Anurag1734/cuda-error-resolution-analysis
07
1[2 {3 "post_stream": {4 "posts": [5 {6 "id": 158760,7 "name": "Sampa Misra",8 "username": "sampa",9 "avatar_template": "/letter_avatar_proxy/v4/letter/s/e8c25b/{size}.png",10 "created_at": "2020-01-15T09:58:12.268Z",11 "cooked": "<pre><code class=\"lang-auto\">import os\n\nimport torch\nimport torch.nn as nn\nimport torchvision\nimport torchvision.transforms as transforms\nfrom torchvision import datasets, transforms, models\nfrom captum.insights import AttributionVisualizer, Batch\nfrom captum.insights.features import ImageFeature\n\ndata_dir = \"./BW\"\ntest_dir=data_dir + '/Test'\n\ndef get_classes():\n classes = [\n \"B\",\n \"M\",\n ]\n return classes\n\n# Define functions for classification classes and pretrained model.\ndef get_pretrained_model():\n model = models.resnet18(pretrained=True)\n num_ftrs = model.fc.in_features\n model.fc = nn.Linear(num_ftrs, 2)\n model.load_state_dict(torch.load('checkpoint_ResnetBW.pt'))\n\ndef baseline_func(input):\n return input * 0\n\ndef formatted_data_iter():\n dataset = datasets.ImageFolder(test_dir, transform=transforms.ToTensor()\n )\n dataloader = iter(\n torch.utils.data.DataLoader(dataset, batch_size=4, shuffle=False, num_workers=2)\n )\n while True:\n images, labels = next(dataloader)\n yield Batch(inputs=images, labels=labels)\n\n# Run the visualizer and render inside notebook for interactive debugging.\n\n\nnormalize = transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\nmodel = get_pretrained_model()\nvisualizer = AttributionVisualizer(\n models=[model],\n score_func=lambda o: torch.nn.functional.softmax(o, 1),\n classes=get_classes(),\n features=[\n ImageFeature(\n \"Photo\",\n baseline_transforms=[baseline_func],\n input_transforms=[normalize],\n )\n ],\n dataset=formatted_data_iter(),\n)\nvisualizer.render()\n</code></pre>\n<p>I am getting output like</p>\n<pre><code class=\"lang-auto\">Fetch data and view Captum Insights at http://localhost:64328/\n\n<IPython.lib.display.IFrame object at 0x0000022B8CEA3248>\n\n</code></pre>\n<p>The link is like <div class=\"lightbox-wrapper\"><a class=\"lightbox\" href=\"https://discuss.pytorch.org/uploads/default/original/3X/2/c/2c095b750ea695bf480e5ff1b97515003c83005b.png\" data-download-href=\"https://discuss.pytorch.org/uploads/default/2c095b750ea695bf480e5ff1b97515003c83005b\" title=\"Capture\"><img src=\"https://discuss.pytorch.org/uploads/default/optimized/3X/2/c/2c095b750ea695bf480e5ff1b97515003c83005b_2_690x139.png\" alt=\"Capture\" data-base62-sha1=\"6hz3vhI455fYVWLKoC1xxme5ldF\" width=\"690\" height=\"139\" srcset=\"https://discuss.pytorch.org/uploads/default/optimized/3X/2/c/2c095b750ea695bf480e5ff1b97515003c83005b_2_690x139.png, https://discuss.pytorch.org/uploads/default/optimized/3X/2/c/2c095b750ea695bf480e5ff1b97515003c83005b_2_1035x208.png 1.5x, https://discuss.pytorch.org/uploads/default/optimized/3X/2/c/2c095b750ea695bf480e5ff1b97515003c83005b_2_1380x278.png 2x\" data-dominant-color=\"F7F7F7\"><div class=\"meta\"><svg class=\"fa d-icon d-icon-far-image svg-icon\" aria-hidden=\"true\"><use href=\"#far-image\"></use></svg><span class=\"filename\">Capture</span><span class=\"informations\">1917×388 28.9 KB</span><svg class=\"fa d-icon d-icon-discourse-expand svg-icon\" aria-hidden=\"true\"><use href=\"#discourse-expand\"></use></svg></div></a></div></p>",12 "post_number": 1,13 "post_type": 1,14 "posts_count": 10,15 "updated_at": "2020-01-15T09:58:12.268Z",16 "reply_count": 0,17 "reply_to_post_number": null,18 "quote_count": 0,19 "incoming_link_count": 767,20 "reads": 36,21 "readers_count": 35,22 "score": 3842.2,23 "yours": false,24 "topic_id": 66720,25 "topic_slug": "how-to-run-captum",26 "display_username": "Sampa Misra",27 "primary_group_name": null,28 "flair_name": null,29 "flair_url": null,30 "flair_bg_color": null,31 "flair_color": null,32 "flair_group_id": null,33 "badges_granted": [],34 "version": 1,35 "can_edit": false,36 "can_delete": false,37 "can_recover": false,38 "can_see_hidden_post": false,39 "can_wiki": false,40 "link_counts": [41 {42 "url": "https://discuss.pytorch.org/uploads/default/original/3X/2/c/2c095b750ea695bf480e5ff1b97515003c83005b.png",43 "internal": true,44 "reflection": false,45 "clicks": 046 }47 ],48 "read": true,49 "user_title": null,50 "bookmarked": false,51 "actions_summary": [],52 "moderator": false,53 "admin": false,54 "staff": false,55 "user_id": 21994,56 "hidden": false,57 "trust_level": 1,58 "deleted_at": null,59 "user_deleted": false,60 "edit_reason": null,61 "can_view_edit_history": true,62 "wiki": false,63 "post_url": "/t/how-to-run-captum/66720/1",64 "can_accept_answer": false,65 "can_unaccept_answer": false,66 "accepted_answer": false,67 "topic_accepted_answer": null,68 "can_vote": false69 },70 {71 "id": 158859,72 "name": "Narine Kokhlikyan",73 "username": "Narine_Kokhlikyan",74 "avatar_template": "/user_avatar/discuss.pytorch.org/narine_kokhlikyan/{size}/17129_2.png",75 "created_at": "2020-01-15T17:55:10.357Z",76 "cooked": "<p>Hi <a class=\"mention\" href=\"/u/sampa\">@sampa</a>, you can use captum with and without Insights (interactive tool).<br>\nIf you want to use it without interactivity, then you can try our tutorials and examples on the README page: <a href=\"https://github.com/pytorch/captum\" rel=\"nofollow noopener\">https://github.com/pytorch/captum</a></p>\n<p>For the insights, I believe that there used to be an option <code>visualizer.render(debug=True)</code>. This will help you to see the error log.</p>\n<p>Also, in which environment are you trying to run insights ?</p>",77 "post_number": 2,78 "post_type": 1,79 "posts_count": 10,80 "updated_at": "2020-01-15T17:56:42.616Z",81 "reply_count": 0,82 "reply_to_post_number": null,83 "quote_count": 0,84 "incoming_link_count": 3,85 "reads": 31,86 "readers_count": 30,87 "score": 36.2,88 "yours": false,89 "topic_id": 66720,90 "topic_slug": "how-to-run-captum",91 "display_username": "Narine Kokhlikyan",92 "primary_group_name": null,93 "flair_name": null,94 "flair_url": null,95 "flair_bg_color": null,96 "flair_color": null,97 "flair_group_id": null,98 "badges_granted": [],99 "version": 1,100 "can_edit": false,101 "can_delete": false,102 "can_recover": false,103 "can_see_hidden_post": false,104 "can_wiki": false,105 "link_counts": [106 {107 "url": "https://github.com/pytorch/captum",108 "internal": false,109 "reflection": false,110 "title": "GitHub - pytorch/captum: Model interpretability and understanding for PyTorch",111 "clicks": 47112 }113 ],114 "read": true,115 "user_title": null,116 "bookmarked": false,117 "actions_summary": [118 {119 "id": 2,120 "count": 1121 }122 ],123 "moderator": false,124 "admin": false,125 "staff": false,126 "user_id": 23833,127 "hidden": false,128 "trust_level": 2,129 "deleted_at": null,130 "user_deleted": false,131 "edit_reason": null,132 "can_view_edit_history": true,133 "wiki": false,134 "post_url": "/t/how-to-run-captum/66720/2",135 "can_accept_answer": false,136 "can_unaccept_answer": false,137 "accepted_answer": false,138 "topic_accepted_answer": null139 },140 {141 "id": 158920,142 "name": "Sampa Misra",143 "username": "sampa",144 "avatar_template": "/letter_avatar_proxy/v4/letter/s/e8c25b/{size}.png",145 "created_at": "2020-01-16T01:47:03.691Z",146 "cooked": "<p>Hello <a class=\"mention\" href=\"/u/narine_kokhlikyan\">@Narine_Kokhlikyan</a>. Thanks for your reply. I saw your tutorials.I gave the snapshot of my code. Can you please check it and tell me where is my mistake?</p>\n<p>I am using Python 3.7 and Anaconda.<br>\nI want the result like this<div class=\"lightbox-wrapper\"><a class=\"lightbox\" href=\"https://discuss.pytorch.org/uploads/default/original/3X/e/1/e13b7d8765ac0af47834e75b9c7ae464f2c2a79d.png\" data-download-href=\"https://discuss.pytorch.org/uploads/default/e13b7d8765ac0af47834e75b9c7ae464f2c2a79d\" title=\"captum_insights_screenshot\"><img src=\"https://discuss.pytorch.org/uploads/default/optimized/3X/e/1/e13b7d8765ac0af47834e75b9c7ae464f2c2a79d_2_690x400.png\" alt=\"captum_insights_screenshot\" data-base62-sha1=\"w8uT4KqQCMeGBa17zob2OYj7eih\" width=\"690\" height=\"400\" srcset=\"https://discuss.pytorch.org/uploads/default/optimized/3X/e/1/e13b7d8765ac0af47834e75b9c7ae464f2c2a79d_2_690x400.png, https://discuss.pytorch.org/uploads/default/optimized/3X/e/1/e13b7d8765ac0af47834e75b9c7ae464f2c2a79d_2_1035x600.png 