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Author SHA1 Message Date
Georgi Gerganov 1a941869cb metal : disable graph concurrency optimization due to bug (#2413) 2023-07-27 11:00:54 +03:00
Georgi GerganovandGitHub 5b2b2dc6ae ggml : sync (unary ops refactor, static-correctness) (#2370) 
* ggml : sync (unary ops, tests)

ggml-ci

* tests : remove unnecessary funcs
 2023-07-24 14:46:21 +03:00
Georgi GerganovGitHubJohannesGaessler
 		e76d630df1 llama : grouped-query attention + LLaMAv2 70B support (#2276) 
* CUDA: GQA implementation

* llama : support for GQA and LLaMAv2 70B

ggml-ci

* py : fix hparams parsing (if-else blocks)

ggml-ci

* py : oh boy ..

ggml-ci

* help : fix gqa value for 70B

ggml-ci

---------

Co-authored-by: JohannesGaessler <johannesg@5d6.de>
 2023-07-23 15:09:47 +03:00
Georgi GerganovandGitHub b47b8a9cfe llama : optimize memory buffers (#2325) 2023-07-22 21:17:57 +03:00
Georgi Gerganov dd6c67d3cb ci : fix args 2023-07-22 12:00:56 +03:00
Georgi GerganovandGitHub 5d500e8ccf ci : add 7B CUDA tests (#2319) 
* ci : add 7B CUDA tests

ggml-ci

* ci : add Q2_K to the tests

* ci : bump CUDA ppl chunks

ggml-ci

* ci : increase CUDA TG len + add --ignore-eos

* ci : reduce CUDA ppl cunks down to 4 to save time
 2023-07-22 11:48:22 +03:00
Georgi Gerganov 0db14fef06 ggml : fix the rope fix (513f861953) 2023-07-21 15:16:55 +03:00
Georgi Gerganov 513f861953 ggml : fix rope args order + assert (#2054) 2023-07-21 14:51:34 +03:00
Georgi Gerganov 3973b25a64 gitignore : fix final newline 2023-07-21 14:42:41 +03:00
Georgi Gerganov a814d04f81 make : fix indentation 2023-07-21 13:50:55 +03:00
Georgi Gerganov 4c013bb738 ci : fix MNT realpath usage (#2250) 2023-07-21 13:49:18 +03:00
Georgi GerganovandGitHub ae178ab46b llama : make tensor_split ptr instead of array (#2272) 2023-07-21 13:10:51 +03:00
Georgi Gerganov fff0e0eafe llama : fix regression from #2000 - could not load no-mmap models 2023-07-20 13:47:26 +03:00
Georgi GerganovandGitHub d01bccde9f ci : integrate with ggml-org/ci (#2250) 
* ci : run ctest

ggml-ci

* ci : add open llama 3B-v2 tests

ggml-ci

* ci : disable wget progress output

ggml-ci

* ci : add open llama 3B-v2 tg tests for q4 and q5 quantizations

ggml-ci

* tests : try to fix tail free sampling test

ggml-ci

* ci : add K-quants

ggml-ci

* ci : add short perplexity tests

ggml-ci

* ci : add README.md

* ppl : add --chunks argument to limit max number of chunks

ggml-ci

* ci : update README
 2023-07-18 14:24:43 +03:00
Georgi Gerganov 6cbf9dfb32 llama : shorten quantization descriptions 2023-07-18 11:50:49 +03:00
Georgi Gerganov 697966680b ggml : sync (ggml_conv_2d, fix mul_mat bug, CUDA GLM rope) 2023-07-14 16:36:41 +03:00
Georgi GerganovandGitHub 975221e954 ggml : broadcast mul_mat + conv batch support (#2199) 
* ggml : broadcast mul_mat + conv batch support

