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Training & fine-tuning

zengxiao-he/tessera

From teacher to tiles — a from-scratch LLM distillation & serving engine: custom Triton/CUDA kernels, FSDP distillation, paged-KV continuous batching, speculative decoding, a Rust gateway, a JAX oracl

Runs on MacCPU only OKPython
Stars
558
Forks
8
Open issues
2
Last push
12d ago

About tessera

tessera is a free, open-source machine learning tool by zengxiao-he, written mainly in Python. From teacher to tiles — a from-scratch LLM distillation & serving engine: custom Triton/CUDA kernels, FSDP distillation, paged-KV continuous batching, speculative decoding, a Rust gateway, a JAX oracl. It has 558 GitHub stars and 8 forks, and was last updated 12d ago. GitHub doesn't detect a standard license, so check the repository before using it commercially. According to the project, it runs on a regular CPU without a GPU and works on macOS.

License
Not detected
Language
Python
Stars
558
Last update
12d ago
Runs on Mac
Yes (as stated by the project)
GPU
Not needed (runs on CPU)
Paid API key
Not stated
Self-hostable
Yes

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tessera FAQ

Is tessera free?

Yes. tessera is open source and free to use. GitHub doesn't detect a standard license, so check the repository before using it commercially.

Does tessera run on a Mac?

Yes. According to the project, tessera works on macOS.

Does tessera need a GPU?

No. According to the project, tessera runs on a regular CPU.

Is tessera still maintained?

Yes. It was last updated 12d ago and has 2 open issues on GitHub.

What are alternatives to tessera?

Similar free, open-source tools include pytorch-image-models, neural-compressor, bitsandbytes, AngelSlim.

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