diff --git a/tutorials/optimviz/ChannelAttribution_OptimViz.ipynb b/tutorials/optimviz/ChannelAttribution_OptimViz.ipynb index 7bdee6b53a..3266fbde7c 100644 --- a/tutorials/optimviz/ChannelAttribution_OptimViz.ipynb +++ b/tutorials/optimviz/ChannelAttribution_OptimViz.ipynb @@ -1,1116 +1,387 @@ { - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "5W0bdm6hsdjy" - }, - "source": [ - "# Channel Attribution\n", - "\n", - "Attributions are useful when examining how different parts of a model contribute the final output. Though attribution alone lack the context as to why that attribution value exists for the target, and thus we visualize the corresponding activations.\n", - "\n", - "For this section of the guide, we will be using Captum's attr submodule to collect channel attributions and then the Optim module will be used to provide context for the calculated attributions.\n", - "\n", - "Below we define two helper functions to help of us visualize channel attributions and their corresponding activation visualizations." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "%load_ext autoreload\n", - "%autoreload 2\n", - "\n", - "import matplotlib.pyplot as plt\n", - "from typing import List, Optional, Callable, Dict\n", - "\n", - "from captum import attr\n", - "import captum.optim as opt\n", - "from captum.optim.models import googlenet\n", - "\n", - "import torch\n", - "import torchvision\n", - "\n", - "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "CLE2d4NGK4np" - }, - "source": [ - "First we'll load our test image to use for calculating channel attributions:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ + "cells": [ { - "data": { - "image/png": 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\n", 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" + "cell_type": "markdown", + "metadata": { + "id": "5W0bdm6hsdjy" + }, + "source": [ + "# Channel Attribution\n", + "\n", + "Attributions are useful when examining how different parts of a model contribute the final output. Though attribution alone lack the context as to why that attribution value exists for the target, and thus we visualize the corresponding activations.\n", + "\n", + "For this section of the guide, we will be using Captum's attr submodule to collect channel attributions and then the Optim module will be used to provide context for the calculated attributions.\n", + "\n", + "Below we define two helper functions to help of us visualize channel attributions and their corresponding activation visualizations." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "input_image = opt.ImageTensor.open(\n", - " \"https://storage.googleapis.com/lucid-static/building-blocks/examples/dog_cat.png\"\n", - ").to(device)\n", - "input_image.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "1Uhupg0DLKZZ" - }, - "source": [ - "Next we nned to load a version of our Inceptionv1 model for calculating attributions, and another version for creating visualizations. The attribution version of the model does not contain the standard `RedirectedRelu` layers instead of `ReLU` layers as the redirected ReLU interferes with attribution calculations." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "id": "P0yUfQ4FLl_r" - }, - "outputs": [], - "source": [ - "model = googlenet(pretrained=True).to(device).eval()\n", - "attr_model = googlenet(pretrained=True, replace_relus_with_redirectedrelu=False).to(device).eval()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "d75y3Ju7LnfC" - }, - "source": [ - "Now that we have the two versions of our models loaded, we can define our helper functions for visualization and attribution calculations. As we are calculating channel attributions, we'll yse the ChannelAttribution loss function." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "id": "uIJwGS1-sPnn" - }, - "outputs": [], - "source": [ - "LossFunction = Callable[[Dict[torch.nn.Module, Optional[torch.Tensor]]], torch.Tensor]\n", - "\n", - "def vis_list(\n", - " model: torch.nn.Module, target: torch.nn.Module, loss_fn: LossFunction\n", - ") -> torch.Tensor:\n", - " image = opt.images.NaturalImage((80, 80)).to(device)\n", - " transforms = torch.nn.Sequential(\n", - " torch.nn.ReflectionPad2d(4),\n", - " optimviz.transform.RandomSpatialJitter(8),\n", - " optimviz.transform.RandomScale(scale=(1, 0.975, 1.025, 0.95, 1.05)),\n", - " torchvision.transforms.RandomRotation(degrees=(-5, 5)),\n", - " optimviz.transform.RandomSpatialJitter(2),\n", - " optimviz.transform.CenterCrop((80, 80)),\n", - " )\n", - " obj = opt.InputOptimization(model, loss_fn, image, transform=transforms)\n", - " history = obj.optimize(opt.optimization.n_steps(128, False))\n", - " return image()\n", - "\n", - "\n", - "def vis_channel_list(\n", - " model: torch.nn.Module, target: torch.nn.Module, channel_list: List[int]\n", - ") -> List[torch.Tensor]:\n", - " A = []\n", - " for channel in channel_list:\n", - " loss_fn = opt.loss.ChannelActivation(target, channel)\n", - " x_out = vis_list(model, target, loss_fn)\n", - " A.append(x_out.detach())\n", - " return A\n", - "\n", - "\n", - "def vis_channel_attr(\n", - " attr_tensor: torch.Tensor,\n", - " model: torch.nn.Module,\n", - " target: torch.nn.Module,\n", - " n_show: int = 3,\n", - ") -> None:\n", - "\n", - " def plot_distribution(vals, color: str = \"r\") -> None:\n", - " vals = [abs(float(v)) for v in vals]\n", - " fig, ax = plt.subplots()\n", - " ax.bar(list(range(0, len(vals))), vals, width=1, color=color)\n", - " plt.box(False)\n", - " plt.axis(\"off\")\n", - " plt.show()\n", - "\n", - " ns_pos = torch.argsort(-attr_tensor)\n", - " ns_pos_show = ns_pos[:n_show].tolist()\n", - " ns_pos_attr = [float(attr_tensor[i]) for i in ns_pos_show]\n", - "\n", - " print(\"Distribution of positive attributions across channels:\")\n", - " plot_distribution([t for t in torch.sort(attr_tensor)[0] if t < 0], \"r\")\n", - " print(\"Top channels with postive attributions:\", ns_pos_show)\n", - " print(ns_pos_attr)\n", - "\n", - " A = vis_channel_list(model, target, ns_pos_show)\n", - " pos_imgs = torchvision.utils.make_grid(torch.cat(A), nrow=len(A))\n", - " opt.show(pos_imgs)\n", - " \n", - " print(\"\\n\" + \"-\" * 50 + \"\\n\")\n", - "\n", - " # We reverse the list to match the graph\n", - " ns_neg = torch.argsort(attr_tensor)\n", - " ns_neg_show = ns_neg[:n_show].tolist()\n", - " ns_neg_show.reverse()\n", - " ns_neg_attr = [float(attr_tensor[i]) for i in ns_neg_show]\n", - "\n", - " print(\"Distribution of negative attributions across channels:\\n\")\n", - " plot_distribution([t for t in torch.sort(attr_tensor)[0] if t > 0], \"b\")\n", - " print(\"Top channels with negative attributions:\", ns_neg_show)\n", - " print(ns_neg_attr)\n", - "\n", - " A = vis_channel_list(model, target, ns_neg_show)\n", - " A.reverse()\n", - " neg_imgs = torchvision.utils.make_grid(torch.cat(A), nrow=len(A))\n", - " opt.show(neg_imgs)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "pI7dcW8vK1XN" - }, - "source": [ - "To calculate attributions for the target layer and classes, we will use the attr submodule's [`LayerGradientXActivation`](https://captum.ai/api/layer.html#layer-gradient-x-activation) class.\n", - "\n", - "As you may have noticed, our test image contains both a dog and a kitten. We can filter out the kitten related attributions by subtracting them from the dog attributions." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" }, - "id": "qABOj8HPK0hG", - "outputId": "8ebaecbf-b8a7-4c9b-e4a0-f1151f58d887" - }, - "outputs": [], - "source": [ - "# Calculate attributions for the target output classes\n", - "# Labrador retriever: 176, tiger cat: 55\n", - "get_attr = attr.LayerGradientXActivation(attr_model, attr_model.mixed4d)\n", - "attr_tensor = get_attr.attribute(input_image, 176) - get_attr.attribute(input_image, 55)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "PWgOrN3eM9fv" - }, - "source": [ - "Now that we have our attributions, we can reduce them down to their channels for sorting and rendering." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "id": "y9SVgCzDM83h" - }, - "outputs": [], - "source": [ - "# Reduce output down to channels\n", - "attr_tensor = attr_tensor[0].sum(1).sum(1)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "ITVmjPA6NJho" - }, - "source": [ - "Now that everything is ready, we can now generate our channel attribution visualizations, attributions, and graphs!\n", - "\n", - "Below we can see the top 3 most extreme attributions in both directions, and their correspending channel visualizations." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 915 - }, - "id": "hpX5VhtxNTfJ", - "outputId": "223d9f3c-a7ca-4158-cc6f-63749cbbb3c9" - }, - "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "Distribution of positive attributions across channels:\n" - ] + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "mDPe1ROWpnFV" + }, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from typing import List\n", + "\n", + "from captum import attr\n", + "import captum.optim as opt\n", + "from captum.optim.models import googlenet\n", + "\n", + "import torch\n", + "import torchvision\n", + "\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")" + ] }, { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "id": "CLE2d4NGK4np" + }, + "source": [ + "First we'll load our test image to use for calculating channel attributions:" ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top channels with postive attributions: [426, 436, 43]\n", - "[1.6280022859573364, 1.5053555965423584, 1.1942988634109497]\n" - ] + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "dkUhobwUpnFX", + "outputId": "0487dd37-9cac-4163-e8e4-e32b3e0e3d8b" + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "input_image = opt.ImageTensor.open(\n", + " \"https://user-images.githubusercontent.com/10626398/145851549-69251f3b-3b52-4d55-9db4-878c52685377.png\"\n", + ").to(device)\n", + "input_image.show()" + ] }, { - "data": { - "image/png": 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\n", 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" + "cell_type": "markdown", + "metadata": { + "id": "1Uhupg0DLKZZ" + }, + "source": [ + "Next we nned to load a version of our Inceptionv1 model for calculating attributions, and another version for creating visualizations. The attribution version of the model does not contain the standard `RedirectedRelu` layers instead of `ReLU` layers as the redirected ReLU interferes with attribution calculations." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "--------------------------------------------------\n", - "\n", - "Distribution of negative attributions across channels:\n", - "\n" - ] + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "P0yUfQ4FLl_r" + }, + "outputs": [], + "source": [ + "model = googlenet(pretrained=True).to(device).eval()\n", + "attr_model = googlenet(pretrained=True, replace_relus_with_redirectedrelu=False).to(device).eval()" + ] }, { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "id": "d75y3Ju7LnfC" + }, + "source": [ + "Now that we have the two versions of our models loaded, we can define our helper functions for visualization and attribution calculations." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" }, { - "name": "stdout", - "output_type": "stream", - "text": [ - "Top channels with negative attributions: [493, 517, 221]\n", - "[-1.3174381256103516, -1.5371028184890747, -1.7237980365753174]\n" - ] + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "uIJwGS1-sPnn" + }, + "outputs": [], + "source": [ + "def vis_channel_list(\n", + " model: torch.nn.Module, target: torch.nn.Module, channel_list: List[int]\n", + ") -> torch.Tensor:\n", + " loss_fn_list = [\n", + " opt.loss.ChannelActivation(target, c, batch_index=i)\n", + " for i, c in enumerate(channel_list)\n", + " ]\n", + " loss_fn = sum(loss_fn_list)\n", + " image = opt.images.NaturalImage((80, 80), batch=len(loss_fn_list)).to(device)\n", + " transforms = torch.nn.Sequential(\n", + " torch.nn.ReflectionPad2d(4),\n", + " opt.transforms.RandomSpatialJitter(8),\n", + " opt.transforms.RandomScale(scale=(1, 0.975, 1.025, 0.95, 1.05)),\n", + " torchvision.transforms.RandomRotation(degrees=(-5, 5)),\n", + " opt.transforms.RandomSpatialJitter(2),\n", + " opt.transforms.CenterCrop((80, 80)),\n", + " )\n", + " obj = opt.InputOptimization(model, loss_fn, image, transform=transforms)\n", + " history = obj.optimize(opt.optimization.n_steps(128, False))\n", + " return image().detach()\n", + "\n", + "\n", + "def vis_channel_attr(\n", + " attr_tensor: torch.Tensor,\n", + " model: torch.nn.Module,\n", + " target: torch.nn.Module,\n", + " n_show: int = 3,\n", + ") -> None:\n", + "\n", + " def plot_distribution(vals, color: str = \"r\") -> None:\n", + " vals = [abs(float(v)) for v in vals]\n", + " fig, ax = plt.subplots()\n", + " ax.bar(list(range(0, len(vals))), vals, width=1, color=color)\n", + " plt.box(False)\n", + " plt.axis(\"off\")\n", + " plt.show()\n", + "\n", + " ns_pos = torch.argsort(-attr_tensor)\n", + " ns_pos_show = ns_pos[:n_show].tolist()\n", + " ns_pos_attr = [float(attr_tensor[i]) for i in ns_pos_show]\n", + "\n", + " print(\"Distribution of positive attributions across channels:\")\n", + " plot_distribution([t for t in torch.sort(attr_tensor)[0] if t < 0], \"r\")\n", + " print(\"Top channels with postive attributions:\", ns_pos_show)\n", + " print(ns_pos_attr)\n", + "\n", + " imgs = vis_channel_list(model, target, ns_pos_show)\n", + " pos_imgs = torchvision.utils.make_grid(imgs, nrow=imgs.shape[0])\n", + " opt.show(pos_imgs)\n", + " \n", + " print(\"\\n\" + \"-\" * 50 + \"\\n\")\n", + "\n", + " # We reverse the list to match the graph\n", + " ns_neg = torch.argsort(attr_tensor)\n", + " ns_neg_show = ns_neg[:n_show].tolist()\n", + " ns_neg_show.reverse()\n", + " ns_neg_attr = [float(attr_tensor[i]) for i in ns_neg_show]\n", + "\n", + " print(\"Distribution of negative attributions across channels:\\n\")\n", + " plot_distribution([t for t in torch.sort(attr_tensor)[0] if t > 0], \"b\")\n", + " print(\"Top channels with negative attributions:\", ns_neg_show)\n", + " print(ns_neg_attr)\n", + "\n", + " imgs = vis_channel_list(model, target, ns_neg_show).flip([0])\n", + " neg_imgs = torchvision.utils.make_grid(imgs, nrow=imgs.shape[0])\n", + " opt.show(neg_imgs)" + ] }, { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" + "cell_type": "markdown", + "metadata": { + "id": "pI7dcW8vK1XN" + }, + "source": [ + "To calculate attributions for the target layer and classes, we will use the attr submodule's [`LayerGradientXActivation`](https://captum.ai/api/layer.html#layer-gradient-x-activation) class." ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the results\n", - "vis_channel_attr(attr_tensor, model, model.mixed4d, n_show=3)" - ] - } - ], - "metadata": { - "colab": { - "collapsed_sections": [], - "name": "CaptumNotebookCells.ipynb", - "provenance": [] - }, - "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": "3.8.5" - }, - "widgets": { - "application/vnd.jupyter.widget-state+json": { - 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get_attr.attribute(input_image, 55)" ], - "layout": "IPY_MODEL_664bd09d1ddc46479df664c6ed958c1b" - } - }, - "9682cd7e2776419a89b536fb5a92e9cf": { - "model_module": "@jupyter-widgets/controls", - "model_name": "DescriptionStyleModel", - "state": { - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "DescriptionStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "description_width": "" - } + "metadata": { + "id": "bxOpD__qFOLh" + }, + "execution_count": null, + "outputs": [] }, - "9910057238144e56855aad6e3534eacc": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - 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"_model_module_version": "1.5.0", - "_model_name": "DescriptionStyleModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "StyleView", - "description_width": "" - } + { + "cell_type": "markdown", + "metadata": { + "id": "PWgOrN3eM9fv" + }, + "source": [ + "Now that we have our attributions, we can reduce them down to their channels for sorting and rendering." + ] }, - "e547ad1c272f40f3a32e081294db4d81": { - "model_module": "@jupyter-widgets/controls", - "model_name": "FloatProgressModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "FloatProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "success", - "description": "100%", - "description_tooltip": null, - "layout": "IPY_MODEL_37ce1521cd814150a6dc6a05417ef858", - "max": 28, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_65b4304197704c2ab82db95f50b7f58f", - "value": 28 - } + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "y9SVgCzDM83h" + }, + "outputs": [], + "source": [ + "# Reduce output down to channels\n", + "attr_tensor = attr_tensor_176_55[0].sum(1).sum(1)" + ] }, - "f6df13c6c6b647d583efbf9bb14cc53c": { - "model_module": "@jupyter-widgets/controls", - "model_name": "FloatProgressModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "FloatProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "", - "description": " 5%", - "description_tooltip": null, - "layout": "IPY_MODEL_9910057238144e56855aad6e3534eacc", - "max": 128, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_1bcfa07753634d929f708ed1a8f6cfd3", - "value": 6 - } + { + "cell_type": "markdown", + "metadata": { + "id": "ITVmjPA6NJho" + }, + "source": [ + "Now that everything is ready, we can now generate our channel attribution visualizations, attributions, and graphs!