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Anurag1734/cuda-error-resolution-analysis

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1[2  {3    "post_stream": {4      "posts": [5        {6          "id": 388074,7          "name": "π",8          "username": "p-i",9          "avatar_template": "/user_avatar/discuss.pytorch.org/p-i/{size}/57394_2.png",10          "created_at": "2023-02-17T07:02:50.165Z",11          "cooked": "<p><div class=\"lightbox-wrapper\"><a class=\"lightbox\" href=\"https://discuss.pytorch.org/uploads/default/original/3X/3/7/378b45cbda8637c5aa112d7e68f6483abaf60f7a.png\" data-download-href=\"https://discuss.pytorch.org/uploads/default/378b45cbda8637c5aa112d7e68f6483abaf60f7a\" title=\"Screenshot 2023-02-17 at 06.56.18\"><img src=\"https://discuss.pytorch.org/uploads/default/original/3X/3/7/378b45cbda8637c5aa112d7e68f6483abaf60f7a.png\" alt=\"Screenshot 2023-02-17 at 06.56.18\" data-base62-sha1=\"7VmEmXn2YVZQdg6LULwNbQ7AxZw\" width=\"690\" height=\"408\" data-dominant-color=\"171B21\"><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\">Screenshot 2023-02-17 at 06.56.18</span><span class=\"informations\">820×486 26.4 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>Is this really sane project management?</p>\n<p>When a branch is merged into master, why not delete the branch?</p>\n<p>And only persist branches corresponding to public releases…</p>",12          "post_number": 1,13          "post_type": 1,14          "posts_count": 5,15          "updated_at": "2023-02-17T07:02:50.165Z",16          "reply_count": 0,17          "reply_to_post_number": null,18          "quote_count": 0,19          "incoming_link_count": 15,20          "reads": 8,21          "readers_count": 7,22          "score": 76.6,23          "yours": false,24          "topic_id": 172812,25          "topic_slug": "pytorch-repo-has-14-971-branches",26          "display_username": "π",27        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  "deleted_at": null,116          "user_deleted": false,117          "edit_reason": null,118          "can_view_edit_history": true,119          "wiki": false,120          "post_url": "/t/pytorch-repo-has-14-971-branches/172812/2",121          "can_accept_answer": false,122          "can_unaccept_answer": false,123          "accepted_answer": false,124          "topic_accepted_answer": null125        },126        {127          "id": 388083,128          "name": "π",129          "username": "p-i",130          "avatar_template": "/user_avatar/discuss.pytorch.org/p-i/{size}/57394_2.png",131          "created_at": "2023-02-17T07:36:24.089Z",132          "cooked": "<pre><code class=\"lang-auto\">Screenshot 2023-02-17 at 06.56.18.png\n</code></pre>\n<p>3 branches in 3 mins then … <img src=\"https://discuss.pytorch.org/images/emoji/apple/grimacing.png?v=12\" title=\":grimacing:\" class=\"emoji\" alt=\":grimacing:\" loading=\"lazy\" width=\"20\" height=\"20\"></p>\n<p><div class=\"lightbox-wrapper\"><a class=\"lightbox\" href=\"https://discuss.pytorch.org/uploads/default/original/3X/f/f/ff5b818384680beeb46e921d9e2160ea3b12a17c.jpeg\" data-download-href=\"https://discuss.pytorch.org/uploads/default/ff5b818384680beeb46e921d9e2160ea3b12a17c\" title=\"Screenshot 2023-02-17 at 07.34.32\"><img src=\"https://discuss.pytorch.org/uploads/default/optimized/3X/f/f/ff5b818384680beeb46e921d9e2160ea3b12a17c_2_689x384.jpeg\" alt=\"Screenshot 2023-02-17 at 07.34.32\" data-base62-sha1=\"AqZNWgcLGtHGpPA5zM8v6N6EP2Q\" width=\"689\" height=\"384\" srcset=\"https://discuss.pytorch.org/uploads/default/optimized/3X/f/f/ff5b818384680beeb46e921d9e2160ea3b12a17c_2_689x384.jpeg, https://discuss.pytorch.org/uploads/default/optimized/3X/f/f/ff5b818384680beeb46e921d9e2160ea3b12a17c_2_1033x576.jpeg 1.5x, https://discuss.pytorch.org/uploads/default/original/3X/f/f/ff5b818384680beeb46e921d9e2160ea3b12a17c.jpeg 2x\" data-dominant-color=\"E3E4C4\"><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\">Screenshot 2023-02-17 at 07.34.32</span><span class=\"informations\">1308×728 50.7 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>^ <span class=\"mention\">@TeamPyTorch</span> I have this guy’s number if you’re looking for a ProjectManager/devops.</p>",133          "post_number": 3,134          "post_type": 1,135          "posts_count": 5,136          "updated_at": "2023-02-17T07:36:24.089Z",137          "reply_count": 1,138          "reply_to_post_number": 2,139          "quote_count": 0,140          "incoming_link_count": 0,141          "reads": 8,142          "readers_count": 7,143          "score": 6.6,144          "yours": false,145          "topic_id": 172812,146          "topic_slug": "pytorch-repo-has-14-971-branches",147          "display_username": 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"2023-02-17T07:43:52.532Z",202          "cooked": "<p>A lot of non-release branches seem to be a few years behind without any commit</p>",203          "post_number": 4,204          "post_type": 1,205          "posts_count": 5,206          "updated_at": "2023-02-17T07:43:52.532Z",207          "reply_count": 1,208          "reply_to_post_number": 3,209          "quote_count": 0,210          "incoming_link_count": 1,211          "reads": 8,212          "readers_count": 7,213          "score": 11.6,214          "yours": false,215          "topic_id": 172812,216          "topic_slug": "pytorch-repo-has-14-971-branches",217          "display_username": "Mert Kurttutan",218          "primary_group_name": null,219          "flair_name": null,220          "flair_url": null,221          "flair_bg_color": null,222          "flair_color": null,223          "flair_group_id": null,224          "badges_granted": [],225          "version": 1,226          "can_edit": false,227          "can_delete": 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I am running code from another repository and ran into the above error. I have looked into it online, and none of the solutions I have found work for me. I have already verified that the model is on cuda:0, so it is the data objects that are lingering on the CPU.