1.5x, https://discuss.pytorch.org/uploads/default/original/3X/e/1/e13b7d8765ac0af47834e75b9c7ae464f2c2a79d.png 2x\" data-dominant-color=\"E7E9EB\"><div class=\"meta\"><svg class=\"fa d-icon d-icon-far-image svg-icon\" aria-hidden=\"true\"><use href=\"#far-image\"></use></svg><span class=\"filename\">captum_insights_screenshot</span><span class=\"informations\">1274×739 116 KB</span><svg class=\"fa d-icon d-icon-discourse-expand svg-icon\" aria-hidden=\"true\"><use href=\"#discourse-expand\"></use></svg></div></a></div></p>",147 "post_number": 3,148 "post_type": 1,149 "posts_count": 10,150 "updated_at": "2020-01-16T01:49:48.379Z",151 "reply_count": 2,152 "reply_to_post_number": null,153 "quote_count": 0,154 "incoming_link_count": 15,155 "reads": 30,156 "readers_count": 29,157 "score": 91.0,158 "yours": false,159 "topic_id": 66720,160 "topic_slug": "how-to-run-captum",161 "display_username": "Sampa Misra",162 "primary_group_name": null,163 "flair_name": null,164 "flair_url": null,165 "flair_bg_color": null,166 "flair_color": null,167 "flair_group_id": null,168 "badges_granted": [],169 "version": 2,170 "can_edit": false,171 "can_delete": false,172 "can_recover": false,173 "can_see_hidden_post": false,174 "can_wiki": false,175 "link_counts": [176 {177 "url": "https://discuss.pytorch.org/uploads/default/original/3X/e/1/e13b7d8765ac0af47834e75b9c7ae464f2c2a79d.png",178 "internal": true,179 "reflection": false,180 "clicks": 0181 }182 ],183 "read": true,184 "user_title": null,185 "bookmarked": false,186 "actions_summary": [],187 "moderator": false,188 "admin": false,189 "staff": false,190 "user_id": 21994,191 "hidden": false,192 "trust_level": 1,193 "deleted_at": null,194 "user_deleted": false,195 "edit_reason": null,196 "can_view_edit_history": true,197 "wiki": false,198 "post_url": "/t/how-to-run-captum/66720/3",199 "can_accept_answer": false,200 "can_unaccept_answer": false,201 "accepted_answer": false,202 "topic_accepted_answer": null203 },204 {205 "id": 159177,206 "name": "Narine Kokhlikyan",207 "username": "Narine_Kokhlikyan",208 "avatar_template": "/user_avatar/discuss.pytorch.org/narine_kokhlikyan/{size}/17129_2.png",209 "created_at": "2020-01-16T18:19:56.620Z",210 "cooked": "<p>Hi <a class=\"mention\" href=\"/u/sampa\">@sampa</a>, did you try <code>visualizer.render(debug=True)</code> ? Did you see any error logs ? You might also try the latest version.</p>",211 "post_number": 4,212 "post_type": 1,213 "posts_count": 10,214 "updated_at": "2020-01-16T18:19:56.620Z",215 "reply_count": 0,216 "reply_to_post_number": 3,217 "quote_count": 0,218 "incoming_link_count": 0,219 "reads": 28,220 "readers_count": 27,221 "score": 5.6,222 "yours": false,223 "topic_id": 66720,224 "topic_slug": "how-to-run-captum",225 "display_username": "Narine Kokhlikyan",226 "primary_group_name": null,227 "flair_name": null,228 "flair_url": null,229 "flair_bg_color": null,230 "flair_color": null,231 "flair_group_id": null,232 "badges_granted": [],233 "version": 1,234 "can_edit": false,235 "can_delete": false,236 "can_recover": false,237 "can_see_hidden_post": false,238 "can_wiki": false,239 "read": true,240 "user_title": null,241 "reply_to_user": {242 "id": 21994,243 "username": "sampa",244 "name": "Sampa Misra",245 "avatar_template": "/letter_avatar_proxy/v4/letter/s/e8c25b/{size}.png"246 },247 "bookmarked": false,248 "actions_summary": [],249 "moderator": false,250 "admin": false,251 "staff": false,252 "user_id": 23833,253 "hidden": false,254 "trust_level": 2,255 "deleted_at": null,256 "user_deleted": false,257 "edit_reason": null,258 "can_view_edit_history": true,259 "wiki": false,260 "post_url": "/t/how-to-run-captum/66720/4",261 "can_accept_answer": false,262 "can_unaccept_answer": false,263 "accepted_answer": false,264 "topic_accepted_answer": null265 },266 {267 "id": 159186,268 "name": "Bilal Alsallakh",269 "username": "bilalsal",270 "avatar_template": "/letter_avatar_proxy/v4/letter/b/ecd19e/{size}.png",271 "created_at": "2020-01-16T19:19:15.340Z",272 "cooked": "<p>Hi <a class=\"mention\" href=\"/u/sampa\">@sampa</a>. As <a class=\"mention\" href=\"/u/narine_kokhlikyan\">@Narine_Kokhlikyan</a> mentioned, we can help you more if we see your error logs.