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2017-01-18 18:50:08
2026-01-06 07:33:18
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pytorch/examples
759
torch::Tensor can't be use with std::tuple or std::vector?
#include <torch/torch.h> #include <Windows.h> #include <iostream> #include <string> #include <vector> auto ReadRsv(const std::string path) { HANDLE filea= CreateFileA((LPCSTR)path.c_str(), GENERIC_READ, FILE_SHARE_READ | FILE_SHARE_WRITE, NULL, OPEN_EXISTING, FILE_FLAG_SEQUENTIAL_SCAN,NULL); int cout; int ...
https://github.com/pytorch/examples/issues/759
open
[ "c++" ]
2020-04-24T04:46:38Z
2022-03-09T20:49:36Z
1
williamlzw
pytorch/pytorch
37,201
Libtorch:how to create tensor from tensorRT fp16 cuda half type pointer?
how to create tensor from tensorRT fp16 half type pointer in libtorch? I am working on a detection model. I change the backbone of it to tensorRT to do FP16 inference, and the detection code such as decode boxes and nms is done in libtorch and torchvisoin, so how to create fp16 tensor from tensorRT half type pointers?...
https://github.com/pytorch/pytorch/issues/37201
closed
[ "module: cpp", "triaged" ]
2020-04-24T02:19:45Z
2020-04-29T03:28:20Z
null
Edwardmark
pytorch/pytorch
37,134
C++ model output is a List, how to get each item?
## ❓ Questions and Help I'm using PyTorch1.3 and libtorch1.3. In python, my scripted model's returned type is `List[List[Dict[str, Tensor]]]` In C++, I get model output from `auto output = model.forward(inputs);`, I find that output is a `GenericList`. I don't know how to access each item of GenericList, and I w...
https://github.com/pytorch/pytorch/issues/37134
closed
[]
2020-04-23T07:53:56Z
2020-04-23T12:07:01Z
null
kaituoxu
pytorch/pytorch
37,132
How to rebuild the libtorch to get the lib.so after download the libtorch from https://download.pytorch.org/libtorch/nightly/cu92/libtorch-win-shared-with-deps-latest.zip?
how to build and make libtorch after I change the code in https://download.pytorch.org/libtorch/nightly/cu92/libtorch-win-shared-with-deps-latest.zip? Any guide please? Thanks in advance.
https://github.com/pytorch/pytorch/issues/37132
closed
[]
2020-04-23T06:08:40Z
2020-04-23T07:22:20Z
null
Edwardmark
pytorch/examples
757
the learning rate of word_language_model
Hi, I have a question about the learning rate in the example "word_language_model", the init lr = 20, which seems very large, can you tell me why lr is set to equal 20? Thanks a lot! If you have some advices about improving the performance, please let me know and thanks
https://github.com/pytorch/examples/issues/757
open
[ "help wanted", "nlp" ]
2020-04-22T09:07:29Z
2024-04-02T21:27:56Z
3
zhangyingbit
pytorch/pytorch
36,991
how to convert quantization_ware_training model to onnx
## ❓ Questions and Help python 3.6 pytorch version: 1.4.0 onnx 1.6.0 In most issues, some of them mentioned about this question. but I still don't know how to convert a int8 model to onnx. I followed the tutorial (https://pytorch.org/tutorials/advanced/static_quantization_tutorial.html#quantization-aware-training)...
https://github.com/pytorch/pytorch/issues/36991
closed
[]
2020-04-21T08:31:29Z
2020-04-21T20:19:36Z
null
onesnow123q
pytorch/examples
755
Process doesn't exit properly for single-node distributed setting.
Hello, I trained an ImageNet using the following arguments, ``` CUDA_VISIBLE_DEVICES=0,2,3,4 python main.py /media/ramdisk/images --arch resnet18 -j 16 --multiprocessing-distributed --dist-url 'tcp://127.0.0.1:52038' --dist-backend 'nccl' --world-size 1 --rank 0 --print-freq 2500 ``` The visible devices were set t...
https://github.com/pytorch/examples/issues/755
open
[ "distributed" ]
2020-04-19T01:28:55Z
2022-03-09T20:52:47Z
0
inventor71
pytorch/examples
754
Why the kernel size of discriminator & generator is 4 in dcgan
I don't understand, is there any special role? or cited other model? thanks!
https://github.com/pytorch/examples/issues/754
closed
[]
2020-04-18T00:33:19Z
2022-03-09T21:44:47Z
2
mltloveyy
pytorch/examples
753
Imagenet data?
I'd like to use the imagenet example to train a resnet on the whole imagenet dataset... The problem is I can't seem to actually find the entire dataset anywhere (14 million images). The URLs link on the imagenet website is dead. Does anyone know the standard way to get the classification dataset? i.e. how were the pret...
https://github.com/pytorch/examples/issues/753
closed
[]
2020-04-18T00:01:24Z
2021-08-11T23:05:25Z
3
justinblaber
huggingface/neuralcoref
250
How to improve processing speed?
Hi. Could you give me some information about how to tune the parameters to make processing faster, even at the expense of accuracy? How much impact does the `greedyness` parameter have on speed? Thanks!
https://github.com/huggingface/neuralcoref/issues/250
closed
[ "question", "wontfix", "perf / speed" ]
2020-04-17T16:32:08Z
2022-01-09T04:06:48Z
null
murphd40
pytorch/examples
751
Example of MNIST using RNN
Hi @osalpekar , I would like to implement an example of MNIST using RNN. **Motivation:** Create pytorch example similar to Official Tensorflow Keras RNN example using MNIST [here](https://www.tensorflow.org/guide/keras/rnn) I have written and tested the code by modifying following example on MNIST [here](https...
https://github.com/pytorch/examples/issues/751
closed
[]
2020-04-16T11:52:49Z
2022-03-10T00:30:41Z
6
rakesh-malviya
pytorch/vision
2,109
development plan of "functional_tensor"
## ❓ Questions and Help Hi torchvision team, This is Nic from NVIDIA, thanks for sharing your great work on data processing solutions! 1. I saw you developed "functional_tensor.py" to support Tensor type data but didn't find where it is used in transforms, may I know the reason? 2. And what's your future plan o...
https://github.com/pytorch/vision/issues/2109
closed
[ "question", "module: transforms" ]
2020-04-16T02:10:03Z
2020-10-21T08:23:16Z
null
Nic-Ma
pytorch/vision
2,108
Not getting proper mask as instance.
