Commit Graph

3066 Commits

Author SHA1 Message Date
Georgi Gerganov
c3ca7a5f05
ggml : fix 32-bit ARM NEON 2023-04-29 21:34:23 +03:00
Georgi Gerganov
e8c051611a
ggml : use vzip instead of vuzp for consistency 2023-04-29 21:12:56 +03:00
Georgi Gerganov
0b5a935099
ggml : fix visibility and unused warnings 2023-04-29 19:28:36 +03:00
Georgi Gerganov
ec728e44d7
ggml : fix #if for f32_f32 mul_mat (CLBlast) (#1229) 2023-04-29 18:43:42 +03:00
Georgi Gerganov
214b6a3570
ggml : adjust mul_mat_f16 work memory (#1226)
* llama : minor - remove explicity int64_t cast

* ggml : reduce memory buffer for F16 mul_mat when not using cuBLAS

* ggml : add asserts to guard for incorrect wsize
2023-04-29 18:43:28 +03:00
Georgi Gerganov
305eb5afd5
build : fix reference to old llama_util.h 2023-04-29 13:53:12 +03:00
Georgi Gerganov
84ca9c2ecf
examples : fix save-load-state + rename llama-util.h 2023-04-29 13:48:11 +03:00
Georgi Gerganov
334637e43e
common : change default parameters to pre-#1126 (#1223) 2023-04-29 09:51:06 +03:00
Ivan Stepanov
dd7eff57d8
llama : new sampling algorithms (#1126)
* Sample interface, new samplers.

New samplers:
- locally typical sampling
- tail free sampling
- frequency and presence penalty
- mirostat

Ignore EOS fix: -inf should be used.

* mirostat

* Added --logit-bias and --no-penalize-nl, removed std::span

* Use C++11, clarify llama API documentation, rename Mirostat parameters to --mirostat_lr and --mirostat_ent, add temperature sampling for Mirostat, simplify Mirostat sampling API parameters (removed N and *k)

Use C++11, clarify llama API documentation, rename Mirostat parameters to --mirostat_lr and --mirostat_ent, add temperature sampling for Mirostat, simplify Mirostat sampling API parameters (removed N and *k)

* Save and load example adjust

* Tests

* Windows build fix

* Windows test fix
2023-04-29 08:34:41 +03:00
slaren
7fc50c051a
cuBLAS: use host pinned memory and dequantize while copying (#1207)
* cuBLAS: dequantize simultaneously while copying memory

* cuBLAS: use host pinned memory

* cuBLAS: improve ggml_compute_forward_mul_mat_f16_f32 with pinned memory

* cuBLAS: also pin kv cache

* fix rebase
2023-04-29 02:04:18 +02:00
Henri Vasserman
b1ee8f59b4
cuBLAS: non-contiguous tensor support (#1215)
* Cuda: non-contiguous tensor support

* remove extra stuff

* rename

* fix error

* more fixes, now OpenBLAS and CLBlast build too

* now then?
2023-04-29 01:31:56 +02:00
Stephan Walter
36d19a603b
Remove Q4_3 which is no better than Q5 (#1218) 2023-04-28 23:10:43 +00:00
Georgi Gerganov
7f15c5c477
readme : update hot topics 2023-04-28 21:32:52 +03:00
Georgi Gerganov
55390bcaf2
ggml : sync ggml (ggml_alibi) 2023-04-28 20:51:05 +03:00
CRD716
5fba3c016b
examples : add Jeopardy example (#1168)
* Basic Setup

* Prevent Results.txt from coming up

* Prefixes, Line separators, etc

* editorcheck

* introduction to give more consistent results

* Basic graph thing

* Grading, ready for testing!

* Y'all ready to get funky?

* fix column removal stuff

* missed a few
2023-04-28 19:13:33 +03:00
Evan Jones
1481a9cf25
llama : add session file format and saved sessions in main (#1169) 2023-04-28 18:59:37 +03:00
Georgi Gerganov
11d902364b
ggml : add helper debug printf in soft_max 2023-04-28 17:59:08 +03:00
0cc4m
7296c961d9
ggml : add CLBlast support (#1164)
* Allow use of OpenCL GPU-based BLAS using ClBlast instead of OpenBLAS for context processing

* Improve ClBlast implementation, avoid recreating buffers, remove redundant transfers

* Finish merge of ClBlast support

* Move CLBlast implementation to separate file

Add buffer reuse code (adapted from slaren's cuda implementation)

