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870bf436be91a875916e68346ead553cea8464f9..57adf7b599eb536d4523b8c7671758ae67be9561 100644 GIT binary patch delta 166 zcmexr@zr93GNWNhWmZ~7L0*BrrBPCnfpMy#k)^4rxrte#K~j>XNlKa_P|VWAI4LRB z%)lhc%q(?t2xA8qhlRO;p1HY^`DA`R?aBN+3(y7FH^1bOV}y$?=I29jfO;Gzhx0#$ U%K`<{9 delta 166 zcmexr@zr93GNWN~c6q5uwwZx`nrVtjYKozOg=LblskxDni3yNxY;0&?lwxLVVQy$< zZft5|W^A}Qgt3E*!`#qN4=8LjnV(O4GC$7(bOH9wFL~q`;i8NA`4AkS9*4={{7>Ps TKmo1Ec>+^V1U8!pI&uR52iqu} diff --git a/main/.doctrees/nbsphinx/information/environment.ipynb b/main/.doctrees/nbsphinx/information/environment.ipynb index f5caa5d..c64c8d7 100644 --- a/main/.doctrees/nbsphinx/information/environment.ipynb +++ b/main/.doctrees/nbsphinx/information/environment.ipynb @@ -29,10 +29,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2023-11-15T14:39:53.849066Z", - "iopub.status.busy": "2023-11-15T14:39:53.848856Z", - "iopub.status.idle": "2023-11-15T14:39:55.028070Z", - "shell.execute_reply": "2023-11-15T14:39:55.027293Z" + "iopub.execute_input": "2023-11-15T14:45:48.042344Z", + "iopub.status.busy": "2023-11-15T14:45:48.042147Z", + "iopub.status.idle": "2023-11-15T14:45:49.208493Z", + "shell.execute_reply": "2023-11-15T14:45:49.207735Z" }, "pycharm": { "name": "#%%\n" @@ -53,7 +53,7 @@ "text": [ "CPU Brand: AMD EPYC 7763 64-Core Processor\n", "CPU Count: 4\n", - "CPU Freq: 2709.3277500000004 MHz\n", + "CPU Freq: 2947.16475 MHz\n", "Memory Size: 15.607 GiB\n", "Has CUDA: No\n" ] diff --git a/main/.doctrees/nbsphinx/information/environment.result.ipynb b/main/.doctrees/nbsphinx/information/environment.result.ipynb index b12fb7e..55fa708 100644 --- a/main/.doctrees/nbsphinx/information/environment.result.ipynb +++ b/main/.doctrees/nbsphinx/information/environment.result.ipynb @@ -29,10 +29,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2023-11-15T14:39:27.714891Z", - "iopub.status.busy": "2023-11-15T14:39:27.714338Z", - "iopub.status.idle": "2023-11-15T14:39:28.893554Z", - "shell.execute_reply": "2023-11-15T14:39:28.892732Z" + "iopub.execute_input": "2023-11-15T14:45:23.805530Z", + "iopub.status.busy": "2023-11-15T14:45:23.805339Z", + "iopub.status.idle": "2023-11-15T14:45:25.000513Z", + "shell.execute_reply": "2023-11-15T14:45:24.999739Z" }, "pycharm": { "name": "#%%\n" @@ -47,7 +47,7 @@ "Python: CPython 3.8.18\n", "CPU Brand: AMD EPYC 7763 64-Core Processor\n", "CPU Count: 4\n", - "CPU Freq: 2711.63825 MHz\n", + "CPU Freq: 2870.77275 MHz\n", "Memory Size: 15.607 GiB\n", "Has CUDA: No\n" ] diff --git a/main/.doctrees/tutorials/installation/index.doctree b/main/.doctrees/tutorials/installation/index.doctree index 903fe1ef1c973715fe6ac4e1376a0bf65bb5a761..2d83de527d201175f28703701ce0da06b2a2d099 100644 GIT binary patch delta 180 zcmZoSXgAmp&S+RtnU$7NkXN8@X_S;?V4P}bWNB(@Zeo^bkd$O;l9FZ!6tgrjPD)BO kGcZXqGfSQPj$3W>Iz}&cvb0)mPU4JaB3nqp{RVVPuXYHnm?Vgh6v8ygxJrI;C8m>Zgz k8=IP#85>T1$E~(`9itaJSz0YOCviqIk*;;~J8nrH0B@`?0RR91 diff --git a/main/.doctrees/tutorials/quick_start/index.doctree b/main/.doctrees/tutorials/quick_start/index.doctree index edfbd7d583b0c621968e88fbf1a17e6ec329e127..339d575b596e98df8a84103cb11493147cb5d582 100644 GIT binary patch delta 62 zcmdlcyiIsRD5GIXWmZ~7L0*BrrBPCnfpMy#k)^4rxrte#K~j>XNlKa_P|VWAI4LRB Q%)lhc%q(?t8>0aS0B+9`mjD0& delta 62 zcmdlcyiIsRD5GI=c6q5uwwZx`nrVtjYKozOg=LblskxDni3yNxY;0&?lwxLVVQy$< QZft5|W^A~*jnRMu066FnX8-^I diff --git a/main/_modules/index.html b/main/_modules/index.html index 4442fd3..7363cf1 100644 --- a/main/_modules/index.html +++ b/main/_modules/index.html @@ -101,6 +101,7 @@

API Documentation

 @@ -166,7 +167,8 @@

All modules for which code is available

-
  • sdeval.fidelity.ccip
    • + diff --git a/main/_modules/sdeval/corrupt/aicorrupt.html b/main/_modules/sdeval/corrupt/aicorrupt.html new file mode 100644 index 0000000..54aa544 --- /dev/null +++ b/main/_modules/sdeval/corrupt/aicorrupt.html @@ -0,0 +1,392 @@ + + + + + + + + + + + sdeval.corrupt.aicorrupt — sdeval 0.0.1 documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + +
    + + + + + +
    + +
    + + + + + + + + + + + + + + + + + +
    + +
      + +
    • Docs »
      • + +
    • Module code »
      • + +
    • sdeval.corrupt.aicorrupt
      • + + +
    • + +
      • + +
    + + +
    +
    +
    +
    + + + +

    Source code for sdeval.corrupt.aicorrupt

    +"""
+Overview:
+    AI image corrupt evaluation metrics.
+"""
+import json
+from functools import lru_cache
+from typing import Tuple, Optional, Mapping
+
+import numpy as np
+from PIL import Image
+from huggingface_hub import hf_hub_download
+from imgutils.data import rgb_encode, ImageTyping, load_image
+from imgutils.utils import open_onnx_model
+
+from ..utils import ImagesTyping, load_images, tqdm
+
+_DEFAULT_MODEL_NAME = 'caformer_s36_v0_focal'
+
+
+@lru_cache()
+def _open_anime_aicop_model(model_name: str):
+    """
+    Open the AI image corrupted detection model.
+
+    This function downloads and opens the AI image corrupted detection model specified by the given model name using Hugging Face Hub.
+
+    :param model_name: The name of the AI image corrupted detection model.
+    :type model_name: str
+
+    :return: The opened AI image corrupted detection model.
+    :rtype: Model
+    """
+    return open_onnx_model(hf_hub_download(
+        f'deepghs/ai_image_corrupted',
+        f'{model_name}/model.onnx',
+    ))
+
+
+@lru_cache()
+def _open_anime_aicop_meta(model_name: str):
+    """
+    Open the meta information of the AI image corrupted detection model.
+
+    This function downloads and opens the meta information of the AI image corrupted detection model specified by the given model name using Hugging Face Hub.
+
+    :param model_name: The name of the AI image corrupted detection model.
+    :type model_name: str
+
+    :return: The opened meta information of the AI image corrupted detection model.
+    :rtype: dict
+    """
+    with open(hf_hub_download(
+            f'deepghs/ai_image_corrupted',
+            f'{model_name}/meta.json',
+    ), 'r', encoding='utf-8') as f:
+        return json.load(f)
+
+
+@lru_cache()
+def _open_anime_aicop_labels(model_name: str):
+    """
+    Open the labels of the AI image corrupted detection model.
+
+    This function opens the labels of the AI image corrupted detection model specified by the given model name.
+
+    :param model_name: The name of the AI image corrupted detection model.
+    :type model_name: str
+
+    :return: The labels of the AI image corrupted detection model.
+    :rtype: List[str]
+    """
+    return _open_anime_aicop_meta(model_name)['labels']
+
+
+def _img_encode(image: Image.Image, size: Tuple[int, int] = (384, 384),
+                normalize: Optional[Tuple[float, float]] = (0.5, 0.5)):
+    """
+    Encode the image for AI image corrupted detection.
+
+    This function resizes and encodes the image for AI image corrupted detection.
+
+    :param image: The input image.
+    :type image: Image.Image
+    :param size: The target size for encoding. Default is (384, 384).
+    :type size: Tuple[int, int]
+    :param normalize: The normalization parameters. Default is (0.5, 0.5).
+    :type normalize: Optional[Tuple[float, float]]
+
+    :return: The encoded image data.
+    :rtype: np.ndarray
+    """
+    image = image.resize(size, Image.BILINEAR)
+    data = rgb_encode(image, order_='CHW')
+
+    if normalize is not None:
+        mean_, std_ = normalize
+        mean = np.asarray([mean_]).reshape((-1, 1, 1))
+        std = np.asarray([std_]).reshape((-1, 1, 1))
+        data = (data - mean) / std
+
+    return data.astype(np.float32)
+
+
+
    [docs]def get_ai_corrupted(image: ImageTyping, model_name: str = _DEFAULT_MODEL_NAME) -> Mapping[str, float]:
+    """
+    Get AI image corrupted detection scores for an image.
+
+    This function calculates AI image corrupted detection scores for a given image using the specified model.
+
+    :param image: The input image.
+    :type image: ImageTyping
+    :param model_name: The name of the AI image corrupted detection model. Default is 'caformer_s36_v0_focal'.
+    :type model_name: str
+
+    :return: A dictionary containing the corrupted score.
+    :rtype: Mapping[str, float]
+    """
+    image = load_image(image, force_background='white', mode='RGB')
+    input_ = _img_encode(image)[None, ...]
+    output, = _open_anime_aicop_model(model_name).run(['output'], {'input': input_})
+    return dict(zip(_open_anime_aicop_labels(model_name), output[0].tolist()))
    
+
+
+
    [docs]class AICorruptMetrics:
+    """
+    Class for calculating an AI image corruptness score.
+
+    The `AICorruptMetrics` class allows you to calculate an AI image corruptness score using the AI image corrupted detection model.
+
+    :param model_name: The name of the AI image corrupted detection model. Default is 'caformer_s36_v0_focal'.
+    :type model_name: str
+    :param silent: If True, suppresses progress bars and additional output during calculation.
+    :type silent: bool
+    :param tqdm_desc: Description for the tqdm progress bar during calculation.
+    :type tqdm_desc: str
+    """
+
+
    [docs]    def __init__(self, model_name: str = _DEFAULT_MODEL_NAME,
+                 silent: bool = False, tqdm_desc: str = None):
+        self._model_name = model_name
+        self.silent = silent
+        self.tqdm_desc = tqdm_desc or self.__class__.__name__
    
+
+
    [docs]    def score(self, images: ImagesTyping, silent: bool = None):
+        """
+        Calculate the AI image corruptness score for a set of images.
+
+        This method calculates the AI image corruptness score for a set of input images using the AI image corrupted detection model.
+
+        :param images: The set of input images for calculating the AI image corruptness score.
+        :type images: ImagesTyping
+        :param silent: If True, suppresses progress bars and additional output during calculation.
+        :type silent: bool
+
+        :return: The AI image corruptness score.
+        :rtype: float
+        """
+        image_list = load_images(images)
+        if not image_list:
+            raise FileNotFoundError(f'Images for calculating AI corrupt score not provided - {images}.')
+
+        scores = np.array([
+            get_ai_corrupted(image, model_name=self._model_name)['corrupted']
+            for image in tqdm(image_list, silent=self.silent if silent is None else silent, desc=self.tqdm_desc)
+        ])
+        return 1.0 - scores.mean().item()
    
+
    + + +
    + +
    + + +
    +
    + +
    + +
    + +
    + + Other Versions + v: main + + +
    +
    +
    Branches
    +
    main
    +
    +
    +
    + + + + + + + + + + \ No newline at end of file diff --git a/main/_modules/sdeval/fidelity/ccip.html b/main/_modules/sdeval/fidelity/ccip.html index 4c6499d..baef84e 100644 --- a/main/_modules/sdeval/fidelity/ccip.html +++ b/main/_modules/sdeval/fidelity/ccip.html @@ -101,6 +101,7 @@

