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Anurag1734/cuda-error-resolution-analysis

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data-dominant-color=\"151515\"><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\">730×460 9.82 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>Does someone has an idea to fix this issue.<br>\nWhy does torch not work on Red Hat Enterprise Linux 8.10 (Ootpa), Linux 4.18.0-553.8.1.el8_10.x86_64 with CUDA?</p>",12          "post_number": 1,13          "post_type": 1,14          "posts_count": 2,15          "updated_at": "2024-09-05T13:01:06.863Z",16          "reply_count": 0,17          "reply_to_post_number": null,18          "quote_count": 0,19          "incoming_link_count": 81,20          "reads": 5,21          "readers_count": 4,22          "score": 406.0,23          "yours": false,24          "topic_id": 209151,25          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"/t/redhat-cuda-12-4-torch-gpu-not-avaiable/209151/1",56          "can_accept_answer": false,57          "can_unaccept_answer": false,58          "accepted_answer": false,59          "topic_accepted_answer": null,60          "can_vote": false61        },62        {63          "id": 453744,64          "name": "",65          "username": "ptrblck",66          "avatar_template": "/user_avatar/discuss.pytorch.org/ptrblck/{size}/1823_2.png",67          "created_at": "2024-09-05T14:04:23.187Z",68          "cooked": "<p>You’ve enabled <code>MIG</code> so make sure the right MIG setup is used and the desired slice is passed to <code>CUDA_VISIBLE_DEVICES</code>.</p>",69          "post_number": 2,70          "post_type": 1,71          "posts_count": 2,72          "updated_at": "2024-09-05T14:04:23.187Z",73          "reply_count": 0,74          "reply_to_post_number": null,75          "quote_count": 0,76          "incoming_link_count": 3,77          "reads": 4,78          "readers_count": 3,79     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"<p>Hello,</p>\n<p>PyTorch is great!</p>\n<p>I’m not an image/vision expert and I’m looking for a function analogous to <a href=\"https://www.tensorflow.org/versions/r1.9/api_docs/python/tf/contrib/image/sparse_image_warp?hl=en\" rel=\"nofollow noopener\">sparse_image_warp</a> from TensorFlow, but in Pytorch. Does anyone know if it it exists?</p>\n<p>Closest candidates I’ve found that don’t quite match:</p>\n<ul>\n<li><a href=\"https://torchgeometry.readthedocs.io/en/latest/_modules/torchgeometry/core/homography_warper.html\" rel=\"nofollow noopener\">Homography Warper</a></li>\n</ul>\n<p>Thanks a lot!</p>",531          "post_number": 1,532          "post_type": 1,533          "posts_count": 9,534          "updated_at": "2019-04-25T01:21:21.440Z",535          "reply_count": 0,536          "reply_to_post_number": null,537          "quote_count": 0,538          "incoming_link_count": 1636,539          "reads": 55,540          "readers_count": 54,541          "score": 8208.0,542          "yours": false,543          "topic_id": 43514,544          "topic_slug": "does-sparse-image-warp-from-tf-exist-in-pytorch",545          "display_username": "Zach C",546          "primary_group_name": null,547          "flair_name": null,548          "flair_url": null,549          "flair_bg_color": null,550          "flair_color": null,551          "flair_group_id": null,552          "badges_granted": [],553          "version": 2,554          "can_edit": false,555          "can_delete": false,556          "can_recover": false,557          "can_see_hidden_post": false,558          "can_wiki": false,559          "link_counts": [560            {561              "url": "https://torchgeometry.readthedocs.io/en/latest/_modules/torchgeometry/core/homography_warper.html",562              "internal": false,563              "reflection": false,564              "title": "torchgeometry.core.homography_warper — PyTorch Geometry documentation",565              "clicks": 43566            },567            {568              "url": "https://www.tensorflow.org/versions/r1.9/api_docs/python/tf/contrib/image/sparse_image_warp?hl=en",569              "internal": false,570              "reflection": false,571              "clicks": 37572            }573          ],574          "read": true,575          "user_title": null,576          "bookmarked": false,577          "actions_summary": [578            {579              "id": 2,580              "count": 1581            }582          ],583          "moderator": false,584          "admin": false,585          "staff": false,586          "user_id": 18007,587          "hidden": false,588          "trust_level": 1,589          "deleted_at": null,590          "user_deleted": false,591          "edit_reason": null,592          "can_view_edit_history": true,593          "wiki": false,594          "post_url": "/t/does-sparse-image-warp-from-tf-exist-in-pytorch/43514/1",595          "can_accept_answer": false,596          "can_unaccept_answer": false,597          "accepted_answer": false,598          "topic_accepted_answer": null,599          "can_vote": false600        },601        {602          "id": 108632,603          "name": "Liam Schoneveld",604          "username": "liam.schoneveld",605          "avatar_template": "/user_avatar/discuss.pytorch.org/liam.schoneveld/{size}/11574_2.png",606          "created_at": "2019-04-29T11:41:48.189Z",607          "cooked": "<p>Someone appears to have implemented it here:</p>\n<aside class=\"onebox githubblob\">\n  <header class=\"source\">\n      <a href=\"https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/exp/nb_SparseImageWarp.py\" target=\"_blank\" rel=\"nofollow noopener\">github.com</a>\n  </header>\n  <article class=\"onebox-body\">\n    <h4><a href=\"https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/exp/nb_SparseImageWarp.py\" target=\"_blank\" rel=\"nofollow noopener\">zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/exp/nb_SparseImageWarp.py</a></h4>\n<pre><code class=\"lang-py\">\n#################################################\n### THIS FILE WAS AUTOGENERATED! DO NOT EDIT! ###\n#################################################\n# file to edit: dev_nb/SparseImageWarp.ipynb\n\nimport torch\nimport numpy as np\n\ndef sparse_image_warp(img_tensor,\n                      source_control_point_locations,\n                      dest_control_point_locations,\n                      interpolation_order=2,\n                      regularization_weight=0.0,\n                      num_boundaries_points=0):\n    control_point_flows = (dest_control_point_locations - source_control_point_locations)\n\n#     clamp_boundaries = num_boundary_points &gt; 0\n#     boundary_points_per_edge = num_boundary_points - 1\n    batch_size, image_height, image_width = img_tensor.shape\n</code></pre>\n\n  This file has been truncated. <a href=\"https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/exp/nb_SparseImageWarp.py\" target=\"_blank\" rel=\"nofollow noopener\">show original</a>\n\n  </article>\n  <div class=\"onebox-metadata\">\n    \n    \n  </div>\n  <div style=\"clear: both\"></div>\n</aside>\n\n<p>See also:<br>\n<aside class=\"onebox githubblob\">\n  <header class=\"source\">\n      <a href=\"https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/SparseImageWarp.ipynb\" target=\"_blank\" rel=\"nofollow noopener\">github.com</a>\n  </header>\n  <article class=\"onebox-body\">\n    <h4><a href=\"https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/SparseImageWarp.ipynb\" target=\"_blank\" rel=\"nofollow noopener\">zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/SparseImageWarp.ipynb</a></h4>\n<pre><code class=\"lang-ipynb\">{\n \"cells\": [\n  {\n   \"cell_type\": \"markdown\",\n   \"metadata\": {},\n   \"source\": [\n    \"# TensorFlow's `sparse_image_warp` in Pytorch\"\n   ]\n  },\n  {\n   \"cell_type\": \"code\",\n   \"execution_count\": 111,\n   \"metadata\": {},\n   \"outputs\": [],\n   \"source\": [\n    \"# first call `%store spectro` in the other notebook to save spectro value here\\n\",\n    \"%store -r spectro\"\n   ]\n  },\n  {\n</code></pre>\n\n  This file has been truncated. <a href=\"https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/SparseImageWarp.ipynb\" target=\"_blank\" rel=\"nofollow noopener\">show original</a>\n\n  </article>\n  <div class=\"onebox-metadata\">\n    \n    \n  </div>\n  <div style=\"clear: both\"></div>\n</aside>\n</p>",608          "post_number": 2,609          "post_type": 1,610          "posts_count": 9,611          "updated_at": "2019-04-29T11:41:48.189Z",612          "reply_count": 0,613          "reply_to_post_number": null,614          "quote_count": 0,615          "incoming_link_count": 35,616          "reads": 54,617          "readers_count": 53,618          "score": 200.8,619          "yours": false,620          "topic_id": 43514,621          "topic_slug": "does-sparse-image-warp-from-tf-exist-in-pytorch",622          "display_username": "Liam Schoneveld",623          "primary_group_name": null,624          "flair_name": null,625          "flair_url": null,626          "flair_bg_color": null,627          "flair_color": null,628          "flair_group_id": null,629          "badges_granted": [],630          "version": 1,631          "can_edit": false,632          "can_delete": false,633          "can_recover": false,634          "can_see_hidden_post": false,635          "can_wiki": false,636          "link_counts": [637            {638              "url": "https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/exp/nb_SparseImageWarp.py",639              "internal": false,640              "reflection": false,641              "title": "spec_augment/nb_SparseImageWarp.py at 77335b74efc453c6bcd589357e8365ddcb7688aa · zcaceres/spec_augment · GitHub",642              "clicks": 241643            },644            {645              "url": "https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/SparseImageWarp.ipynb",646              "internal": false,647              "reflection": false,648              "title": "spec_augment/SparseImageWarp.ipynb at 77335b74efc453c6bcd589357e8365ddcb7688aa · zcaceres/spec_augment · GitHub",649              "clicks": 52650            }651          ],652          "read": true,653          "user_title": null,654          "bookmarked": false,655          "actions_summary": [656            {657              "id": 2,658              "count": 1659            }660          ],661          "moderator": false,662          "admin": false,663          "staff": false,664          "user_id": 18170,665          "hidden": false,666          "trust_level": 1,667          "deleted_at": null,668          "user_deleted": false,669          "edit_reason": null,670          "can_view_edit_history": true,671          "wiki": false,672          "post_url": "/t/does-sparse-image-warp-from-tf-exist-in-pytorch/43514/2",673          "can_accept_answer": false,674          "can_unaccept_answer": false,675          "accepted_answer": false,676          "topic_accepted_answer": null677        },678        {679          "id": 108681,680          "name": "Zach C",681          "username": "zachc",682          "avatar_template": "/letter_avatar_proxy/v4/letter/z/e19b73/{size}.png",683          "created_at": "2019-04-29T15:09:32.601Z",684          "cooked": "<p>Thanks, that’s actually me <img src=\"/images/emoji/apple/slight_smile.png?v=9\" title=\":slight_smile:\" class=\"emoji\" alt=\":slight_smile:\"></p>",685          "post_number": 3,686          "post_type": 1,687          "posts_count": 9,688          "updated_at": "2019-04-29T15:09:32.601Z",689          "reply_count": 0,690          "reply_to_post_number": null,691          "quote_count": 0,692          "incoming_link_count": 6,693          "reads": 49,694          "readers_count": 48,695          "score": 39.8,696          "yours": false,697          "topic_id": 43514,698          "topic_slug": "does-sparse-image-warp-from-tf-exist-in-pytorch",699          "display_username": "Zach C",700          "primary_group_name": null,701          "flair_name": null,702          "flair_url": null,703          "flair_bg_color": null,704          "flair_color": null,705          "flair_group_id": null,706          "badges_granted": [],707          "version": 1,708          "can_edit": false,709          "can_delete": false,710          "can_recover": false,711          "can_see_hidden_post": false,712          "can_wiki": false,713          "read": true,714          "user_title": null,715          "bookmarked": false,716          "actions_summary": [],717          "moderator": false,718          "admin": false,719          "staff": false,720          "user_id": 18007,721          "hidden": false,722          "trust_level": 1,723          "deleted_at": null,724          "user_deleted": false,725          "edit_reason": null,726          "can_view_edit_history": true,727          "wiki": false,728          "post_url": "/t/does-sparse-image-warp-from-tf-exist-in-pytorch/43514/3",729          "can_accept_answer": false,730          "can_unaccept_answer": false,731          "accepted_answer": false,732          "topic_accepted_answer": null733        },734        {735          "id": 109012,736          "name": "Liam Schoneveld",737          "username": "liam.schoneveld",738          "avatar_template": "/user_avatar/discuss.pytorch.org/liam.schoneveld/{size}/11574_2.png",739          "created_at": "2019-05-01T13:00:26.474Z",740          "cooked": "<p>Aha, well great job and thank you! Have found this spec augmentation stuff to be useful</p>",741          "post_number": 4,742          "post_type": 1,743          "posts_count": 9,744          "updated_at": "2019-05-01T13:00:26.474Z",745          "reply_count": 0,746          "reply_to_post_number": null,747          "quote_count": 0,748          "incoming_link_count": 14,749          "reads": 44,750          "readers_count": 43,751          "score": 93.8,752          "yours": false,753          "topic_id": 43514,754          "topic_slug": "does-sparse-image-warp-from-tf-exist-in-pytorch",755          "display_username": "Liam Schoneveld",756          "primary_group_name": null,757          "flair_name": null,758          "flair_url": null,759          "flair_bg_color": null,760          "flair_color": null,761          "flair_group_id": null,762          "badges_granted": [],763          "version": 1,764          "can_edit": false,765          "can_delete": false,766          "can_recover": false,767          "can_see_hidden_post": false,768          "can_wiki": false,769          "read": true,770          "user_title": null,771          "bookmarked": false,772          "actions_summary": [773            {774              "id": 2,775              "count": 1776            }777          ],778          "moderator": false,779          "admin": false,780          "staff": false,781          "user_id": 18170,782          "hidden": false,783          "trust_level": 1,784          "deleted_at": null,785          "user_deleted": false,786          "edit_reason": null,787          "can_view_edit_history": true,788          "wiki": false,789          "post_url": "/t/does-sparse-image-warp-from-tf-exist-in-pytorch/43514/4",790          "can_accept_answer": false,791          "can_unaccept_answer": false,792          "accepted_answer": false,793          "topic_accepted_answer": null794        },795        {796          "id": 127123,797          "name": "TGLS",798          "username": "taogelose",799          "avatar_template": "/user_avatar/discuss.pytorch.org/taogelose/{size}/14693_2.png",800          "created_at": "2019-08-03T07:32:47.788Z",801          "cooked": "<p>It seems that the code post by <a class=\"mention\" href=\"/u/liam.schoneveld\">@liam.schoneveld</a> can only deal with one channel image, which is used to augment speech data. I am wondering where can I find the code to tackle color image (Maybe I can simply add a dimension in the code?)</p>",802          "post_number": 5,803          "post_type": 1,804          "posts_count": 9,805          "updated_at": "2019-08-03T07:32:47.788Z",806          "reply_count": 0,807          "reply_to_post_number": null,808          "quote_count": 0,809          "incoming_link_count": 37,810          "reads": 38,811          "readers_count": 37,812          "score": 192.6,813          "yours": false,814          "topic_id": 43514,815          "topic_slug": "does-sparse-image-warp-from-tf-exist-in-pytorch",816          "display_username": "TGLS",817          "primary_group_name": null,818          "flair_name": null,819          "flair_url": null,820          "flair_bg_color": null,821          "flair_color": null,822          "flair_group_id": null,823          "badges_granted": [],824          "version": 1,825          "can_edit": false,826          "can_delete": false,827          "can_recover": false,828          "can_see_hidden_post": false,829          "can_wiki": false,830          "read": true,831          "user_title": null,832          "bookmarked": false,833          "actions_summary": [],834          "moderator": false,835          "admin": false,836          "staff": false,837          "user_id": 14725,838          "hidden": false,839          "trust_level": 1,840          "deleted_at": null,841          "user_deleted": false,842          "edit_reason": null,843          "can_view_edit_history": true,844          "wiki": false,845          "post_url": "/t/does-sparse-image-warp-from-tf-exist-in-pytorch/43514/5",846          "can_accept_answer": false,847          "can_unaccept_answer": false,848          "accepted_answer": false,849          "topic_accepted_answer": null850        },851        {852          "id": 129879,853          "name": "",854          "username": "bnehoran",855          "avatar_template": "/user_avatar/discuss.pytorch.org/bnehoran/{size}/14925_2.png",856          "created_at": "2019-08-18T04:53:35.931Z",857          "cooked": "<p>The closest analog in PyTorch is <a href=\"https://pytorch.org/docs/stable/nn.functional.html#grid-sample\" rel=\"nofollow noopener\"><code>torch.nn.functional.grid_sample()</code></a>, but this is actually closer to the <code>dense_image_warp</code> function.</p>\n<p>The conventions for the grid are also slightly different in PyTorch, but you can probably do a conversion to fit your needs.</p>\n<p>I hope this helps!</p>",858          "post_number": 6,859          "post_type": 1,860          "posts_count": 9,861          "updated_at": "2019-08-18T15:34:52.511Z",862          "reply_count": 1,863          "reply_to_post_number": null,864          "quote_count": 0,865          "incoming_link_count": 23,866          "reads": 32,867          "readers_count": 31,868          "score": 141.4,869          "yours": false,870          "topic_id": 43514,871          "topic_slug": "does-sparse-image-warp-from-tf-exist-in-pytorch",872          "display_username": "",873          "primary_group_name": null,874          "flair_name": null,875          "flair_url": null,876          "flair_bg_color": null,877          "flair_color": null,878          "flair_group_id": null,879          "badges_granted": [],880          "version": 3,881          "can_edit": false,882          "can_delete": false,883          "can_recover": false,884          "can_see_hidden_post": false,885          "can_wiki": false,886          "link_counts": [887            {888              "url": "https://pytorch.org/docs/stable/nn.functional.html#grid-sample",889              "internal": false,890              "reflection": false,891              "title": "torch.nn.functional — PyTorch master documentation",892              "clicks": 103893            }894          ],895          "read": true,896          "user_title": null,897          "bookmarked": false,898          "actions_summary": [899            {900              "id": 2,901              "count": 1902            }903          ],904          "moderator": false,905          "admin": false,906          "staff": false,907          "user_id": 21229,908          "hidden": false,909          "trust_level": 1,910          "deleted_at": null,911          "user_deleted": false,912          "edit_reason": null,913          "can_view_edit_history": true,914          "wiki": false,915          "post_url": "/t/does-sparse-image-warp-from-tf-exist-in-pytorch/43514/6",916          "can_accept_answer": false,917          "can_unaccept_answer": false,918          "accepted_answer": false,919          "topic_accepted_answer": null920        },921        {922          "id": 391179,923          "name": "G Moreno",924          "username": "gziz",925          "avatar_template": "/user_avatar/discuss.pytorch.org/gziz/{size}/58124_2.png",926          "created_at": "2023-03-09T00:49:43.689Z",927          "cooked": "<p>Did you find one? Thanks</p>",928          "post_number": 7,929          "post_type": 1,930          "posts_count": 9,931          "updated_at": "2023-03-09T00:49:43.689Z",932          "reply_count": 0,933          "reply_to_post_number": null,934          "quote_count": 0,935          "incoming_link_count": 3,936          "reads": 9,937          "readers_count": 8,938          "score": 16.8,939          "yours": false,940          "topic_id": 43514,941          "topic_slug": "does-sparse-image-warp-from-tf-exist-in-pytorch",942          "display_username": "G Moreno",943          "primary_group_name": null,944          "flair_name": null,945          "flair_url": null,946          "flair_bg_color": null,947          "flair_color": null,948          "flair_group_id": null,949          "badges_granted": [],950          "version": 1,951          "can_edit": false,952          "can_delete": false,953          "can_recover": false,954          "can_see_hidden_post": false,955          "can_wiki": false,956          "read": true,957          "user_title": null,958          "bookmarked": false,959          "actions_summary": [],960          "moderator": false,961          "admin": false,962          "staff": false,963          "user_id": 64039,964          "hidden": false,965          "trust_level": 1,966          "deleted_at": null,967          "user_deleted": false,968          "edit_reason": null,969          "can_view_edit_history": true,970          "wiki": false,971          "post_url": "/t/does-sparse-image-warp-from-tf-exist-in-pytorch/43514/7",972          "can_accept_answer": false,973          "can_unaccept_answer": false,974          "accepted_answer": false,975          "topic_accepted_answer": null976        },977        {978          "id": 391183,979          "name": "G Moreno",980          "username": "gziz",981          "avatar_template": "/user_avatar/discuss.pytorch.org/gziz/{size}/58124_2.png",982          "created_at": "2023-03-09T01:11:26.970Z",983          "cooked": "<p>Can you ellaborate a bit on this?</p>",984          "post_number": 8,985          "post_type": 1,986          "posts_count": 9,987          "updated_at": "2023-03-09T01:11:26.970Z",988          "reply_count": 0,989          "reply_to_post_number": 6,990          "quote_count": 0,991          "incoming_link_count": 4,992          "reads": 9,993          "readers_count": 8,994          "score": 21.8,995          "yours": false,996          "topic_id": 43514,997          "topic_slug": "does-sparse-image-warp-from-tf-exist-in-pytorch",998          "display_username": "G Moreno",999          "primary_group_name": null,1000          "flair_name": null,1001          "flair_url": null,1002          "flair_bg_color": null,1003          "flair_color": null,1004          "flair_group_id": null,1005          "badges_granted": [],1006          "version": 1,1007          "can_edit": false,1008          "can_delete": false,1009          "can_recover": false,1010          "can_see_hidden_post": false,1011          "can_wiki": false,1012          "read": true,1013          "user_title": null,1014          "reply_to_user": {1015            "id": 21229,1016            "username": "bnehoran",1017            "name": "",1018            "avatar_template": "/user_avatar/discuss.pytorch.org/bnehoran/{size}/14925_2.png"1019          },1020          "bookmarked": false,1021          "actions_summary": [],1022          "moderator": false,1023          "admin": false,1024          "staff": false,1025          "user_id": 64039,1026          "hidden": false,1027          "trust_level": 1,1028          "deleted_at": null,1029          "user_deleted": false,1030          "edit_reason": null,1031          "can_view_edit_history": true,1032          "wiki": false,1033          "post_url": "/t/does-sparse-image-warp-from-tf-exist-in-pytorch/43514/8",1034          "can_accept_answer": false,1035          "can_unaccept_answer": false,1036          "accepted_answer": false,1037          "topic_accepted_answer": null1038        },1039        {1040          "id": 453740,1041          "name": "Billy Ztb",1042          "username": "Billy-ZTB",1043          "avatar_template": "/user_avatar/discuss.pytorch.org/billy-ztb/{size}/66751_2.png",1044          "created_at": "2024-09-05T13:11:14.150Z",1045          "cooked": "<p>You can refer to<br>\n<a href=\"https://pydrobert-pytorch.readthedocs.io/en/latest/api/pydrobert/torch/functional.html#pydrobert.torch.functional.sparse_image_warp\" class=\"inline-onebox\" rel=\"noopener nofollow ugc\">functional — pydrobert-pytorch documentation</a>  for the same function.The function in spec_augment: <a href=\"https://github.com/zcaceres/spec_augment/blob/77335b74efc453c6bcd589357e8365ddcb7688aa/SparseImageWarp.ipynb\" class=\"inline-onebox\" rel=\"noopener nofollow ugc\">spec_augment/SparseImageWarp.ipynb at 77335b74efc453c6bcd589357e8365ddcb7688aa · zcaceres/spec_augment · GitHub</a>  is not working correctly.</p>",1046          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