From 8393f26aa27236125fc65c3f27114c48ed879345 Mon Sep 17 00:00:00 2001 From: Douglas Orr Date: Mon, 2 Oct 2023 14:40:47 +0100 Subject: [PATCH] Tweak documentation and to_frame() column naming (#3) --- .gitignore | 2 +- README.md | 4 +- dev | 33 +++--- doc/Example.ipynb | 169 +++++++++++++++++++++++++++ doc/Usage.ipynb | 216 +++++++++++++++++++++++++++++++++++ doc/usage_to_frame.png | Bin 0 -> 49269 bytes tensor_tracker/core.py | 21 ++-- tests/Example.ipynb | 169 --------------------------- tests/test_tensor_tracker.py | 2 +- 9 files changed, 420 insertions(+), 196 deletions(-) create mode 100644 doc/Example.ipynb create mode 100644 doc/Usage.ipynb create mode 100644 doc/usage_to_frame.png delete mode 100644 tests/Example.ipynb diff --git a/.gitignore b/.gitignore index c141acf..b371be5 100644 --- a/.gitignore +++ b/.gitignore @@ -8,7 +8,7 @@ __pycache__ /build /dist -/doc +/doc/tensor_tracker /local *.egg-info/ diff --git a/README.md b/README.md index 97a8077..f9e74e9 100644 --- a/README.md +++ b/README.md @@ -19,7 +19,9 @@ print(list(tracker)) display(tracker.to_frame()) ``` -See our example of [visualising transformer activations & gradients using UMAP](tests/Example.ipynb). +tensor tracker to_frame output + +See our [example of visualising transformer activations & gradients using UMAP](doc/Example.ipynb). ## License diff --git a/dev b/dev index 250fbf6..b659d92 100755 --- a/dev +++ b/dev @@ -45,7 +45,7 @@ def cli(*args: Any, **kwargs: Any) -> Callable[[T], T]: # Commands -PYTHON_ROOTS = ["tensor_tracker", "tests", "dev", "setup.py"] +PYTHON_ROOTS = ["tensor_tracker", "tests", "doc", "dev", "setup.py"] @cli("-s", "--no-capture", action="store_false", dest="capture") @@ -69,7 +69,7 @@ def tests(capture: bool, filter: Optional[str]) -> None: def lint() -> None: """run static analysis""" run(["python3", "-m", "flake8", *PYTHON_ROOTS]) - run(["python3", "-m", "mypy", *PYTHON_ROOTS]) + run(["python3", "-m", "mypy", *(r for r in PYTHON_ROOTS if r != "doc")]) @cli("--check", action="store_true") @@ -83,7 +83,7 @@ def format(check: bool) -> None: def copyright() -> None: """check for Graphcore copyright headers on relevant files""" command = ( - "find " + " ".join(PYTHON_ROOTS) + " -type f -not -name *.pyc" + "find " + " ".join(PYTHON_ROOTS) + " -type f -not -name *.pyc -not -name *.png" " | xargs grep -L 'Copyright (c) 202. Graphcore Ltd[.] All rights reserved[.]'" ) print(f"$ {command}", file=sys.stderr) @@ -130,19 +130,20 @@ def doc() -> None: "tensor_tracker", ] ) - run( - [ - "jupyter", - "nbconvert", - "--to", - "html", - "tests/Example.ipynb", - "--output-dir", - "doc/tensor_tracker", - "--output", - "example.html", - ] - ) + for notebook in ["Example", "Usage"]: + run( + [ + "jupyter", + "nbconvert", + "--to", + "html", + f"doc/{notebook}.ipynb", + "--output-dir", + "doc/tensor_tracker", + "--output", + f"{notebook.lower()}.html", + ] + ) @cli("--skip", nargs="*", default=[], help="commands to skip") diff --git a/doc/Example.ipynb b/doc/Example.ipynb new file mode 100644 index 0000000..ccd8673 --- /dev/null +++ b/doc/Example.ipynb @@ -0,0 +1,169 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copyright (c) 2023 Graphcore Ltd. All rights reserved.\n", + "\n", + "# Example of using `tensor_tracker` to visualise the evolution of hidden state through a transformer\n", + "\n", + "1. Download a pretrained transformer model from HuggingFace.