repo
stringclasses
147 values
number
int64
1
172k
title
stringlengths
2
476
body
stringlengths
0
5k
url
stringlengths
39
70
state
stringclasses
2 values
labels
listlengths
0
9
created_at
timestamp[ns, tz=UTC]date
2017-01-18 18:50:08
2026-01-06 07:33:18
updated_at
timestamp[ns, tz=UTC]date
2017-01-18 19:20:07
2026-01-06 08:03:39
comments
int64
0
58
user
stringlengths
2
28
pytorch/pytorch
20,271
Official instructions for how to build libtorch don't have same structure as prebuilt binaries
On Slack, Geoffrey Yu asked: > Are there instructions for building libtorch from source? I feel like I'm missing something since I've tried building with `tools/build_libtorch.py`. However the build output doesn't seem to have the same structure as the prebuilt libtorch that you can download on pytorch.org @pjh5 ...
https://github.com/pytorch/pytorch/issues/20271
closed
[ "high priority", "module: binaries", "module: build", "module: docs", "module: cpp", "triaged" ]
2019-05-08T13:02:51Z
2019-05-30T19:52:28Z
null
ezyang
huggingface/transformers
591
What is the use of [SEP]?
Hello. I know that [CLS] means the start of a sentence and [SEP] makes BERT know the second sentence has begun. [SEP] can’t stop one sentence from extracting information from another sentence. However, I have a question. If I have 2 sentences, which are s1 and s2., and our fine-tuning task is the same. In one way, I a...
https://github.com/huggingface/transformers/issues/591
closed
[]
2019-05-07T04:12:16Z
2019-05-21T10:51:31Z
null
RomanShen
pytorch/pytorch
20,090
How to add dynamically allocated strings to Pickler?
The following code prints `111` and `111`, instead of `222` and `111`, because `222` is skipped [here](https://github.com/pytorch/pytorch/blob/master/torch/csrc/jit/pickler.cpp#L68). Is this by design as Pickler only works for statically allocated strings? Or is there a way to correctly add dynamically allocated string...
https://github.com/pytorch/pytorch/issues/20090
closed
[ "oncall: jit", "triaged" ]
2019-05-03T04:43:08Z
2019-05-17T21:45:41Z
null
mrshenli
huggingface/neuralcoref
157
Performance?
Hi there, Thanks for the nice package! Are there any performance comparisons with other systems? (say, Lee et el'18: https://arxiv.org/pdf/1804.05392.pdf).
https://github.com/huggingface/neuralcoref/issues/157
closed
[ "question", "perf / accuracy" ]
2019-04-30T21:38:56Z
2019-10-16T08:48:09Z
null
danyaljj
pytorch/examples
554
Where is the hook?
On the tutorial, I see it says this is an example of hook. So where is the hook?
https://github.com/pytorch/examples/issues/554
closed
[]
2019-04-30T11:38:40Z
2019-05-27T21:00:53Z
null
yanbixing
pytorch/pytorch
19,908
c++/pytorch How to convert tensor to image array?
## ❓ Questions and Help ### Please note that this issue tracker is not a help form and this issue will be closed. I would like to convert a tensor to image array and use tensor.data<short>() method. But it doesn't work. My function is showed below: ``` #include <torch/script.h> // One-stop header. #include...
https://github.com/pytorch/pytorch/issues/19908
closed
[]
2019-04-29T07:49:29Z
2019-04-29T09:58:24Z
null
JingLiRaysightmed
pytorch/pytorch
19,822
How to use torch.tensor(n) in Python3 to adapt to ’ at::TensorImpl‘
## ❓ Questions and Help Hi ,when nms_cpp compiled by cpp_extension ,it didnt work but work in pytorch0.4.0.: ## TypeError: gpu_nms(): incompatible function arguments. The following argument types are supported: 1. (arg0: at::TensorImpl, arg1: at::TensorImpl, arg2: at::TensorImpl, arg3: float) -> int ##...
https://github.com/pytorch/pytorch/issues/19822
closed
[]
2019-04-27T08:40:06Z
2019-04-28T07:42:41Z
null
liuchanfeng165
pytorch/pytorch
19,744
How to select cl.exe for a config of cpp_extension?
## ❓ Questions and Help Hi, I got this error and dont wanna change vs15 again because the compiler keeps in OS,if I use cl.exe of VS2015 not VS2017 to compile my cpp_extension by setup.py and how to modify setup.py ![image](https://user-images.githubusercontent.com/18642811/56752176-46bed400-67ba-11e9-8852-072930b...
https://github.com/pytorch/pytorch/issues/19744
closed
[]
2019-04-25T16:29:54Z
2019-04-26T08:28:24Z
null
liuchanfeng165
pytorch/pytorch
19,611
How to understand the results of model. Eval () and how to obtain the predictive probability value?
Hello everyone I've been using tensorflow before, but I met torch when I added functionality to a tool. My ultimate goal was to get the classification probability. On a binary classification problem, I used model. Eval () (inputs). numpy () to get the prediction results. like this 2.19903 -2.06323 2.22841 -2.090...
https://github.com/pytorch/pytorch/issues/19611
closed
[ "triaged" ]
2019-04-23T09:29:27Z
2019-04-23T19:26:02Z
null
xujiameng
pytorch/pytorch
19,561
How to do prediction/inference for a batch of images at a time with libtorch?
Anybody knows how to do prediction/inference for a batch of images at a time with libtorch/pytorch C++? any reply would be appreciated, thank you!
https://github.com/pytorch/pytorch/issues/19561
closed
[]
2019-04-22T08:40:04Z
2019-04-22T20:59:27Z
null
asa008
pytorch/examples
547
where can I get the inference code for classification?