\n", + "\n", + "Below we can see the top 3 most extreme attributions in both directions, and their correspending channel visualizations." + ] }, - "f713c89a73324a54a516dd2a7481638e": { - "model_module": "@jupyter-widgets/controls", - "model_name": "HBoxModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "HBoxModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "HBoxView", - "box_style": "", - "children": [ - "IPY_MODEL_e547ad1c272f40f3a32e081294db4d81", - "IPY_MODEL_0ad8f0c276624361b596a689ed54f066" + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 915 + }, + "id": "hpX5VhtxNTfJ", + "outputId": "223d9f3c-a7ca-4158-cc6f-63749cbbb3c9" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Distribution of positive attributions across channels:\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top channels with postive attributions: [426, 436, 43]\n", + "[1.6280022859573364, 1.5053555965423584, 1.1942988634109497]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--------------------------------------------------\n", + "\n", + "Distribution of negative attributions across channels:\n", + "\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Top channels with negative attributions: [493, 517, 221]\n", + "[-1.3174381256103516, -1.5371028184890747, -1.7237980365753174]\n" + ] + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } ], - "layout": "IPY_MODEL_1878eca239684448bc4c3bbe43dff617" - } - }, - "facfa494bf724b5e82c12fe7429c9558": { - "model_module": "@jupyter-widgets/base", - "model_name": "LayoutModel", - "state": { - "_model_module": "@jupyter-widgets/base", - "_model_module_version": "1.2.0", - "_model_name": "LayoutModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/base", - "_view_module_version": "1.2.0", - "_view_name": "LayoutView", - "align_content": null, - "align_items": null, - "align_self": null, - "border": null, - "bottom": null, - "display": null, - "flex": null, - "flex_flow": null, - "grid_area": null, - "grid_auto_columns": null, - "grid_auto_flow": null, - "grid_auto_rows": null, - "grid_column": null, - "grid_gap": null, - "grid_row": null, - "grid_template_areas": null, - "grid_template_columns": null, - "grid_template_rows": null, - "height": null, - "justify_content": null, - "justify_items": null, - "left": null, - "margin": null, - "max_height": null, - "max_width": null, - "min_height": null, - "min_width": null, - "object_fit": null, - "object_position": null, - "order": null, - "overflow": null, - "overflow_x": null, - "overflow_y": null, - "padding": null, - "right": null, - "top": null, - "visibility": null, - "width": null - } - }, - "fff8277738454f74beee5e8c0ae7e9e4": { - "model_module": "@jupyter-widgets/controls", - "model_name": "FloatProgressModel", - "state": { - "_dom_classes": [], - "_model_module": "@jupyter-widgets/controls", - "_model_module_version": "1.5.0", - "_model_name": "FloatProgressModel", - "_view_count": null, - "_view_module": "@jupyter-widgets/controls", - "_view_module_version": "1.5.0", - "_view_name": "ProgressView", - "bar_style": "success", - "description": "100%", - "description_tooltip": null, - "layout": "IPY_MODEL_04db701adfb64c66bab9360b35503e1b", - "max": 128, - "min": 0, - "orientation": "horizontal", - "style": "IPY_MODEL_14fdf5a3acee4165a8f6b040be23469a", - "value": 128 - } + "source": [ + "# Visualize the results\n", + "vis_channel_attr(attr_tensor, model, model.mixed4d_relu, n_show=3)" + ] } - } - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} + ], + "metadata": { + "colab": { + "collapsed_sections": [], + "name": "ChannelAttribution_OptimViz.ipynb", + "provenance": [] + }, + "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": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file