\n", + "2. Use `tensor_tracker.track(include=...)` to collect specific hidden states from the model.\n", + "3. Run a single forward & backward pass.\n", + "4. Use UMAP to visualise the extracted results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "%pip install matplotlib transformers umap-learn" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from typing import *\n", + "\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import transformers\n", + "import torch\n", + "import umap\n", + "\n", + "import tensor_tracker" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "forward ['gpt_neox.embed_in', 'gpt_neox.layers.0', 'gpt_neox.layers.1', 'gpt_neox.layers.2', 'gpt_neox.layers.3'] ...\n", + "backward ['gpt_neox.layers.23', 'gpt_neox.layers.22', 'gpt_neox.layers.21', 'gpt_neox.layers.20', 'gpt_neox.layers.19'] ...\n", + "tokens [['Ċ', 'The', ' dominant', ' sequence', ' transduction', ' models', ' are', ' based', ' on', ' complex', ' recurrent', ' or', ' convolution', 'al', ' neural', ' networks', ' in', ' an', ' encoder', '-', 'decoder', ' configuration', '.', ' The', ' best', ' performing', ' models', ' also', ' connect', ' the', ' encoder', ' and', ' decoder', ' through', ' an', ' attention', ' mechanism', '.', ' We', ' propose', ' a', ' new', ' simple', ' network', ' architecture', ',', ' the', ' Trans', 'former', ',', ' based', ' solely', ' on', ' attention', ' mechanisms', ',', ' dispensing', ' with', ' recurrence', ' and', ' conv', 'olutions', ' entirely', '.', ' Experiments', ' on', ' two', ' machine', ' translation', ' tasks', ' show', ' these', ' models', ' to', ' be', ' superior', ' in', ' quality', ' while', ' being', ' more', ' parallel', 'izable', ' and', ' requiring', ' significantly', ' less', ' time', ' to', ' train', '.', 'Ċ']]\n", + "hiddens.shape (1, 92, 25, 1024)\n" + ] + } + ], + "source": [ + "model = transformers.AutoModelForCausalLM.from_pretrained(\"EleutherAI/pythia-410m\")\n", + "tokenizer = transformers.AutoTokenizer.from_pretrained(model.config._name_or_path)\n", + "\n", + "# Attention Is All You Need, https://arxiv.org/abs/1706.03762\n", + "text = \"\"\"\n", + "The dominant sequence transduction models are based on complex recurrent or convolutional neural networks in an encoder-decoder configuration. The best performing models also connect the encoder and decoder through an attention mechanism. We propose a new simple network architecture, the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely. Experiments on two machine translation tasks show these models to be superior in quality while being more parallelizable and requiring significantly less time to train.\n", + "\"\"\"\n", + "\n", + "with tensor_tracker.track(model, include=r\"(\\.\\d+|embed_in)$\") as tracker:\n", + " inputs = tokenizer([text], return_tensors=\"pt\")\n", + " out = model(**inputs, labels=inputs.input_ids)\n", + " out.loss.backward()\n", + "\n", + "print(\"forward\", [t.name for t in tracker if not t.grad][:5], \"...\")\n", + "print(\"backward\", [t.name for t in tracker if t.grad][:5], \"...\")\n", + "tokens = [[t.replace(\"Ġ\", \" \") for t in tokenizer.convert_ids_to_tokens(seq)] for seq in inputs.input_ids]\n", + "print(\"tokens\", tokens)\n", + "\n", + "# Shape: (batch, token, layer, hidden_dim)\n", + "hiddens = torch.stack([t.value[0].reshape(1, 92, 1024) for t in tracker if not t.grad], -2)\n", + "grads = torch.stack([t.value[0].reshape(1, 92, 1024) for t in tracker if t.grad][::-1], -2)\n", + "print(\"hiddens.shape\", tuple(hiddens.shape))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualising the results\n", + "\n", + "Train separate UMAP transforms for the hidden states and gradients, then show how hidden state evolves through the layers of the network. Note that this seems reasonable for residual networks such as the transformer, as there will be correlation between the states after each residual layer." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "u = umap.UMAP(metric=\"cosine\", n_neighbors=50, random_state=23875, n_jobs=1)\n", + "hiddens_embedding = u.fit_transform(hiddens.flatten(end_dim=-2)).reshape(hiddens.shape[:-1] + (2,))\n", + "grads_embedding = u.fit_transform(grads.flatten(end_dim=-2)).reshape(grads.shape[:-1] + (2,))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def show_trajectories(embeddings: np.ndarray, tokens: List[str], ax: matplotlib.axes.Axes) -> None:\n", + " for w, token in zip(embeddings, tokens):\n", + " ax.annotate(token, w[0], fontsize=9, fontweight=\"bold\")\n", + " ax.annotate(token, w[-1], fontsize=9, fontweight=\"bold\")\n", + " c = matplotlib.collections.LineCollection(\n", + " np.stack([w[:-1], w[1:]], -2),\n", + " array=np.arange(1, w.shape[0]),\n", + " linewidth=2,\n", + " cmap=\"turbo\",\n", + " )\n", + " ax.add_collection(c)\n", + " ax.autoscale()\n", + " ax.axis(\"off\")\n", + " plt.colorbar(c, ax=ax, aspect=100, label=\"layer\")\n", + " plt.tight_layout()\n", + "\n", + "_, (ax0, ax1) = plt.subplots(1, 2, figsize=(20, 8))\n", + "span = slice(10, 20)\n", + "show_trajectories(hiddens_embedding[0, span], tokens[0][span], ax=ax0)\n", + "ax0.set_title(\"Activations\")\n", + "show_trajectories(grads_embedding[0, span], tokens[0][span], ax=ax1)\n", + "ax1.set_title(\"Gradients\");" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.0.0" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/doc/Usage.ipynb b/doc/Usage.ipynb new file mode 100644 index 0000000..ae79fbe --- /dev/null +++ b/doc/Usage.ipynb @@ -0,0 +1,216 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copyright (c) 2023 Graphcore Ltd. All rights reserved.\n", + "\n", + "# Usage example\n", + "\n", + "General setup:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "from torch import nn, Tensor\n", + "\n", + "class Model(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.embed = nn.Embedding(10, 4)\n", + " self.project = nn.Linear(4, 4)\n", + " self.unembed = nn.Linear(4, 10)\n", + "\n", + " def forward(self, tokens: Tensor) -> Tensor:\n", + " logits = self.unembed(self.project(self.embed(tokens)))\n", + " return nn.functional.cross_entropy(logits, tokens)\n", + "\n", + "torch.manual_seed(100)\n", + "module = Model()\n", + "inputs = torch.randint(0, 10, (3,))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using `tensor_tracker`:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[Stash(name='embed', type=, grad=False, value=tensor([[ 0.4698, 1.2426, 0.5403, -1.1454],\n", + " [-0.8425, -0.6475, -0.2189, -1.1326],\n", + " [ 0.1268, 1.3564, 0.5632, -0.1039]])), Stash(name='project', type=, grad=False, value=tensor([[-0.6237, -0.1652, 0.3782, -0.8841],\n", + " [-0.9278, -0.2848, -0.8688, -0.4719],\n", + " [-0.3449, 