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Lightning Talk: Model Checkpoint Compression With OpenZL

Lightningat PyTorch Conference 2025 · 2025-10-22..10-23· [data-engineering]
links:none on file
name:Teja Rao
links:none on file
slides:none on file

OpenZL is an open source lossless compressor that uses tensor type information and a DAG of codecs to transform and entropy‑encode numeric data rather than treating it as bytes. For floats it separates exponent bits (then Huffman encodes) and leaves noisy bits uncompressed, yielding 33% for bfloat16, 21% for float32, 15% for float16. Deployed at Meta, it cuts checkpoint overhead by 15% and storage by 17%, shrinks embeddings by 30%, outperforms Zstandard on Nimble by 10%, and matches high‑compression ratios at far faster speeds.

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