</p>\n<p>The dataloader is obtained from a dataset as follows:</p>\n<pre><code class=\"lang-auto\">eval_dataloader = self.get_eval_dataloader(eval_dataset) #in a class inheriting from Seq2SeqTrainer\n</code></pre>\n<p>Later, the code is run as follows:</p>\n<pre><code class=\"lang-auto\">output = eval_loop(\n        eval_dataloader,\n        description=\"Evaluation\",\n        prediction_loss_only=True if compute_metrics is None else None,\n        ignore_keys=ignore_keys,\n)\n</code></pre>\n<p>Eval loop here is get_evaluation_loop from the transformers trainer class. So the point is, because of the way this is run I don’t think I can move the batches to the GPU just before training on them; it is run through the eval_loop method rather than through a modifiable for loop.</p>\n<p>From here, I have tried many methods to move the dataloader to the GPU, including:</p>\n<pre><code class=\"lang-auto\">for batch in eval_dataloader:\nfor k, v in batch.items():\n        v = v.to(device)\n        batch[k] = v\n</code></pre>\n<p>But, for whatever reason, I still get this error. Any suggestions as to how I can fix this? Thanks!</p>",812          "post_number": 1,813          "post_type": 1,814          "posts_count": 2,815          "updated_at": "2023-02-17T04:22:50.403Z",816          "reply_count": 1,817          "reply_to_post_number": null,818          "quote_count": 0,819          "incoming_link_count": 76,820          "reads": 3,821          "readers_count": 2,822          "score": 385.6,823          "yours": false,824          "topic_id": 172801,825          "topic_slug": "expected-tensors-to-be-on-one-device-but-found-two-cpu-and-cuda-0",826          "display_username": "",827          "primary_group_name": null,828          "flair_name": null,829          "flair_url": null,830          "flair_bg_color": null,831          "flair_color": null,832          "flair_group_id": null,833          "badges_granted": [],834          "version": 2,835          "can_edit": false,836          "can_delete": false,837          "can_recover": false,838          "can_see_hidden_post": false,839          "can_wiki": false,840          "read": true,841          "user_title": "",842          "bookmarked": false,843          "actions_summary": [],844          "moderator": false,845          "admin": false,846          "staff": false,847          "user_id": 62852,848          "hidden": false,849          "trust_level": 1,850          "deleted_at": null,851          "user_deleted": false,852          "edit_reason": null,853          "can_view_edit_history": true,854          "wiki": false,855          "post_url": "/t/expected-tensors-to-be-on-one-device-but-found-two-cpu-and-cuda-0/172801/1",856          "can_accept_answer": false,857          "can_unaccept_answer": false,858          "accepted_answer": false,859          "topic_accepted_answer": null,860          "can_vote": false861        },862        {863          "id": 388084,864          "name": "",865          "username": "ptrblck",866          "avatar_template": "/user_avatar/discuss.pytorch.org/ptrblck/{size}/1823_2.png",867          "created_at": "2023-02-17T07:41:06.250Z",868          "cooked": "<aside class=\"quote no-group\" data-username=\"nlp_8172\" data-post=\"1\" data-topic=\"172801\">\n<div class=\"title\">\n<div class=\"quote-controls\"></div>\n<img loading=\"lazy\" alt=\"\" width=\"24\" height=\"24\" src=\"https://discuss.pytorch.org/user_avatar/discuss.pytorch.org/nlp_8172/48/56774_2.png\" class=\"avatar\"> nlp_8172:</div>\n<blockquote>\n<p>Eval loop here is get_evaluation_loop from the transformers trainer class. So the point is, because of the way this is run I don’t think I can move the batches to the GPU just before training on them;</p>\n</blockquote>\n</aside>\n<p>In this case I would recommend checking the trainer class code to see where the data is supposedly moved to the device, as the error seems to come from the higher-level API you are using.</p>",869          "post_number": 2,870          "post_type": 1,871          "posts_count": 2,872          "updated_at": "2023-02-17T07:41:06.250Z",873          "reply_count": 0,874          "reply_to_post_number": null,875          "quote_count": 1,876          "incoming_link_count": 3,877          "reads": 2,878          "readers_count": 1,879          "score": 15.4,880          "yours": false,881          "topic_id": 172801,882          "topic_slug": "expected-tensors-to-be-on-one-device-but-found-two-cpu-and-cuda-0",883          "display_username": "",884          "primary_group_name": null,885          "flair_name": null,886          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