Hi guys Use pretrained weights=yes no. of epoch=400 no. of class=1 At the time of prediction i am not getting individual masks for individual object. i am getting some extra mask but those are empty or partial . what can be the reason?
https://github.com/pytorch/vision/issues/2108
closed
[ "question", "module: models", "topic: object detection" ]
2020-04-15T11:41:30Z
2020-04-15T15:11:43Z
null
vivekdeepquanty
pytorch/vision
2,106
I can't load mobilenet under version 0.5.0
## 🐛 Bug <!-- A clear and concise description of what the bug is. --> ## To Reproduce Steps to reproduce the behavior: 1.a =models.mobilenet() <!-- If you have a code sample, error messages, stack traces, please provide it here as well --> Traceback (most recent call last): File "<stdin>", line 1, i...
https://github.com/pytorch/vision/issues/2106
closed
[ "question", "module: models", "topic: classification" ]
2020-04-15T06:08:59Z
2020-04-15T10:04:09Z
null
lunasdejavu
pytorch/pytorch
36,644
I had build pytourch from source. But how to install after making a build?
## ❓ Questions and Help ### Please note that this issue tracker is not a help form and this issue will be closed. We have a set of [listed resources available on the website](https://pytorch.org/resources). Our primary means of support is our discussion forum: - [Discussion Forum](https://discuss.pytorch.org/)...
https://github.com/pytorch/pytorch/issues/36644
closed
[]
2020-04-15T06:04:05Z
2020-04-18T05:34:15Z
null
tnavadiya
pytorch/vision
2,103
size -> size() ?
traceback ``` Traceback (most recent call last): File "/Users/maksim/Library/Application Support/JetBrains/Toolbox/apps/PyCharm-P/ch-0/193.6911.25/PyCharm.app/Contents/plugins/python/helpers/pydev/_pydevd_bundle/pydevd_exec2.py", line 3, in Exec exec(exp, global_vars, local_vars) File "<string>", line 3,...
https://github.com/pytorch/vision/issues/2103
closed
[ "question", "module: transforms" ]
2020-04-14T14:15:57Z
2020-04-14T15:09:30Z
null
makslevental
pytorch/pytorch
36,574
how to remove ios dependency
I have written pytorch c++ app. I clone pytorch code and build it as per guidelines in pytorch mobile when i compile the app for x86_64 i am getting ios dependencies as below. please help me avoid these ios errors. I want to run app in x86 linux pc. -- The C compiler identification is GNU 6.5.0 -- The CXX compil...
https://github.com/pytorch/pytorch/issues/36574
closed
[]
2020-04-14T09:54:47Z
2020-04-14T15:19:48Z
null
avanilkumar
pytorch/vision
2,101
Where to download torchvision0.5.1 .whl files
Hi, I would like to download the torchvision 0.5.1 version but I cannot find a source to download the .whl file. It is not in pypi.org nor in pytorch.org, nor anaconda.org. I have proxy issues on my computer so I can not use pip command, I need to download the .whl file first. Can you help me by giving an address...
https://github.com/pytorch/vision/issues/2101
closed
[ "question", "topic: binaries" ]
2020-04-14T09:12:26Z
2020-04-14T13:32:57Z
null
300LiterPropofol
pytorch/pytorch
36,554
How to save sth in python-api pytorch, but load it in libtorch?
How can I save some tensor in python, but load it in libtorch: I save tensor named piror using python, using the code: ``` torch.save(prior, 'prior.pth') ``` And I load the tensor in libtorch using C++, by the following code: ``` std::vector<torch::Tensor> tensorVec; torch::load(tensorVec, "/app/model/prior....
https://github.com/pytorch/pytorch/issues/36554
closed
[ "oncall: jit", "module: cpp", "module: serialization" ]
2020-04-14T02:14:09Z
2020-04-14T14:31:07Z
null
Edwardmark
pytorch/serve
192
Steps for how to preserve model store state across docker container restarts
When running torchserve in docker containers, provide steps for how to preserve state across container restarts
https://github.com/pytorch/serve/issues/192
closed
[ "enhancement" ]
2020-04-12T21:37:27Z
2022-02-09T23:49:05Z
null
chauhang
pytorch/serve
191
Add steps for how to run gpu docker container
Please add the steps for running GPU docker container in the docker readme. Steps should describe how to specify the gpus to be used on a multi-gpu machine eg `docker run --rm -it --gpus device=0 -p 8080:8080 -p 8081:8081 torchserve:v0.1-gpu-latest` where device=0,1,2,3 selects GPUs indexed by ordinals 0,1,...
https://github.com/pytorch/serve/issues/191
closed
[ "documentation" ]
2020-04-12T20:05:15Z
2020-06-09T23:47:47Z
null
chauhang
pytorch/vision
2,095
Unable to reproduce Faster RCNN evaluation metrics on pascal voc 2010 for Object Detection
Hi Everyone, I am training the **pretrained Faster RCNN model** on PASCAL VOC 2010 dataset for Object Detection by following this pyTorch finetuning tutorial: [pytorch.org/tutorials/intermediate/torchvision_tutorial.html](https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html) ``` model = torchvisi...
https://github.com/pytorch/vision/issues/2095
closed
[ "question", "module: reference scripts", "topic: object detection" ]
2020-04-12T03:26:34Z
2020-04-25T00:31:08Z
null
kevalmorabia97
pytorch/pytorch
36,384
[quantization] how to quantize model which include not support to quantize layer
Hi, I have a model which include `prelu` layer, not support to quantize in current pytorch version, how to quantize this model for x86 CPU now? I try to define this model with the following format: ```python self.convbn1 = QuantizableConvBNBlock(xxx) (has defined) self.prelu = nn.PReLU() self.convbn2 = Quantizab...
https://github.com/pytorch/pytorch/issues/36384
closed
[]
2020-04-10T13:24:18Z
2020-04-13T04:19:47Z
null
zhangyongwei93
pytorch/vision
2,089
How to use torchvision.ops.nms in cpp?
