Commit Graph

12 Commits

Author SHA1 Message Date
Jan Wassenberg 0f70f285e0 1.1x prefill and decode speedup (attention/activations)
Optimizations
- Better load-balancing in attention threading
(Previously, clusters were limited by #heads)
- Add MulByConstTo to avoid zero-init
- Parallel activations

Cleanup
- Prepare for RowPtr in A or B
- Pass through thread_id to ops
- Avoid warning in bench_matmul

PiperOrigin-RevId: 773723423
2025-06-20 08:59:53 -07:00
Jan Wassenberg 4f5785b0fd Update instrumentation for new Highway wall-time profiler
Pass the thread index through and use new zone_id.

PiperOrigin-RevId: 773344242
2025-06-19 07:46:04 -07:00
Jan Wassenberg 7f62c2606e Fix bf16 KV recompression and Rope(), fixes #608
Also add more helpful error message for prompt > seq_len

Also update ops_test, adding coverage for Rope().

PiperOrigin-RevId: 772945644
2025-06-18 09:14:20 -07:00
Jan Wassenberg 343482c7ef 1.02x batch decode speedup: BF16 KV cache
ops-inl.h: Vectorize Rope(), template
Remove unused MulBy, and extra-arg overloads of MulByConst and Softmax
Fix for DecompressAndZeroPad: ensure second vector filled

PiperOrigin-RevId: 772779163
2025-06-17 23:21:59 -07:00
Jan Wassenberg cd80d8b24d Speed up builds by skipping rarely used targets
Centralize previous code into GEMMA_DISABLED_TARGETS

PiperOrigin-RevId: 772433723
2025-06-17 05:44:20 -07:00
Jan Wassenberg 9a02d6be68 Add --prompt_file and testdata for it. Refs #608
Linux terminals truncate input after 4096 chars.
testdata is Frankenstein from project Gutenberg, which are long out of copyright.

Also fix loss of coherence after long context caused by incorrect IsGlobalLayer.
Move that to config.h and use max_seq_len as the initializer to make this clear.

Also avoid dynamic allocation for GriffinActivations.

PiperOrigin-RevId: 772333225
2025-06-16 23:41:07 -07:00
Jan Wassenberg 6773e4517c Split Activations into Griffin/Attention to reduce memory usage for attention-only tests.
PiperOrigin-RevId: 772025282
2025-06-16 07:52:59 -07:00
Jan Wassenberg e5c81f64a1 Major refactor: clarify query_idx (global) vs qi. Refs #607
Fix missing pos increment for last prefill and check that in gemma_test.
Thanks to @ufownl for pointing this out.

Change argument lists to QBatch with accessors.
Increase default seq_len to 8k.

PiperOrigin-RevId: 771937385
2025-06-16 02:42:02 -07:00
Jan Wassenberg 01cdefeda7 1.64x batch=1 prefill speedup: nested parallelization for Attention
(DotSoftmaxWeightedSum)
Also fix tsan error in matmul (atomic_flag instead of static)

PiperOrigin-RevId: 770241705
2025-06-11 11:28:46 -07:00
Jan Wassenberg c027a45a2e MatPtr-ify KV, shared div_seq_len, --seq_len flag
PiperOrigin-RevId: 770194455
2025-06-11 09:49:38 -07:00
Jan Wassenberg 6ee628ba38 Further cleanup: separate MatMulEnv arg
move row_ptrs into MatMulEnv
Consistent arg order: layer, activations, kv_cache, env

PiperOrigin-RevId: 767886386
2025-06-05 20:48:32 -07:00
Jan Wassenberg 3a266c662c Split gemma-inl into separate source files
weights, mat: zero-initialize padding, required since the MatMul "avoid B decompress" optimization.

PiperOrigin-RevId: 767562313
2025-06-05 05:36:44 -07:00