    API Documentation

    diff --git a/main/_modules/sdeval/utils/images.html b/main/_modules/sdeval/utils/images.html index db600a3..982585d 100644 --- a/main/_modules/sdeval/utils/images.html +++ b/main/_modules/sdeval/utils/images.html @@ -101,6 +101,7 @@

    API Documentation

    diff --git a/main/_modules/sdeval/utils/tqdm_.html b/main/_modules/sdeval/utils/tqdm_.html index 930a333..24abff1 100644 --- a/main/_modules/sdeval/utils/tqdm_.html +++ b/main/_modules/sdeval/utils/tqdm_.html @@ -101,6 +101,7 @@

    API Documentation

    diff --git a/main/_sources/api_doc/corrupt/aicorrupt.rst.txt b/main/_sources/api_doc/corrupt/aicorrupt.rst.txt new file mode 100644 index 0000000..c53b313 --- /dev/null +++ b/main/_sources/api_doc/corrupt/aicorrupt.rst.txt @@ -0,0 +1,22 @@ +sdeval.corrupt.aicorrupt +================================= + +.. currentmodule:: sdeval.corrupt.aicorrupt + +.. automodule:: sdeval.corrupt.aicorrupt + + +get_ai_corrupted +--------------------------------- + +.. autofunction:: get_ai_corrupted + + + +AICorruptMetrics +-------------------------------- + +.. autoclass:: AICorruptMetrics + :members: __init__, score + + diff --git a/main/_sources/api_doc/corrupt/index.rst.txt b/main/_sources/api_doc/corrupt/index.rst.txt new file mode 100644 index 0000000..3da1dfe --- /dev/null +++ b/main/_sources/api_doc/corrupt/index.rst.txt @@ -0,0 +1,12 @@ +sdeval.corrupt +===================== + +.. currentmodule:: sdeval.corrupt + +.. automodule:: sdeval.corrupt + + +.. toctree:: + :maxdepth: 3 + + aicorrupt diff --git a/main/_sources/index.rst.txt b/main/_sources/index.rst.txt index a2ccbdb..a71f1aa 100644 --- a/main/_sources/index.rst.txt +++ b/main/_sources/index.rst.txt @@ -29,6 +29,7 @@ configuration file's structure and their versions. :caption: API Documentation api_doc/config/index + api_doc/corrupt/index api_doc/fidelity/index api_doc/utils/index diff --git a/main/_sources/information/environment.result.ipynb.txt b/main/_sources/information/environment.result.ipynb.txt index b12fb7e..55fa708 100644 --- a/main/_sources/information/environment.result.ipynb.txt +++ b/main/_sources/information/environment.result.ipynb.txt @@ -29,10 +29,10 @@ "execution_count": 1, "metadata": { "execution": { - "iopub.execute_input": "2023-11-15T14:39:27.714891Z", - "iopub.status.busy": "2023-11-15T14:39:27.714338Z", - "iopub.status.idle": "2023-11-15T14:39:28.893554Z", - "shell.execute_reply": "2023-11-15T14:39:28.892732Z" + "iopub.execute_input": "2023-11-15T14:45:23.805530Z", + "iopub.status.busy": "2023-11-15T14:45:23.805339Z", + "iopub.status.idle": "2023-11-15T14:45:25.000513Z", + "shell.execute_reply": "2023-11-15T14:45:24.999739Z" }, "pycharm": { "name": "#%%\n" @@ -47,7 +47,7 @@ "Python: CPython 3.8.18\n", "CPU Brand: AMD EPYC 7763 64-Core Processor\n", "CPU Count: 4\n", - "CPU Freq: 2711.63825 MHz\n", + "CPU Freq: 2870.77275 MHz\n", "Memory Size: 15.607 GiB\n", "Has CUDA: No\n" ] diff --git a/main/api_doc/config/index.html b/main/api_doc/config/index.html index 2ae7232..ec2eca6 100644 --- a/main/api_doc/config/index.html +++ b/main/api_doc/config/index.html @@ -105,6 +105,7 @@
  • sdeval.config.meta
+
  • sdeval.corrupt
  • sdeval.fidelity
  • sdeval.utils
    • diff --git a/main/api_doc/config/meta.html b/main/api_doc/config/meta.html index e06ecbd..b1be495 100644 --- a/main/api_doc/config/meta.html +++ b/main/api_doc/config/meta.html @@ -41,7 +41,7 @@ - + @@ -112,6 +112,7 @@ +
  • sdeval.corrupt
  • sdeval.fidelity
  • sdeval.utils
    • @@ -244,7 +245,7 @@