* ggml : apply mul_mat broadcast fix by @jploski
 2023-07-12 20:51:29 +03:00
Georgi Gerganov 4523d10d0c ggml : add ggml_pool_1d and ggml_pool_2d 2023-07-12 20:32:15 +03:00
Georgi Gerganov 680e6f9177 cuda : add gelu support 2023-07-12 20:32:15 +03:00
Georgi GerganovandGitHub f7d278faf3 ggml : revert CUDA broadcast changes from #2183 (#2191) 2023-07-12 10:54:19 +03:00
Georgi GerganovandGitHub 20d7740a9b ggml : sync (abort callback, mul / add broadcast, fix alibi) (#2183) 2023-07-11 22:53:34 +03:00
Georgi GerganovandGitHub a7e20edf22 ci : switch threads to 1 (#2138) 2023-07-07 21:23:57 +03:00
Georgi Gerganov 7242140283 ggml : remove sched_yield() call in ggml_graph_compute_thread() (#2134) 2023-07-07 18:37:10 +03:00
Georgi Gerganov dfd9fce6d6 ggml : fix restrict usage 2023-07-06 19:41:31 +03:00
Georgi Gerganov ec326d350c ggml : fix bug introduced in #1237 2023-07-05 20:44:11 +03:00
Georgi Gerganov 1b6efeab82 tests : fix test-grad0 2023-07-05 20:20:25 +03:00
Georgi GerganovandGitHub b472f3fca5 readme : add link web chat PR 2023-07-04 22:25:22 +03:00
Georgi GerganovandGitHub ed9a54e512 ggml : sync latest (new ops, macros, refactoring) (#2106) 
- add ggml_argmax()
- add ggml_tanh()
- add ggml_elu()
- refactor ggml_conv_1d() and variants
- refactor ggml_conv_2d() and variants
- add helper macros to reduce code duplication in ggml.c
 2023-07-04 21:54:11 +03:00
Georgi Gerganov 46088f7231 ggml : fix build with OpenBLAS (close #2066) 2023-07-02 09:46:46 +03:00
Georgi Gerganov 463f2f4c4f llama : fix return value of llama_load_session_file_internal (#2022) 2023-07-01 19:05:09 +03:00
Georgi Gerganov 79f634a19d embd-input : fix returning ptr to temporary 2023-07-01 18:46:00 +03:00
Georgi Gerganov 04606a1599 train : fix compile warning 2023-07-01 18:45:44 +03:00
Georgi Gerganov 181e8d9755 llama : fix rope usage after ChatGLM change 2023-06-27 00:37:33 +03:00
Georgi Gerganov d9779021bd ggml : add support for ChatGLM RoPE 2023-06-27 00:06:51 +03:00
Georgi Gerganov c824d2e368 ggml : avoid conv 2d kernel round up 2023-06-26 21:03:59 +03:00
Georgi Gerganov 9225baef71 k-quants : fix indentation 2023-06-26 20:10:52 +03:00
Georgi GerganovandGitHub 412c60e473 readme : add link to new k-quants for visibility 2023-06-26 19:45:09 +03:00
Georgi GerganovandGitHub 447ccbe8c3 readme : add new roadmap + manifesto 2023-06-25 16:08:12 +03:00
Georgi Gerganov bd34cdde38 ggml : sync latest ggml (custom operators) 2023-06-25 14:25:08 +03:00
Georgi GerganovandGitHub 66a2555ba6 readme : add Azure CI discussion link 2023-06-25 09:07:03 +03:00
Georgi Gerganov 65bdd52a86 tests : sync test-grad0 from ggml 2023-06-24 19:40:18 +03:00
Georgi Gerganov 11da1a85cd readme : fix whitespaces 2023-06-24 13:38:18 +03:00
Georgi GerganovandGitHub 049aa16b8c readme : add link to p1 2023-06-20 19:05:54 +03:00
Georgi Gerganov 18b35625c3 ggml : fix bug in LBFGS optimizer (found by ggml tests) 2023-06-19 20:43:30 +03:00
Georgi Gerganov 23fc5c219a cmake : fix trailing whitespaces 2023-06-19 18:18:34 +03:00
Georgi GerganovandGitHub b97ca431db ggml : sync latest ggml repo (#1924) 
* ggml : sync latest ggml repo

* ggml : remove unused comments

* ggml : asserts
 2023-06-19 18:12:33 +03:00
Georgi GerganovandGitHub ce2c7d72e2 metal : handle buffers larger than device's maxBufferLength (#1826) 
* metal : handle buffers larger than device's maxBufferLength

