Hansung Kim
3f50ac57ee
flash: use 12bit dma interface
2024-09-08 15:29:56 -07:00
Hansung Kim
30a4d15cde
sgemm_impl: Parameterize BM on NUM_CORES
2024-09-08 15:29:15 -07:00
Hansung Kim
443a37be6c
sgemm_impl: Add DMA_FAST option; fix dbuf offset for dma
2024-09-08 14:58:41 -07:00
Hansung Kim
42913c00c4
sgemm_impl: Use 12-bit cmd interface, allow DIM=16
2024-09-08 14:28:27 -07:00
Hansung Kim
adcd0a9d49
sgemm_impl: Fix wrong smem address for fp16
...
Verified results for fp16 256x256.
2024-09-08 02:23:51 -07:00
Hansung Kim
c51dc4902d
flash: Fix online softmax for DMA layout
2024-09-07 23:21:28 -07:00
Hansung Kim
2e1485877d
flash: Add Gemmini-accelerated kernel
2024-09-07 22:40:58 -07:00
Hansung Kim
b3be271b88
flash: Split impl to header file
2024-09-07 21:16:35 -07:00
Hansung Kim
03308f8033
flash: Write fast config for DMA
...
MAC utilization is 20-25% for the loop.
2024-09-07 20:47:24 -07:00
Hansung Kim
8d32a03d09
flash: Write DMA code for warp-specialized
...
TODO: result unverified
2024-09-07 20:32:08 -07:00
Hansung Kim
33bc084c37
flash: Fix DMA layout for GEMM II
2024-09-07 19:51:05 -07:00
Hansung Kim
e02892ab7d
flash: Fix DMA for up to GEMM II
...
yeah
2024-09-07 19:31:41 -07:00
Hansung Kim
4d6cdeb00b
Fallback to 4 cores for flash
2024-09-07 17:40:49 -07:00
Hansung Kim
863e92a85e
generate_matrix.py: Default to range, fp32
2024-09-07 17:40:21 -07:00
Hansung Kim
a967c262b1
sgemm_impl: Add new block-row-major layout for DMA
2024-09-07 16:38:22 -07:00
Hansung Kim
ed9bf6f73e
common.mk: Switch to -Os to prevent branch code duplication
...
Prevents erroneous stalls at vx_bar. See comment in kernel.cpp
2024-09-07 15:49:19 -07:00
Hansung Kim
d2f086344d
flash: Fix DMA addr stride, stop at S=Q*K
2024-09-07 15:48:37 -07:00
Hansung Kim
9f067acdb9
sgemm_impl: Remove #if 0, FP_SIZE 16
2024-09-05 19:55:36 -07:00
Hansung Kim
a832fa7b84
sgemm_impl: 128x64 tile; fix unrolled asm, comment out actual gemm
2024-09-05 16:23:32 -07:00
Hansung Kim
137df9bee2
WIP: flash: Use Gemmini DMA
...
Paused by the barrier bug in warp-divergent branches (tmask not being
considered)
2024-09-05 16:23:32 -07:00
Hansung Kim
87a1c2bbfc
Cores per cluster 4 to 8
2024-09-05 16:23:32 -07:00
Hansung Kim
bde6f0ea2e
py: Write P_expected, don't rewrite vars
2024-09-05 16:23:32 -07:00
Hansung Kim
dcd69ea304
Increase SMEM size to 256KB
2024-09-05 16:23:32 -07:00
Hansung Kim
81924b601a
sgemm_impl: Rewrite tile param constraint
2024-09-05 16:23:32 -07:00
Hansung Kim
bfb414c4eb
flash: Add DMA config logic
2024-09-05 16:23:32 -07:00
Richard Yan
741bb80fe8
Merge branch 'kernels' of https://github.com/hansungk/vortex-private into kernels
2024-09-05 16:22:43 -07:00
Richard Yan
dd3244fba0
large fp16 kernel
2024-09-05 16:22:38 -07:00
Hansung Kim
ced98a6ff4
sgemm_impl: Refactor DMA layout remap logic into constexpr func
2024-09-03 16:20:31 -07:00
Hansung Kim
58fa2a3e91
sgemm_impl: Switch for allowing MN-major with DMA
2024-09-03 15:12:58 -07:00
Hansung Kim
f028a97f75
sgemm_tcore: Verify wo DMA; warn untested against K-major A + DMA
2024-09-03 14:42:19 -07:00
Hansung Kim
7aa0e6cbe4
sgemm_tcore: Fix correctness for GEMMINI_DMA
...
Remap the logical SMEM row/col coordinates to the DMA's two-level
block-row-major layout.
2024-09-02 23:46:50 -07:00
Hansung Kim
dd1b408f56
sgemm_tcore: Add debug mode with tile copy-out
2024-09-02 21:55:55 -07:00
Hansung Kim
9d71fa44a7
sgemm_tcore: Fix invocation with compile time threadblock size
2024-09-02 17:03:46 -07:00
Hansung Kim
70273fd00d
flash: Cleanup debug code
2024-09-02 00:40:05 -07:00
Hansung Kim
8125192846
flash: Specify leading_dim for split QK GEMM; fix uninit'd RF before GEMM
2024-09-02 00:15:57 -07:00
Hansung Kim
bdd955836d
sgemm_impl: Specify leading dimension to wmma load
...
This is necessary for when loading a subtile from a full tile in SMEM
into RF, but that subtile is split by non-major dimension.
2024-09-02 00:14:35 -07:00
Hansung Kim
602fe4a400
flash: Change timing for QKV move
...
Verified with warp_specialized false; true remains to be fixed.
2024-09-01 22:06:46 -07:00
Hansung Kim
aea257349a
flash: Correct schedule with inter-warpgroup barriers
2024-09-01 20:40:51 -07:00
Hansung Kim
e5e65312d2
flash: Restructure to inter-warpgroup parallelism
...
This is similar to
https://tridao.me/blog/2024/flash3/#inter-warpgroup-overlapping-with-pingpong-scheduling
2024-09-01 19:58:33 -07:00
Hansung Kim
f7603b18d3
flash.py: Write V to file
2024-09-01 18:17:05 -07:00
Hansung Kim
6cc1b5ca37
flash: Reduce smem_scratchpad alloc size
2024-09-01 16:02:06 -07:00
Hansung Kim
817cc9a5a5
flash: Fix overlap in smem alloc for P tile
2024-08-31 16:24:28 -07:00
Hansung Kim
bdd6e6a9ce
flash: Double-buffer between online softmax and GEMM II
...
TODO: O_after_PV at the last stage is incorrect.
2024-08-30 22:47:55 -07:00
Hansung Kim
042b47ff19
flash: Restructure for warp-specialization
2024-08-30 22:14:45 -07:00
Hansung Kim
1cfab40711
flash: Do Oi rescale with PV
...
Since Oi rescale has data dependency to previous Oi which gets produced
at the PV GEMM, both rescale+GEMM needs to be in a single pipeline stage
or otherwise it requires a stall. So instead, compute only the
rescale factor in the online softmax stage and apply rescaling right
before PV.
2024-08-30 20:11:07 -07:00
Hansung Kim
adf717eb14
common.mk: Embed operand.c to ELF, track header dependency
2024-08-30 17:24:43 -07:00
Hansung Kim
986d507223
flash: Fix single-tile GEMM for warp-specialized
...
With 4 warps, we can only do 32x64 GEMM; serialize 64x64 into 2 32x64
GEMM calls by split by the row.
2024-08-30 17:12:46 -07:00
Hansung Kim
72b6004e24
flash: Fix online softmax for warp-specialized
...
Note: now that threads_per_threadblock is passed as compile-time
constant, the compiler likes to completely loop unroll which can cause a
lot of stack spills.
todo fix GEMM part.
2024-08-29 21:50:02 -07:00
Hansung Kim
ee0295cbef
sgemm_impl: Accept threads_per_threadblock in load_tile_to_smem
...
Needed for warp-specialized kernels.
2024-08-29 21:43:57 -07:00
Hansung Kim
fd1ab358fa
flash: Add DOUBLE_BUF compile-time param (wip)
2024-08-29 14:18:56 -07:00