<br>\nMaybe you can check if your browser ran into an error while loading Captum Insights (just guessing from the screenshot in your first post)?<br>\nTo check about this, right-click the webpage in Chrome or Firefox, and click Inspect, then check the Console tab for errors or warnings.</p>\n<p>Hope this helps</p>",273 "post_number": 5,274 "post_type": 1,275 "posts_count": 10,276 "updated_at": "2020-01-16T19:19:15.340Z",277 "reply_count": 0,278 "reply_to_post_number": 3,279 "quote_count": 0,280 "incoming_link_count": 2,281 "reads": 29,282 "readers_count": 28,283 "score": 30.8,284 "yours": false,285 "topic_id": 66720,286 "topic_slug": "how-to-run-captum",287 "display_username": "Bilal Alsallakh",288 "primary_group_name": null,289 "flair_name": null,290 "flair_url": null,291 "flair_bg_color": null,292 "flair_color": null,293 "flair_group_id": null,294 "badges_granted": [],295 "version": 1,296 "can_edit": false,297 "can_delete": false,298 "can_recover": false,299 "can_see_hidden_post": false,300 "can_wiki": false,301 "read": true,302 "user_title": null,303 "reply_to_user": {304 "id": 21994,305 "username": "sampa",306 "name": "Sampa Misra",307 "avatar_template": "/letter_avatar_proxy/v4/letter/s/e8c25b/{size}.png"308 },309 "bookmarked": false,310 "actions_summary": [311 {312 "id": 2,313 "count": 1314 }315 ],316 "moderator": false,317 "admin": false,318 "staff": false,319 "user_id": 26612,320 "hidden": false,321 "trust_level": 1,322 "deleted_at": null,323 "user_deleted": false,324 "edit_reason": null,325 "can_view_edit_history": true,326 "wiki": false,327 "post_url": "/t/how-to-run-captum/66720/5",328 "can_accept_answer": false,329 "can_unaccept_answer": false,330 "accepted_answer": false,331 "topic_accepted_answer": null332 },333 {334 "id": 159205,335 "name": "Edward W",336 "username": "edwardio",337 "avatar_template": "/letter_avatar_proxy/v4/letter/e/ee59a6/{size}.png",338 "created_at": "2020-01-16T20:54:44.269Z",339 "cooked": "<p>One issue I’ve noticed is that your <code>get_pretrained_model</code> function does not return any model.</p>\n<p>Like <a class=\"mention\" href=\"/u/narine_kokhlikyan\">@Narine_Kokhlikyan</a> mentioned, you should change your last line to be <code>visualizer.render(debug=True)</code> to see the Python errors. In the next version of Captum this will be turned on by default.</p>",340 "post_number": 6,341 "post_type": 1,342 "posts_count": 10,343 "updated_at": "2020-01-16T20:54:44.269Z",344 "reply_count": 1,345 "reply_to_post_number": null,346 "quote_count": 0,347 "incoming_link_count": 2,348 "reads": 26,349 "readers_count": 25,350 "score": 35.2,351 "yours": false,352 "topic_id": 66720,353 "topic_slug": "how-to-run-captum",354 "display_username": "Edward W",355 "primary_group_name": null,356 "flair_name": null,357 "flair_url": null,358 "flair_bg_color": null,359 "flair_color": null,360 "flair_group_id": null,361 "badges_granted": [],362 "version": 1,363 "can_edit": false,364 "can_delete": false,365 "can_recover": false,366 "can_see_hidden_post": false,367 "can_wiki": false,368 "read": true,369 "user_title": null,370 "bookmarked": false,371 "actions_summary": [372 {373 "id": 2,374 "count": 1375 }376 ],377 "moderator": false,378 "admin": false,379 "staff": false,380 "user_id": 26564,381 "hidden": false,382 "trust_level": 0,383 "deleted_at": null,384 "user_deleted": false,385 "edit_reason": null,386 "can_view_edit_history": true,387 "wiki": false,388 "post_url": "/t/how-to-run-captum/66720/6",389 "can_accept_answer": false,390 "can_unaccept_answer": false,391 "accepted_answer": false,392 "topic_accepted_answer": null393 },394 {395 "id": 159233,396 "name": "Sampa Misra",397 "username": "sampa",398 "avatar_template": "/letter_avatar_proxy/v4/letter/s/e8c25b/{size}.png",399 "created_at": "2020-01-17T00:51:45.780Z",400 "cooked": "<p>Thank you <a class=\"mention\" href=\"/u/bilalsal\">@bilalsal</a> <a class=\"mention\" href=\"/u/narine_kokhlikyan\">@Narine_Kokhlikyan</a> <a class=\"mention\" href=\"/u/edwardio\">@edwardio</a> for your kind reply. It is working without any error. But every time It is predicted as first class. Here is the latest snapshot of my code</p>\n<pre><code class=\"lang-auto\">\nimport os\nfrom captum.insights import AttributionVisualizer, Batch\nfrom captum.insights.features import ImageFeature\nfrom torchvision import datasets, transforms, models\nimport torch\nimport torch.nn as nn\nimport torchvision\nimport torchvision.transforms as transforms\ntest_transforms = transforms.Compose([\n transforms.Resize((224,224)),\n transforms.ToTensor(),\n ])\n\ndef get_classes():\n classes = [\n \"B\",\n \"M\",\n ]\n return classes\n\n\ndef get_pretrained_model():\n net= models.resnet18(pretrained=True)\n num_ftrs = net.fc.in_features\n net.fc = nn.Linear(num_ftrs, 2)\n pt_path = os.path.abspath(\n os.path.dirname(__file__) + \"/models/checkpoint.pt\"\n )\n net.load_state_dict(torch.load(pt_path))\n return net\n\n\ndef baseline_func(input):\n return input * 0\n\n\ndef formatted_data_iter():\n dataset = datasets.ImageFolder(\n root=\"data/test\", transform=test_transforms\n )\n dataloader = iter(\n torch.utils.data.DataLoader(dataset, batch_size=4, shuffle=False, num_workers=2)\n )\n while True:\n images, labels = next(dataloader)\n yield Batch(inputs=images, labels=labels)\n\n\nif __name__ == \"__main__\":\n normalize = transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n model = get_pretrained_model()\n visualizer = AttributionVisualizer(\n models=[model],\n score_func=lambda o: torch.nn.functional.softmax(o, 1),\n classes=get_classes(),\n features=[\n ImageFeature(\n \"Photo\",\n baseline_transforms=[baseline_func],\n input_transforms=[normalize],\n )\n ],\n dataset=formatted_data_iter(),\n )\n\n visualizer.render(debug=True)\n\n</code></pre>\n<p>In data/test folder I have 2 sub-folders name B and M with corresponding images.</p>",401 "post_number": 7,402 "post_type": 1,403 "posts_count": 10,404 "updated_at": "2020-01-17T02:15:56.780Z",405 "reply_count": 1,406 "reply_to_post_number": 6,407 "quote_count": 0,408 "incoming_link_count": 5,409 "reads": 25,410 "readers_count": 24,411 "score": 35.0,412 "yours": false,413 "topic_id": 66720,414 "topic_slug": "how-to-run-captum",415 "display_username": "Sampa Misra",416 "primary_group_name": null,417 "flair_name": null,418 "flair_url": null,419 "flair_bg_color": null,420 "flair_color": null,421 "flair_group_id": null,422 "badges_granted": [],423 "version": 3,424 "can_edit": false,425 "can_delete": false,426 "can_recover": false,427 "can_see_hidden_post": false,428 "can_wiki": false,429 "read": true,430 "user_title": null,431 "reply_to_user": {432 "id": 26564,433 "username": "edwardio",434 "name": "Edward W",435 "avatar_template": "/letter_avatar_proxy/v4/letter/e/ee59a6/{size}.png"436 },437 "bookmarked": false,438 "actions_summary": [],439 "moderator": false,440 "admin": false,441 "staff": false,442 "user_id": 21994,443 "hidden": false,444 "trust_level": 1,445 "deleted_at": null,446 "user_deleted": false,447 "edit_reason": null,448 "can_view_edit_history": true,449 "wiki": false,450 "post_url": "/t/how-to-run-captum/66720/7",451 "can_accept_answer": false,452 "can_unaccept_answer": false,453 "accepted_answer": false,454 "topic_accepted_answer": null455 },456 {457 "id": 177072,458 "name": "Naresh Rangan",459 "username": "nareshr8",460 "avatar_template": "/user_avatar/discuss.pytorch.org/nareshr8/{size}/15280_2.png",461 "created_at": "2020-03-27T11:09:57.984Z",462 "cooked": "<p>When I try Captum Insights, It seems not to render like:<br>\n<div class=\"lightbox-wrapper\"><a class=\"lightbox\" href=\"https://discuss.pytorch.org/uploads/default/original/3X/d/6/d6b2761646f1a26b900c2de38c7829e03cb26e2c.png\" data-download-href=\"https://discuss.pytorch.org/uploads/default/d6b2761646f1a26b900c2de38c7829e03cb26e2c\" title=\"image\"><img src=\"https://discuss.pytorch.org/uploads/default/optimized/3X/d/6/d6b2761646f1a26b900c2de38c7829e03cb26e2c_2_690x73.png\" alt=\"image\" data-base62-sha1=\"uDiwS5pfE0Ds7Bg1DX7fBd4M5Kk\" width=\"690\" height=\"73\" srcset=\"https://discuss.pytorch.org/uploads/default/optimized/3X/d/6/d6b2761646f1a26b900c2de38c7829e03cb26e2c_2_690x73.png, https://discuss.pytorch.org/uploads/default/optimized/3X/d/6/d6b2761646f1a26b900c2de38c7829e03cb26e2c_2_1035x109.png 1.5x, https://discuss.pytorch.org/uploads/default/original/3X/d/6/d6b2761646f1a26b900c2de38c7829e03cb26e2c.png 2x\" data-dominant-color=\"F8F8F8\"><div class=\"meta\"><svg class=\"fa d-icon d-icon-far-image svg-icon\" aria-hidden=\"true\"><use href=\"#far-image\"></use></svg><span class=\"filename\">image</span><span class=\"informations\">1165×124 7.02 KB</span><svg class=\"fa d-icon d-icon-discourse-expand svg-icon\" aria-hidden=\"true\"><use href=\"#discourse-expand\"></use></svg></div></a></div></p>\n<p>When I tried to look at the browser console, It shows this error:<br>\n<img src=\"https://discuss.pytorch.org/uploads/default/original/3X/9/1/91bd69e240ac6a296663a5c07d6f120661702b70.png\" alt=\"image\" data-base62-sha1=\"kNh36cnvgQpFLVuEf4sbpqXBtAY\" width=\"555\" height=\"340\"></p>\n<p>I tried in Vivaldi and Firefox. Both yield the same result. Can someone help…</p>",463 "post_number": 8,464 "post_type": 1,465 "posts_count": 10,466 "updated_at": "2020-03-27T11:09:57.984Z",467 "reply_count": 0,468 "reply_to_post_number": 7,469 "quote_count": 0,470 "incoming_link_count": 9,471 "reads": 17,472 "readers_count": 16,473 "score": 48.4,474 "yours": false,475 "topic_id": 66720,476 "topic_slug": "how-to-run-captum",477 "display_username": "Naresh Rangan",478 "primary_group_name": null,479 "flair_name": null,480 "flair_url": null,481 "flair_bg_color": null,482 "flair_color": null,483 "flair_group_id": null,484 "badges_granted": [],485 "version": 1,486 "can_edit": false,487 "can_delete": false,488 "can_recover": false,489 "can_see_hidden_post": false,490 "can_wiki": false,491 "link_counts": [492 {493 "url": "https://discuss.pytorch.org/uploads/default/original/3X/d/6/d6b2761646f1a26b900c2de38c7829e03cb26e2c.png",494 "internal": true,495 "reflection": false,496 "clicks": 0497 }498 ],499 "read": true,500 "user_title": null,501 "reply_to_user": {502 "id": 21994,503 "username": "sampa",504 "name": "Sampa Misra",505 "avatar_template": "/letter_avatar_proxy/v4/letter/s/e8c25b/{size}.png"506 },507 "bookmarked": false,508 "actions_summary": [],509 "moderator": false,510 "admin": false,511 "staff": false,512 "user_id": 21832,513 "hidden": false,514 "trust_level": 2,515 "deleted_at": null,516 "user_deleted": false,517 "edit_reason": null,518 "can_view_edit_history": true,519 "wiki": false,520 "post_url": "/t/how-to-run-captum/66720/8",521 "can_accept_answer": false,522 "can_unaccept_answer": false,523 "accepted_answer": false,524 "topic_accepted_answer": null525 },526 {527 "id": 177834,528 "name": "Naresh Rangan",529 "username": "nareshr8",530 "avatar_template": "/user_avatar/discuss.pytorch.org/nareshr8/{size}/15280_2.png",531 "created_at": "2020-03-30T16:03:17.972Z",532 "cooked": "<p>I was able to resolve this issue. I actually was running each environment as a kernel in Jupyter notebook so as to easily switch environment. I had to install captum in the base environment as well to make this work.</p>",533 "post_number": 9,534 "post_type": 1,535 "posts_count": 10,536 "updated_at": "2020-03-30T16:03:17.972Z",537 "reply_count": 0,538 "reply_to_post_number": null,539 "quote_count": 0,540 "incoming_link_count": 6,541 "reads": 15,542 "readers_count": 14,543 "score": 33.0,544 "yours": false,545 "topic_id": 66720,546 "topic_slug": "how-to-run-captum",547 "display_username": "Naresh Rangan",548 "primary_group_name": null,549 "flair_name": null,550 "flair_url": null,551 "flair_bg_color": null,552 "flair_color": null,553 "flair_group_id": null,554 "badges_granted": [],555 "version": 1,556 "can_edit": false,557 "can_delete": false,558 "can_recover": false,559 "can_see_hidden_post": false,560 "can_wiki": false,561 "read": true,562 "user_title": null,563 "bookmarked": false,564 "actions_summary": [],565 "moderator": false,566 "admin": false,567 "staff": false,568 "user_id": 21832,569 "hidden": false,570 "trust_level": 2,571 "deleted_at": null,572 "user_deleted": false,573 "edit_reason": null,574 "can_view_edit_history": true,575 "wiki": false,576 "post_url": "/t/how-to-run-captum/66720/9",577 "can_accept_answer": false,578 "can_unaccept_answer": false,579 "accepted_answer": false,580 "topic_accepted_answer": null581 },582 {583 "id": 224196,584 "name": "",585 "username": "marie",586 "avatar_template": "/letter_avatar_proxy/v4/letter/m/bc8723/{size}.png",587 "created_at": "2020-08-26T13:48:07.811Z",588 "cooked": "<p>If I run my Code, I get the Output…</p>\n<p>Captum Insights widget created.