Commit Graph

4042 Commits

Author SHA1 Message Date
Johannes Gäßler
424c5d00a9 ggml/examples: add backend support for numerical optimization (ggml/949)
* CUDA eval works

* stochastic gradient descent op

* Adam except decay

* CUDA CROSS_ENTROPY_LOSS_BACK

* CUDA mnist-fc training works

* backend CLI arg

* refactor gguf load

* remove sched from opt_step_adam

* implement l1 regularization (weight decay)

* extra call to add optimizer

* initialize gradients with ggml_graph_reset

* gradient accumulation

* increment iter per eval instead of epoch

* adjust backend interfaces

* fix ggml_graph_reset without backend

* fix ggml graph export/import

* fixup

* rename

* revert ggml_opt changes

* more general CUDA repeat_back

* update documentation, fix CNN

* validation split

* add clarifying comment

* optimize PyTorch training

* adjust buffer size, thread count

* fix 0.0f validation split

* Update examples/mnist/mnist-common.cpp

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* fix gradient accumulation

* tensor flag for accumulators -> tensor hash set

* Update include/ggml.h

Co-authored-by: slaren <slarengh@gmail.com>

* Update tests/test-backend-ops.cpp

Co-authored-by: slaren <slarengh@gmail.com>

* Update tests/test-backend-ops.cpp

Co-authored-by: slaren <slarengh@gmail.com>

* fix test prints

* Update src/ggml-backend.c

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* better CUDA support for noncontiguous out_prod

* add comment

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: slaren <slarengh@gmail.com>
2024-09-20 21:15:05 +03:00
Georgi Gerganov
a6809c6a2e examples : add null threadpool args where needed (ggml/0)
ggml-ci
2024-09-20 21:15:05 +03:00
Johannes Gäßler
5cb12f6839
CUDA: fix sum.cu compilation for CUDA < 11.7 (#9562) 2024-09-20 18:35:35 +02:00
Georgi Gerganov
d39e26741f
examples : flush log upon ctrl+c (#9559)
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2024-09-20 11:46:56 +03:00
Sigbjørn Skjæret
722ec1eb51
perplexity : do not escape input data by default (#9548) 2024-09-20 09:38:10 +03:00
Georgi Gerganov
6026da52d6
server : clean-up completed tasks from waiting list (#9531)
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ggml-ci
2024-09-19 12:44:53 +03:00
Sigbjørn Skjæret
eca0fab44e
imatrix : disable prompt escape by default (#9543) 2024-09-19 10:58:14 +03:00
slaren
64c6af3195
ggml : fix n_threads_cur initialization with one thread (#9538)
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* ggml : fix n_threads_cur initialization with one thread

* Update ggml/src/ggml.c

---------

Co-authored-by: Max Krasnyansky <quic_maxk@quicinc.com>
2024-09-18 10:13:08 -07:00
Georgi Gerganov
0d2f22e45c
scripts : verify py deps at the start of compare (#9520) 2024-09-18 18:34:32 +03:00
Daniel Bevenius
6443ddd985
llama : use reserve/emplace_back in sampler_sample (#9534)
This commit updates the llama_sampler_sample function to use reserve and
emplace_back for the vector of llama_token_data structs.

The motivation for this change is to avoid the creation of n_vocab
default-constructed llama_token_data structs which are then
immediately overwritten.
2024-09-18 14:42:36 +03:00
Vinesh Janarthanan
8a308354f6
server : match OAI structured output response (#9527)
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2024-09-18 09:50:34 +03:00
Eric Zhang
f799155ab8
server : fix OpenSSL build (remove obsolete LOG_INFO) (#9529) 2024-09-18 09:28:20 +03:00
Neo Zhang Jianyu
faf67b3de4
[SYCL]set context default value to avoid memory issue, update guide (#9476)
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* set context default to avoid memory issue, update guide

* Update docs/backend/SYCL.md

Co-authored-by: Meng, Hengyu <hengyu.meng@intel.com>

---------

Co-authored-by: arthw <14088817+arthw@users.noreply.github.com>
Co-authored-by: Meng, Hengyu <hengyu.meng@intel.com>
2024-09-18 08:30:31 +08:00
Michael Podvitskiy
7be099fa81
llama-bench: correct argument parsing error message (#9524) 2024-09-17 22:41:38 +02:00
Bert Wagner
8b836ae731
arg : add env variable for parallel (#9513)
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* add env variable for parallel