How to use torchvision.ops.nms in cpp? What should I include and how to call the funciton? Any doc?
https://github.com/pytorch/vision/issues/2089
closed
[ "help wanted", "module: documentation", "module: c++ frontend" ]
2020-04-10T09:57:56Z
2021-02-08T13:19:28Z
null
Edwardmark
pytorch/ELF
165
How to parse SGF files analyzed by ELF GO
Hi, I want to ask for more detailed information about SGF files provided in the Facebook elf-go tools. https://ai.facebook.com/tools/elf-opengo In the above link, SGF files analyzed by elf-go are provided and I want to analyze those files. More specifically SGF files in the link below. https://dl.fbaipublicfiles....
https://github.com/pytorch/ELF/issues/165
open
[]
2020-04-10T08:32:52Z
2020-04-10T08:32:52Z
null
mibastro
pytorch/pytorch
36,367
how to ensure the quality of pytorch framework?
Hi, I am a postgrad student, and I am developing my own deep-learning framework inside my lab, I just curious about how you guys maintained your framwork?Besides unit tests, is there any methods that can guarantee qulity?
https://github.com/pytorch/pytorch/issues/36367
closed
[]
2020-04-10T05:02:35Z
2020-04-13T04:14:45Z
null
MountainHil
pytorch/ios-demo-app
14
how to quantize the mobilenet
would you please provide the steps to quantize the mobilenet? https://github.com/pytorch/ios-demo-app/blob/master/PyTorchDemo/PyTorchDemo/ImageClassification/model/mobilenet_quantized.pt
https://github.com/pytorch/ios-demo-app/issues/14
closed
[]
2020-04-09T10:32:56Z
2020-12-16T07:38:59Z
null
ronjian
pytorch/vision
2,083
COCO AP of FPN with ResNet-50 backbone for object detection
Hi @fmassa, thanks for the great codes. I am confused about COCO AP of `Faster R-CNN ResNet-50 FPN`, from [Document](https://pytorch.org/docs/stable/torchvision/models.html) and #925 and [Source Code](https://github.com/pytorch/vision/blob/master/references/detection/train.py#L156,L173), I guess that the model `Fast...
https://github.com/pytorch/vision/issues/2083
closed
[ "question", "module: models", "topic: object detection" ]
2020-04-09T03:44:06Z
2020-04-27T00:59:56Z
null
potterhsu
pytorch/vision
2,082
Does vision cpp api support half cuda precision ?
Does vision cpp api support half cuda precision ? I see that in the CMakelist.txt, it used flags as -D__CUDA_NO_HALF_OPERATORS_. https://github.com/pytorch/vision/blob/master/CMakeLists.txt#L10
https://github.com/pytorch/vision/issues/2082
closed
[ "question", "module: c++ frontend" ]
2020-04-09T03:29:21Z
2020-04-16T06:49:46Z
null
Edwardmark
pytorch/vision
2,079
batch normalization affects model.eval's prediction
## 🐛 Bug I'm not entirely sure if I maybe do not miss something VERY obvious here, feel free to tell me if that is the case, however I think it might be a bug: Batch normalization should only affect the input during training. However, I find with an easy experiment, that this is not the case. Note that dropout is not...
https://github.com/pytorch/vision/issues/2079
closed
[ "question" ]
2020-04-08T19:27:33Z
2020-04-09T10:09:54Z
null
dnns92
pytorch/TensorRT
37
Should the compiler check to see if modules are in eval mode?
https://github.com/pytorch/TensorRT/issues/37
closed
[ "question", "component: core" ]
2020-04-07T22:03:59Z
2020-05-28T20:33:41Z
null
narendasan
pytorch/pytorch
36,132
how to get cuda stream in torch 1.5?
I previous using this get cuda stream: ``` modulated_deformable_col2im_coord_cuda(THCState_getCurrentStream(state), ``` I found this API gone `THCState_getCurrentStream` without even a deprecation warning, what's the altinate of this API? in torch 1.5? cc @yf225
https://github.com/pytorch/pytorch/issues/36132
closed
[ "module: cpp", "triaged" ]
2020-04-07T06:59:27Z
2020-04-09T03:21:48Z
null
lucasjinreal
pytorch/text
723
How to use custom parsers in Torchtext
I would like to use custom parser like nltk in torchtext, how to do that?
https://github.com/pytorch/text/issues/723
closed
[]
2020-04-05T07:56:22Z
2022-06-24T00:15:05Z
null
nawshad
pytorch/vision
2,063
Wrong lr schedule in semantic segmentation sample?
Hi! I am using the semantic segmentation reference training scripts and I think I found an issue with the lr scheduler. In the documentation of [torch.optim.lr_scheduler.LambdaLR](https://pytorch.org/docs/stable/optim.html#torch.optim.lr_scheduler.LambdaLR) it says that the lambda function receives an integer param...
https://github.com/pytorch/vision/issues/2063
closed
[ "question", "module: reference scripts" ]
2020-04-04T17:56:02Z
2020-04-06T13:26:57Z
null
oscmansan
pytorch/text
722
How to load a word embedding dictionary using torchtext
Hi, I have tried to write that to a gensim word2vec format then load, but it throws error about string to float conversion. Is there a standard way to use custom pre-trained embedding (not created through gensim) which is a python dictionary to load using torchtext? Thanks,
https://github.com/pytorch/text/issues/722
open
[]
2020-04-04T01:05:08Z
2020-04-06T15:57:47Z
null
nawshad
pytorch/pytorch
35,877
How to use a network B to obtain a tensor and use it to replace the weight of a layer of network A, and this back propagation process will train A and B
## ❓ Questions and Help ### How to use a network B to obtain a tensor and use it to replace the weight of a layer of network A and this backpropagation process will train A and B。 I make a code, which uses the weight of a layer of network A as input into network B. then B output a tensor and I use it to replace t...
https://github.com/pytorch/pytorch/issues/35877
closed
[]
2020-04-02T13:28:13Z
2020-04-06T17:09:36Z
null
syiswell
pytorch/tutorials
924
5x5 kernel size instead of 3x3?
Hi, I just read this tutorial on your official website [NEURAL NETWORKS](https://pytorch.org/tutorials/beginner/blitz/neural_networks_tutorial.html#sphx-glr-beginner-blitz-neural-networks-tutorial-py) and think according to the image and the following code, maybe the kernel size of the first convolution layer should b...
https://github.com/pytorch/tutorials/issues/924
closed
[]
2020-04-02T08:36:52Z
2021-04-26T20:13:45Z
1
sudo-bcli
pytorch/TensorRT
34
What the advantages of TRTorch?
