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Anurag1734/cuda-error-resolution-analysis

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   "last_poster": {419        "id": 27578,420        "username": "vyaslkv",421        "name": "LALIT VYAS",422        "avatar_template": "/user_avatar/discuss.pytorch.org/vyaslkv/{size}/20509_2.png"423      }424    },425    "bookmarks": []426  },427  {428    "post_stream": {429      "posts": [430        {431          "id": 257328,432          "name": "Federico Strati",433          "username": "fstrati70",434          "avatar_template": "/letter_avatar_proxy/v4/letter/f/5f9b8f/{size}.png",435          "created_at": "2021-01-15T16:44:33.944Z",436          "cooked": "<p>I’m trying to interpret the output of FasterRCNN in C++ and I’m fighting with the GenericDict type.</p>\n<p>My code is as follows:</p>\n<pre><code class=\"lang-auto\">#include &lt;opencv4/opencv2/opencv.hpp&gt;\n#include &lt;opencv4/opencv2/shape.hpp&gt;\n#include &lt;opencv4/opencv2/imgcodecs.hpp&gt;\n#include &lt;opencv4/opencv2/highgui.hpp&gt;\n#include &lt;opencv4/opencv2/imgproc.hpp&gt;\n#include &lt;opencv4/opencv2/core/utility.hpp&gt;\n#include &lt;opencv4/opencv2/core/mat.hpp&gt;\n\n#include &lt;c10/cuda/CUDAStream.h&gt;\n#include &lt;torch/csrc/autograd/grad_mode.h&gt;\n\n#include &lt;torch/csrc/api/include/torch/torch.h&gt;\n#include &lt;torch/script.h&gt;\n#include &lt;torchvision/vision.h&gt;\n#include &lt;torchvision/nms.h&gt;\n\n#include &lt;iostream&gt;\n#include &lt;memory&gt;\n#include &lt;string&gt;\n\nint main(int argc, const char* argv[])\n{\n    if (argc != 3)\n    {\n        printf(\"usage: %s &lt;path-to-exported-script-module&gt; &lt;image_to_test&gt;\\n\",argv[0]);\n        return -1;\n    }\n\n    std::string module_filename = argv[1];\n    std::string image_file = argv[2];\n\n    try\n    {\n        cv::Mat input_img = cv::imread(image_file, cv::IMREAD_GRAYSCALE);\n\n        torch::autograd::AutoGradMode guard(false);\n        // Deserialize the ScriptModule from a file using torch::jit::load().\n        torch::jit::script::Module module = torch::jit::load(module_filename);\n\n        assert(module.buffers().size() &gt; 0);\n\n        module.eval();\n\n        // Assume that the entire model is on the same device.\n        // We just put input to this device.\n        auto device = (*std::begin(module.buffers())).device();\n\n        const int height = input_img.rows;\n        const int width  = input_img.cols;\n        const int channels = 1;\n\n        auto input = torch::from_blob(input_img.data, {height, width, channels}, torch::kUInt8);\n        // HWC to CHW\n        // input = input.to(device, torch::kFloat).permute({2, 0, 1}).contiguous();\n        input = input.to(device, torch::kFloat).permute({2, 0, 1}).contiguous();\n\n        // run the network\n        std::vector&lt;at::Tensor&gt; inputs;\n        inputs.push_back(input);\n        auto output = module.forward({inputs});\n        if (device.is_cuda())\n            c10::cuda::getCurrentCUDAStream().synchronize();\n\n        std::cout &lt;&lt; \"output: \" &lt;&lt; output &lt;&lt; std::endl;\n\n        auto outputs = output.toTuple()-&gt;elements();\n\n        std::cout &lt;&lt; \"outputs: \" &lt;&lt; outputs &lt;&lt; std::endl;\n\n        for( auto&amp; elem : outputs )\n        {\n            std::cout &lt;&lt; \"elem: \" &lt;&lt; elem &lt;&lt; std::endl;\n            if( elem.isGenericDict() )\n            {\n                std::cout &lt;&lt; \"elem is generic dict: \" &lt;&lt; elem &lt;&lt; std::endl;\n                c10::Dict&lt;c10::IValue, c10::IValue&gt; dict = elem.toGenericDict();\n\n                auto elem_vector_0 = dict.at(c10::IValue(\"scores\")).toIntVector();\n                auto elem_vector_1 = dict.at(c10::IValue(\"boxes\")).toIntVector();\n                auto elem_vector_2 = dict.at(c10::IValue(\"labels\")).toIntVector();\n\n                for( auto&amp; ee0 : elem_vector_0 )\n                {\n                    std::cout &lt;&lt; \"elem_vector_0\" &lt;&lt; ee0 &lt;&lt; std::endl;\n                }\n                for( auto&amp; ee0 : elem_vector_1 )\n                {\n                    std::cout &lt;&lt; \"elem_vector_1\" &lt;&lt; ee0 &lt;&lt; std::endl;\n                }\n                for( auto&amp; ee0 : elem_vector_2 )\n                {\n                    std::cout &lt;&lt; \"elem_vector_2\" &lt;&lt; ee0 &lt;&lt; std::endl;\n                }\n            }\n        }\n\n        cv::namedWindow(\"Display Image\", cv::WINDOW_AUTOSIZE );\n        cv::imshow(\"Display Image\", input_img);\n        cv::waitKey(0);\n    }\n    catch(const c10::Error&amp; e)\n    {\n        std::cerr &lt;&lt; e.what() &lt;&lt; std::endl;\n        return -1;\n    }\n    catch(const cv::Exception&amp; e)\n    {\n        std::cerr &lt;&lt; e.what() &lt;&lt; std::endl;\n        return -1;\n    }\n    catch(const std::exception&amp; e)\n    {\n        std::cerr &lt;&lt; e.what() &lt;&lt; std::endl;\n        return -1;\n    }\n    catch(...)