I have trained the resnet-18 model for classification on my own dataset with examples/imagenet/main.py. And now I want to infernece the images, but there is no inference code.
https://github.com/pytorch/examples/issues/547
closed
[]
2019-04-22T03:20:25Z
2019-04-24T10:50:50Z
2
ShaneYS
pytorch/pytorch
19,453
How to load PyTorch model with LSTM using C++ api
## 🐛 Bug <!-- A clear and concise description of what the bug is. --> ## To Reproduce Steps to reproduce the behavior: 1. Establish a PyTorch model with LSTM module using python, and store the script module after using torch.jit.trace. Python code like this: ```python class MyModule(nn.Module): de...
https://github.com/pytorch/pytorch/issues/19453
open
[ "module: cpp", "triaged" ]
2019-04-19T02:11:06Z
2024-07-24T20:52:00Z
null
SixerWang
pytorch/tutorials
484
different results
HI, i copied to code exactly and and ran with all the appropriate downloads and im not achieving the resutls stated with 40 epochs. the loss stays at around 2.2 with test accuracy of 100/837 .. around 11%.. is there something i need to change to get over 50% accuracy ?
https://github.com/pytorch/tutorials/issues/484
closed
[]
2019-04-18T16:04:34Z
2021-06-16T17:49:27Z
1
taylerpauls
pytorch/examples
544
the error when I run the example for the imagenet
When I tried to run the model for the example/imagenet, I encounter such error.So could you tell me how to solve the problem? python /home/zrz/code/imagenet_dist/examples-master/imagenet/main.py -a resnet18 -/home/zrz/dataset/imagenet/imagenet2012/ILSVRC2012/raw-data/imagenet-data => creating model 'resnet18' ...
https://github.com/pytorch/examples/issues/544
closed
[]
2019-04-14T06:22:38Z
2022-03-10T05:56:43Z
4
runzeer
pytorch/examples
543
[Important BUG] non-consistent behavior between "final evaluation" and "eval on each epoch" for mnist example
It is a common sense that, during evaluation, the model is not trained by the dev dataset. However, I noticed a strange different behavior between the two results: (1) train 10 epoch, having final evaluate on test data (2) train 10 epoch, having an evaluation after each training epoch on test data ## Prior know...
https://github.com/pytorch/examples/issues/543
open
[ "help wanted", "nlp" ]
2019-04-12T06:09:13Z
2022-03-10T06:03:31Z
1
Jacob-Ma
pytorch/examples
542
non-deterministic behavior on PyTorch mnist example
I tried PyTorch `examples/mnist/main.py` example to check if it is deterministic. Although I modified the code to set the seed on everything, it still gives quite different results on GPU. Do you know how to make the code be deterministic? Thank you very much. Below is the code I have run and the output. ```...
https://github.com/pytorch/examples/issues/542
closed
[]
2019-04-12T04:31:25Z
2019-04-12T05:53:14Z
1
Jacob-Ma
pytorch/tutorials
476
Example with torch.empty in What is PyTorch? is misleading
In this [example](https://github.com/pytorch/tutorials/blob/master/beginner_source/blitz/tensor_tutorial.py) the output of a `torch.empty` call looks the same result I would obtain with `torch.zeros`, while it should be filled with garbage values. This might be misleading to beginners.
https://github.com/pytorch/tutorials/issues/476
closed
[]
2019-04-11T09:19:06Z
2019-08-23T21:18:53Z
null
alexchapeaux
pytorch/pytorch
19,098
[C++ front end] how to use clamp to clip gradients?
## ❓ Questions and Help hi, I wonder if this could clip the gradients: for(int i=0; i<net.parameters().size(); i++) { net.parameters().at(i).grad() = torch::clamp(net.parameters().at(i).grad(), -GRADIENT_CLIP, GRADIENT_CLIP); } optimizer.step(); I found it doesn't seem to work, and I still got la...
https://github.com/pytorch/pytorch/issues/19098
closed
[]
2019-04-10T05:37:24Z
2019-04-10T05:38:01Z
null
ZhuXingJune
pytorch/pytorch
19,012
I have a piece of code that is written in LUA and I want to know what is the pytorch equivalent of the code.?How do I implement these lines in pytorch .. Can somebody help me with it? The code is mentioned in the comment
## ❓ 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/19012
closed
[]
2019-04-08T10:15:59Z
2019-04-08T10:30:32Z
null
AshishRMenon
pytorch/pytorch
18,951
Completed code with bug report for hdf5 dataset. How to fix?
Hello all, I want to report the issue of pytorch with hdf5 loader. The full source code and bug are provided The problem is that I want to call the `test_dataloader.py` in two terminals. The file is used to load the custom hdf5 dataset (`custom_h5_loader`). To generate h5 files, you may need first run the file `conve...
https://github.com/pytorch/pytorch/issues/18951
closed
[]
2019-04-05T14:50:55Z
2019-04-06T12:36:34Z
null
John1231983
pytorch/pytorch
18,872
How to convert a cudnn.BLSTM model to nn.LSTM bidirectional model
## ❓ 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/18872
closed
[]
2019-04-04T18:30:20Z
2019-04-04T19:00:04Z
null
rafikg
pytorch/pytorch
18,837
How to use libtorch api torch::nn::parallel::data_parallel train on multi-gpu
## 📚 Documentation <!-- A clear and concise description of what content in https://pytorch.org/docs is an issue. If this has to do with the general https://pytorch.org website, please file an issue at https://github.com/pytorch/pytorch.github.io/issues/new/choose instead. If this has to do with https://pytorch.org/...
https://github.com/pytorch/pytorch/issues/18837
closed
[ "module: performance", "oncall: distributed", "module: multi-gpu", "module: docs", "module: cpp", "module: nn", "triaged" ]
2019-04-04T02:48:41Z
2020-06-25T16:48:51Z
null
DDFlyInCode
pytorch/tutorials
468
auxilary net confusion Inception_v3 Vs. GoogLeNet in finetune script?
Hi, I followed the finetune tutorial (but using this script to train from scratch): for `inception` as there is only one `aux_logit` below snippet working fine. ``` elif model_name == "inception": """ Inception v3 Be careful, expects (299,299) sized images and has auxiliary output ""...
https://github.com/pytorch/tutorials/issues/468
closed
[]
2019-04-03T15:43:05Z
2019-04-07T10:52:28Z
0
rajasekharponakala
pytorch/pytorch
18,781
TORCH_CUDA_ARCH_LIST=All should know what is possible
## 🐛 Bug When setting TORCH_CUDA_ARCH_LIST=All, I expect Torch to compile with all CUDA architectures available to my current version of CUDA. Instead, it attempted to build for cuda 2.0. See error: nvcc fatal : Unsupported gpu architecture 'compute_20' ## To Reproduce Steps to reproduce the behavior: ...
https://github.com/pytorch/pytorch/issues/18781
closed
[ "module: build", "module: docs", "module: cuda", "module: molly-guard", "triaged" ]
2019-04-03T00:31:35Z
2024-08-04T05:06:56Z
null
xsacha
pytorch/tutorials
463
The input of a GRU is of shape (seq_len, batch, input_size). I wonder does seq_len means anything?