I used to use torch2trt to convert pytorch module, could you explain the advatage over torch2trt? If the model contain op that tensorrt don't support, can trtorch convert it to engine? Otherwise run the op supported by tensorrt with tensorrt, and other use libtorch? I really appreciate for your great works, if...
https://github.com/pytorch/TensorRT/issues/34
closed
[ "question" ]
2020-04-01T10:07:45Z
2020-05-28T20:33:19Z
null
dancingpipi
pytorch/pytorch
35,759
how to do 3d data augmentation in parallel on the gpu?
I have a lot of 3d data and need to do various data augmentation. I want to do data augmentation in parallel on the gpu, but it seems that pytorch does not allow gpu operation in the dataloader. Is there any good way? cc @ngimel @SsnL
https://github.com/pytorch/pytorch/issues/35759
open
[ "module: dataloader", "module: cuda", "triaged" ]
2020-03-31T15:25:22Z
2020-04-01T13:23:34Z
null
chuxiang93
pytorch/tutorials
918
Saving the weights
After training for certain iterations. How to save the weights, Which can be used for further analysis
https://github.com/pytorch/tutorials/issues/918
closed
[]
2020-03-31T08:39:49Z
2021-06-08T21:29:42Z
1
SRIKARHI
pytorch/TensorRT
28
How can I build TRTorch without network?
as the title.
https://github.com/pytorch/TensorRT/issues/28
closed
[ "question", "component: build system" ]
2020-03-30T08:15:49Z
2020-04-24T17:29:30Z
null
dancingpipi
pytorch/ELF
163
How to use ELF in Sabaki or gogui?
Could anybody help tell me how to use ELF OpenGo with Sabaki or gogui? don't use weight of leelazero-elf.
https://github.com/pytorch/ELF/issues/163
closed
[]
2020-03-28T11:37:49Z
2020-05-21T06:43:16Z
null
herogan2017
pytorch/vision
2,021
IndexError: list index out of range
## 🐛 Bug <!-- A clear and concise description of what the bug is. --> ## To Reproduce Steps to reproduce the behavior: 1. Run the [TorchVision Object Detection Finetuning Tutorial](https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html). 2. For the model, I used the instructions for > 2...
https://github.com/pytorch/vision/issues/2021
closed
[ "question", "module: models", "topic: object detection" ]
2020-03-26T16:27:03Z
2024-03-26T17:41:15Z
null
17sarf
pytorch/vision
2,019
How to plot masks of maskrcnn?
Hello, Does someone know how to plot masks of maskrcnn? In the output of maskrcnn_inference in roi_heads.py mask_logits pass through sigmoid to become mask_probs and its output_size is generally very small to correctly see anything (28*28 by default, which is defined in the roi_align parameters). I tried to binarize...
https://github.com/pytorch/vision/issues/2019
closed
[ "question", "topic: object detection", "module: utils" ]
2020-03-26T15:19:47Z
2021-05-06T13:27:06Z
null
leglandudu69
pytorch/pytorch
35,372
How to support single-process-multiple-devices in DistributedDataParallel other than CUDA device
Hi, I am investigating to extend the DistributedDataParallel to other accelerator devices than CUDA devices. Not only to support single-process-single-device but also to support the single-process-multiple-devices and multple-processes-multiple-devices. There are a lot of CUDA dependency in the DistributedDataPa...
https://github.com/pytorch/pytorch/issues/35372
open
[ "oncall: distributed" ]
2020-03-25T08:52:08Z
2021-06-04T13:57:34Z
null
JohnLLLL
pytorch/tutorials
905
prune: model sparity increase,but inference time doesn't cut down
`prune.l1_unstructured(conv_module, name='weight', amount=0.8)<br>prune.remove(conv_module, 'weight')` with these two function, I process all module with convolution,and their sparsity become 80%. but the model inference time incease. Is it expected ? and another question is that after prune,I save model with: ...
https://github.com/pytorch/tutorials/issues/905
closed
[]
2020-03-25T02:26:48Z
2021-06-08T22:05:51Z
1
gyc-code
huggingface/transformers
3,424
Where is the code of Bart fine-tuning?Thanks
https://github.com/huggingface/transformers/issues/3424
closed
[]
2020-03-25T01:54:34Z
2020-04-16T15:03:10Z
null
qiunlp
pytorch/examples
742
No saved *.png in checkpoint in dcgan.cpp
In the README file of "DCGAN Example with the PyTorch C++ Frontend" it says that: _The training script periodically generates image samples. Use the display_samples.py script situated in this folder to generate a plot image. For example:_ But the dcgan.cpp file just saves the model in *.pt format, doesnt save any...
https://github.com/pytorch/examples/issues/742
open
[ "bug", "help wanted" ]
2020-03-24T15:15:32Z
2023-04-20T20:59:19Z
3
hect1995
pytorch/vision
2,007
Learning rate become 0
my lr was 0.0001 But after some epoch it become zero. Epoch: [15] [ 0/209] eta: 0:03:06 lr: 0.000000 loss: 0.5737 (0.5737) loss_classifier: 0.0601 (0.0601) loss_box_reg: 0.0831 (0.0831) loss_mask: 0.4023 (0.4023) loss_objectness: 0.0062 (0.0062) loss_rpn_box_reg: 0.0221 (0.0221) time: 0.8938 data: 0.2...
https://github.com/pytorch/vision/issues/2007
closed
[ "question", "module: reference scripts", "topic: object detection" ]
2020-03-24T13:01:26Z
2020-03-25T14:28:20Z
null
vivekdeepquanty
pytorch/vision
2,004
Suspicious results
## Questions about suspicious results ❓ I've trained MaskRCNN with a pre-trained ResNet50 to segment nuclei in immunofluorescence images. The results are really good, so thanks again for this terrific implementation. However, I've noticed in some cases that an object (here a nucleus) might be cut in multiple smal...
https://github.com/pytorch/vision/issues/2004
closed
[ "question", "module: models", "topic: object detection" ]
2020-03-23T22:38:10Z
2020-03-24T18:18:58Z
null
FiReTiTi
pytorch/FBGEMM
328
quantized matrix multiplication question
Could you please point me to a quantized matrix-matrix multiplication example in the test or benchmark directory ? That is to say, C = A * B // A, B, C are single-precision floating-point matrices C' = dequant (quant(A) * quant (B) ) // quant(A) and quant(B) are int8 matrices Thanks
https://github.com/pytorch/FBGEMM/issues/328
closed
[ "question" ]
2020-03-23T04:03:40Z
2022-03-18T06:43:26Z
null
jinz2014
pytorch/examples
740
Question: How to cite your work
Hi, I am writing a paper that modifies the codes for the example of MNIST dataset in your repository. May I ask how you would prefer that I cite your work? Thank you.
https://github.com/pytorch/examples/issues/740
closed
[]
2020-03-22T21:30:47Z
2020-04-11T18:13:40Z
null
hql5143
pytorch/pytorch
35,159
How to implement bmm between two sparse tensor
## 🚀 Feature <!-- A clear and concise description of the feature proposal --> ## Motivation <!-- Please outline the motivation for the proposal. Is your feature request related to a problem? e.g., I'm always frustrated when [...]. If this is related to another GitHub issue, please link here too --> ## Pitch ...
https://github.com/pytorch/pytorch/issues/35159
closed
[]
2020-03-21T16:57:58Z
2020-03-23T18:46:54Z
null
xhcgit
pytorch/pytorch
35,153
How to impove conv2d performance in cpu mode
## ❓ Questions and Help ### Please note that this issue tracker is not a help form and this issue will be closed. We have a set of [listed resources available on the website](https://pytorch.org/resources). Our primary means of support is our discussion forum: - [Discussion Forum](https://discuss.pytorch.org/)...
https://github.com/pytorch/pytorch/issues/35153
closed
[]
2020-03-21T07:33:23Z
2020-03-23T09:04:07Z
null
daydayfun
pytorch/examples
738
Neural Style fails if style image has an alpha channel
In `fast_neural_style/neural_style/neural_style.py` line 55, if the style image has an alpha channel, then the generated tensor has 4 dimensions and this causes `utils.normalize_batch` to throw due to a tensor dimension mismatch a few lines down. I've _fixed_ this by appending `.convert('RGB')` so line 55 now reads ...
https://github.com/pytorch/examples/issues/738
open
[ "help wanted" ]
2020-03-20T17:00:20Z
2022-03-09T21:48:53Z
0
hackf5
pytorch/tutorials
899
How to apply torch.quantization.quantize_dynamic for conv2d layer?
I am working on quantizing resnet50 model. I tried to use the following command. ``` quantized_model = torch.quantization.quantize_dynamic( resnet18, {torch.nn.Conv2d,torch.nn.Linear}, dtype=torch.qint8 ) ``` But only the linear layer has quaantized but not the convolutional layer. Can anyone help me how ...
https://github.com/pytorch/tutorials/issues/899
open
[ "quantization" ]
2020-03-20T09:02:12Z
2021-07-30T20:28:16Z
null
Midhilesh29
pytorch/vision
1,999
Request Mobilenet fpn
## 🚀 Feature Hi I want to write mobilenet fpn. ## Motivation Improve MaskRCNN speed and accuracy. ## Pitch <!-- A clear and concise description of what you want to happen. --> ## Alternatives <!-- A clear and concise description of any alternative solutions or features you've considered, if any. --> ...
https://github.com/pytorch/vision/issues/1999
closed
[ "question", "module: models", "topic: object detection", "topic: feature extraction" ]
2020-03-20T08:34:56Z
2020-11-30T07:22:50Z
null
finnickniu
pytorch/android-demo-app
68
How to create a new nlp model?
Thanks for the project. The example successful run on Android. However, I want to create my our model for other nlp tasks. So, can you show me the way to create the nlp model? Or the source of creating model-reddit16-f140225004_2.pt1?
https://github.com/pytorch/android-demo-app/issues/68
open
[]
2020-03-20T07:45:01Z
2020-05-20T01:29:55Z
null
anbo724
pytorch/vision
1,986
Training scheme of the pretrained imagenet models?
Hi, Are the pretrained models reported by torchvision using the same hyper-parameters as https://github.com/pytorch/examples/blob/master/imagenet/main.py? I used the default hyper-parameters to train mobilenet_v2, but the results were much worse than reported. Thanks
https://github.com/pytorch/vision/issues/1986
closed
[ "question", "module: models", "module: reference scripts" ]
2020-03-15T09:16:29Z
2020-03-19T18:43:05Z
null
tzm1003306213
huggingface/transformers
3,283
What is the most effective way to use BERT , ROBERTA , GPT-2 architectures as frozen feature extractors ?
We use pretrained self-supervised learning (SSL) models for NLP as feature extractors for downstream tasks like sentiment analysis. In most of such cases, we add a simple new classification layer and **fine-tune the whole model**. With the SSL models getting bigger and the amount of unsupervised training data is huge ...
https://github.com/huggingface/transformers/issues/3283
closed
[ "Discussion", "wontfix" ]
2020-03-15T09:06:20Z
2020-06-02T09:15:03Z
null
shamanez
pytorch/pytorch
34,775
How to do a split operation for dataset, not random split. I mean just like dataset[0:100] and dataset[100:200]]
How to do a split operation for dataset, not random split. I mean just like dataset[0:100] and dataset[100:200]]
https://github.com/pytorch/pytorch/issues/34775
closed
[]
2020-03-15T02:28:33Z
2020-03-15T02:37:14Z
null
HymEric
pytorch/pytorch
34,773
How to write codes to support second order derivative (double backward) for custom CUDA extension
Hi, I am lost in figuring out how to compute second order derivatives for custom CUDA extensions after reading the [Extend Torch With Cpp and CUDA](https://pytorch.org/tutorials/advanced/cpp_extension.html). Could somebody tell me how to do this? Many thanks!
https://github.com/pytorch/pytorch/issues/34773
closed
[]
2020-03-15T01:17:24Z
2020-03-18T15:03:39Z
null
xieshuqin
pytorch/pytorch
34,720
Where is dd.h ?
```console ....../pytorch/third_party/sleef/src/quad/sleefsimdqp.c:111:10: fatal error: dd.h: No such file or directory #include "dd.h" ^~~~~~ compilation terminated. sleef/src/quad/CMakeFiles/sleefquadavx512f_obj.dir/build.make:70: recipe for target 'sleef/src/quad/CMakeFiles/sleefquadavx512f_obj.dir...
https://github.com/pytorch/pytorch/issues/34720
closed
[]
2020-03-13T17:31:27Z
2020-03-14T00:15:45Z
null
jiapei100
pytorch/TensorRT
13
RFC: Converter API
Right now the Converter API expects lambdas of the type: `(ConversionCtx* ctx, torch::jit::Node* n, kwargs* args) -> bool` Questions: 1. The bool return is a quick way to signal success or failure in converting the op. This could be something more descriptive 2. Right now it is the responsibility of converters t...
https://github.com/pytorch/TensorRT/issues/13
closed
[ "question", "priority: low", "component: converters", "No Activity" ]
2020-03-13T01:07:55Z
2020-06-10T00:02:51Z
null
narendasan
pytorch/TensorRT
7
RFC: How should engines be integrated into the JIT Interpreter?
