
+    --hash=sha256:8a66aee3d2cf0cc6b8e57cb189fd9fb16d13b8d538419999596ce4f58b5d4a9a \
+    --hash=sha256:8b944c939c49af88cec1e20e9c28eec80c478fc2fd53b23ed58702bcb5bcbcf9 \
+    --hash=sha256:8d1f4e0155f563f66e821210c225af8b64a2283c0feff776c49feba623e7bafd \
+    --hash=sha256:9402e339d802a7f5b1ad716b8411ab98f45e51c4b261e662b8a470c251af0acc \
+    --hash=sha256:98e1b7695c234786e82500394ef50f205713f8702a31aec84fdd0687e0ab8405 \
+    --hash=sha256:9b4d80deaf76cc171b3b707e2babc9a7046610c4e11022167949e60fc2dc62be \
+    --hash=sha256:ae2c966c91da630a23dbff5f7e61ad2eee133cfaf1e4acf7e09fcf506cbb6251 \
+    --hash=sha256:b2d2a0e401db6800f63de0539415cdff46b138914d771a46db0b3f673f9827e7 \
+    --hash=sha256:b68c5b97690604741bb1f028ec75d2a6298500f415590ae92a766f71b82fc72a \
+    --hash=sha256:bfad987207c89b51f80be71f5362cead4ccd62b9f407248b87e91863bba70e4d \
+    --hash=sha256:c5fbe9d24154a118a4b86bed5ae228c3d8698216fad65257aca97e790527197a \
+    --hash=sha256:c619f3064dae5284b904c4862b35639c35ecd439bb5b4152924f7ccb69edc5e3 \
+    --hash=sha256:cf1e67b37e936f647ce731fff5d2f54e102813274d350671dc5961ec8b46b3ff \
+    --hash=sha256:d564d6f6151d3cab28430092cdcbd4aefe0834551af4b4f97e6e57025a348557 \
+    --hash=sha256:d648596ea04409ca3ca260029041ed7fa046b776205bf9a0b75cda0a4f4d2515 \
+    --hash=sha256:d87749f68b9cc221628aab989a4a73b16030c27c714ecd83892d716f863d9739 \
+    --hash=sha256:de40b44ff2fe78493b944b679cc084e72b2648c37a96fcfbccb9171a4449e509 \
+    --hash=sha256:df9ba133f5a771dd30df1d3b868af75bdb7f12c9ebd5ddd463d09aa6334d96ef \
+    --hash=sha256:e23d5ad174d2a488c164abee4407f3f3a6e6d5721ab1fab9e0ad9570631704c2 \
+    --hash=sha256:e562e608f878540d19a514774e0f24fccaeac035674cf2b2afacdae9e0e19b29 \
+    --hash=sha256:e660d9a7f57909574010056dbc80869866623669455516ffc7421988286ddaf3 \
+    --hash=sha256:e9824e11290f6f2772c257cc0bd07f59405759287db6ebcbb06f962a3eba68fb \
+    --hash=sha256:eaa45270af0b9d86f1cef705520e9b43f4a1cd18397083f8a594a28f898d078b \
+    --hash=sha256:edd85ee9c6aa5be0bf78d48ad2eb5e02fdab1a646875d90fa09cbc61f4c91a01 \
+    --hash=sha256:f29ed5778b83bf40bd808f120cd2ea11ef94acd2aa5b64398e6d56958b88ab26 \
+    --hash=sha256:f65107079f68dcaeb58ee032d98075ab7ac49be419c60673406043e0675393b4 \
+    --hash=sha256:fa2715e3ac3ce2f4b9c4e468a9a4faf43ca645beea002cb47533902576f4f64d
     # via -r vid_vec_rep_resnet_requirements.in
-requests==2.32.2 \
-    --hash=sha256:dd951ff5ecf3e3b3aa26b40703ba77495dab41da839ae72ef3c8e5d8e2433289 \
-    --hash=sha256:fc06670dd0ed212426dfeb94fc1b983d917c4f9847c863f313c9dfaaffb7c23c
-    # via torchvision
 rich==13.7.0 \
     --hash=sha256:5cb5123b5cf9ee70584244246816e9114227e0b98ad9176eede6ad54bf5403fa \
     --hash=sha256:6da14c108c4866ee9520bbffa71f6fe3962e193b7da68720583850cd4548e235
     # via
     #   memray
     #   textual
-scipy==1.11.4 \
-    --hash=sha256:00150c5eae7b610c32589dda259eacc7c4f1665aedf25d921907f4d08a951b1c \
-    --hash=sha256:028eccd22e654b3ea01ee63705681ee79933652b2d8f873e7949898dda6d11b6 \