I noticed that in the documentation of pytorch GRU, the input shape should be (seq_len, batch, input_size), thus the input ought to be a sequence and the model will deal with the sequence inside itself. But in this notebook, the author passes a tensor only of length one in each iteration in function `train`. I mean if ...
https://github.com/pytorch/tutorials/issues/463
closed
[]
2019-04-02T09:32:10Z
2019-08-23T21:49:49Z
1
CSUN1997
pytorch/text
522
how to set random seed for BucketIterator to guarantee that it produce the same itrator every time you run the code ?
https://github.com/pytorch/text/issues/522
closed
[ "obsolete" ]
2019-04-02T01:47:03Z
2022-01-25T04:04:42Z
null
zide05
pytorch/pytorch
18,677
How to compile/install caffe2 with cuda 9.0?
I'm building caffe2 on ubuntu 18.04 with CUDA 9.0? But when I run "python setup.py install" command, I have met issue about version of CUDA. It needs to CUDA 9.2 instead of 9.0 but i only want to build with 9.0. How to pass it? Thank you!
https://github.com/pytorch/pytorch/issues/18677
open
[ "caffe2" ]
2019-04-01T06:54:50Z
2019-05-27T12:43:18Z
null
TuanHAnhVN
pytorch/tutorials
459
Inappropriate example code of vector-Jacobian product in (AUTOGRAD: AUTOMATIC DIFFERENTIATION)
I want to check the vector-Jacobian product. But in the example code the x is randomly generated and the the function relation between x and y is not clear. So how can I check if I correctly understand the vector-Jacobian product ? Can you improve it ?
https://github.com/pytorch/tutorials/issues/459
closed
[]
2019-03-30T13:57:54Z
2021-06-16T20:24:11Z
2
guixianjin
pytorch/tutorials
458
how can i remove the layers in model.
I want to use the googlenet model to do finetuing, remove the fc layer, and then add other layers.
https://github.com/pytorch/tutorials/issues/458
closed
[]
2019-03-30T08:28:08Z
2021-06-16T20:25:08Z
1
wangjue-wzq
pytorch/examples
534
when i run the main.py in imagenet,i encounter a problem
![image](https://user-images.githubusercontent.com/45848862/55045271-37901d80-5078-11e9-954e-4d7f4bdb4894.png)
https://github.com/pytorch/examples/issues/534
open
[ "help wanted" ]
2019-03-27T02:09:15Z
2022-03-10T06:03:41Z
0
Xavier-cvpr
pytorch/examples
531
Running examples/world_language_model
Hello, I am trying to run 'examples/world_language_model'. However, when I do 'python main.py --cuda' in the above directory. It prints an error like this. ![image](https://user-images.githubusercontent.com/45330740/54750424-fa143600-4c1a-11e9-99ad-227b54d115f9.png) Does anyone know how to solve this problem?
https://github.com/pytorch/examples/issues/531
closed
[]
2019-03-21T11:51:02Z
2020-03-25T00:54:09Z
1
ohcurrent
huggingface/transformers
370
What is Synthetic Self-Training?
The current best performing model on[ SQuAD 2.0](https://rajpurkar.github.io/SQuAD-explorer/) is BERT + N-Gram Masking + Synthetic Self-Training (ensemble): ![image](https://user-images.githubusercontent.com/2398765/54234467-24466380-454a-11e9-8674-d9e7004da027.png) What is Synthetic Self-Training?
https://github.com/huggingface/transformers/issues/370
closed
[ "Discussion", "wontfix" ]
2019-03-12T20:40:50Z
2019-07-13T20:58:32Z
null
hsm207
pytorch/examples
524
[super_resolution]How can I get 'model_epoch_500.pth' file?
When I run: `python super_resolve.py --input_image dataset/BSDS300/images/test/16077.jpg --model model_epoch_500.pth --output_filename out.png` . It outpus : ` [Errno 2] No such file or directory: 'model_epoch_500.pth'` How can I get 'model_epoch_500.pth' file?
https://github.com/pytorch/examples/issues/524
closed
[]
2019-03-08T11:08:17Z
2019-05-31T08:57:22Z
0
dyfloveslife
pytorch/pytorch
17,654
I want to know how to use the select(int64_t dim, int64_t index) in at::Tensor?What is the definition of a parameter ?
## ❓ 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/17654
closed
[]
2019-03-04T12:57:04Z
2019-03-04T17:05:24Z
null
SongyiGao
pytorch/tutorials
441
Add 'Open in Colab' Button to Tutorial Code
Is it possible to edit the downloadable Jupyter notebooks at the bottom of each 60-minute blitz section? In a utopian scenario there would be a button at the top of each file, allowing the user to 'Open in Colab'. If this button was present the user would fix the code so that each cell was ran with the output visible. ...
https://github.com/pytorch/tutorials/issues/441
closed
[]
2019-03-04T12:26:51Z
2019-03-31T10:34:34Z
2
pynchmeister
pytorch/examples
518
How to train from scratch on custom model
Hi, Thank you very much for the code. I am new to pytorch (have worked a lot with tensorflow), and have a question which is probably basic, but I can't find the answer. If I want to train ImageNet on a model which doesn't appear in the code list (under "model names"), but I do have the model as pth.tar file, how a...
https://github.com/pytorch/examples/issues/518
closed
[]
2019-02-26T10:19:24Z
2022-03-10T05:28:08Z
1
jennyzu
huggingface/transformers
320
what is the batch size we can use for SQUAD task?