\n    {\n        std::cerr &lt;&lt; \"Unknown error\" &lt;&lt; std::endl;\n        return -1;\n    }\n\n    std::cout &lt;&lt; \"ok\\n\";\n    return 0;\n}\n</code></pre>\n<p>and the output is:</p>\n<pre><code class=\"lang-auto\">(base) fstrati@fstrati-desktop:~/libtorch_shared_cuda_10.1/load_and_run_model/Release$ ./load_and_run_model ./torch_script_v0.2.pt test_img.png \n[W faster_rcnn.py:95] Warning: RCNN always returns a (Losses, Detections) tuple in scripting (function )\noutput: ({}, [{boxes: [ CPUFloatType{0,4} ], labels: [ CPULongType{0} ], scores: [ CPUFloatType{0} ]}])\noutputs: {} [{boxes: [ CPUFloatType{0,4} ], labels: [ CPULongType{0} ], scores: [ CPUFloatType{0} ]}]\nelem: {}\nelem is generic dict: {}\nArgument passed to at() was not in the map.\n</code></pre>\n<p>I’m struggling to find a way to extract the boxes, labels and scores from the dictionary GenericDict.</p>\n<p>This map is strange, I cannot iterate on it and I cannot access first and second types… with it-&gt;first it-&gt;second</p>\n<p>Any ideas ?</p>\n<p>Thanks in advance</p>",437          "post_number": 1,438          "post_type": 1,439          "posts_count": 9,440          "updated_at": "2021-01-15T16:44:33.944Z",441          "reply_count": 0,442          "reply_to_post_number": null,443          "quote_count": 0,444          "incoming_link_count": 490,445          "reads": 27,446          "readers_count": 26,447          "score": 2470.4,448          "yours": false,449          "topic_id": 108959,450          "topic_slug": "question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type",451          "display_username": "Federico Strati",452          "primary_group_name": null,453          "flair_name": null,454          "flair_url": null,455          "flair_bg_color": null,456          "flair_color": null,457          "flair_group_id": null,458          "badges_granted": [],459          "version": 1,460          "can_edit": false,461          "can_delete": false,462          "can_recover": false,463          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269879,494          "name": "",495          "username": "ms28",496          "avatar_template": "/letter_avatar_proxy/v4/letter/m/bbce88/{size}.png",497          "created_at": "2021-03-12T16:26:45.040Z",498          "cooked": "<p>Hi, I am having the same problem. Have you found a solution ?</p>",499          "post_number": 2,500          "post_type": 1,501          "posts_count": 9,502          "updated_at": "2021-03-12T16:26:45.040Z",503          "reply_count": 0,504          "reply_to_post_number": null,505          "quote_count": 0,506          "incoming_link_count": 5,507          "reads": 22,508          "readers_count": 21,509          "score": 29.4,510          "yours": false,511          "topic_id": 108959,512          "topic_slug": "question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type",513          "display_username": "",514          "primary_group_name": null,515          "flair_name": null,516          "flair_url": null,517          "flair_bg_color": null,518          "flair_color": null,519          "flair_group_id": null,520          "badges_granted": [],521          "version": 1,522          "can_edit": false,523          "can_delete": false,524          "can_recover": false,525          "can_see_hidden_post": false,526          "can_wiki": false,527          "read": true,528          "user_title": null,529          "bookmarked": false,530          "actions_summary": [],531          "moderator": false,532          "admin": false,533          "staff": false,534          "user_id": 43027,535          "hidden": false,536          "trust_level": 1,537          "deleted_at": null,538          "user_deleted": false,539          "edit_reason": null,540          "can_view_edit_history": true,541          "wiki": false,542          "post_url": "/t/question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type/108959/2",543          "can_accept_answer": false,544          "can_unaccept_answer": false,545          "accepted_answer": false,546          "topic_accepted_answer": null547        },548        {549          "id": 287827,550          "name": "Mikhail Miha",551          "username": "Mikhail_Miha",552          "avatar_template": "/user_avatar/discuss.pytorch.org/mikhail_miha/{size}/30049_2.png",553          "created_at": "2021-06-02T21:09:52.164Z",554          "cooked": "<p>Hi! I’ve got the same. Did you overcame that obstacle? Could you advise something?