* metal : print more verbose device info + handle errors

* metal : fix prints for overlapping views

* metal : minimize view overlap to try to utilize device memory better
 2023-06-18 09:09:47 +03:00
Georgi Gerganov b2416493ab make : do not print help for simple example 2023-06-17 20:55:03 +03:00
Georgi Gerganov 4f9c43e3bd minor : warning fixes 2023-06-17 20:24:11 +03:00
Georgi Gerganov 051e1b0e6a llama : fix kv_cache n init (close #1903) 2023-06-17 19:31:20 +03:00
Georgi Gerganov bed9275617 cmake : remove whitespaces 2023-06-15 21:56:50 +03:00
Georgi GerganovandGitHub 4bfcc855ab metal : parallel command buffer encoding (#1860) 
* metal : parallel command buffer encoding

* metal : determine number of command buffers based on gf->n_threads
 2023-06-15 20:29:48 +03:00
Georgi GerganovandGitHub 2347e45e7b llama : do a warm-up eval at start for better timings (#1824) 2023-06-13 20:20:07 +03:00
Georgi Gerganov 4de0334f5c cmake : fix Metal build (close #1791) 2023-06-10 22:56:53 +03:00
Georgi Gerganov 17c10acfb4 ggml : force no_alloc == false when creating opt tensors (close #1699) 
This is needed to make operators like ggml_view() be able to store their
parameters in the ggml context's memory and not get discarded when
no_alloc is true
 2023-06-10 12:08:15 +03:00
Georgi Gerganov b33dee282f metal : fix build "tanhf" -> "tanh" 2023-06-09 11:11:04 +03:00
Georgi Gerganov 0bf7cf1b29 Revert "ggml : load data into int8x16x4_t using vld4q_s8 on arm64 (#1738)" 
This reverts commit 8432d4d9f7.
 2023-06-08 20:48:14 +03:00
Georgi Gerganov 53aba3f393 clang-tidy : restore dot file from accidental deletion 2023-06-08 10:09:08 +03:00
Georgi GerganovandGitHub 5c64a0952e k-quants : allow to optionally disable at compile time (#1734) 
* k-quants : put behind optional compile flag LLAMA_K_QUANTS

* build : enable k-quants by default
 2023-06-07 10:59:52 +03:00
Georgi GerganovandGitHub 4dc62c545d readme : add June roadmap 2023-06-07 07:15:08 +03:00
Georgi Gerganov 2d7bf110ed llama : fix vram_scratch var 2023-06-06 22:54:39 +03:00
Georgi Gerganov 2a4e41a086 llama : fix compile warnings 2023-06-06 22:41:53 +03:00
Georgi Gerganov 44f906e853 metal : add f16 support 2023-06-06 20:21:56 +03:00
Georgi Gerganov 2d43387daf ggml : fix builds, add ggml-quants-k.o (close #1712, close #1710) 2023-06-06 10:18:03 +03:00
Georgi Gerganov 7ad7750c5c gitignore : add .clang-tidy 2023-06-06 09:55:25 +03:00
Georgi Gerganov 7a74dee6b4 llama : temporary disable Q6_K output quantization (#1711) 2023-06-06 09:39:38 +03:00
Georgi GerganovandGitHub e7fe66e670 ci : disable auto tidy (#1705) 2023-06-05 23:05:05 +03:00
Georgi Gerganov d1f563a743 llama : fix Metal KV cache sync (close #1695) 2023-06-05 10:19:03 +03:00
Georgi GerganovandGitHub 827f5eda91 readme : update hot topics 2023-06-04 23:38:19 +03:00
Georgi GerganovandGitHub ecb217db4f llama : Metal inference (#1642) 
* mtl : export the LLaMA computation graph

* ci : disable temporary

* mtl : adapt the MNIST example as starter

* mtl : no need for mtl-export tool, add cli arg for main instead

* mtl : export just a small part of the graph for now to make it easier

* mtl : move MSL code into separate file for easy editing

* mtl : initial get_rows_q4_0 kernel

* mtl : confirmed get_rows_q4_0 is working correctly

* mtl : add rms_norm kernel + confirm working

* mtl : add mul kernel + confirm working

* mtl : initial mul_mat Q4 kernel (wrong results)

* mtl : mul_mat fixes (still wrong)

* mtl : another mul_mat Q4 (still does not work)

* mtl : working mul_mat q4

* ggml : fix handling of "view" ops in ggml_graph_import()