I am running the squad example. I have a Tesla M60 GPU which has about 8GB of memory. For bert-large-uncased model, I can only take batch size as 2, even after I used --fp16. Is it normal?
https://github.com/huggingface/transformers/issues/320
closed
[]
2019-02-26T08:56:20Z
2019-03-03T00:21:25Z
null
leonwyang
pytorch/examples
517
How to save model in mnist.cpp?
How to save the model in cpp api mnist.cpp? model.save and torch::save(model,"mnisttrain.pkl") All error
https://github.com/pytorch/examples/issues/517
open
[ "c++" ]
2019-02-26T06:58:05Z
2022-03-09T20:49:34Z
5
engineer1109
pytorch/tutorials
437
A short tutorial showing the input arguments for NLL loss/ cross entropy loss would be incredibly helpful
The arguments NLL loss (and by proxy cross entropy loss) take are in a relatively weird format. The documentation for the function does all it can within reason of the original documentation, but there's an incredible number of questions posted about weird problems giving them the kind of arguments. Much more than for ...
https://github.com/pytorch/tutorials/issues/437
open
[]
2019-02-26T05:35:50Z
2019-02-26T05:35:50Z
0
jkterry1
pytorch/pytorch
17,368
What is a version/git-hash of nightly build?
## 🚀 Feature Nightly build does not include git-hash of pytorch. So we can not know what the build is. https://download.pytorch.org/libtorch/nightly/cpu/libtorch-shared-with-deps-latest.zip I know the zip includes build_version which is like "1.0.0dev20190221". Could you add git-hash of pytorch in build_ver...
https://github.com/pytorch/pytorch/issues/17368
closed
[ "awaiting response (this tag is deprecated)" ]
2019-02-21T19:54:41Z
2019-02-28T22:34:49Z
null
junjihashimoto
pytorch/ELF
142
what is meaning of outputs at verbose mode?
after I input quit at the df_console , it was still calulateing ``` D:\elfv2\play_opengo_v2\elf_gpu_full\elf>df_console --load d:/pretrained-go-19x19-v1.bin --num_block 20 --dim 224 --ver bose [2019-02-21 10:35:22.103] [elfgames::go::common::GoGameBase-12] [info] [0] Seed: 62127748, thread_id: 156604934899288204 ...
https://github.com/pytorch/ELF/issues/142
open
[]
2019-02-21T02:51:58Z
2019-02-21T02:51:58Z
null
l1t1
pytorch/examples
514
Why does discriminator's output change between batchsize:64 and batchsize:1 on inference.
I'm trying to get the discriminator output using train finished discriminator. Procedure is below. 1. training dcgan. 2. preparing my image data and resize it 64 * 64. 3. load my image data using dataloader(same as training's one.) 4. I change only batch size at inference. 5. I got small Discriminator outputs(aft...
https://github.com/pytorch/examples/issues/514
closed
[]
2019-02-20T09:07:47Z
2019-02-20T10:55:48Z
2
y-shirai-r
pytorch/examples
507
Is there a plan to make the imagenet example in this repository support `fp16`?
Thanks! :)
https://github.com/pytorch/examples/issues/507
closed
[]
2019-02-14T19:38:58Z
2022-03-10T03:12:22Z
1
deepakn94
pytorch/pytorch
17,111
where is the code for the implement of loss?
i want to find the implement of nn.BCEWithLogitsLoss, but it returns F functions , and i cannot find where F functions is , i want to modify the loss
https://github.com/pytorch/pytorch/issues/17111
closed
[]
2019-02-14T12:29:06Z
2019-02-14T15:29:47Z
null
Jasperty
pytorch/examples
503
I have some basic questions about training
Hi, I have some questions about training the model. 1. "neural_style.py train --dataset /Users/me/Downloads/examples-master/fast_neural_style/me0 --style-image /Users/met/Downloads/examples-master/fast_neural_style/images/content-images/amber.jpg --save-model-dir /Users/umit/Downloads/examples-master/fast_neural_s...
https://github.com/pytorch/examples/issues/503
open
[ "onnx" ]
2019-02-03T08:40:43Z
2022-03-10T03:14:41Z
0
Umity
pytorch/examples
502
neural_style.py: error: unrecognized arguments: --export_onnx
I am getting this error when i use: python neural_style/neural_style.py train --dataset /Users/me/Downloads/examples-master/fast_neural_style/me0 --style-image /Users/me/Downloads/examples-master/fast_neural_style/images/content-images/amber.jpg --save-model-dir /Users/me/Downloads/examples-master/fast_neural_style/...
https://github.com/pytorch/examples/issues/502
closed
[]
2019-02-02T21:19:03Z
2019-02-03T08:30:05Z
0
Umity
pytorch/tutorials
431
cpp extension tutorial: not device agnostic?
Would the kerne calll in `lltm_cuda_forward` in the tutorial `tutorials/advanced_source/cpp_extension.rst` fail on multi gpu systems if the inputs are not on the default device, i.e., `device:0`? To my understanding, some "magic" takes care of setting the right context if we add functionality do pytorch via custom...
https://github.com/pytorch/tutorials/issues/431
open
[ "C++" ]
2019-01-31T07:39:07Z
2023-03-15T02:14:36Z
1
c-hofer
pytorch/examples
501
why you set epoch to the sampler in the distributed example?
Hi, Thanks for providing this helpful tutorial series. I am reading the part of training imagenet with distributed mode: At [this line](https://github.com/pytorch/examples/blob/fe8abc3c810420df2856c6e668258f396b154cee/imagenet/main.py#L208), I do not understand the reason why shall I set epoch it the sampler. Wh...
https://github.com/pytorch/examples/issues/501
closed
[]
2019-01-30T03:44:09Z
2023-01-05T08:01:47Z
4
CoinCheung
huggingface/transformers
233
What is get_lr() meaning in the optimizer.py
I use a Model based on BertModel, and when I use the BertAdam the learning rate isn't changed. And when I use `get_lr()`, the return result is `[0]`. And I see the length of state isn't 0, but why I get that?
https://github.com/huggingface/transformers/issues/233
closed
[]
2019-01-28T13:19:06Z
2019-02-05T16:12:33Z
null
kugwzk
pytorch/pytorch
16,439
What is the difference between F.cross_entropy() and F.nll_loss() ??