-    --hash=sha256:1b7c3dca977f30a739e0409fb001056484661cb2541a01aba0bb0029f7b68db8 \
-    --hash=sha256:2c6ff6ef9cc27f9b3db93a6f8b38f97387e6e0591600369a297a50a8e96e835d \
-    --hash=sha256:36750b7733d960d7994888f0d148d31ea3017ac15eef664194b4ef68d36a4a97 \
-    --hash=sha256:530f9ad26440e85766509dbf78edcfe13ffd0ab7fec2560ee5c36ff74d6269ff \
-    --hash=sha256:5e347b14fe01003d3b78e196e84bd3f48ffe4c8a7b8a1afbcb8f5505cb710993 \
-    --hash=sha256:6550466fbeec7453d7465e74d4f4b19f905642c89a7525571ee91dd7adabb5a3 \
-    --hash=sha256:6df1468153a31cf55ed5ed39647279beb9cfb5d3f84369453b49e4b8502394fd \
-    --hash=sha256:6e619aba2df228a9b34718efb023966da781e89dd3d21637b27f2e54db0410d7 \
-    --hash=sha256:8fce70f39076a5aa62e92e69a7f62349f9574d8405c0a5de6ed3ef72de07f446 \
-    --hash=sha256:90a2b78e7f5733b9de748f589f09225013685f9b218275257f8a8168ededaeaa \
-    --hash=sha256:91af76a68eeae0064887a48e25c4e616fa519fa0d38602eda7e0f97d65d57937 \
-    --hash=sha256:933baf588daa8dc9a92c20a0be32f56d43faf3d1a60ab11b3f08c356430f6e56 \
-    --hash=sha256:acf8ed278cc03f5aff035e69cb511741e0418681d25fbbb86ca65429c4f4d9cd \
-    --hash=sha256:ad669df80528aeca5f557712102538f4f37e503f0c5b9541655016dd0932ca79 \
-    --hash=sha256:b030c6674b9230d37c5c60ab456e2cf12f6784596d15ce8da9365e70896effc4 \
-    --hash=sha256:b9999c008ccf00e8fbcce1236f85ade5c569d13144f77a1946bef8863e8f6eb4 \
-    --hash=sha256:bc9a714581f561af0848e6b69947fda0614915f072dfd14142ed1bfe1b806710 \
-    --hash=sha256:ce7fff2e23ab2cc81ff452a9444c215c28e6305f396b2ba88343a567feec9660 \
-    --hash=sha256:cf00bd2b1b0211888d4dc75656c0412213a8b25e80d73898083f402b50f47e41 \
-    --hash=sha256:d10e45a6c50211fe256da61a11c34927c68f277e03138777bdebedd933712fea \
-    --hash=sha256:ee410e6de8f88fd5cf6eadd73c135020bfbbbdfcd0f6162c36a7638a1ea8cc65 \
-    --hash=sha256:f313b39a7e94f296025e3cffc2c567618174c0b1dde173960cf23808f9fae4be \
-    --hash=sha256:f3cd9e7b3c2c1ec26364856f9fbe78695fe631150f94cd1c22228456404cf1ec
+scipy==1.14.1 \
+    --hash=sha256:0c2f95de3b04e26f5f3ad5bb05e74ba7f68b837133a4492414b3afd79dfe540e \
+    --hash=sha256:1729560c906963fc8389f6aac023739ff3983e727b1a4d87696b7bf108316a79 \
+    --hash=sha256:278266012eb69f4a720827bdd2dc54b2271c97d84255b2faaa8f161a158c3b37 \
+    --hash=sha256:2843f2d527d9eebec9a43e6b406fb7266f3af25a751aa91d62ff416f54170bc5 \
+    --hash=sha256:2da0469a4ef0ecd3693761acbdc20f2fdeafb69e6819cc081308cc978153c675 \
+    --hash=sha256:2ff0a7e01e422c15739ecd64432743cf7aae2b03f3084288f399affcefe5222d \
+    --hash=sha256:2ff38e22128e6c03ff73b6bb0f85f897d2362f8c052e3b8ad00532198fbdae3f \
+    --hash=sha256:30ac8812c1d2aab7131a79ba62933a2a76f582d5dbbc695192453dae67ad6310 \
+    --hash=sha256:3a1b111fac6baec1c1d92f27e76511c9e7218f1695d61b59e05e0fe04dc59617 \
+    --hash=sha256:4079b90df244709e675cdc8b93bfd8a395d59af40b72e339c2287c91860deb8e \
+    --hash=sha256:5149e3fd2d686e42144a093b206aef01932a0059c2a33ddfa67f5f035bdfe13e \
+    --hash=sha256:5a275584e726026a5699459aa72f828a610821006228e841b94275c4a7c08417 \