Right now as a side effect of registering an engine in the execution manager, a new op specifically for the engine is registered in the op registry. For instance running a ResNet backbone will be implemented with a new op with schema `trt::execute_engine_55d1de7b7b50(Tensor in_input_38) -> (Tensor)`. We could also have...
https://github.com/pytorch/TensorRT/issues/7
closed
[ "question", "component: execution" ]
2020-03-11T20:08:12Z
2020-05-28T20:34:13Z
null
narendasan
pytorch/TensorRT
6
Verify that engine runs in the correct stream
This is the stream that is used right now `c10::cuda::CUDAStream stream = c10::cuda::getCurrentCUDAStream(inputs[0].device().index());` Will this always be correct? What are the cases where this will give an incorrect stream?
https://github.com/pytorch/TensorRT/issues/6
closed
[ "question", "component: execution", "No Activity" ]
2020-03-11T19:59:20Z
2020-07-09T00:17:53Z
null
narendasan
pytorch/vision
1,964
The simplest way to use checkpoint to maximize the GPU memory usage
## ❓ The simplest way to use checkpoint to maximize the GPU memory usage Hi, guys, I am learning about how to use the checkpoint to optimize the GPU memory usage, and I see there is a example in [densenet.py](https://github.com/pytorch/vision/blob/216035315185edec747dca8879d7197e7fb22c7d/torchvision/models/densenet...
https://github.com/pytorch/vision/issues/1964
closed
[ "question", "module: models" ]
2020-03-11T10:37:12Z
2020-03-12T18:03:53Z
null
songyuc
huggingface/neuralcoref
248
German Training not working
Hi we tried to train your model for german. We used Glove in german but it doesnt work. How does the binary static_word_embeddings.npy needs to be structured?
https://github.com/huggingface/neuralcoref/issues/248
closed
[ "question", "wontfix", "training", "feat / coref" ]
2020-03-11T10:25:36Z
2022-01-09T04:06:40Z
null
SimonF89
huggingface/transformers
3,205
where is the position emdeddings in bert for training a new model from scratch ?
# ❓ Questions & Help <!-- The GitHub issue tracker is primarly intended for bugs, feature requests, new models and benchmarks, and migration questions. For all other questions, we direct you to Stack Overflow (SO) where a whole community of PyTorch and Tensorflow enthusiast can help you out. Make s...
https://github.com/huggingface/transformers/issues/3205
closed
[ "wontfix" ]
2020-03-10T13:35:16Z
2020-05-16T17:44:04Z
null
2hip3ng
huggingface/transformers
3,193
Where is the default download address for pre-trained weight
# ❓ Questions & Help ``` from transformers import DistilBertTokenizer, DistilBertModel tokenizer = DistilBertTokenizer.from_pretrained('distilbert-base-uncased') model = DistilBertModel.from_pretrained('distilbert-base-uncased') ``` I can't find the downloaded file. Thanks for your help
https://github.com/huggingface/transformers/issues/3193
closed
[]
2020-03-09T17:35:47Z
2020-03-09T17:52:49Z
null
649459021
pytorch/vision
1,952
FastRCNNPredictor doesn't return prediction in evaluation
## 🐛 Bug Dear all, I am doing object detection in an image with one class. After training, `FastRCNNPredictor` does not return anything in validation mode. I have followed this official tutorial https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html. Thanks. ## To Reproduce Steps to reprod...
https://github.com/pytorch/vision/issues/1952
closed
[ "question", "module: models", "topic: object detection" ]
2020-03-09T09:27:19Z
2024-12-25T07:03:50Z
null
FrancescoSaverioZuppichini
pytorch/pytorch
34,437
How to quantize CNN in pytorch 1.3?
I tried to quantize CNN refer to https://pytorch.org/tutorials/advanced/dynamic_quantization_tutorial.html but I got this error: RuntimeError: Didn't find engine for operation quantized::linear_prepack NoQEngine How can I solve it? my environment: pytorch1.3.0+cpu windows 10 python3.7
https://github.com/pytorch/pytorch/issues/34437
closed
[]
2020-03-08T03:12:25Z
2020-03-08T06:41:59Z
null
zhanyike
pytorch/vision
1,944
Use the pretrained model of ResNet50 on ImageNet, the val acc is 4% less than reported.
As the title mentioned, anyone have met the same issue?Thx!
https://github.com/pytorch/vision/issues/1944
closed
[ "question", "awaiting response", "needs discussion", "module: models", "topic: classification" ]
2020-03-05T14:17:18Z
2020-10-21T08:25:11Z
null
liu-zhenhua
pytorch/examples
726
How can I sue freeze_support() in the train.py?
https://github.com/pytorch/examples/issues/726
closed
[]
2020-03-05T03:00:07Z
2020-03-05T03:01:18Z
0
K-M-Ibrahim-Khalilullah
pytorch/tutorials
873
Regarding torch.utils.data.DataLoader and batch_size
Hi all the high-level engineers! I am very new to pytorch and even to pythone. Nonetheless, I am trying to understand pytorch by the documentation of the tutorial of pytorch. Now I am going through TRAINING A CLASSIFIER using dataset, CIFAR10. Code Link: https://pytorch.org/tutorials/beginner/blitz/cifar10_tut...
https://github.com/pytorch/tutorials/issues/873
closed
[]
2020-03-03T18:48:08Z
2021-07-30T21:15:54Z
2
jjong2ya
pytorch/vision
1,934
torchvision.models.detection.fasterrcnn_resnet50_fpn has loss_rpn_box_reg exploding to nan after evaluation
## 🐛 Bug / Misuse? I'm attempting to use `torchvision.models.detection.fasterrcnn_resnet50_fpn` on a custom dataset, following along with the [Detection Finetuning Tutorial](https://pytorch.org/tutorials/intermediate/torchvision_tutorial.html) where applicable. However, I consistently have an issue where the loss ...
