Commit Graph

86 Commits

Author SHA1 Message Date
Tim Dettmers
94168d79d7 Added FP4 fast inference support. 2023-07-09 14:46:19 -07:00
Tim Dettmers
4b88d69de7 Added abitrary data types; fixed a bug for small matrices. 2023-07-09 12:04:09 -07:00
Tim Dettmers
02fd80cb81 Added bfloat16 quantizations and tests. 2023-07-04 19:58:31 -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
1b8772a8f3 Added PagedLion and bf16 Lion. 2023-05-23 19:37:38 -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
41a9c70814 Changed prefetching. 2023-05-06 18:59:59 -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
f9bfea8f23 Baseline for debugging. 2023-05-02 07:24:12 -07:00
Tim Dettmers
21723f796a 4-bit draft. 2023-04-29 21:52:47 -07:00
Tim Dettmers
f6df4aef6a Added fp16 and thread/item template. 2023-04-28 18:26:52 -07:00
Tim Dettmers
3aef78342a Added template refactor. 2023-04-28 17:34:08 -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
84964db937 CUTLASS compiles. 2023-04-25 17:15:51 -07:00
Tim Dettmers
0f9d30207f Added nested quantization for blockwise quantization. 2023-04-19 11:48:47 -07:00
Tim Dettmers
7dc198feb7 Added 32-bit optimizer for bfloat16 gradients. 2023-04-17 18:01:49 -07:00
Tim Dettmers
7140c01405 Merge branch 'main' into fp8_merge 2023-04-12 11:44:39 -07:00
Tim Dettmers
2bb5c00ba9 Added pre/post call to all lib calls. Fixes #120 2023-04-11 09:36:56 -07:00
Tim Dettmers
b0ec20c3b3
Merge pull request #188 from lucidrains/main
Lion 8 bit
2023-04-11 07:22:45 -07:00
Tim Dettmers
e9fa03b717 Some fixed for loading PEFT modules with Params4bit. 2023-04-07 09:59:21 -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
51a21df728 Added 8-bit compression to quantization statistics. 2023-04-01 16:10:18 -07:00
Tim Dettmers
c4cfe4fbdd Added bf16 Adam. 2023-04-01 10:33:03 -07:00
Tim Dettmers
8645d1f71c Added normal quant. 2023-03-29 18:41:37 -07:00
Ji Lin
b6383ba116 fix a bug in quantize_no_absmax and dequantize_no_absmax with multiple gpus 2023-03-22 22:14:57 -04:00
Phil Wang
cb4c3c8c66 do a bunch of typical bookkeeping before getting to main lion logic 2023-03-09 10:10:19 -08:00
Tim Dettmers
2489d819c5 Added more blocksizes for stochastic rounding; fixed dequant blocksize. 2023-02-14 13:55:17 -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
c059bd2848 Added additional blocksizes: {64, 128, 256}. 2022-11-20 14:18:15 -08:00
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
62a333ac40 Added pre/post calls do quantize_blockwise. 2022-11-06 17:17:51 -08:00
Tim Dettmers
e0e697b150 Fixed blockwise test and logic. 2022-11-06 16:36:31 -08:00
Tim Dettmers
6bc2b992be Added blocksizes 2048, 1024, and 512 to blockwise quant. 2022-11-06 16:27:48 -08:00
Tim Dettmers
2f2063bac2 Added k<256 quantile estimate. 2022-11-06 13:05:25 -08:00
Tim Dettmers
98cbc4bc4f Added k-bit fp8 map. 2022-11-06 11:59:37 -08:00