0.3643, 0.3935, -0.6302]])), Stash(name='unembed', type=, grad=False, value=tensor([[-0.2458, 1.0003, -0.8231, -0.1405, -0.2964, 0.5837, 0.2889, 0.2059,\n", + " -0.6114, -0.5916],\n", + " [-0.6345, 1.0882, -0.4304, -0.2196, -0.0426, 0.9428, 0.2051, 0.5897,\n", + " -0.2217, -0.9132],\n", + " [-0.0822, 0.9985, -0.7097, -0.3139, -0.4805, 0.6878, 0.2560, 0.3254,\n", + " -0.4447, -0.3332]])), Stash(name='', type=, grad=False, value=tensor(2.5663)), Stash(name='', type=, grad=True, value=(tensor(1.),)), Stash(name='unembed', type=, grad=True, value=(tensor([[ 0.0237, 0.0824, -0.3200, 0.0263, 0.0225, 0.0543, 0.0404, 0.0372,\n", + " 0.0164, 0.0168],\n", + " [ 0.0139, 0.0779, 0.0171, 0.0211, 0.0251, 0.0673, 0.0322, -0.2860,\n", + " 0.0210, 0.0105],\n", + " [-0.3066, 0.0787, 0.0143, 0.0212, 0.0179, 0.0577, 0.0374, 0.0401,\n", + " 0.0186, 0.0208]]),)), Stash(name='project', type=, grad=True, value=(tensor([[-0.1755, 0.1306, 0.0443, -0.1823],\n", + " [ 0.1202, -0.0728, 0.0066, -0.0839],\n", + " [-0.1863, 0.0470, -0.1055, -0.0353]]),)), Stash(name='embed', type=, grad=True, value=(tensor([[-0.0108, 0.1086, -0.1304, -0.0370],\n", + " [ 0.0534, -0.0029, 0.0078, -0.0074],\n", + " [-0.0829, 0.0152, -0.1170, -0.0625]]),))]\n" + ] + }, + { + "data": { + "text/html": [ + "
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7embedtorch.nn.modules.sparse.EmbeddingTrue0.068816
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" + ], + "text/plain": [ + " name type grad std\n", + "0 embed torch.nn.modules.sparse.Embedding False 0.853265\n", + "1 project torch.nn.modules.linear.Linear False 0.494231\n", + "2 unembed torch.nn.modules.linear.Linear False 0.581503\n", + "3 __main__.Model False NaN\n", + "4 __main__.Model True NaN\n", + "5 unembed torch.nn.modules.linear.Linear True 0.105266\n", + "6 project torch.nn.modules.linear.Linear True 0.112392\n", + "7 embed torch.nn.modules.sparse.Embedding True 0.068816" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import tensor_tracker\n", + "\n", + "with tensor_tracker.track(module) as tracker:\n", + " module(inputs).backward()\n", + "\n", + "print(list(tracker))\n", + "# => [Stash(name=\"embed\", type=nn.Embedding, grad=False, value=tensor(...)),\n", + "# ...]\n", + "\n", + "display(tracker.to_frame())" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, 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ztuc=zj2fJI|AL4yQ;Di%>Ga}^XCHhsT+}>}YP)?uajKl+8HKW#w1>RBOqW&B2t1#? zGoeN{vrdlZ)q8$kGt0^Pz+#0LKeK?B$a|yT*TiO~*5-&+{xJew0)oqv$fo7hAe!X^ z;S^cd`M~`Q^hHz>qk^*9<#hvr89j2^T!jsBdLNHK=X)wL7V z*cE2ReHiD^htDiZFnTPO+PUD&NRdX^$ohLFsHJ@~V|S$~w=doW!n>KP6gW9EEV6^d6-~Onp7BY8~%g zh!PCkpR24!uqALr=1e9^*hQ{*b$6m#qu-f7&9k(7{)P5q3>h>lB>8(#;y|6y@OxOL z(YPM`?$EP>)5%S7rt;m8>ZST`5%X|_az2< z4@oU8@XPgciB1Z+t%~TQ8Qo(jro8?s>cJ7kAvGmpCUV?t^*rUWLS>VrcAeQo-5qa6 zyxkadP6ZLT+_t_j>DM>eza>yYE=z9fkcq15RaJ}dqd|XT#Mx6{`^n(At|FP;gLlT- zZbH&1bci*$#4qME zKK@6{zy%43YXdT1MW{kpp5RC+s!hdiU;eA&+oj0TE2MmQr_Wfgz}tTukyl8cU%os@ zzq3tO4br3u(jLh^MGiaeNu_()haB>f61XdM*aFw;|4rr3(|{Hs$1s=r&;O=?fpiHH z5)grj|3NO{6`i@qVey)!Tl2<5K6E_uB int: return len(self.stashes) def to_frame( - self, stat: Callable[[Tensor], Tensor] = torch.std + self, + stat: Callable[[Tensor], Tensor] = torch.std, + stat_name: Optional[str] = None, ) -> "pandas.DataFrame": # type:ignore[name-defined] # NOQA: F821 import pandas + column_name = ( + getattr(stat, "__name__", "value") if stat_name is None else stat_name + ) + def to_item(stash: Stash) -> Dict[str, Any]: d = stash.