Commit Graph

19 Commits

Author SHA1 Message Date
Ray Smith 85958f5fd3 Added MatPtr/MatPtrT/MatStorageT/MatStorage as a dynamically-sized replacement for CompressedArray.
Definition of array size is moved to the constructor.
Allocation is separate and parallelized.
All users of weights_raw.h migrated to CompressedWeights and weights_raw.h deleted.
Replaced all previous ForEachTensor functions with a single unified function.

PiperOrigin-RevId: 684451604
2024-10-10 08:22:30 -07:00
Jan Wassenberg 8c0a8834c1 Major compression update, arbitrary-len unpack + new Dot
Compression:
* Implement {any packed} x {bf16, f32} 'Load2' and DecompressAndZeroPad
* New compression test for all packed formats, add to GEMMA_TEST_FILES, remove from sfp/nuq_test
* Decompress->DecompressAndZeroPad, use PackedSpan for args with bounds checking
* NUQ: support arbitrary-length enc/dec
* New compression/shared, remove sfp.h and nuq.h
* Move Store2 into Traits and provide Compress2 wrapper
* Remove unused Decompress()-with-pool overload
* Simplify CompressedArrayLen, rename to CompressedArrayElements
* Remove unused DistortionStats b_l1_

Misc:
* Add compensated and Kahan dot, support any length
* Use same Dot function everywhere
* Move exact arithmetic functions into fp_arith
* use FloatPtr and MatPtr typedefs in tests; less stack usage
* Rename args to packed/raw
* Remove Traits::Name, instead TypeName<T>()
* Move kMaxSFP and kClusters/kGroupSize into Sfp/NuqStream
PiperOrigin-RevId: 672868468
2024-09-10 02:22:19 -07:00
Jan Wassenberg c29e9752c7 Refactor/cleanup, remove even_odd
* New compression/shared.h, remove sfp.h
* Remove unused DistortionStats b_l1_
* Move exact arithmetic functions into fp_arith
* Remove even_odd optimization for MatVec (mostly unused)
* use BF16 typedef more widely
* Add kMaxSFP constant

PiperOrigin-RevId: 670996386
2024-09-04 09:25:13 -07:00
Jan Wassenberg 4033ed9e78 Avoid duplication of RMSNorm, support all activation/weight types
Add test for RMSNorm
Rename VectorizedRopeAndMulBy -> RopeAndMulBy

Move test_util to util/

PiperOrigin-RevId: 668332927
2024-08-28 01:26:55 -07:00
Jan Wassenberg 301dc8067a Major MatMul update, 1.9-2.3x speedup on Zen4 via bf16 mul
Supports converting all weight/activation formats to native MulT (bf16/f32)

Also:
- ConstMat/MutableMat for const correctness
- Move RowVectorBatch to allocator.h so it can be used from Matmul
- Add matmul.h so MatMulEnv can be used from Activations
- Remove kMaxThreads, detect from PerClusterPools
- Build fix: -inl.h files must be textual_hdrs, and highway.h should precede -inl.h

```
zen4 new
64, 24576, 3072, add=0, MatTA=bf16, MatTB=sfp:   616.6 GFLOPS.
64, 3072, 24576, add=0, MatTA=bf16, MatTB=sfp:   460.7 GFLOPS.
64, 24576, 3072, add=0, MatTA=f32, MatTB=sfp:    598.6 GFLOPS.
64, 3072, 24576, add=0, MatTA=f32, MatTB=sfp:    435.6 GFLOPS.

zen4 old
64, 24576, 3072, add=0, MatTA=f32, MatTB=sfp:    257.5 GFLOPS.
64, 3072, 24576, add=0, MatTA=f32, MatTB=sfp:    231.9 GFLOPS.
```

PiperOrigin-RevId: 663729812
2024-08-16 07:52:20 -07:00
Jan Wassenberg 2ebbe4076f 1.03-1.08x decode speedup: precompute Rope theta, fuse
Split attention into functions, move into class.
Fuse Rope and MulBy, allow non-in-place version to avoid copy from q to KV.
Sink if() into MaybeLogitsSoftCap.

PiperOrigin-RevId: 661168418
2024-08-09 01:23:24 -07:00
Jan Wassenberg 85cac13fb1 Split up ops.h into ops/ops-inl and matmul-inl
PiperOrigin-RevId: 654068303
2024-07-19 11:21:48 -07:00
Kan Wu f519ab6693 Refactor configurables.
PiperOrigin-RevId: 651259154
2024-07-10 21:30:58 -07:00
Jan Wassenberg ee6e017a77 Fix windows build: min conflict, unused VF
PiperOrigin-RevId: 650955138
2024-07-10 04:18:25 -07:00
Jan Wassenberg 09a7e75ead Prep for sharding gemma.cc: split into kv_cache, tokenizer.
Move activations.h to backprop/ to make space for another activations.h.

PiperOrigin-RevId: 648744500
2024-07-02 09:31:06 -07:00
Jan Wassenberg e588a7f45d Add config for att/final cap, skip max-subtract. Fixes #278
Also update includes/deps for backprop/.

PiperOrigin-RevId: 648399222
2024-07-01 09:45:26 -07:00
Jan Wassenberg 7d0720675f Move raw_weights into separate header, used mainly by compress_weights.
Fix warnings in backprop/* (include)

PiperOrigin-RevId: 643983136
2024-06-17 06:17:02 -07:00
The gemma.cpp Authors 7dbfa44794 Refactor CompressedWeights.
PiperOrigin-RevId: 643934198
2024-06-17 02:54:54 -07:00
The gemma.cpp Authors 2a0e6ee976 Fix numerical issue in Softcap by subtracting max.
Also update test threshold.

PiperOrigin-RevId: 642587468
2024-06-12 05:42:16 -07:00
Zoltan Szabadka a3a75b77f9 Use CompressedWeights<TConfig<float>> in backpropagation.
kWeightsAreCompressed are removed and LoadRawWeights is moved
to compress_weights.cc
2024-06-10 14:34:24 +00:00
Jan Wassenberg f9b390b134 Support all weight types in a single binary.
This changes the command line flags, but the default value retains the previous behavior.

Also add a CreateGemma helper to enable extra args without interface changes.

PiperOrigin-RevId: 641266411
2024-06-07 09:04:45 -07:00
Copybara-Service f7ac7092d6 Merge pull request #212 from szabadka:adam2
PiperOrigin-RevId: 641182573
2024-06-07 02:25:18 -07:00
Jan Wassenberg 57c2cd8b52 Simplifications: remove GemmaInterface and GemmaImpl
Split common and weights into separate lib
Remove common-inl (does not have to be SIMD code), activations.cc
Centralize switch(Model) to avoid duplication
Move CompressWeightsT to compress_weights.cc
Move LoadWeights to weights.cc

PiperOrigin-RevId: 640869202
2024-06-06 05:54:21 -07:00
Zoltan Szabadka df01700b54 Move the backpropagation code to its own directory 2024-06-04 10:20:16 +00:00
Renamed from gemma/backward-inl.h (Browse further)