+    --hash=sha256:631f07b3734d34aced009aaf6fedfd0eb3498a97e581c3b1e5f14a04164a456d \
+    --hash=sha256:716e389b694c4bb564b4fc0c51bc84d381735e0d39d3f26ec1af2556ec6aad94 \
+    --hash=sha256:8426251ad1e4ad903a4514712d2fa8fdd5382c978010d1c6f5f37ef286a713ad \
+    --hash=sha256:8475230e55549ab3f207bff11ebfc91c805dc3463ef62eda3ccf593254524ce8 \
+    --hash=sha256:8bddf15838ba768bb5f5083c1ea012d64c9a444e16192762bd858f1e126196d0 \
+    --hash=sha256:8e32dced201274bf96899e6491d9ba3e9a5f6b336708656466ad0522d8528f69 \
+    --hash=sha256:8f9ea80f2e65bdaa0b7627fb00cbeb2daf163caa015e59b7516395fe3bd1e066 \
+    --hash=sha256:97c5dddd5932bd2a1a31c927ba5e1463a53b87ca96b5c9bdf5dfd6096e27efc3 \
+    --hash=sha256:a49f6ed96f83966f576b33a44257d869756df6cf1ef4934f59dd58b25e0327e5 \
+    --hash=sha256:af29a935803cc707ab2ed7791c44288a682f9c8107bc00f0eccc4f92c08d6e07 \
+    --hash=sha256:b05d43735bb2f07d689f56f7b474788a13ed8adc484a85aa65c0fd931cf9ccd2 \
+    --hash=sha256:b28d2ca4add7ac16ae8bb6632a3c86e4b9e4d52d3e34267f6e1b0c1f8d87e389 \
+    --hash=sha256:b99722ea48b7ea25e8e015e8341ae74624f72e5f21fc2abd45f3a93266de4c5d \
+    --hash=sha256:baff393942b550823bfce952bb62270ee17504d02a1801d7fd0719534dfb9c84 \
+    --hash=sha256:c0ee987efa6737242745f347835da2cc5bb9f1b42996a4d97d5c7ff7928cb6f2 \
+    --hash=sha256:d0d2821003174de06b69e58cef2316a6622b60ee613121199cb2852a873f8cf3 \
+    --hash=sha256:e0cf28db0f24a38b2a0ca33a85a54852586e43cf6fd876365c86e0657cfe7d73 \
+    --hash=sha256:e4f5a7c49323533f9103d4dacf4e4f07078f360743dec7f7596949149efeec06 \
+    --hash=sha256:eb58ca0abd96911932f688528977858681a59d61a7ce908ffd355957f7025cfc \
+    --hash=sha256:edaf02b82cd7639db00dbff629995ef185c8df4c3ffa71a5562a595765a06ce1 \
+    --hash=sha256:fef8c87f8abfb884dac04e97824b61299880c43f4ce675dd2cbeadd3c9b466d2
     # via -r vid_vec_rep_resnet_requirements.in
 sympy==1.12 \
     --hash=sha256:c3588cd4295d0c0f603d0f2ae780587e64e2efeedb3521e46b9bb1d08d184fa5 \
@@ -522,6 +481,35 @@ textual==0.50.0 \
     --hash=sha256:4ddbadddc6b7b9bf625b80396d7206bb7fa6645dc5e32cfde31fdadf8f03d110 \
     --hash=sha256:d809741a86a19fe3d88108ae500d744248bf2daf7eac8b440079a49b4b981680
     # via memray
+torch==2.4.1 \
+    --hash=sha256:092e7c2280c860eff762ac08c4bdcd53d701677851670695e0c22d6d345b269c \
+    --hash=sha256:0b5f88afdfa05a335d80351e3cea57d38e578c8689f751d35e0ff36bce872113 \
+    --hash=sha256:18835374f599207a9e82c262153c20ddf42ea49bc76b6eadad8e5f49729f6e4d \
+    --hash=sha256:362f82e23a4cd46341daabb76fba08f04cd646df9bfaf5da50af97cb60ca4971 \
+    --hash=sha256:40f6d3fe3bae74efcf08cb7f8295eaddd8a838ce89e9d26929d4edd6d5e4329d \
+    --hash=sha256:5fc1d4d7ed265ef853579caf272686d1ed87cebdcd04f2a498f800ffc53dab71 \
+    --hash=sha256:6bce130f2cd2d52ba4e2c6ada461808de7e5eccbac692525337cfb4c19421846 \
+    --hash=sha256:72b484d5b6cec1a735bf3fa5a1c4883d01748698c5e9cfdbeb4ffab7c7987e0d \
+    --hash=sha256:91e326e2ccfb1496e3bee58f70ef605aeb27bd26be07ba64f37dcaac3d070ada \
+    --hash=sha256:a38de2803ee6050309aac032676536c3d3b6a9804248537e38e098d0e14817ec \