</p>",555          "post_number": 4,556          "post_type": 1,557          "posts_count": 9,558          "updated_at": "2021-06-02T21:10:36.499Z",559          "reply_count": 0,560          "reply_to_post_number": null,561          "quote_count": 0,562          "incoming_link_count": 12,563          "reads": 19,564          "readers_count": 18,565          "score": 63.8,566          "yours": false,567          "topic_id": 108959,568          "topic_slug": "question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type",569          "display_username": "Mikhail Miha",570          "primary_group_name": null,571          "flair_name": null,572          "flair_url": null,573          "flair_bg_color": null,574          "flair_color": null,575          "flair_group_id": null,576          "badges_granted": [],577          "version": 1,578          "can_edit": false,579          "can_delete": false,580          "can_recover": false,581          "can_see_hidden_post": false,582          "can_wiki": false,583          "read": true,584          "user_title": null,585          "bookmarked": false,586          "actions_summary": [],587          "moderator": false,588          "admin": false,589          "staff": false,590          "user_id": 43732,591          "hidden": false,592          "trust_level": 1,593          "deleted_at": null,594          "user_deleted": false,595          "edit_reason": null,596          "can_view_edit_history": true,597          "wiki": false,598          "post_url": "/t/question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type/108959/4",599          "can_accept_answer": false,600          "can_unaccept_answer": false,601          "accepted_answer": false,602          "topic_accepted_answer": null603        },604        {605          "id": 293563,606          "name": "Kou Wei Bin",607          "username": "KouWeiBin",608          "avatar_template": "/user_avatar/discuss.pytorch.org/kouweibin/{size}/39771_2.png",609          "created_at": "2021-07-02T06:59:30.822Z",610          "cooked": "<p>you can try following code:</p>\n<pre><code class=\"lang-auto\">\n    auto val_out = out[1].toList().get(0).toGenericDict();\n    auto boxes = val_out.at(\"boxes\");\n    auto scores = val_out.at(\"scores\");\n\n\n    at::Tensor bbox = boxes.toTensor().data();\n    at::Tensor bscore = scores.toTensor().data();\n</code></pre>",611          "post_number": 5,612          "post_type": 1,613          "posts_count": 9,614          "updated_at": "2021-07-02T06:59:30.822Z",615          "reply_count": 1,616          "reply_to_post_number": null,617          "quote_count": 0,618          "incoming_link_count": 4,619          "reads": 19,620          "readers_count": 18,621          "score": 43.8,622          "yours": false,623          "topic_id": 108959,624          "topic_slug": "question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type",625          "display_username": "Kou Wei Bin",626          "primary_group_name": null,627          "flair_name": null,628          "flair_url": null,629          "flair_bg_color": null,630          "flair_color": null,631          "flair_group_id": null,632          "badges_granted": [],633          "version": 1,634          "can_edit": false,635          "can_delete": false,636          "can_recover": false,637          "can_see_hidden_post": false,638          "can_wiki": false,639          "read": true,640          "user_title": null,641          "bookmarked": false,642          "actions_summary": [643            {644              "id": 2,645              "count": 1646            }647          ],648          "moderator": false,649          "admin": false,650          "staff": false,651          "user_id": 46718,652          "hidden": false,653          "trust_level": 1,654          "deleted_at": null,655          "user_deleted": false,656          "edit_reason": null,657          "can_view_edit_history": true,658          "wiki": false,659          "post_url": "/t/question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type/108959/5",660          "can_accept_answer": false,661          "can_unaccept_answer": false,662          "accepted_answer": false,663          "topic_accepted_answer": null664        },665        {666          "id": 293567,667          "name": "Kou Wei Bin",668          "username": "KouWeiBin",669          "avatar_template": "/user_avatar/discuss.pytorch.org/kouweibin/{size}/39771_2.png",670          "created_at": "2021-07-02T07:10:57.597Z",671          "cooked": "<p>Can you share me your code which is used to convert the model trained by python to Torchscript model? Actually I used my code to convert. but the torchscipt model always occur issue in forward function.