* Add q4_2 and q4_3 CLBlast support, improve code

* Double CLBlast speed by disabling OpenBLAS thread workaround

Co-authored-by: Concedo <39025047+LostRuins@users.noreply.github.com>
Co-authored-by: slaren <2141330+slaren@users.noreply.github.com>

* Fix device selection env variable names

* Fix cast in opencl kernels

* Add CLBlast to CMakeLists.txt

* Replace buffer pool with static buffers a, b, qb, c

Fix compile warnings

* Fix typos, use GGML_TYPE defines, improve code

* Improve btype dequant kernel selection code, add error if type is unsupported

* Improve code quality

* Move internal stuff out of header
* Use internal enums instead of CLBlast enums
* Remove leftover C++ includes and defines
* Make event use easier to read

Co-authored-by: Henri Vasserman <henv@hot.ee>

* Use c compiler for opencl files

* Simplify code, fix include

* First check error, then release event

* Make globals static, fix indentation

* Rename dequant kernels file to conform with other file names

* Fix import cl file name

---------

Co-authored-by: Concedo <39025047+LostRuins@users.noreply.github.com>
Co-authored-by: slaren <2141330+slaren@users.noreply.github.com>
Co-authored-by: Henri Vasserman <henv@hot.ee>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-04-28 17:57:16 +03:00
Folko-Ven
78ec543733
Correcting link to w64devkit (#1214)
Correcting link to w64devkit (change seeto to skeeto).
2023-04-28 16:22:48 +02:00
Johannes Gäßler
92a6e13a31
Add Manjaro CUDA include and lib dirs to Makefile (#1212) 2023-04-28 15:40:32 +02:00
Yann Follet
04aaae1d79
add avx2 for dot_q8_0_q8_0, 2x faster than scalar (#1211) 2023-04-28 11:59:48 +00:00
Stephan Walter
0b2da20538
ggml : slightly faster AVX2 implementation for Q5 (#1197) 2023-04-26 23:26:42 +03:00
Georgi Gerganov
f9be42add0
readme : add quantization info 2023-04-26 23:24:42 +03:00
Georgi Gerganov
574406dc7e
ggml : add Q5_0 and Q5_1 quantization (#1187)
* ggml : add Q5_0 quantization (cuBLAS only)

* ggml : fix Q5_0 qh -> uint32_t

* ggml : fix q5_0 histogram stats

* ggml : q5_0 scalar dot product

* ggml : q5_0 ARM NEON dot

* ggml : q5_0 more efficient ARM NEON using uint64_t masks

* ggml : rename Q5_0 -> Q5_1

* ggml : adding Q5_0 mode

* quantize : add Q5_0 and Q5_1 to map

* ggml : AVX2 optimizations for Q5_0, Q5_1 (#1195)

---------

Co-authored-by: Stephan Walter <stephan@walter.name>
2023-04-26 23:14:13 +03:00
Ásgeir Bjarni Ingvarsson
87a6f846d3
Allow setting the rng seed after initialization. (#1184)
The llama_set_state_data function restores the rng state to what it
was at the time llama_copy_state_data was called. But users may want
to restore the state and proceed with a different seed.
2023-04-26 22:08:43 +02:00
DaniAndTheWeb
ea3ad7eb60
Updating build instructions to include BLAS support (#1183)
* Updated build information

First update to the build instructions to include BLAS.

* Update README.md

* Update information about BLAS

* Better BLAS explanation

Adding a clearer BLAS explanation and adding a link to download the CUDA toolkit.

* Better BLAS explanation

* BLAS for Mac

Specifying that BLAS is already supported on Macs using the Accelerate Framework.

* Clarify the effect of BLAS

* Windows Make instructions

Added the instructions to build with Make on Windows

* Fixing typo

* Fix trailing whitespace
2023-04-26 22:03:03 +02:00
Pavol Rusnak
859fee6dfb
quantize : use map to assign quantization type from string (#1191)
instead of `int` (while `int` option still being supported)

This allows the following usage:

`./quantize ggml-model-f16.bin ggml-model-q4_0.bin q4_0`

instead of:

`./quantize ggml-model-f16.bin ggml-model-q4_0.bin 2`
2023-04-26 18:43:27 +02:00
Stephan Walter
4afcc37869
Update SHA256SUMS after quantization change (#1181)
Co-authored-by: Pavol Rusnak <pavol@rusnak.io>
2023-04-25 23:41:56 +02:00
ostix360
667c501334
py : cast lora_alpha to int in convert-lora-to-ggml (#1170)
Co-authored-by: Pavol Rusnak <pavol@rusnak.io>
2023-04-25 23:33:08 +02:00
Pavol Rusnak
bb98e77be7
nix: use convert.py instead of legacy wrapper convert-pth-to-ggml.py (#981) 2023-04-25 23:19:57 +02:00
Georgi Gerganov
7a32fcb3b2
ggml : add Q8_0 quantization format (rename the old one to Q8_1) (ARM NEON) (#1179)
* ggml : add Q8_0 quantization format (rename the old one to Q8_1)

