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Serve, optimize and scale PyTorch models in production

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### 🐛 Describe the bug I'm using the basic docker of pytorch/torchserve:0.6.0-gpu. when I install library in this docker, I met the following errors: Installing collected packages: tifffile, threadpoolctl, scipy,...

triaged_wait
support

### [Question] As [here](https://pytorch.org/serve/management_api.html#scale-workers) mentioned: > max_worker is the parameter that TorchServe will make no more than this number of workers for the specified model. Does that mean that TorchServe...

documentation
help wanted
java

## 📚 Documentation Related to #1504 Often when new users are debugging their model handler files, they'll make some change then package the model and then inspect logs in `model_log.log`...

documentation
code-quality

Hello, I have trained efficientnet model from torchvision and then I tried to serve it with Torchserve but I'm not sure how to implement model.py for the efficientnet_b0 model. I...

triaged_wait
support

This is java frontend work in cpp backend milestone1. ## Is your feature request related to a problem? Please describe. ## Describe the solution ## Describe alternatives solution

enhancement
c++
p0

## Is your feature request related to a problem? Please describe. According to [known issue](https://github.com/pytorch/pytorch/issues/3146), it can optimize performance for CPU to set "OMP_NUM_THREADS". So it is convenient for users...

enhancement
p1

This recent PR by @min-jean-cho https://github.com/pytorch/serve/pull/1545 has made me realize how much performance we're leaving on the table when it comes to acceleration of preprocessing operations. We could more easily...

enhancement
help wanted

## 📚 Documentation Did not find a documentation about processes/threads of GPU and CPU work. During gpu inference can we continue cpu pre/post-processing of other objects asynchronously? If yes, which...

documentation

Hi, I'm using the package on a computer with a GPU, and the server fails when trying to import [nvgpu](https://github.com/pytorch/serve/blob/e8c8e4934deef4a89cfa5c080480fb8830d5c94b/ts/metrics/system_metrics.py#L61). Any reason why this package is not in the [requirements](https://github.com/pytorch/serve/blob/e8c8e4934deef4a89cfa5c080480fb8830d5c94b/setup.py#L160)...

documentation
help wanted

## Context As of `torchserve 0.4.0` there is a dependency on `torch`. I came to realize this when moving from `0.3.1` to `0.4.0`, simply updating the version of `torchserve` in...

bug
urgent