๐ FastFlowLM v0.9.29: Major Prefill Speedup
gpt-oss:20b model was fixed in v0.9.30. Please use v0.9.30 or later.
๐ฆ Whatโs New
โก 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)
๐ 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 |
๐ Prefill speed upgrades for other models are on the way too โ stay tuned!
๐ Detailed Benchmarks
- ๐ LFM2 Results
- ๐ LLaMA3 Results
- ๐ Phi-4 Results
๐ฉน โNo Painโ Update ๐
Just update and run โ long-context prefill is now much faster. ๐
๐ ๏ธ Tool Call Bug Fix (NonโStream Case)
Weโve squashed a pesky bug affecting tool calls when not using streaming.
Now it behaves exactly like you thought it should. ๐
Thanks for being awesome!
Happy modeling ๐ค๐
โ The FastFlowLM Team