</p>",672          "post_number": 6,673          "post_type": 1,674          "posts_count": 9,675          "updated_at": "2021-07-02T07:10:57.597Z",676          "reply_count": 0,677          "reply_to_post_number": null,678          "quote_count": 0,679          "incoming_link_count": 1,680          "reads": 18,681          "readers_count": 17,682          "score": 8.6,683          "yours": false,684          "topic_id": 108959,685          "topic_slug": "question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type",686          "display_username": "Kou Wei Bin",687          "primary_group_name": null,688          "flair_name": null,689          "flair_url": null,690          "flair_bg_color": null,691          "flair_color": null,692          "flair_group_id": null,693          "badges_granted": [],694          "version": 1,695          "can_edit": false,696          "can_delete": false,697          "can_recover": false,698          "can_see_hidden_post": false,699          "can_wiki": false,700          "read": true,701          "user_title": null,702          "bookmarked": false,703          "actions_summary": [],704          "moderator": false,705          "admin": false,706          "staff": false,707          "user_id": 46718,708          "hidden": false,709          "trust_level": 1,710          "deleted_at": null,711          "user_deleted": false,712          "edit_reason": null,713          "can_view_edit_history": true,714          "wiki": false,715          "post_url": "/t/question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type/108959/6",716          "can_accept_answer": false,717          "can_unaccept_answer": false,718          "accepted_answer": false,719          "topic_accepted_answer": null720        },721        {722          "id": 293665,723          "name": "Mikhail Miha",724          "username": "Mikhail_Miha",725          "avatar_template": "/user_avatar/discuss.pytorch.org/mikhail_miha/{size}/30049_2.png",726          "created_at": "2021-07-02T16:32:53.419Z",727          "cooked": "<p>Yes it works!!! <img src=\"https://discuss.pytorch.org/images/emoji/apple/+1.png?v=9\" title=\":+1:\" class=\"emoji\" alt=\":+1:\"></p>",728          "post_number": 7,729          "post_type": 1,730          "posts_count": 9,731          "updated_at": "2021-07-02T16:32:53.419Z",732          "reply_count": 1,733          "reply_to_post_number": 5,734          "quote_count": 0,735          "incoming_link_count": 0,736          "reads": 17,737          "readers_count": 16,738          "score": 8.4,739          "yours": false,740          "topic_id": 108959,741          "topic_slug": "question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type",742          "display_username": "Mikhail Miha",743          "primary_group_name": null,744          "flair_name": null,745          "flair_url": null,746          "flair_bg_color": null,747          "flair_color": null,748          "flair_group_id": null,749          "badges_granted": [],750          "version": 1,751          "can_edit": false,752          "can_delete": false,753          "can_recover": false,754          "can_see_hidden_post": false,755          "can_wiki": false,756          "read": true,757          "user_title": null,758          "reply_to_user": {759            "id": 46718,760            "username": "KouWeiBin",761            "name": "Kou Wei Bin",762            "avatar_template": "/user_avatar/discuss.pytorch.org/kouweibin/{size}/39771_2.png"763          },764          "bookmarked": false,765          "actions_summary": [],766          "moderator": false,767          "admin": false,768          "staff": false,769          "user_id": 43732,770          "hidden": false,771          "trust_level": 1,772          "deleted_at": null,773          "user_deleted": false,774          "edit_reason": null,775          "can_view_edit_history": true,776          "wiki": false,777          "post_url": "/t/question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type/108959/7",778          "can_accept_answer": false,779          "can_unaccept_answer": false,780          "accepted_answer": false,781          "topic_accepted_answer": null782        },783        {784          "id": 293719,785          "name": "Kou Wei Bin",786          "username": "KouWeiBin",787          "avatar_template": "/user_avatar/discuss.pytorch.org/kouweibin/{size}/39771_2.png",788          "created_at": "2021-07-03T00:20:05.597Z",789          "cooked": "<p>I am very glad that it can benefit for you.