__dict__.copy() - first_value = stash.first_value - d["value"] = ( - stat(first_value).item() if isinstance(first_value, Tensor) else None - ) + d.pop("value") + v = stash.first_value + d[column_name] = stat(v).item() if isinstance(v, Tensor) else None d["type"] = f"{stash.type.__module__}.{stash.type.__name__}" return d diff --git a/tests/Example.ipynb b/tests/Example.ipynb deleted file mode 100644 index 1a02ad7..0000000 --- a/tests/Example.ipynb +++ /dev/null @@ -1,169 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Copyright (c) 2023 Graphcore Ltd. All rights reserved.\n", - "\n", - "# Example of using `tensor_tracker` to visualise the evolution of hidden state through a transformer\n", - "\n", - "1. Download a pretrained transformer model from HuggingFace.\n", - "2. Use `tensor_tracker.track(include=...)` to collect specific hidden states from the model.\n", - "3. Run a single forward & backward pass.\n", - "4. Use UMAP to visualise the extracted results." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "%pip install matplotlib transformers umap-learn" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from typing import *\n", - "\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "import transformers\n", - "import torch\n", - "import umap\n", - "\n", - "import tensor_tracker" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "forward ['gpt_neox.layers.0', 'gpt_neox.layers.1', 'gpt_neox.layers.2', 'gpt_neox.layers.3', 'gpt_neox.layers.4'] ...\n", - "backward ['gpt_neox.layers.23', 'gpt_neox.layers.22', 'gpt_neox.layers.21', 'gpt_neox.layers.20', 'gpt_neox.layers.19'] ...\n", - "tokens [['Ċ', 'The', ' dominant', ' sequence', ' transduction', ' models', ' are', ' based', ' on', ' complex', ' recurrent', ' or', ' convolution', 'al', ' neural', ' networks', ' in', ' an', ' encoder', '-', 'decoder', ' configuration', '.', ' The', ' best', ' performing', ' models', ' also', ' connect', ' the', ' encoder', ' and', ' decoder', ' through', ' an', ' attention', ' mechanism', '.', ' We', ' propose', ' a', ' new', ' simple', ' network', ' architecture', ',', ' the', ' Trans', 'former', ',', ' based', ' solely', ' on', ' attention', ' mechanisms', ',', ' dispensing', ' with', ' recurrence', ' and', ' conv', 'olutions', ' entirely', '.', ' Experiments', ' on', ' two', ' machine', ' translation', ' tasks', ' show', ' these', ' models', ' to', ' be', ' superior', ' in', ' quality', ' while', ' being', ' more', ' parallel', 'izable', ' and', ' requiring', ' significantly', ' less', ' time', ' to', ' train', '.', 'Ċ']]\n", - "hiddens.shape (1, 92, 24, 1024)\n" - ] - } - ], - "source": [ - "model = transformers.AutoModelForCausalLM.from_pretrained(\"EleutherAI/pythia-410m\")\n", - "tokenizer = transformers.AutoTokenizer.from_pretrained(model.config._name_or_path)\n", - "\n", - "# Attention Is All You Need, https://arxiv.org/abs/1706.03762\n", - "text = \"\"\"\n", - "The dominant sequence transduction models are based on complex recurrent or convolutional neural networks in an encoder-decoder configuration. The best performing models also connect the encoder and decoder through an attention mechanism. We propose a new simple network architecture, the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely. Experiments on two machine translation tasks show these models to be superior in quality while being more parallelizable and requiring significantly less time to train.