https://github.com/pytorch/vision/issues/1934
closed
[ "question", "module: models", "module: reference scripts", "topic: object detection" ]
2020-03-03T16:40:50Z
2020-03-24T15:43:09Z
null
dsandii
pytorch/vision
1,953
roi_pool is seem to be different from which in FasterRCNN
```python import torchvision import torch a = torch.linspace(1,8*8,8*8).reshape(1, 1, 8, 8) boxes = torch.tensor([[0,0,3,3]],dtype=a.dtype) out = torchvision.ops.roi_pool(a, boxes, output_size=(2,2)) ``` i expect that out would be [[10 12],[26 28]] but it's [[26 26],[26 28]] and, i try more ```python impor...
https://github.com/pytorch/vision/issues/1953
closed
[ "question", "module: ops" ]
2020-03-03T11:16:38Z
2020-03-10T12:34:38Z
null
SeniorCtrlPlayer
pytorch/vision
1,933
error
Sorry to bother you here,I saw your comment at maskrcnn-benchmark, and I encountered the following error, even using boxlist[[0]] is the same error, can you help me please? Thank you! ![image](https://user-images.githubusercontent.com/53242456/75760743-bc98b200-5d72-11ea-800f-a6cc055db20b.png)
https://github.com/pytorch/vision/issues/1933
closed
[ "invalid", "question" ]
2020-03-03T09:19:16Z
2020-03-10T14:47:23Z
null
buxpeng
pytorch/vision
1,930
Summary of TorchScript and ONNX support
Hi, Is there a summary somewhere of the current state of support for TorchScript and ONNX by the models in this repo? A complete summary would include the version of support for both CPU and GPU. I'm mostly interested in FasterRCNN but I got confused looking around the related issues. I suppose a general summary co...
https://github.com/pytorch/vision/issues/1930
closed
[ "question", "module: models", "module: onnx", "torchscript" ]
2020-03-02T22:30:31Z
2020-03-10T16:12:12Z
null
MLaurenceFournier
pytorch/vision
1,926
Support for different pooling options with Faster R-CNN
I've been trying to setup a Faster R-CNN network to detect lesions on CT images. Therefor I wanted to use the FasterRCNN class which is provided by torchvision. However, I've noticed that the framework is very great except for the supported pooling (roi_box_pooling). The pooling only allows a [MultiScaleRoIAlign](ht...
https://github.com/pytorch/vision/issues/1926
closed
[ "question", "module: models", "topic: object detection" ]
2020-03-01T16:31:14Z
2020-03-10T14:57:42Z
null
FHellmann
pytorch/vision
1,929
cannot use group norm in torchvision API
## 🐛 Bug Cannot use nn.GroupNorm for "norm_layer" in torchvision.models.resnet50. However, nn.GroupNorm is supposed to be OK since there are codes to initialize the weights of nn.GroupNorm in the resnet50 file. ## To Reproduce ``` import torch.nn as nn import torchvision net = torchvision.models.resnet50(no...
https://github.com/pytorch/vision/issues/1929
closed
[ "question", "module: models", "topic: classification" ]
2020-03-01T11:32:15Z
2020-03-04T12:57:31Z
null
hukkai
pytorch/vision
1,925
module 'torchvision' has no attribute '__version__' [0.4.2]
## 🐛 Bug <!-- A clear and concise description of what the bug is. --> ## To Reproduce Steps to reproduce the behavior: 1. `print("Torchvision Version: ",torchvision.__version__)` <!-- If you have a code sample, error messages, stack traces, please provide it here as well --> AttributeError: module 't...
https://github.com/pytorch/vision/issues/1925
closed
[ "question", "topic: binaries" ]
2020-03-01T09:37:32Z
2020-03-04T11:59:03Z
null
duskybomb
pytorch/xla
1,708
How to properly clip gradients with data parallel training?
The XLA API recommends that we call `xm.optimizer_step(optimizer)`, which [allreduces the gradients and performs the optimization step](https://github.com/pytorch/xla/blob/ffde50813f01b57d6e782a63aac6453bfa12ffdf/torch_xla/core/xla_model.py#L429-L455). Gradient clipping is typically performed on the reduced gradient...
https://github.com/pytorch/xla/issues/1708
closed
[]
2020-02-29T14:13:03Z
2023-08-31T12:27:07Z
null
myleott
pytorch/android-demo-app
62
How to apply quantization to models?
The iOS demo has to set a quantization backend before loading the model, is this operation necessary on Android? and how?
https://github.com/pytorch/android-demo-app/issues/62
open
[]
2020-02-27T21:54:17Z
2020-05-15T08:47:13Z
null
himajin2045
pytorch/pytorch
33,809
How to release the gpu memory after use interpolate?
## ❓ Questions and Help ### Please note that this issue tracker is not a help form and this issue will be closed. We have a set of [listed resources available on the website](https://pytorch.org/resources). Our primary means of support is our discussion forum: - [Discussion Forum](https://discuss.pytorch.org/)...
https://github.com/pytorch/pytorch/issues/33809
closed
[]
2020-02-26T10:04:47Z
2020-02-26T18:21:30Z
null
lyc6749
pytorch/vision
1,912
A weird problem: "No module named 'torchvision.models'; 'torchvision' is not a package"
https://github.com/pytorch/vision/issues/1912
closed
[ "question" ]
2020-02-24T03:09:41Z
2020-02-26T02:48:55Z
null
TengFeiHan0
pytorch/pytorch
33,673
python int type how to convert to at::IntArrayRef
## ❓ Questions and Help When I write C++/CUDA extension, I use at::IntArrayRef in my C++ source code. But I build custom layer using python, I find that I do not use my C++ extension. Because int of python does not convert to at::IntArrayRef of C++. How to solve this problem? ### Please note that this issue tracker...
https://github.com/pytorch/pytorch/issues/33673
closed
[]
2020-02-23T16:56:54Z
2020-02-23T19:34:10Z
null
ghost
pytorch/vision
1,904
DenseNet generated image embeddings have very small variance and are sparse
I'm working with pretrained DenseNet161 model to learn and generate image embeddings. I consider output of adaptive_avg_pool2d layer image embedding. I noticed that it's very sparse and has small variance. If we consider a batch of 64 images, variance of the same feature over all images in a batch is ~2e-6. Also the f...
https://github.com/pytorch/vision/issues/1904
closed
[ "question", "awaiting response", "module: models", "topic: classification" ]
2020-02-21T22:44:45Z
2021-01-06T17:42:28Z
null
zlenyk
pytorch/xla
1,675
What is "Lowering" referring to?
