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A CPU+GPU Profiling library that provides access to timeline traces and hardware performance counters.

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Kineto

Kineto is a PyTorch performance profiling library and framework focused on providing low-overhead full-system instrumentation for production workloads. For the moment, it consists of libkineto, an in-process profiling library integrated with PyTorch. Going forward however there will be other related components added such as infrastructure for dameon-based deployment and trace processing pipelines.

What is libkineto?

Libkineto, a component of the overall Kineto project, is an in-process profiling library which also provides a C++ API. Please refer to the README file in the libkineto folder.

Planned for initial release:

  • libkineto, an in-process library providing CPU + GPU timeline tracing capabilities.
  • An API allowing the PyTorch profiler to control timeline trace collection.
  • Visualization in the Chrome browser using the chrome://tracing extension.

Future development:

  • Tensorboard integration
  • Collaboration features
  • Daemon-based deployment for larger setups
  • Distributed tracing support
  • Trace processing and analysis pipeline
  • System-level events, multiple tracing sources

Releases and Contributing

We will follow the PyTorch release schedule which roughly happens on an every 3 month basis.

We appreciate all contributions. If you are planning to contribute back bug-fixes, please do so without any further discussion.

If you plan to contribute new features, please first open an issue and discuss the feature with us. Sending a PR without discussion might end up resulting in a rejected PR because we might be taking the infrastructure in a different direction than you might be aware of. We expect the architecture to keep evolving.

License

Kineto has a BSD-style license, as found in the LICENSE file.

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A CPU+GPU Profiling library that provides access to timeline traces and hardware performance counters.

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