## ❓ 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/16439
closed
[]
2019-01-28T11:06:23Z
2019-01-28T13:25:31Z
null
lakshmiumenon
pytorch/pytorch
16,438
What is the difference between F.cross_entropy() and F.nll_loss() ??
## ❓ 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/16438
closed
[]
2019-01-28T11:06:21Z
2019-01-28T13:45:23Z
null
lakshmiumenon
pytorch/examples
500
_pickle.UnpicklingError: invalid load key, '\xff'.
May I know how to fix the following error ``` mahmood@orca:fast_neural_style$ python3.7 neural_style/neural_style.py eval --content-image images/content-images/amber.jpg --model images/style-images/mosaic.jpg --output-image a1.jpg --cuda 1 Traceback (most recent call last): File "neural_style/neural_style.py", ...
https://github.com/pytorch/examples/issues/500
open
[ "bug", "vision", "pickle" ]
2019-01-26T15:37:28Z
2022-03-10T05:20:57Z
0
mahmoodn
pytorch/examples
499
Crash in mnist example with num_workers > 0
I'm getting a crash in the mnist example at the end of the 1st epoch when I run with any num_workers > 0 I'm running the python code in PyCharm debugger on a Ubuntu 16.04 system with PyTorch 1.0 with CUDA enabled. raceback (most recent call last): File "/snap/pycharm-community/108/helpers/pydev/pydevd.py", line...
https://github.com/pytorch/examples/issues/499
open
[ "help wanted" ]
2019-01-25T22:24:02Z
2022-03-10T06:03:51Z
0
ankur6ue
huggingface/transformers
205
What is the meaning of Attention Mask
Hi, I noticed that there is something called `Attention Mask` in the model. In the annotation of class `BertForQuestionAnswering`, ```python `attention_mask`: an optional torch.LongTensor of shape [batch_size, sequence_length] with indices selected in [0, 1]. It's a mask to be used if the input seq...
https://github.com/huggingface/transformers/issues/205
closed
[]
2019-01-18T14:04:11Z
2022-08-19T19:37:44Z
null
jianyucai
huggingface/neuralcoref
127
Can't find mention type in doc class
I can't find the mention type of a span, so I just copy get_span_type function to get mention types as follows. Maybe it could be merged into doc object. ``` ACCEPTED_ENTS = ["PERSON", "NORP", "FACILITY", "ORG", "GPE", "LOC", "PRODUCT", "EVENT", "WORK_OF_ART", "LANGUAGE"] MENTION_TYPE = {"PRONOMINAL": 0, "NOMINAL"...
https://github.com/huggingface/neuralcoref/issues/127
closed
[ "question", "wontfix" ]
2019-01-16T07:46:38Z
2019-06-21T08:31:42Z
null
joe32140
pytorch/tutorials
411
ValueError low>=high in RandomCrop
Hello everyone, First off, thanks for such detailed PyTorch tutorials! Recently, I was going through the data loading and processing tutorial [here](https://pytorch.org/tutorials/beginner/data_loading_tutorial.html). Maybe there's some misunderstanding from my side but in `beginner_source/data_loading_tutorial.py`, ...
https://github.com/pytorch/tutorials/issues/411
closed
[]
2019-01-11T23:54:39Z
2019-09-12T04:24:36Z
1
Demfier
pytorch/tutorials
410
TypeError : filename should be a str in beginner/nn_tutorial.py
I got a `TypeError` error in `beginner_source/nn_tutorial.py` while building tutorials with Python 3.5 on Ubuntu 16.04. It seems like the type of parameter passed in `gzip.open()` in ["beginner_source/nn_tutorial.py(L64)"](https://github.com/pytorch/tutorials/blob/master/beginner_source/nn_tutorial.py#L64) should be...
https://github.com/pytorch/tutorials/issues/410
closed
[]
2019-01-11T06:37:53Z
2019-02-08T20:26:28Z
1
9bow
pytorch/examples
483
different node has different parameters
I have tried it, but if I found that each model in all node has different gradients,so it results to different model among GPUs, At last I do like this: #something to do############### loss.backward() self.average_gradients() self.optimizer.step(): #other ...
https://github.com/pytorch/examples/issues/483
closed
[]
2018-12-24T11:54:04Z
2018-12-30T03:53:49Z
1
YihengJiang
pytorch/examples
482
Encountered IsADirectoryError at neural style eval
Hello, I am new in python and machine learning related field. I caught the following error when trying to test a style from the examples: ``` /cygdrive/d/Downloaded Programs/git/examples/fast_neural_style $ python neural_style/neural_style.py eval --content-image <images/content-images/amber.jpg> --model <save...
https://github.com/pytorch/examples/issues/482
closed
[]
2018-12-24T09:19:06Z
2022-03-10T05:47:27Z
1
HosinLau
pytorch/examples
481
the imagenet main when is use multi gpu(not set gpu args) then the input will not call input.cuda() why?
![image](https://user-images.githubusercontent.com/6283983/50394800-c734e000-079a-11e9-89cd-964cb751a227.png) if i do't set args.gpu, the only target.cuda() call, why do this kind, but the code run success
https://github.com/pytorch/examples/issues/481
closed
[]
2018-12-24T08:42:29Z
2018-12-30T03:45:44Z
1
mmxuan18
pytorch/tutorials
400
C++ Frontend Tutorial with GPU Support
I am following [this tutorial](https://pytorch.org/cppdocs/installing.html) on using PyTorch with C++ frontend. However, I would like to have a CUDA support, not a CPU only. I have also the `torch` package installed using `conda` but I guess it is not enough to compile C++ sources because I am getting the following err...
https://github.com/pytorch/tutorials/issues/400
closed
[]
2018-12-24T07:50:37Z
2021-06-16T20:45:56Z
0
i-zaitsev
pytorch/examples
479
Share dataloader in multi node multi gpus training with multiprocessing-distributed
In the example of [imagenet](https://github.com/pytorch/examples/blob/master/imagenet/main.py), `ngpus` process is created, so if I am training on 4 nodes with 4 gpus on each, there would be 16 processes in total. Is there any way I could share the dataloader for the processes on the same node? Since I implemented a ...
https://github.com/pytorch/examples/issues/479
closed
[]
2018-12-19T13:41:36Z
2020-09-11T12:57:16Z
0
xvjiarui
pytorch/examples
478
in imagenet example why the val need to first resize to 256 and then crop 224, if the input is 299 how to set the resize input?
