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pytorch/benchmarks
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Yiming Zhou 017259f9c6 [benchmarks] Add nativert benchmark (#159922) 
Add NativeRT as an option in the PT2 OSS benchmark

```
python ./benchmarks/dynamo/huggingface.py --performance --inference --export-nativert

python ./benchmarks/dynamo/timm_models.py --performance --inference --export-nativert

python ./benchmarks/dynamo/torchbench.py --performance --inference --export-nativert
```

Pull Request resolved: https://github.com/pytorch/pytorch/pull/159922
Approved by: https://github.com/angelayi
2025-08-08 03:38:32 +00:00
..
data
Dataloader benchmark script (#159432)
2025-08-06 19:05:19 +00:00
distributed/ddp
[BE] Remove outdated RPC benchmark (#146716)
2025-03-29 04:44:36 +00:00
dynamo
[benchmarks] Add nativert benchmark (#159922)
2025-08-08 03:38:32 +00:00
fastrnns
[BE] fix typos in benchmarks/ (#156077)
2025-06-17 13:12:18 +00:00
framework_overhead_benchmark
Fix unused Python variables outside torch/ and test/ (#136359)
2024-12-11 17:10:23 +00:00
functional_autograd_benchmark
[build] modernize build-frontend: python setup.py develop/install -> [uv ]pip install --no-build-isolation [-e ]. (#156027)
2025-07-09 11:24:27 +00:00
fuser
Fix unused Python variables outside torch/ and test/ (#136359)
2024-12-11 17:10:23 +00:00
gpt_fast
[BE] fix typos in benchmarks/ (#156077)
2025-06-17 13:12:18 +00:00
inductor_backends
Rename inductor cache (#156128)
2025-06-17 03:57:18 +00:00
inference
[BE] fix typos in benchmarks/ (#156077)
2025-06-17 13:12:18 +00:00
instruction_counts
[BE] add noqa for flake8 rule B036: found except BaseException without re-raising (#159043)
2025-07-25 02:56:34 +00:00
nested
Fix unused Python variables outside torch/ and test/ (#136359)
2024-12-11 17:10:23 +00:00
operator_benchmark
[build] modernize build-frontend: python setup.py develop/install -> [uv ]pip install --no-build-isolation [-e ]. (#156027)
2025-07-09 11:24:27 +00:00
overrides_benchmark
[BE][Easy][3/19] enforce style for empty lines in import segments in benchmarks/ (#129754)
2024-07-17 14:34:42 +00:00
profiler_benchmark
Apply TorchFix TOR203 fixes (#143691)
2024-12-23 18:21:03 +00:00
record_function_benchmark
[Caffe2]Remove Caffe2 scripts and benchmarks (#126747)
2024-06-05 23:46:31 +00:00
serialization
Fix unused Python variables outside torch/ and test/ (#136359)
2024-12-11 17:10:23 +00:00
sparse
[build] modernize build-frontend: python setup.py develop/install -> [uv ]pip install --no-build-isolation [-e ]. (#156027)
2025-07-09 11:24:27 +00:00
static_runtime
[3/N] Use internal linkage in C++ files (#151297)
2025-05-05 17:48:39 +00:00
tensorexpr
[BE] fix typos in benchmarks/ (#156077)
2025-06-17 13:12:18 +00:00
transformer
[BE] fix typos in benchmarks/ (#156077)
2025-06-17 13:12:18 +00:00
compare-fastrnn-results.py
[BE][Easy][3/19] enforce style for empty lines in import segments in benchmarks/ (#129754)
2024-07-17 14:34:42 +00:00
compare.sh
Benchmarks: add scripts for FastRNNs results comparison. (#44134)
2020-09-03 13:44:42 -07:00
README.md
[build] modernize build-frontend: python setup.py develop/install -> [uv ]pip install --no-build-isolation [-e ]. (#156027)
2025-07-09 11:24:27 +00:00
upload_scribe.py
Fix broken URLs (#152237)
2025-04-27 09:56:42 +00:00

README.md

PyTorch Benchmarks

This folder contains scripts that produce reproducible timings of various PyTorch features.

It also provides mechanisms to compare PyTorch with other frameworks.

Setup environment

Make sure you're on a machine with CUDA, torchvision, and pytorch installed. Install in the following order:

# Install torchvision. It comes with the pytorch stable release binary
python -m pip install torch torchvision

# Install the latest pytorch master from source.
# It should supersede the installation from the release binary.
cd $PYTORCH_HOME
python -m pip install --no-build-isolation -v -e .

# Check the pytorch installation version
python -c "import torch; print(torch.__version__)"

Benchmark List

Please refer to each subfolder to discover each benchmark suite. Links are provided where descriptions exist: