Commit Graph

72 Commits

Author SHA1 Message Date
Tim Dettmers
7e49b5b938 Added warp_shuffle indexing 185 vs 54. 2023-07-08 14:27:12 -07:00
Tim Dettmers
02fd80cb81 Added bfloat16 quantizations and tests. 2023-07-04 19:58:31 -07:00
Tim Dettmers
dfe6900b94 Vectorized loads, conflict free NF4; 52 vs 172. 2023-07-04 15:20:10 -07:00
Tim Dettmers
f89ff93e26 Initial 4-bit naive batch size 1, 81 vs 185. 2023-07-03 18:45:38 -07:00
Tim Dettmers
e54d2730fc Added debugging functions. 2023-05-30 20:42:21 -07:00
Tim Dettmers
b7f04e2a20 Added lookup table. 2023-05-30 20:07:05 -07:00
Tim Dettmers
2bce175d15 Fixed Makefile. 2023-05-23 18:42:19 -07:00
Tim Dettmers
675baa79d2 Merge remote-tracking branch 'origin/main' into merge 2023-05-07 13:34:03 -07:00
Tim Dettmers
44d68ff29c Added paged optimizers. 2023-05-06 14:59:29 -07:00
Tim Dettmers
ec38ba95b0 Added paging. 2023-05-06 11:14:06 -07:00
Tim Dettmers
264a948539 4-bit draft; 128 vector load 240. 2023-05-02 16:15:38 -07:00
Tim Dettmers
869b7e83b5 Warp multi-specialization 240. 2023-05-02 12:10:32 -07:00
Tim Dettmers
77f15fdce9 Shared memory efficient 240. 2023-05-02 11:38:11 -07:00
Tim Dettmers
394749db71 Correct implementation 240. 2023-05-02 08:58:59 -07:00
Tim Dettmers
9aa232cc39 Initial. 2023-05-02 07:53:29 -07:00
Tim Dettmers
9192c9de64 Tighter and scaled error analysis. 2023-05-02 07:50:32 -07:00
Tim Dettmers
f9bfea8f23 Baseline for debugging. 2023-05-02 07:24:12 -07:00
Tim Dettmers
7cc8ff4727 Warp specalization 362. 2023-05-01 08:21:12 -07:00
Tim Dettmers
c35ed09b66 Double frag 440. 2023-04-30 18:19:30 -07:00
Tim Dettmers
ad07d254fb Slow tensor core solution. 2023-04-30 17:43:02 -07:00
Tim Dettmers
21723f796a 4-bit draft. 2023-04-29 21:52:47 -07:00
Tim Dettmers
cad839941b Added bit template. 2023-04-28 22:10:42 -07:00
Tim Dettmers
f3e97ccbd2 New implementation for batch size 1. 2023-04-28 21:29:40 -07:00
Tim Dettmers
f6df4aef6a Added fp16 and thread/item template. 2023-04-28 18:26:52 -07:00
Tim Dettmers
c1bfb210c5 First baseline kernel. 2023-04-28 17:19:02 -07:00
Tim Dettmers
9cab14a3ff Adedd pipeline draft. 2023-04-27 15:12:49 -07:00
Tim Dettmers
d1c4c20568 Added non-cutlass template. 2023-04-27 15:11:26 -07:00
Tim Dettmers
0afc8e9e2f Best attempt at cutlass3. 2023-04-26 17:12:34 -07:00
Tim Dettmers
0f9d30207f Added nested quantization for blockwise quantization. 2023-04-19 11:48:47 -07:00
Tim Dettmers
dd562c24f1 Refactored simulated fp8 modules into research.nn. 2023-04-12 11:24:44 -07:00
Tim Dettmers
1ccb7bdec6 Fixed ParamsIn4 init; fixed PyTorch 2.0 test failure. 2023-04-03 18:47:00 -07:00
Tim Dettmers
4ea489d3bf Refactor FP4 into 4Bit and integrate NF4 data type. 2023-04-03 11:00:12 -07:00
Tim Dettmers
64cc05920d First draft of NF4. 2023-04-02 16:10:35 -07:00
Tim Dettmers
4ad999d144 Added quantization tree generation. 2023-04-02 14:42:45 -07:00
Tim Dettmers
0d332a641f Added normal with extra value. 2023-04-02 14:09:08 -07:00
Tim Dettmers
2dd5d69056 Generalized FP4 data type. 2023-04-02 12:42:01 -07:00
Tim Dettmers
51a21df728 Added 8-bit compression to quantization statistics. 2023-04-01 16:10:18 -07:00
Tim Dettmers
8645d1f71c Added normal quant. 2023-03-29 18:41:37 -07:00
Tim Dettmers
69810521d3 Some small changes. 2023-03-27 09:12:57 -07:00
Tim Dettmers
2489d819c5 Added more blocksizes for stochastic rounding; fixed dequant blocksize. 2023-02-14 13:55:17 -08:00
Tim Dettmers
c361f84239 Fixed matmul_fp4 transpose. 2023-02-05 06:16:56 -08:00
Tim Dettmers
cfe4705e32 Added matmul_fp4 to the benchmark. 2023-02-04 22:00:04 -08:00
Tim Dettmers
160a83580d Forward matmul_fp4 tests pass. 2023-02-04 21:11:21 -08:00
Tim Dettmers
3ac5840c03 Added fp4 quant/dequant and dequant optimizations. 2023-02-04 14:52:04 -08:00
Tim Dettmers
c9f505064e Added outlier detector and fake quantization layer. 2023-01-28 17:05:22 -08:00
Tim Dettmers
c91f592ad7
Merge branch 'main' into cleanup 2023-01-02 11:19:16 +01:00
Tim Dettmers
eb028e6ebc Fixed k-bit quantization maps. 2022-11-19 07:24:03 -08:00
Tom Aarsen
b104ce3b62
Merge branch 'main' into cleanup 2022-11-17 15:22:29 +01:00
Tim Dettmers
08fa2e7b01 Fixed bug in cpu quant; faster GPU dequant. 2022-11-07 18:06:18 -08:00
Tim Dettmers
e0e697b150 Fixed blockwise test and logic. 2022-11-06 16:36:31 -08:00