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PyTorch/TorchScript/FX compiler for NVIDIA GPUs using TensorRT

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# Description This PR replaces our old shape propagation system which relied on dummy runs of inputs. If the inputs were dynamic, we used to run dummy inference on min,...

component: tests
component: lowering
component: conversion
component: converters
component: api [Python]
cla signed
component: dynamo
component: torch_compile

# Description Please include a summary of the change and which issue is fixed. Please also include relevant motivation and context. List any dependencies that are required for this change....

component: api [Python]
cla signed
component: dynamo

## ❓ Question Hello, I've encountered problems installing torch-tensorrt on Windows 10 No matter how I try, how many sources I look up to, there is no clear explanation on...

question

## Bug Description There is a bug, which I believe for uncompatibility between releases that gives me this error when I try to install the package using the [official documentation](https://pytorch.org/TensorRT/getting_started/installation.html#installation)....

bug

## ❓ Question When I run finetune_qat.py for vgg I get the error: ``` python finetune_qat.py Traceback (most recent call last): File "/home/incar/tms/source/tensortclassicify/finetune_qat.py", line 16, in from pytorch_quantization import nn...

question

## TL;DR ## Goal(s) ## Tasks ```[tasklist] ### Tasks - [ ] https://github.com/pytorch/TensorRT/issues/2264 - [ ] https://github.com/pytorch/TensorRT/issues/2300 - [ ] https://github.com/pytorch/TensorRT/issues/2308 - [ ] https://github.com/pytorch/TensorRT/issues/2377 - [ ] https://github.com/pytorch/TensorRT/issues/2644 ```...

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## Bug Description I used the latest nvidia 23.12 docker image, tried to compile a model with a structure similar to UNET and with pixelshuffle and interpolate operators, set the...

bug

https://github.com/pytorch/TensorRT/blob/5f66adefcea1302e91aa2b3b9e3120636d7027d8/py/torch_tensorrt/dynamo/conversion/converter_utils.py#L273 In this line, if the value is a np.array int, eg, a = np.array(50), then a.shape would be empty, and the `ctx.net.add_constant` function would throw Type error: incompatible function...

bug: triaged [verified]
component: dynamo

## Bug Description Encountered error as follow when using Torch-TensorRT to convert torch.nn.LSTM in docker image nvcr.io/nvidia/pytorch:23.12-py3 : ![image](https://github.com/pytorch/TensorRT/assets/38726413/10c6d810-ff96-410d-bc77-1599a2d45a17) To Reproduce ## To Reproduce example code: ```python import torch import...

bug

## Bug Description I am trying to compile a very simple network with Torch-Tensorrt with FP16. I get the following error message: ![image](https://github.com/pytorch/TensorRT/assets/69435296/645627f3-5538-4c22-9459-8da1bebfbb62) ## To Reproduce Steps to reproduce the...

bug: triaged [not a bug]