Jittor is a high-performance deep learning framework based on JIT compiling and meta-operators. The whole framework and meta-operators are compiled just in time. A powerful op compiler and tuner are integrated into Jittor. It allowed us to generate high-performance code specialized for your model. Jittor also contains a wealth of high-performance model libraries, including image recognition, detection, segmentation, generation, differentiable rendering, geometric learning, reinforcement learning, etc. The front-end language is Python. Module Design and Dynamic Graph Execution is used in the front-end, which is the most popular design for deep learning framework interface. The back-end is implemented by high-performance languages, such as CUDA, C++. Jittor'op is similar to NumPy. Let's try some operations. We create Var a and b via operation jt.float32, and add them. Printing those variables shows they have the same shape and dtype.

Features

  • Requires Python version >= 3.7
  • Supports g++ (>=5.4.0)
  • Works with clang (>=8.0)
  • Requires x86_64 CPU processor
  • In Windows, jittor will automatically detect and install CUDA
  • Choose your back-end compiler

Project Samples

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License

Apache License V2.0

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Frameworks, Python Machine Learning Software, Python Deep Learning Frameworks, Python Reinforcement Learning Frameworks, Python Reinforcement Learning Libraries

Registered

2022-08-08