<br>\nCaptumInsights(insights_config={‘classes’: [‘Class1’, ‘Class2’], ‘methods’: [‘Deconvolution’, ‘Deep Lift’, ‘Guided Backprop’, ‘Input X Gradient’, ‘Integrated Gradients’, ‘Saliency’, ‘Feature Ablation’, ‘Occlusion’], ‘method_arguments’: {‘Integrated Gradients’: {‘n_steps’: {‘value’: 25, ‘limit’: (2, None), ‘type’: ‘number’}, ‘method’: {‘value’: ‘gausslegendre’, ‘limit’: [‘riemann_left’, ‘riemann_right’, ‘riemann_middle’, ‘riemann_trapezoid’, ‘gausslegendre’], ‘type’: ‘enum’}}, ‘Feature Ablation’: {‘perturbations_per_eval’: {‘value’: 1, ‘limit’: (1, 100), ‘type’: ‘number’}}, ‘Occlusion’: {‘sliding_window_shapes’: {‘value’: ‘’, ‘type’: ‘string’}, ‘strides’: {‘value’: ‘’, ‘type’: ‘string’}, ‘perturbations_per_eval’: {‘value’: 1, ‘limit’: (1, 100), ‘type’: ‘number’}}}, ‘selected_method’: ‘Integrated Gradients’})<br>\nOutput()</p>\n<p>… but I don’t get a link to display the Widget in my browser. Any ideas? I’m using Python 3.7 with Anaconda.<br>\nIn the GitHub ReadMe it says:</p>\n<p>To build the widget from a checkout in a conda environment run</p>\n<pre><code class=\"lang-auto\">conda install -c conda-forge yarn\nBUILD_INSIGHTS=1 python setup.py develop\n</code></pre>\n<p>… but I can’t run the “BUILD_INSIGHTS=1 python setup.py develop”. Maybe that’s the problem, but I still don’t know how to resolve it.</p>\n<p>Thanks in advance <img src=\"https://discuss.pytorch.org/images/emoji/apple/slight_smile.png?v=9\" title=\":slight_smile:\" class=\"emoji\" alt=\":slight_smile:\"></p>",589 "post_number": 10,590 "post_type": 1,591 "posts_count": 10,592 "updated_at": "2020-08-26T13:48:07.811Z",593 "reply_count": 0,594 "reply_to_post_number": null,595 "quote_count": 0,596 "incoming_link_count": 10,597 "reads": 11,598 "readers_count": 10,599 "score": 52.2,600 "yours": false,601 "topic_id": 66720,602 "topic_slug": "how-to-run-captum",603 "display_username": "",604 "primary_group_name": null,605 "flair_name": null,606 "flair_url": null,607 "flair_bg_color": null,608 "flair_color": null,609 "flair_group_id": null,610 "badges_granted": [],611 "version": 1,612 "can_edit": false,613 "can_delete": false,614 "can_recover": false,615 "can_see_hidden_post": false,616 "can_wiki": false,617 "read": true,618 "user_title": null,619 "bookmarked": false,620 "actions_summary": [],621 "moderator": false,622 "admin": false,623 "staff": false,624 "user_id": 35978,625 "hidden": false,626 "trust_level": 1,627 "deleted_at": null,628 "user_deleted": false,629 "edit_reason": null,630 "can_view_edit_history": true,631 "wiki": false,632 "post_url": "/t/how-to-run-captum/66720/10",633 "can_accept_answer": false,634 "can_unaccept_answer": false,635 "accepted_answer": false,636 "topic_accepted_answer": null637 }638 ],639 "stream": [640 158760,641 158859,642 158920,643 159177,644 159186,645 159205,646 159233,647 177072,648 177834,649 224196650 ]651 },652 "timeline_lookup": [653 [654 1,655 2111656 ],657 [658 2,659 2110660 ],661 [662 4,663 2109664 ],665 [666 8,667 2038668 ],669 [670 9,671 2035672 ],673 [674 10,675 1886676 ]677 ],678 "suggested_topics": [679 {680 "fancy_title": "Removing clicks in an audio file with torchaudio",681 "id": 217889,682 "title": "Removing clicks in an audio file with torchaudio",683 "slug": "removing-clicks-in-an-audio-file-with-torchaudio",684 "posts_count": 2,685 "reply_count": 0,686 "highest_post_number": 2,687 "image_url": "https://discuss.pytorch.org/uploads/default/optimized/3X/c/f/cf3cc96497cb8286437681077e9cde3e0be375f8_2_1024x885.jpeg",688 "created_at": "2025-03-15T17:24:42.152Z",689 "last_posted_at": "2025-03-16T15:00:51.428Z",690 "bumped": true,691 "bumped_at": "2025-03-16T15:00:51.428Z",692 "archetype": "regular",693 "unseen": false,694 "pinned": false,695 "unpinned": null,696 "visible": true,697 "closed": false,698 "archived": false,699 "bookmarked": null,700 "liked": null,701 "tags_descriptions": {},702 "like_count": 0,703 "views": 88,704 "category_id": 1,705 "featured_link": null,706 "has_accepted_answer": false,707 "posters": [708 {709 "extras": null,710 "description": "Original Poster",711 "user": {712 "id": 83293,713 "username": "rodiram",714 "name": "rodiram",715 "avatar_template": "/letter_avatar_proxy/v4/letter/r/f08c70/{size}.png",716 "trust_level": 0717 }718 },719 {720 "extras": "latest",721 "description": "Most Recent Poster",722 "user": {723 "id": 18088,724 "username": "KFrank",725 "name": "K. 