![image](https://user-images.githubusercontent.com/6283983/50218419-da286880-03c6-11e9-84a7-fc6bb57a61b1.png) when the model is inceptionv3 the input size is 299, while others is 224. so the resize parameter counld set to what? and why in val stage there need to first resize to a bigger size then crop, some example...
https://github.com/pytorch/examples/issues/478
closed
[]
2018-12-19T11:48:52Z
2019-03-27T18:01:58Z
1
mmxuan18
pytorch/examples
476
--resume fails after 1 epoch with Pytorch 1.0 release
Using --resume fails after 1 epoch with Pytorch 1.0 release with error below. I tried this with resnet50 and resnet18 ``` Traceback (most recent call last): File "main.py", line 398, in <module> main() File "main.py", line 110, in main mp.spawn(main_worker, nprocs=ngpus_per_node, args=(ngpus_per_node...
https://github.com/pytorch/examples/issues/476
open
[ "help wanted", "vision" ]
2018-12-17T17:04:15Z
2022-03-10T06:04:01Z
1
mdflickner
pytorch/examples
473
the sum of doc_topics is not equal 1
Hi, I have a question. when I run lda.py, I find the sum of `doc_topics` is not equal 1. In fact, they are decreasing in the training process. Is there something wrong?
https://github.com/pytorch/examples/issues/473
closed
[]
2018-12-14T14:50:43Z
2018-12-19T22:17:36Z
2
dongfeng951
pytorch/examples
472
How can I find a reference to understand the meaning of pro.sample?
what is the meaning of `pyro.sample( ........, infer={"enumerate": "parallel"})`? How can I find a reference to understand the meaning of `pro.sample`? I cannot find it. Thanks!
https://github.com/pytorch/examples/issues/472
closed
[]
2018-12-14T13:33:42Z
2018-12-15T04:02:46Z
1
dongfeng951
pytorch/examples
471
How to invoke GPU?
Hi, when I run the example codes such as vae.py, the GPU cannot be invoked automatically and therefore the training is very slow. But the pytorch can invoke GPU automatically. So how to invoke GPU? Thank you!
https://github.com/pytorch/examples/issues/471
closed
[]
2018-12-14T08:14:46Z
2018-12-15T04:18:49Z
2
dongfeng951
pytorch/examples
470
The Volatile GPU-Util is always 0, in examples/imagenet
I run the example of imagenet in https://github.com/pytorch/examples/tree/master/imagenet, althougt I can run it successfully, but it is slow, and the Volatile GPU-Util is always 0 with command 'nvidia-smi' ``` +-----------------------------------------------------------------------------+ | NVIDIA-SMI 390.87 ...
https://github.com/pytorch/examples/issues/470
open
[ "question" ]
2018-12-13T06:49:15Z
2022-03-10T16:46:35Z
10
wangxianrui
huggingface/transformers
114
What is the best dataset structure for BERT?
First I want to say thanks for setting up all this! I am using BertForSequenceClassification and am wondering what the optimal way is to structure my sequences. Right now my sequences are blog post which could be upwards to 400 words long. Would it be better to split my blog posts in sentences and use the se...
https://github.com/huggingface/transformers/issues/114
closed
[]
2018-12-11T16:28:00Z
2018-12-11T20:57:45Z
null
wahlforss
pytorch/pytorch
14,889
what is the algorithm theory of torch.nn.AdaptiveMaxPool2d?
what is the algorithm theory of torch.nn.AdaptiveMaxPool2d? Is there any papers about torch.nn.AdaptiveMaxPool2d? And how to find the c++ of implementing torch.nn.AdaptiveMaxPool2d in pytorch?
https://github.com/pytorch/pytorch/issues/14889
closed
[]
2018-12-07T10:16:15Z
2018-12-07T15:46:19Z
null
zsf23
pytorch/pytorch
14,850
Document what is C10
C10 seems to have an increasingly important role throughout the PyTorch code base (e.g., see #6325 or count the number of open issues containing "c10") yet I was unable to find a high-level description about it. There are only "rumors" to be found about C10, see for example [this post](https://discuss.pytorch.org/t/pyt...
https://github.com/pytorch/pytorch/issues/14850
closed
[ "module: docs", "triaged" ]
2018-12-06T16:00:51Z
2024-03-13T05:40:46Z
null
christoph-conrads
pytorch/examples
456
How can I get the name of each image in the whole imagenet training process?
I want to obtain the name and the true label of each image, how can I modify the code to do that ? I find the data_loader just return the input tensor and the label without the image name.
https://github.com/pytorch/examples/issues/456
closed
[]
2018-11-30T06:40:48Z
2018-11-30T06:54:39Z
1
lith0613
huggingface/neuralcoref
113
what is the different between en_coref models?
for three models, en_coref_lg, en_coref_md, en_coref_sm, which one has best performance? only consider the performance, is lg best?
https://github.com/huggingface/neuralcoref/issues/113
closed
[]
2018-11-30T06:36:43Z
2019-04-11T12:14:11Z
null
Jasperty
pytorch/pytorch
14,460
C++ API use model.pt in GPU . When I use lstm in model, there is what(): Expected object of backend CPU but got backend CUDA for argument #2 'mat2' (checked_tensor_unwrap at /pytorch/aten/src/ATen/Utils.h:70)
## 🐛 Bug <!-- A clear and concise description of what the bug is. --> ## To Reproduce C++ code: module->to(at::kCUDA); auto gpu_tensor = img_var.to(at::kCUDA); vector<torch::jit::IValue> inputs; inputs.push_back(gpu_tensor); auto out_tensor = module->forward(inputs).toTensor(); model: # LSTM ...
https://github.com/pytorch/pytorch/issues/14460
closed
[]
2018-11-28T07:58:33Z
2021-06-01T21:26:27Z
null
joy-yjl
pytorch/pytorch
14,456
What is wrong with my model? It slows many times after switching from version 0.4.1 to 1.0
This is the definition of my model: ```python import torchvision import torch import torch.nn as nn import torch.nn.functional as F class Model(nn.Module): def __init__(self, in_dim, out_dim, *args, **kwargs): super(Model, self).__init__(*args, **kwargs) vgg16 = torchvision.models.vg...
https://github.com/pytorch/pytorch/issues/14456
closed
[ "module: performance" ]
2018-11-28T06:44:26Z
2019-06-09T02:44:25Z
null
CoinCheung
pytorch/examples
453
Is the loss of the first word covered during the language model evaluation?