+    --hash=sha256:b57f07e92858db78c5b72857b4f0b33a65b00dc5d68e7948a8494b0314efb880 \
+    --hash=sha256:c9299c16c9743001ecef515536ac45900247f4338ecdf70746f2461f9e4831db \
+    --hash=sha256:c99e1db4bf0c5347107845d715b4aa1097e601bdc36343d758963055e9599d93 \
+    --hash=sha256:d36a8ef100f5bff3e9c3cea934b9e0d7ea277cb8210c7152d34a9a6c5830eadd \
+    --hash=sha256:ddddbd8b066e743934a4200b3d54267a46db02106876d21cf31f7da7a96f98ea \
+    --hash=sha256:e8ac1985c3ff0f60d85b991954cfc2cc25f79c84545aead422763148ed2759e3 \
+    --hash=sha256:ebea70ff30544fc021d441ce6b219a88b67524f01170b1c538d7d3ebb5e7f56c \
+    --hash=sha256:ef503165f2341942bfdf2bd520152f19540d0c0e34961232f134dc59ad435be8 \
+    --hash=sha256:f18197f3f7c15cde2115892b64f17c80dbf01ed72b008020e7da339902742cf6 \
+    --hash=sha256:fdc4fe11db3eb93c1115d3e973a27ac7c1a8318af8934ffa36b0370efe28e042
+    # via -r vid_vec_rep_resnet_requirements.in
+triton==3.0.0 \
+    --hash=sha256:34e509deb77f1c067d8640725ef00c5cbfcb2052a1a3cb6a6d343841f92624eb \
+    --hash=sha256:5ce8520437c602fb633f1324cc3871c47bee3b67acf9756c1a66309b60e3216c \
+    --hash=sha256:6e5727202f7078c56f91ff13ad0c1abab14a0e7f2c87e91b12b6f64f3e8ae609 \
+    --hash=sha256:bcbf3b1c48af6a28011a5c40a5b3b9b5330530c3827716b5fbf6d7adcc1e53e9 \
+    --hash=sha256:e1efef76935b2febc365bfadf74bcb65a6f959a9872e5bddf44cc9e0adce1e1a
+    # via torch
 typing-extensions==4.9.0 \
     --hash=sha256:23478f88c37f27d76ac8aee6c905017a143b0b1b886c3c9f66bc2fd94f9f5783 \
     --hash=sha256:af72aea155e91adfc61c3ae9e0e342dbc0cba726d6cba4b6c72c1f34e47291cd
@@ -532,7 +520,7 @@ uc-micro-py==1.0.2 \
     --hash=sha256:30ae2ac9c49f39ac6dce743bd187fcd2b574b16ca095fa74cd9396795c954c54 \
     --hash=sha256:8c9110c309db9d9e87302e2f4ad2c3152770930d88ab385cd544e7a7e75f3de0
     # via linkify-it-py
-urllib3==2.2.1 \
-    --hash=sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d \
-    --hash=sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19
-    # via requests
+urllib3==2.2.2 \
+    --hash=sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472 \
+    --hash=sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168
+    # via -r vid_vec_rep_resnet_requirements.in

From a5d4df8d2e5f0b9b1654134557509df0a45c4583 Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Thu, 12 Sep 2024 13:39:06 +0530
Subject: [PATCH 32/33] ci: fix trivy github action

---
 .github/workflows/pr-security.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/pr-security.yml b/.github/workflows/pr-security.yml
index fa26697..cfc798b 100644
--- a/.github/workflows/pr-security.yml
+++ b/.github/workflows/pr-security.yml
@@ -88,7 +88,7 @@ jobs:
           output: 'trivy-results.sarif'
           limit-severities-for-sarif: true
           severity: 'HIGH,CRITICAL'
-          scanners: 'vuln,config,secret'
+          scanners: 'vuln,misconfig,secret'
           skip-dirs: '.vscode,docs'
           exit-code: '1'
       - name: Upload Trivy scan results to GitHub Security tab

From 08b308587029507136cdc4fe68719a1357b84917 Mon Sep 17 00:00:00 2001