* mtl : add rope kernel

* mtl : add reshape and transpose handling

* ggml : store offset as opt arg for ggml_view_xd() operators

* mtl : add cpy kernel + handle view ops

* mtl : confirm f16 x f32 attention mul mat

* mtl : add scale kernel

* mtl : add diag_mask_inf kernel

* mtl : fix soft_max kernel

* ggml : update ggml_nbytes() to handle non-contiguous tensors

* mtl : verify V tensor contents

* mtl : add f32 -> f32 cpy kernel

* mtl : add silu kernel

* mtl : add non-broadcast mul kernel

* mtl : full GPU inference of the computation graph

* mtl : optimize rms_norm and soft_max kernels

* mtl : add f16 mat x f32 vec multiplication kernel

* mtl : fix bug in f16 x f32 mul mat + speed-up computation

* mtl : faster mul_mat_q4_0_f32 kernel

* mtl : fix kernel signature + roll inner loop

* mtl : more threads for rms_norm + better timing

* mtl : remove printfs from inner loop

* mtl : simplify implementation

* mtl : add save/load vocab to ggml file

* mtl : plug Metal inference into llama.cpp (very quick-n-dirty)

* mtl : make it work with main example

Lots of hacks but at least now it generates text

* mtl : preparing for merge

* mtl : clean-up ggml mtl interface + suport scratch / inplace

* mtl : remove temp / debug code

* metal : final refactoring and simplification

* Revert "ci : disable temporary"

This reverts commit 98c267fc77fe811082f672538fc91bcfc9072d63.

* metal : add comments

* metal : clean-up stuff, fix typos

* readme : add Metal instructions

* readme : add example for main
 2023-06-04 23:34:30 +03:00
Georgi Gerganov 7552ac5863 ggml : sync cgraph import / export API 2023-05-29 19:31:44 +03:00
Georgi Gerganov 5d1830b99d ggml : fix bug in ggml_alibi 2023-05-29 19:30:49 +03:00
Georgi Gerganov 93618031c7 ggml : add ggml_tensor_overhead() 2023-05-27 16:19:56 +03:00
Georgi Gerganov bdbda1b17a ggml : sync ggml core (minor additions, e.g. ggml_get_tensor_by_name()) 2023-05-27 12:23:16 +03:00
Georgi Gerganov 265db9834e ggml : output 3d sizes in ggml_graph_dump_dot() 2023-05-21 11:56:23 +03:00
Georgi Gerganov fab49c685e ggml : update WASM SIMD 2023-05-20 20:00:41 +03:00
Georgi GerganovandGitHub 3de84b2606 ggml : add ggml_clamp() (#1539) 
* ggml : add ggml_clamp()

* ggml : indentation
 2023-05-20 15:34:45 +03:00
Georgi Gerganov ea600071cb Revert "feature : add blis and other BLAS implementation support (#1502)" 
This reverts commit 07e9ace0f9.
 2023-05-20 12:03:48 +03:00
Georgi Gerganov ec2e10c444 llama : add llama_init_backend() API (close #1527) 2023-05-20 11:06:37 +03:00
Georgi Gerganov 8a203f9fa1 llama : fix compile warnings in llama_set_state_data() 2023-05-20 10:14:43 +03:00
Georgi Gerganov 4fd3e29297 ggml : fix scalar implementation of Q4_1 dot 2023-05-20 10:13:19 +03:00
Georgi GerganovandGitHub 2d5db48371 ggml : use F16 instead of F32 in Q4_0, Q4_1, Q8_0 (#1508) 
* ggml : use F16 instead of F32 in Q4_0, Q4_1 and Q8_0