\n", - "\"\"\"\n", - "\n", - "with tensor_tracker.track(model, include=r\"\\.\\d+$\") as tracker:\n", - " inputs = tokenizer([text], return_tensors=\"pt\")\n", - " out = model(**inputs, labels=inputs.input_ids)\n", - " out.loss.backward()\n", - "\n", - "print(\"forward\", [t.name for t in tracker if not t.grad][:5], \"...\")\n", - "print(\"backward\", [t.name for t in tracker if t.grad][:5], \"...\")\n", - "tokens = [[t.replace(\"Ġ\", \" \") for t in tokenizer.convert_ids_to_tokens(seq)] for seq in inputs.input_ids]\n", - "print(\"tokens\", tokens)\n", - "\n", - "# Shape: (batch, token, layer, hidden_dim)\n", - "hiddens = torch.stack([t.value[0] for t in tracker if not t.grad], -2)\n", - "grads = torch.stack([t.value[0] for t in tracker if t.grad][::-1], -2)\n", - "print(\"hiddens.shape\", tuple(hiddens.shape))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Visualising the results\n", - "\n", - "Train separate UMAP transforms for the hidden states and gradients, then show how hidden state evolves through the layers of the network. Note that this seems reasonable for residual networks such as the transformer, as there will be correlation between the states after each residual layer." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "u = umap.UMAP(metric=\"cosine\", n_neighbors=50, random_state=23875, n_jobs=1)\n", - "hiddens_embedding = u.fit_transform(hiddens.flatten(end_dim=-2)).reshape(hiddens.shape[:-1] + (2,))\n", - "grads_embedding = u.fit_transform(grads.flatten(end_dim=-2)).reshape(grads.shape[:-1] + (2,))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def show_trajectories(embeddings: np.ndarray, tokens: List[str], ax: matplotlib.axes.Axes) -> None:\n", - " for w, token in zip(embeddings, tokens):\n", - " ax.annotate(token, w[0], fontsize=9, fontweight=\"bold\")\n", - " ax.annotate(token, w[-1], fontsize=9, fontweight=\"bold\")\n", - " c = matplotlib.collections.LineCollection(\n", - " np.stack([w[:-1], w[1:]], -2),\n", - " array=np.arange(1, w.shape[0]),\n", - " linewidth=2,\n", - " cmap=\"turbo\",\n", - " )\n", - " ax.add_collection(c)\n", - " ax.autoscale()\n", - " ax.axis(\"off\")\n", - " plt.colorbar(c, ax=ax, aspect=100, label=\"layer\")\n", - " plt.tight_layout()\n", - "\n", - "_, (ax0, ax1) = plt.subplots(1, 2, figsize=(20, 8))\n", - "span = slice(10, 20)\n", - "show_trajectories(hiddens_embedding[0, span], tokens[0][span], ax=ax0)\n", - "ax0.set_title(\"Activations\")\n", - "show_trajectories(grads_embedding[0, span], tokens[0][span], ax=ax1)\n", - "ax1.set_title(\"Gradients\");" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.10.12" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/tests/test_tensor_tracker.py b/tests/test_tensor_tracker.py index 28f8d6e..03ddfd0 100644 --- a/tests/test_tensor_tracker.py +++ b/tests/test_tensor_tracker.py @@ -69,7 +69,7 @@ def test_basic() -> None: df = tracker.to_frame() assert len(df) == len(expected_stash) df.iloc[0] == pd.Series( - dict(name="m3", type="test_tensor_tracker.Mul3", grad=False, value=0.0) + dict(name="m3", type="test_tensor_tracker.Mul3", grad=False, std=0.0) ) # Reset