    __AUTHOR_EMAIL__ - + diff --git a/main/api_doc/corrupt/aicorrupt.html b/main/api_doc/corrupt/aicorrupt.html new file mode 100644 index 0000000..8b4f88c --- /dev/null +++ b/main/api_doc/corrupt/aicorrupt.html @@ -0,0 +1,323 @@ + + + + + + + + + + + + sdeval.corrupt.aicorrupt — sdeval 0.0.1 documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + +
    + + + + + +
    + +
    + + + + + + + + + + + + + + + + + +
    + + + + +
    +
    +
    +
    + + + +
    +

    sdeval.corrupt.aicorrupt

    +
    +
    Overview:

    AI image corrupt evaluation metrics.

    +
    +
    +
    +

    get_ai_corrupted

    +
    +
    +sdeval.corrupt.aicorrupt.get_ai_corrupted(image: Union[str, os.PathLike, bytes, bytearray, BinaryIO, PIL.Image.Image], model_name: str = 'caformer_s36_v0_focal') → Mapping[str, float][source]
    +

    Get AI image corrupted detection scores for an image.

    +

    This function calculates AI image corrupted detection scores for a given image using the specified model.

    +
    +
    Parameters:
    +
      +

    • image (ImageTyping) – The input image.

      • +

    • model_name (str) – The name of the AI image corrupted detection model. Default is ‘caformer_s36_v0_focal’.

      • +
    +
    +
    Returns:
    +

    A dictionary containing the corrupted score.

    +
    +
    Return type:
    +

    Mapping[str, float]

    +
    +
    +
    + +
    +
    +

    AICorruptMetrics

    +
    +
    +class sdeval.corrupt.aicorrupt.AICorruptMetrics(model_name: str = 'caformer_s36_v0_focal', silent: bool = False, tqdm_desc: str = None)[source]
    +

    Class for calculating an AI image corruptness score.

    +

    The AICorruptMetrics class allows you to calculate an AI image corruptness score using the AI image corrupted detection model.

    +
    +
    Parameters:
    +
      +

    • model_name (str) – The name of the AI image corrupted detection model. Default is ‘caformer_s36_v0_focal’.

      • +

    • silent (bool) – If True, suppresses progress bars and additional output during calculation.

      • +

    • tqdm_desc (str) – Description for the tqdm progress bar during calculation.

      • +
    +
    +
    +
    +
    +__init__(model_name: str = 'caformer_s36_v0_focal', silent: bool = False, tqdm_desc: str = None)[source]
    +

    Initialize self. See help(type(self)) for accurate signature.

    +
    + +
    +
    +score(images: Union[PIL.Image.Image, str, List[Union[PIL.Image.Image, str]]], silent: bool = None)[source]
    +

    Calculate the AI image corruptness score for a set of images.

    +

    This method calculates the AI image corruptness score for a set of input images using the AI image corrupted detection model.

    +
    +
    Parameters:
    +
      +

    • images (ImagesTyping) – The set of input images for calculating the AI image corruptness score.

      • +

    • silent (bool) – If True, suppresses progress bars and additional output during calculation.

      • +
    +
    +
    Returns:
    +

    The AI image corruptness score.