In the language model example, it seems that during the evaluation, the code starts from computing the loss of the second word. Thus, skipping the loss of the first word. https://github.com/pytorch/examples/blob/537f6971872b839b36983ff40dafe688276fe6c3/word_language_model/main.py#L136 https://github.com/pytorch/exam...
https://github.com/pytorch/examples/issues/453
open
[ "good first issue", "nlp" ]
2018-11-26T10:28:03Z
2022-03-10T06:08:08Z
0
khassanoff
pytorch/examples
450
How to use trained model to classifier pictures?
I have trained a best model by imagenet,but code repo has given does not have test option,so how can I use the model have trained to classifier pictures with labels?
https://github.com/pytorch/examples/issues/450
open
[ "help wanted", "vision" ]
2018-11-25T03:27:13Z
2022-03-10T06:07:49Z
2
mohhao
pytorch/examples
448
which pytorch version can run the fast rcnn demo?
https://github.com/pytorch/examples/issues/448
closed
[]
2018-11-21T10:42:41Z
2022-03-10T00:26:13Z
2
Bigwode
huggingface/neuralcoref
110
Doesn't work when span is merged.
```python nlp = spacy.load('en_coref_sm') text = nlp("Michelle Obama is the wife of former U.S. President Barack Obama. Prior to her role as first lady, she was a lawyer.") spans = list(text.noun_chunks) for span in spans: span.merge() for word in text: print(word) if(word._.in_coref)...
https://github.com/huggingface/neuralcoref/issues/110
closed
[ "question", "wontfix" ]
2018-11-21T10:12:43Z
2019-06-17T14:22:21Z
null
lahsuk
pytorch/examples
443
DCGAN: Generate more number of images
Is there a way we can generate an arbitrary number of images? Right now the fake sample is outputting to 64 images with default settings. My goal is to get 250 fake images. Is this possible?
https://github.com/pytorch/examples/issues/443
closed
[]
2018-11-16T04:49:33Z
2018-11-16T04:50:14Z
1
MonojitBanerjee
pytorch/pytorch
13,460
What is the net *.pb file encoding?
Hi there, I am running the following code: ```python with open(EXPORT_PATH + "mnist_init_net.pb", encoding="utf-8") as f: init_net = f.read() ``` I get the following error: ```python UnicodeDecodeError: 'utf-8' codec can't decode byte 0xf1 in position 24: invalid continuation byte ``` It seems lik...
https://github.com/pytorch/pytorch/issues/13460
closed
[]
2018-11-01T18:26:20Z
2018-11-07T16:07:03Z
null
Suhail
pytorch/examples
431
How to run distributed training on multiple Node using ImageNet using ResNet model
The script mentioned in https://github.com/pytorch/examples/tree/master/imagenet does provides good guideline on single node training however it doesn't have good documentation on Distributed training on multiple Node. I tried to use two machines with 8 gpus with below command Machine-1 script ``` HOST_PORT="tc...
https://github.com/pytorch/examples/issues/431
open
[ "distributed" ]
2018-10-31T06:11:37Z
2022-06-15T10:40:29Z
12
goswamig
pytorch/examples
430
error in the backward pass while using the pytorch roi pooling
I am using [link](https://github.com/pytorch/examples/blob/d8d378c31d2766009db400ac03f41dd837a56c2a/fast_rcnn/roi_pooling.py#L38-L53) but i get error while doing the backward pass ``` File "/home/alireza/anaconda3/lib/python3.6/site-packages/spyder_kernels/customize/spydercustomize.py", line 668, in runfile ...
https://github.com/pytorch/examples/issues/430
closed
[]
2018-10-30T20:00:14Z
2018-10-30T23:31:42Z
2
isalirezag
pytorch/examples
428
how to deal with backward pass in pytorch version of ROI Pooling
I am trying to make position sensitive roi pooling (PSROIPooling)which is proposed in RFCN work. PSROIPooling is basically ROIPooling + average pooling. I am using the `roi_pooling.py` that is written in pytorch and provided [here](https://github.com/pytorch/examples/blob/d8d378c31d2766009db400ac03f41dd837a56c2a/fa...
https://github.com/pytorch/examples/issues/428
closed
[]
2018-10-30T02:08:40Z
2018-10-30T02:21:14Z
1
isalirezag
pytorch/examples
425
DCGAN: code and paper don't have the same feature maps?
## From the code Input(100\*1\*1) --->((ngf\*8) \*4\*4)--->((ngf\*4) \*8\*8)--->((ngf\*2) \*16\*16)--->(ngf \*32\*32)--->(3\*64\*64) according to the code, **ngf=64**. Therefore we have **Input(100\*1\*1) --->(512\*4\*4)--->(256\*8\*8)--->(128\*16\*16)--->(64\*32\*32)--->(3\*64\*64)** ```python class Generator(n...
https://github.com/pytorch/examples/issues/425
closed
[]
2018-10-25T07:36:28Z
2018-11-03T04:24:48Z
1
zhibo-liu
pytorch/examples
421
what is spatial_scale in roi pooling
can you please explain to me what is spatial_scale here: [Link](https://github.com/pytorch/examples/blob/d8d378c31d2766009db400ac03f41dd837a56c2a/fast_rcnn/roi_pooling.py#L38-L53) also in ```[..., roi[2]:(roi[4]+1), roi[1]:(roi[3]+1)]```, what does `...` in the begining of the list do? Thanks
https://github.com/pytorch/examples/issues/421
closed
[]
2018-10-11T14:39:24Z
2018-10-11T19:06:28Z
null
isalirezag
pytorch/text
424
What is "parse_field" for?
