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๐Ÿš€ FastFlowLM v0.9.29: Major Prefill Speedup

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@ngdxzy ngdxzy released this 28 Jan 19:17
· 808 commits to main since this release
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โš ๏ธ A bug affecting the gpt-oss:20b model was fixed in v0.9.30. Please use v0.9.30 or later.


๐Ÿ“ฆ Whatโ€™s New

โšก Massive Prefill Speed Upgrade

We introduced a new attention engine that dramatically accelerates prefill, with larger gains at longer context lengths (especially 16K+).

  • Up to 2.6ร— faster prefill
  • More speedup at longer prompts
  • No model re-download required (seamless upgrade)

๐Ÿ“ˆ Prefill Speed with 32K prompt (tok/s)

Model Before โ†’ After Speedup
lfm2:1.2b 1059 โ†’ 1916 1.8ร—
lfm2:2.6b 654 โ†’ 1053 1.6ร—
lfm2-transcript:2.6b 654 โ†’ 1053 1.6ร—
lfm2.5-it:1.2b 1059 โ†’ 1916 1.8ร—
lfm2.5-tk:1.2b 1059 โ†’ 1916 1.8ร—
llama3.2:1b 577 โ†’ 1157 2.0ร—
llama3.2:3b 214 โ†’ 500 2.3ร—
llama3.1:8b 167 โ†’ 281 1.7ร—
deepseek-r1:8b 167 โ†’ 281 1.7ร—
Phi4-mini-it:4b 173 โ†’ 447 2.6ร—

๐Ÿ”œ Prefill speed upgrades for other models are on the way too โ€” stay tuned!

๐Ÿ“Š Detailed Benchmarks

๐Ÿฉน โ€œNo Painโ€ Update ๐Ÿ˜Ž

Just update and run โ€” long-context prefill is now much faster. ๐Ÿš€

๐Ÿ› ๏ธ Tool Call Bug Fix (Nonโ€‘Stream Case)

Weโ€™ve squashed a pesky bug affecting tool calls when not using streaming.
Now it behaves exactly like you thought it should. ๐Ÿ˜Œ


Thanks for being awesome!
Happy modeling ๐Ÿค–๐Ÿ’™

โ€” The FastFlowLM Team