## ❓ Questions and Help Sorry for the stupid question, but what is meant by "Lowering", as it applies to LowerContext class, which appears to convert IR->XLA? such as: ```cpp XlaOpVector LoweringContext::LowerNode(const Node* node) { ... } ```
https://github.com/pytorch/xla/issues/1675
closed
[]
2020-02-21T22:29:36Z
2020-02-21T23:48:31Z
null
cjolivier01
pytorch/xla
1,672
How to join a model from distributed replicas?
## ❓ Questions and Help From what I understand, a deepcopy model replica is deployed on each XLA device and then individually trained on non-overlapping data (via ParallelLoader). Each model can then be also evaluated via the same approach. I would like to save a model for production use. But now I assume I have ...
https://github.com/pytorch/xla/issues/1672
closed
[]
2020-02-21T04:45:16Z
2020-02-21T05:56:23Z
null
AVancans
pytorch/vision
1,901
DeeplapV3 accuracy result for person
Can I know the accuracy of the Deeplap v3-Resnet-101 pre-trained model evaluated on COCO val2017 dataset for **person** class only? I searched about it but I did not find the accuracy for each class?
https://github.com/pytorch/vision/issues/1901
closed
[ "question", "module: models", "topic: semantic segmentation" ]
2020-02-20T12:56:41Z
2020-02-25T15:50:39Z
null
muna-cs
pytorch/vision
1,900
Why the inplace in the ReLU in deeplabv3.py is not set True?
Hi guys, I am reproducing DeepLabV3+ these days, and I learning about the code of [deeplabv3.py](https://github.com/pytorch/vision/blob/2f64dd90e14fe5463b4e5bd152d56e4a6f0419de/torchvision/models/segmentation/deeplabv3.py). And I found that some ReLUs in this code don't use "inplace = True", like, ```python def __i...
https://github.com/pytorch/vision/issues/1900
closed
[ "question", "module: models", "topic: semantic segmentation" ]
2020-02-20T06:20:33Z
2020-02-25T15:52:10Z
null
songyuc
huggingface/blog
5
Where is the CoNLL-2003 formatted Esperanto dataset ref. in the tutorial?
> Using a dataset of annotated Esperanto POS tags formatted in the CoNLL-2003 format Where is this dataset? Thanks!
https://github.com/huggingface/blog/issues/5
open
[]
2020-02-20T04:26:54Z
2020-03-04T16:30:32Z
null
ohmeow
pytorch/vision
1,896
How can I get the intermediate layers if I used the nn.Sequential to make a Module
Hi guys, I am reproducing the DeepLabV3+ these days, and I write a Module like this, ```python self.entry_flow = nn.Sequential() # entry_flow的第一个卷积层 self.entry_flow.add_module("conv1", nn.Conv2d(3, 32, 3, 2, 0, bias=False)) self.entry_flow.add_module("bn_relu1", BNReLU(32)) ...
https://github.com/pytorch/vision/issues/1896
closed
[ "question", "module: models", "topic: feature extraction" ]
2020-02-18T04:14:26Z
2020-02-25T15:55:06Z
null
songyuc
pytorch/tutorials
853
happy to contribute my intuitive visual guide to how convolutions and transposed convenient work
Unlike fully connected linear layers, convolutions layers need a bit of work to calculate the size of the data as it passes through them. There aren't many easy to understand guides on how convolution works. Many report that transposed convolution is particularly difficult to understand. As part of my upcoming b...
https://github.com/pytorch/tutorials/issues/853
open
[]
2020-02-17T17:46:06Z
2020-02-20T13:56:34Z
null
makeyourownneuralnetwork
pytorch/vision
1,895
It seems the IntermediateLayerGetter will not use the forward function in the original model
Hi guys, I am working on reproducing DeepLabV3+ model these days, and I need to get some intermediate layers from the backbone. And I found a class of `IntermediateLayerGetter` with similar effect. When I read the code, I found that in the `forward` function of `IntermediateLayerGetter`, that the `IntermediateLayer...
https://github.com/pytorch/vision/issues/1895
closed
[ "question", "module: models", "topic: feature extraction" ]
2020-02-17T12:02:27Z
2020-02-25T15:22:30Z
null
songyuc
pytorch/vision
1,894
Can I use the IntermediateLayerGetter function for my customized backbone network?
Hi, guys, I am reimplementing DeepLabV3+ model these days, and I need to return some of the intermediate layers from my customized backbone network, and I found the `IntermediateLayerGetter` function with the similar effect. So I am wondering if I can use the `IntermediateLayerGetter` function to get the intermed...
https://github.com/pytorch/vision/issues/1894
closed
[ "question", "module: models", "topic: feature extraction" ]
2020-02-17T11:33:10Z
2020-02-27T19:40:34Z
null
songyuc
pytorch/vision
1,892
How to look at bbox predictions after training?
Hi, I finetuned a pretrained Faster RCNN model. I used the instance segmentation Mask RCNN pytorch tutorial as a guide. I finished training and can't figure out how to look at bbox predictions. For segmentation prediction, the guide used the following to display the mask Image.fromarray(prediction[0]['masks'][0...
https://github.com/pytorch/vision/issues/1892
closed
[ "question", "module: models", "topic: object detection" ]
2020-02-17T04:36:23Z
2020-02-25T15:45:56Z
null
alareza619
pytorch/vision
1,891
Pre-trained segmentation models can't load state dicts
<img width="1024" alt="Screen Shot 2020-02-16 at 7 51 57 PM" src="https://user-images.githubusercontent.com/37163544/74622526-07b99080-50f6-11ea-8483-bc891aeb5f3a.png">
https://github.com/pytorch/vision/issues/1891
closed
[ "question", "module: models", "topic: semantic segmentation" ]
2020-02-17T03:53:49Z
2020-02-27T19:34:26Z
null
devanshuDesai
pytorch/vision
1,888
convert_to_coco_api so slow
i found that it costs about 20min for the convert_to_coco_api to process 670 images when i evaluate my model per epoch. But WHY so slow?
https://github.com/pytorch/vision/issues/1888
closed
[ "question", "module: reference scripts", "topic: object detection" ]
2020-02-15T05:14:15Z
2020-02-27T19:43:04Z
null
cl2227619761