    +
    +
    Return type:
    +

    float

    +
    +
    +
    + +
    + +
    +
    + + + +
    + +
    + + +
    +
    + +
    + +
    + +
    + + Other Versions + v: main + + +
    +
    +
    Branches
    +
    main
    +
    +
    +
    + + + + + + + + + + \ No newline at end of file diff --git a/main/api_doc/corrupt/index.html b/main/api_doc/corrupt/index.html new file mode 100644 index 0000000..fe50b1a --- /dev/null +++ b/main/api_doc/corrupt/index.html @@ -0,0 +1,252 @@ + + + + + + + + + + + + sdeval.corrupt — sdeval 0.0.1 documentation + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
    + + + +
    + + + + + +
    + +
    + + + + + + + + + + + + + + + + + +
    + + + + +
    +
    +
    +
    + + + +
    +

    sdeval.corrupt

    +
    + +
    +
    + + + +
    + +
    + + +
    +
    + +
    + +
    + +
    + + Other Versions + v: main + + +
    +
    +
    Branches
    +
    main
    +
    +
    +
    + + + + + + + + + + \ No newline at end of file diff --git a/main/api_doc/fidelity/ccip.html b/main/api_doc/fidelity/ccip.html index bb4ef59..d4b89e3 100644 --- a/main/api_doc/fidelity/ccip.html +++ b/main/api_doc/fidelity/ccip.html @@ -102,6 +102,7 @@

    API Documentation

    • sdeval.config
      • +
    • sdeval.corrupt
    • sdeval.fidelity
      • sdeval.fidelity.ccip
        • CCIPMetrics
          • diff --git a/main/api_doc/fidelity/index.html b/main/api_doc/fidelity/index.html index 5525bb1..16377ed 100644 --- a/main/api_doc/fidelity/index.html +++ b/main/api_doc/fidelity/index.html @@ -42,7 +42,7 @@ - + @@ -102,6 +102,7 @@

          API Documentation

          • sdeval.config
            • +
          • sdeval.corrupt
          • sdeval.fidelity @@ -201,7 +202,7 @@ - + diff --git a/main/api_doc/utils/images.html b/main/api_doc/utils/images.html index ef3be9b..2eee1b7 100644 --- a/main/api_doc/utils/images.html +++ b/main/api_doc/utils/images.html @@ -101,6 +101,7 @@

            API Documentation

            • sdeval.config
              • +
            • sdeval.corrupt
            • sdeval.fidelity
            • sdeval.utils
              • sdeval.utils.tqdm_
                • diff --git a/main/api_doc/utils/index.html b/main/api_doc/utils/index.html index eaf09bb..77d1ed1 100644 --- a/main/api_doc/utils/index.html +++ b/main/api_doc/utils/index.html @@ -102,6 +102,7 @@

                API Documentation

                • sdeval.config
                  • +
                • sdeval.corrupt
                • sdeval.fidelity
                • sdeval.utils
                  • sdeval.utils.tqdm_
                    • diff --git a/main/api_doc/utils/tqdm_.html b/main/api_doc/utils/tqdm_.html index 79a3082..0e741db 100644 --- a/main/api_doc/utils/tqdm_.html +++ b/main/api_doc/utils/tqdm_.html @@ -102,6 +102,7 @@

                    API Documentation

                    • sdeval.config
                      • +
                    • sdeval.corrupt
                    • sdeval.fidelity
                    • sdeval.utils
                      • sdeval.utils.tqdm_
                          diff --git a/main/genindex.html b/main/genindex.html index 80edb9a..dfe592e 100644 --- a/main/genindex.html +++ b/main/genindex.html @@ -101,6 +101,7 @@

                          API Documentation

                          @@ -170,7 +171,9 @@

                          Index

                          _ + | A | C + | G | L | M | S @@ -188,8 +191,12 @@

                          _

                        +

                        A

                        + + +
                        +

                        C

                          @@ -205,6 +220,14 @@

                          C
                        +

                        G

                        + + +
                        +

                        L

                          @@ -223,6 +246,10 @@

                          M

                        • sdeval.config
                        • sdeval.config.meta +
                          • +
                        • sdeval.corrupt +
                          • +
                        • sdeval.corrupt.aicorrupt
                        • sdeval.fidelity
                          • @@ -241,8 +268,12 @@

                          M

                          S

                          + + + + + +
                        • - sdeval.fidelity + sdeval.corrupt
                          • +
                        • + sdeval.corrupt.aicorrupt + +
                          		•     sdeval.config.meta
                              + sdeval.corrupt +
                              + sdeval.corrupt.aicorrupt +
                              diff --git a/main/search.html b/main/search.html index 2d1e9b3..d2032e1 100644 --- a/main/search.html +++ b/main/search.html @@ -102,6 +102,7 @@

                          API Documentation

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                          API Documentation

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                          API Documentation