From: Aatman Vaidya <aatmanvaidya@gmail.com>
Date: Thu, 12 Sep 2024 14:10:16 +0530
Subject: [PATCH 33/33] fix: es_vec test

---
 src/tests/core/store/test_es_vec.py | 32 ++++++++++++++++-------------
 1 file changed, 18 insertions(+), 14 deletions(-)

diff --git a/src/tests/core/store/test_es_vec.py b/src/tests/core/store/test_es_vec.py
index 6d56cb8..5907369 100644
--- a/src/tests/core/store/test_es_vec.py
+++ b/src/tests/core/store/test_es_vec.py
@@ -3,7 +3,7 @@
 import requests
 from requests.exceptions import ConnectTimeout
 from core.store.es_vec import ES
-from core.config import StoreConfig, StoreParameters
+from core.config import StoreConfig, StoreEntity, StoreESParameters
 from core.models.media import MediaType
 import pprint
 from datetime import datetime
@@ -33,15 +33,19 @@ def setUpClass(cls) -> None:
                 "audio_index_name": "test_audio",
             }
             cls.param = StoreConfig(
-                label="test",
-                type="es",
-                parameters=StoreParameters(
-                    host_name=param_dict["host_name"],
-                    image_index_name=param_dict["image_index_name"],
-                    text_index_name=param_dict["text_index_name"],
-                    video_index_name=param_dict["video_index_name"],
-                    audio_index_name=param_dict["audio_index_name"],
-                ),
+                entities=[
+                    StoreEntity(
+                        label="test",
+                        type="es",
+                        parameters=StoreESParameters(
+                            host_name=param_dict["host_name"],
+                            image_index_name=param_dict["image_index_name"],
+                            text_index_name=param_dict["text_index_name"],
+                            video_index_name=param_dict["video_index_name"],
+                            audio_index_name=param_dict["audio_index_name"],
+                        ),
+                    )
+                ]
             )
         except ConnectTimeout:
             print('Request has timed out')
@@ -56,8 +60,8 @@ def tearDownClass(cls) -> None:
 
     # @skip
     def test_create_indices(self):
-        print(self.param)
-        es = ES(self.param)
+        print(self.param.entities[0])
+        es = ES(self.param.entities[0])
         es.connect()
         es.optionally_create_index()
         indices = es.get_indices()
@@ -96,7 +100,7 @@ def test_store_image(self):
 
     # @skip
     def test_store_and_search_vectors(self):
-        es = ES(self.param)
+        es = ES(self.param.entities[0])
         es.connect()
         es.optionally_create_index()
         vec = np.random.randn(512).tolist()
@@ -133,7 +137,7 @@ def test_find_by_metadata_field(self):
 
     def delete_indices(self):
         print("DELETING INDICES")
-        es = ES(self.param)
+        es = ES(self.param.entities[0])
         es.connect()
         es.delete_indices()
         print("INDICES DELETED")