* llama : bump LLAMA_FILE_VERSION to 3

* cuda : update Q4 and Q8 dequantize kernels

* ggml : fix AVX dot products

* readme : update performance table + hot topics
 2023-05-19 22:17:18 +03:00
Georgi Gerganov 6986c7835a tests : add missing header 2023-05-19 21:17:28 +03:00
Georgi Gerganov 4b7e245adf minor : fix compile warnings 2023-05-19 20:14:51 +03:00
Georgi GerganovandGitHub 13c351ad72 ggml : various fixes (#1450) 
- `ggml_rope()`
- `ggml_diag_mask_inf()` multi-threaded
- compatibility with scratch buffers
 2023-05-14 18:22:50 +03:00
Georgi Gerganov 601a033475 ggml : add GGML_QNT_VERSION to track quantization format changes 
https://github.com/ggerganov/ggml/issues/150#issuecomment-1546625668
 2023-05-14 10:20:19 +03:00
Georgi Gerganov 08737ef720 cuda : fix convert function (#1412) 2023-05-13 17:40:58 +03:00
Georgi Gerganov bda4d7c215 make : fix PERF build with cuBLAS 2023-05-13 17:25:09 +03:00
Georgi Gerganov 5a5aeb1e91 llama : fix unused warning 2023-05-13 16:55:14 +03:00
Georgi GerganovandGitHub 66841fdb0e ggml : multi-thread mul and diag_mask ops (#1428) 2023-05-13 16:48:03 +03:00
Georgi Gerganov f048af0230 ggml : sync alibi fix from ggml repo 2023-05-13 11:54:33 +03:00
Georgi Gerganov 0cd22e190a llama : fix various warnings 2023-05-13 11:23:15 +03:00
Georgi GerganovandGitHub cdd5350892 readme : update Q4_0 perplexities 
I think these were affected by the removal of the `round` during quantization
 2023-05-13 09:12:44 +03:00
Georgi Gerganov 738ace394a llama : free ggml context in set / copy state data (close #1425) 2023-05-13 09:08:52 +03:00
Georgi Gerganov fb62f92433 llama : fix --mtest option (close #1414) 2023-05-12 21:44:20 +03:00
Georgi GerganovGitHubStephan Walter
 		b9fd7eee57 ggml : remove bit shuffling (#1405) 
* ggml : remove Q4_0 bit shufling (ARM NEON)

* ggml : remove Q4_1 bit shuffling (ARM NEON + reference)

* ggml : nibbles_from_floats() + bytes_from_nibbles() (ARM NEON)

* ggml : remove Q4_2 bit shuffling (WIP, BROKEN)

* ggml : remove Q5_0 bit shuffling (ARM NEON)

* ggml : 2x faster scalar implementations

* ggml : remove Q5_1 bit shuffling (ARM NEON + scalar)

* ggml : simplify scalar dot

* ggml : remove WASM SIMD bit shuffling + remove vzip for ARM 32-bit

* ggml : fix Q4_1 quantization

* ggml : update cuBLAS + normalize variable names

* ggml : remove Q4_2 mode

* ggml : minor formatting

* ggml : fix Q5_0 quantization

* scripts : add script for measuring the time per token

* AVX implementations (#1370)

* ggml : uniform 5th bit extraction

* llama : produce error upon loading old model files

* llama : fix model magic/version write

* ggml : speed-up Q5_0 + Q5_1 at 4 threads

* ggml : preserve old Q4 and Q5 formats

* ggml : simplify Q8_1 - no need for low / high sums anymore

* ggml : fix Q8_0 and Q8_1 rounding

* Revert "AVX implementations (#1370)"

This reverts commit 948d124837f9d287d8490f41338e0e4cceb0814f.

* ggml : fix AVX2 implementation

* sha : update hashes for 7B and 13B

* readme : update timings + remove warning banner

* llama : update v2 PR number to 1405

* ggml : fix WASM comments

* ggml : back to original bit order

* readme : add note that Q4 and Q5 have been changed

* llama : fix return for unknown version

---------

Co-authored-by: Stephan Walter <stephan@walter.name>
 2023-05-12 00:23:08 +03:00
Georgi GerganovandGitHub 56551bc11f readme : add notice about upcoming breaking change 2023-05-08 22:52:18 +03:00
Georgi GerganovandGitHub f9a6364912 llama : require first token to be BOS (#1303) 
* llama : require first token to be BOS

* scripts : add ppl-run-all.sh

* perplexity : add BOS for each chunk

* readme : update perplexity values after BOS fix

* perplexity : add clarifying comments
 2023-05-08 17:41:54 +03:00
Georgi Gerganov 799fdc1b5d ggml : vectorize Q8_0 quantization 
https://github.com/ggerganov/ggml/pull/127#issuecomment-1533648531
 2023-05-03 23:24:20 +03:00
Georgi GerganovandGitHub bca9ad938a minor : fix whitespaces (#1302) 2023-05-03 20:09:42 +03:00