In torchtext.datasets.SNLI.splits, there is a parameter named "parse_field". I found if setting this field with a "datasets.snli.ShiftReduceField" object, the vocabulary becomes much smaller and SNLI accuracy always improves (compared with default value). It is amazing! But I can't find any description about it... ...
https://github.com/pytorch/text/issues/424
closed
[]
2018-09-27T04:45:10Z
2018-10-02T03:39:58Z
null
jueliangguke
pytorch/examples
412
RuntimeError: Found 0 images in subfolders of in AWS
Have anyone used torchvision.datasets.ImageFolder in AWS? I met this error in predicting my pictures in my own folder RuntimeError: Found 0 images in subfolders of: mine/1/2 Supported extensions are: .jpg,.jpeg,.png,.ppm,.bmp,.pgm,.tif But, I have uploaded 3 jpg images in mine/1/2. It also have found the fo...
https://github.com/pytorch/examples/issues/412
closed
[]
2018-09-13T11:23:47Z
2021-09-07T03:11:15Z
2
Aaron4Fun
pytorch/examples
411
AlexNet code
Where can I find the AlexNet code? I would like to implement it in a distributed mode using MPI.
https://github.com/pytorch/examples/issues/411
closed
[]
2018-09-11T13:08:24Z
2022-03-10T00:27:48Z
1
abidmalikwaterloo
pytorch/pytorch
11,130
where is the caffe2 folder?
Hi, In the old version of caffe2, I could find the caffe2 folder ( "/usr/local/caffe2"). Where is the the caffe2 folder(within PYTORCH ) right now?
https://github.com/pytorch/pytorch/issues/11130
closed
[ "caffe2" ]
2018-08-31T02:25:04Z
2018-09-07T02:59:19Z
null
ddeeppnneett
pytorch/examples
409
How to extract a trained model
Hi, I have trained a model of resnet 152 using the code provided in 'examples/imagenet/main.py' I understand that it saves a checkpoint after every epoch, and at the end of the training it will save the best trained model. My question is how can i extract this model?
https://github.com/pytorch/examples/issues/409
closed
[]
2018-08-29T04:33:42Z
2022-03-10T05:45:07Z
3
mvk07
pytorch/examples
406
UserWarning: nn.Upsampling is deprecated. Use nn.functional.interpolate instead. warnings.warn("nn.Upsampling is deprecated. Use nn.functional.interpolate instead.")
UserWarning: nn.Upsampling is deprecated. Use nn.functional.interpolate instead. warnings.warn("nn.Upsampling is deprecated. Use nn.functional.interpolate instead.") How can I solve this problem?
https://github.com/pytorch/examples/issues/406
closed
[]
2018-08-26T09:23:08Z
2022-03-10T06:01:35Z
1
u0251077
pytorch/tutorials
281
Question: neural_style_tutorial:how to adjust different input image size to achieve this?
I'm new to dl and pytorch. neural_style_tutorial this tutorial is about fixed size image. but most image cant have the same size defined,how to adjust different input image size to this model? many thanks, if you can help!!!
https://github.com/pytorch/tutorials/issues/281
closed
[]
2018-08-10T06:02:04Z
2021-06-16T21:11:13Z
0
aohan237
pytorch/examples
399
Why don't we use MSE as a reconstruction loss for VAE ?
Hi, I am wondering if there is a theoretical reason for using BCE as a reconstruction loss for variation auto-encoders ? Can't we simply use MSE or norm-based reconstruction loss instead ? Best Regards
https://github.com/pytorch/examples/issues/399
open
[ "good first issue" ]
2018-08-07T11:23:11Z
2022-03-10T06:02:04Z
7
ahmed-fau
pytorch/examples
393
How large batch size should I set for imagenet training
I just use the default setting of batch size 256 and 8 TiTAN XP gpus on resnet34, it takes about 1.5 hours for one epoch, I want to speed up the training process, Can I increase the batch size ?
https://github.com/pytorch/examples/issues/393
closed
[]
2018-07-26T02:51:18Z
2018-07-27T04:04:14Z
1
lith0613
pytorch/examples
384
lm example:iteration over a 0-d tensor
I run example code , give me this error. I don't know how to solve this . All error give from function repackage_hidden. my pytorch version is .4
https://github.com/pytorch/examples/issues/384
closed
[]
2018-07-13T10:53:35Z
2019-06-24T11:15:58Z
2
EricAugust
pytorch/pytorch
9,207
Where is the include and lib path for caffe2?
i installed pytorch with caffe2 from source by using 'python setup_caffe2.py install' command. Can anyone tell that where is the default include and lib path for caffe2?
https://github.com/pytorch/pytorch/issues/9207
open
[ "caffe2" ]
2018-07-06T14:44:20Z
2018-07-14T03:58:25Z
null
universewill
huggingface/pytorch-openai-transformer-lm
19
what is the use of dropout in the Transformer?
https://github.com/huggingface/pytorch-openai-transformer-lm/blob/55ba4d78407ae12c7454dc8f3342f476be3dece5/model_pytorch.py#L161
https://github.com/huggingface/pytorch-openai-transformer-lm/issues/19
open
[]
2018-07-05T16:18:48Z
2018-07-09T13:59:41Z
null
teucer
pytorch/examples
376
trying to understand the meaning of model.train() and model.eval()
Hi So i see in the main.py we have model.train() and model.val(), i dont understand how to use them. can someone explain it to me please. For example in here: `python main.py -a resnet18 [imagenet-folder with train and val folders]` we did not specify train or eval, so how do we know which one to use. I know my ...
https://github.com/pytorch/examples/issues/376
closed
[]
2018-06-23T22:14:02Z
2018-06-23T22:18:09Z
1
isalirezag
pytorch/examples
374
About distributed training of Imagenet, I am confused there is no operation to collect grads from machines and average them before update grads.
I write a distributed training model refer to the code imagenet/main.py , and the models on different machine own their independent optimizer. But I noticed that after backward() there is no operation to collect param grads from other processes and average them to get new grads for update. Does pytorch accomplish the ...
https://github.com/pytorch/examples/issues/374
closed
[]
2018-06-14T11:41:15Z
2019-05-21T21:49:59Z
4
TobeyYang