* tests : fix test-quantize-fns

* ggml : finalize Q8_0 implementation

* ggml : use q4_0_q8_0 and q4_2_q8_0

* ggml : fix Q8_0 dot product bug (ARM)

* ggml : Q8_0 unroll x2

* ggml : fix bug - using wrong block type

* ggml : extend quantize_fns_t with "vec_dot_type"

* ggml : fix Q8_0 to use 255 values out of 256

* ggml : fix assert using wrong QK4_2 instead of QK4_3
2023-04-25 23:40:51 +03:00
unbounded
dd0eabc049
ggml : use full range for Q4_0 and Q4_2 quantization (#729)
* Use full range for q4_0 quantization

By keeping the sign of the highest magnitude, we can make sure the
highest value maps to -8, which is currently unused.
This is a bit of a freebie since it is fully backwards compatible with
the current format.

* Update quantize_row_q4_0 for AVX/AVX2

* Update quantize_row_q4_0 for WASM

Untested

* Update quantize_row_q4_0 for Arm NEON

* Update quantize_row_q4_0 for PowerPC

Untested

* Use full range for q4_2 quantization
2023-04-25 20:20:46 +03:00
xaedes
54bb60e268
ggml : fix bug in ggml_compute_forward_sum_f32 (#1162)
The sum over all rows is now computed instead of just the last row
2023-04-24 23:02:02 +02:00
Georgi Gerganov
8a0f8673ba
ggml : export symbols (#1155) 2023-04-24 22:18:25 +03:00
xaedes
0c5692345d
examples : add save_load_state example (#1150)
* add save_load_state example

* use <cstdio> instead of <iostream> and fprintf / printf instead of cout

* renamed save-load-state example files replacing underscores by dashes
2023-04-24 19:23:31 +03:00
Georgi Gerganov
957c8ae21d
llama : increase scratch buffer size for 65B (ref #1152)
Temporary solution
2023-04-24 18:47:30 +03:00
mgroeber9110
9b0a4d4214
examples/main README improvements and some light refactoring (#1131) 2023-04-24 15:45:32 +00:00
Stephan Walter
2ec83428de
Fix build for gcc 8 and test in CI (#1154) 2023-04-24 15:38:26 +00:00
slaren
e4cf982e0d
Fix cuda compilation (#1128)
* Fix: Issue with CUBLAS compilation error due to missing -fPIC flag

---------

Co-authored-by: B1gM8c <89020353+B1gM8c@users.noreply.github.com>
2023-04-24 17:29:58 +02:00
Georgi Gerganov
c4fe84fb0d
llama : refactor get / set state + remove redundant kv cache API (#1143) 2023-04-24 07:40:02 +03:00
slaren
1d78fecdab
Fix LoRA acronym (#1145) 2023-04-23 23:03:44 +02:00
Georgi Gerganov
284685f169
scripts : add helper scripts to synch ggml repo 2023-04-23 19:57:09 +03:00
DannyDaemonic
edce63baa9
Added README.md for main with examples and explanations (#1139) 2023-04-23 15:37:02 +00:00
Georgi Gerganov
ec9cdb6752
ggml : do not print perf ops that have not been used at all 2023-04-23 18:32:52 +03:00
Georgi Gerganov
e4422e299c
ggml : better PERF prints + support "LLAMA_PERF=1 make" 2023-04-23 18:15:39 +03:00
Stephan Walter
53c8434398
Improve AVX2 for vec_dot_q4_3_q8_0 (#1138) 2023-04-23 11:01:03 +00:00
Pavol Rusnak
c6524f46eb
readme : update gpt4all instructions (#980) 2023-04-23 10:21:26 +02:00
Yishuo Wang
c9e2c26f41
A better packNibbles and mul_sum_i8_pairs_float implementation using AVX512 (#1119) 2023-04-23 07:57:05 +00:00
Georgi Gerganov
0e018fe008
ggml : fix Q4_3 cuBLAS 2023-04-22 16:32:07 +03:00
Stephan Walter
857308d1e8
ci : trigger CI for drafts, but not most PR actions (#1125) 2023-04-22 16:12:29 +03:00