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Misra",1117 "avatar_template": "/letter_avatar_proxy/v4/letter/s/e8c25b/{size}.png"1118 },1119 "last_poster": {1120 "id": 35978,1121 "username": "marie",1122 "name": "",1123 "avatar_template": "/letter_avatar_proxy/v4/letter/m/bc8723/{size}.png"1124 },1125 "links": [1126 {1127 "url": "https://github.com/pytorch/captum",1128 "title": "GitHub - pytorch/captum: Model interpretability and understanding for PyTorch",1129 "internal": false,1130 "attachment": false,1131 "reflection": false,1132 "clicks": 47,1133 "user_id": 23833,1134 "domain": "github.com",1135 "root_domain": "github.com"1136 }1137 ]1138 },1139 "bookmarks": []1140 },1141 {1142 "post_stream": {1143 "posts": [1144 {1145 "id": 223845,1146 "name": "Shangguan91",1147 "username": "shangguan91",1148 "avatar_template": "/letter_avatar_proxy/v4/letter/s/a3d4f5/{size}.png",1149 "created_at": "2020-08-25T10:52:53.781Z",1150 "cooked": "<p>i have a datalist[0:59]. i used k-folder cross validation, split the data:<br>\n<div class=\"lightbox-wrapper\"><a class=\"lightbox\" href=\"https://discuss.pytorch.org/uploads/default/original/3X/2/a/2aaac8fbd19d6a3b51ac0c0af3b08e0629fbe526.png\" data-download-href=\"https://discuss.pytorch.org/uploads/default/2aaac8fbd19d6a3b51ac0c0af3b08e0629fbe526\" title=\"image\"><img src=\"https://discuss.pytorch.org/uploads/default/original/3X/2/a/2aaac8fbd19d6a3b51ac0c0af3b08e0629fbe526.png\" alt=\"image\" data-base62-sha1=\"65rXsTZb5VNXEprkPXk9p8rDwPk\" width=\"690\" height=\"337\" data-dominant-color=\"F6F6F6\"><div class=\"meta\"><svg class=\"fa d-icon d-icon-far-image svg-icon\" aria-hidden=\"true\"><use href=\"#far-image\"></use></svg><span class=\"filename\">image</span><span class=\"informations\">932×456 17.1 KB</span><svg class=\"fa d-icon d-icon-discourse-expand svg-icon\" aria-hidden=\"true\"><use href=\"#discourse-expand\"></use></svg></div></a></div> .</p>\n<p>But when i try to return the first split for my data, i get error<br>\n<div class=\"lightbox-wrapper\"><a class=\"lightbox\" href=\"https://discuss.pytorch.org/uploads/default/original/3X/1/5/15ce0f044085556be627bf13a2f6a2eb439903fd.png\" data-download-href=\"https://discuss.pytorch.org/uploads/default/15ce0f044085556be627bf13a2f6a2eb439903fd\" title=\"image\"><img src=\"https://discuss.pytorch.org/uploads/default/original/3X/1/5/15ce0f044085556be627bf13a2f6a2eb439903fd.png\" alt=\"image\" data-base62-sha1=\"36TvldrwVdQLaXD8356naRSI5qZ\" width=\"690\" height=\"182\" data-dominant-color=\"F4F4F7\"><div class=\"meta\"><svg class=\"fa d-icon d-icon-far-image svg-icon\" aria-hidden=\"true\"><use href=\"#far-image\"></use></svg><span class=\"filename\">image</span><span class=\"informations\">850×225 8.12 KB</span><svg class=\"fa d-icon d-icon-discourse-expand svg-icon\" aria-hidden=\"true\"><use href=\"#discourse-expand\"></use></svg></div></a></div> .</p>\n<p>How can i get the data_list from my tensor</p>",1151 "post_number": 1,1152 "post_type": 1,1153 "posts_count": 3,1154 "updated_at": "2020-08-25T10:52:53.781Z",1155 "reply_count": 0,1156 "reply_to_post_number": null,1157 "quote_count": 0,1158 "incoming_link_count": 16,1159 "reads": 6,1160 "readers_count": 5,1161 "score": 81.2,1162 "yours": false,1163 "topic_id": 94037,1164 "topic_slug": "return-the-data-according-to-the-torch-tensor",1165 "display_username": "Shangguan91",1166 "primary_group_name": null,1167 "flair_name": null,1168 "flair_url": null,1169 "flair_bg_color": null,1170 "flair_color": null,1171 "flair_group_id": null,1172 "badges_granted": [],1173 "version": 1,1174 "can_edit": false,1175 "can_delete": false,1176 "can_recover": false,1177 "can_see_hidden_post": false,1178 "can_wiki": false,1179 "link_counts": [1180 {1181 "url": "https://discuss.pytorch.org/uploads/default/original/3X/2/a/2aaac8fbd19d6a3b51ac0c0af3b08e0629fbe526.png",1182 "internal": true,1183 "reflection": false,1184 "clicks": 01185 },1186 {1187 "url": 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