<br>\ncan you share me your code which is used to convert the the trained model by python to Torchscript?</p>",790          "post_number": 8,791          "post_type": 1,792          "posts_count": 9,793          "updated_at": "2021-07-03T00:20:05.597Z",794          "reply_count": 1,795          "reply_to_post_number": 7,796          "quote_count": 0,797          "incoming_link_count": 2,798          "reads": 14,799          "readers_count": 13,800          "score": 17.8,801          "yours": false,802          "topic_id": 108959,803          "topic_slug": "question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type",804          "display_username": "Kou Wei Bin",805          "primary_group_name": null,806          "flair_name": null,807          "flair_url": null,808          "flair_bg_color": null,809          "flair_color": null,810          "flair_group_id": null,811          "badges_granted": [],812          "version": 1,813          "can_edit": false,814          "can_delete": false,815          "can_recover": false,816          "can_see_hidden_post": false,817          "can_wiki": false,818          "read": true,819          "user_title": null,820          "reply_to_user": {821            "id": 43732,822            "username": "Mikhail_Miha",823            "name": "Mikhail Miha",824            "avatar_template": "/user_avatar/discuss.pytorch.org/mikhail_miha/{size}/30049_2.png"825          },826          "bookmarked": false,827          "actions_summary": [],828          "moderator": false,829          "admin": false,830          "staff": false,831          "user_id": 46718,832          "hidden": false,833          "trust_level": 1,834          "deleted_at": null,835          "user_deleted": false,836          "edit_reason": null,837          "can_view_edit_history": true,838          "wiki": false,839          "post_url": "/t/question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type/108959/8",840          "can_accept_answer": false,841          "can_unaccept_answer": false,842          "accepted_answer": false,843          "topic_accepted_answer": null844        },845        {846          "id": 293743,847          "name": "Mikhail Miha",848          "username": "Mikhail_Miha",849          "avatar_template": "/user_avatar/discuss.pytorch.org/mikhail_miha/{size}/30049_2.png",850          "created_at": "2021-07-03T07:14:59.347Z",851          "cooked": "<p>Hello<br>\nWhere to send  code?</p>",852          "post_number": 9,853          "post_type": 1,854          "posts_count": 9,855          "updated_at": "2021-07-03T07:14:59.347Z",856          "reply_count": 1,857          "reply_to_post_number": 8,858          "quote_count": 0,859          "incoming_link_count": 1,860          "reads": 13,861          "readers_count": 12,862          "score": 12.6,863          "yours": false,864          "topic_id": 108959,865          "topic_slug": "question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type",866          "display_username": "Mikhail Miha",867          "primary_group_name": null,868          "flair_name": null,869          "flair_url": null,870          "flair_bg_color": null,871          "flair_color": null,872          "flair_group_id": 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"/t/question-on-how-to-interpret-the-output-of-fasterrcnn-in-c-with-the-genericdict-type/108959/9",902          "can_accept_answer": false,903          "can_unaccept_answer": false,904          "accepted_answer": false,905          "topic_accepted_answer": null906        },907        {908          "id": 293745,909          "name": "Kou Wei Bin",910          "username": "KouWeiBin",911          "avatar_template": "/user_avatar/discuss.pytorch.org/kouweibin/{size}/39771_2.png",912          "created_at": "2021-07-03T07:30:23.450Z",913          "cooked": "<p>Thanks for your reply!</p>\n<p>you can send the code to <a href=\"mailto:qvb751201402@163.com\">qvb751201402@163.com</a>; or you can pose the code between <code> </code>  here!</p>",914          "post_number": 10,915          "post_type": 1,916          "posts_count": 9,917          "updated_at": "2021-07-03T07:30:23.450Z",918          "reply_count": 0,919          "reply_to_post_number": 9,920          "quote_count": 0,921          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