* Update README.md with env:  LLAMA_ARG_N_PARALLEL
2024-09-17 16:35:38 +03:00
Michael Podvitskiy
8344ef58f8
llama : fix n_vocab init for 'no_vocab' case (#9511)
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* llama: fixed n_vocab for `no_vocab` models

* llama: updated error output for `llama_decode_internal` and `llama_encode_internal`

* llama: log warning if there's no vocab_size in metadata

* llama: correct vocab size for logging

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-09-17 13:18:22 +03:00
Max Krasnyansky
0226613853
threadpool : skip polling for unused threads (#9461)
* threadpool: skip polling for unused threads

Currently all threads do N polling rounds even if only 1 thread is active (n_threads_cur == 1).
This commit adds a check to skip the polling for unused threads (ith >= n_threads_cur).

n_threads_cur is now an atomic_int to explicitly tell thread sanitizer that it is written
from one thread and read from other threads (not a race conditions).

* threadpool: further simplify and improve ggml_barrier

Avoid using strict memory order while polling, yet make sure that all threads go through
full memory barrier (memory fence) on ggml_barrier entrace and exit.

* threads: add simple barrier test

This test does lots of small, parallel matmul ops where the barriers in between dominate the overhead.

* threadpool: improve thread sync for new-graphs

Using the same tricks as ggml_barrier. All the polling is done with relaxed memory order
to keep it efficient, once the new graph is detected we do full fence using read-modify-write
with strict memory order.

* threadpool: improve abort handling

Do not use threadpool->ec (exit code) to decide whether to exit the compute loop.
threadpool->ec is not atomic which makes thread-sanitizer rightfully unhappy about it.

Instead introduce atomic threadpool->abort flag used for this. This is consistent with
how we handle threadpool->stop or pause.

While at it add an explicit atomic_load for n_threads_cur for consistency.

* test-barrier: release threadpool before releasing the context

fixes use-after-free detected by gcc thread-sanitizer on x86-64
for some reason llvm sanitizer is not detecting this issue.
2024-09-17 11:19:46 +03:00
Yuri Khrustalev
503147a9f9
unicode : add <algorithm> (#9508) 2024-09-17 09:51:15 +03:00
Gabe Goodhart
0d2ec43833
llama : support IBM Granite architecture (#9412)
* feat(gguf-py): Add Granite model and params to gguf-py

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat(convert_hf_to_gguf): Add registration and param setup for Granite

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat(llama.cpp): Add config parsing for Granite multiplier params

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* feat(llama.cpp): First pass at full port of granite deviations from llama

Something is still not working right since the results are mostly terrible,
but on occasion it's producing relevant results at this point, so
_something_ is working.

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(llama.cpp): Determine granite language 3b instruct by vocab size

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(convert_hf_to_gguf): Use LlamaModel as base for GraniteModel

The defaults in LlamaModel are needed for Granite as well

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(llama.cpp): Switch Granite param names to use _scale for consistency

Other scalar multipliers are called *_scale, so this provides a more
consistent naming convention.

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(convert_hf_to_gguf/gguf-py): _multiplier -> _scale

The transformers names with _multiplier will now be converted to the _scale
equivalent during conversion.

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

* fix(llama.cpp): Use separate switch clause for granite in llm_load_hparams

Branch: GraniteLM

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>

---------

Signed-off-by: Gabe Goodhart <ghart@us.ibm.com>
2024-09-17 09:44:58 +03:00
Michael Podvitskiy
37f3a3810e
llama : add llama_n_head() (#9512) 2024-09-17 09:23:30 +03:00
slaren
23e0d70bac
ggml : move common CPU backend impl to new header (#9509)
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2024-09-16 16:22:07 +02:00
Daniel Bevenius
acb2c32c33
llama : rename n_embed to n_embd in rwkv6_time_mix (#9504)
This commit renames n_embed to n_embd in llm_build_rwkv6_time_mix.

The motivation for this change is consistency with the other rwkv6
functions like build_rwkv6 (and other parts of the code base).
2024-09-16 14:07:13 +03:00
Michael Podvitskiy
a6a3a5c531
ggml : link MATH_LIBRARY not by its full path (#9339) 2024-09-16 14:06:50 +03:00
compilade
d54c21df7e
convert : identify missing model files (#9397)
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2024-09-16 10:30:22 +03:00
Georgi Gerganov
19514d632e
cmake : do not hide GGML options + rename option (#9465)
* cmake : do not hide GGML options

ggml-ci

* build : rename flag GGML_CUDA_USE_GRAPHS -> GGML_CUDA_GRAPHS

for consistency

ggml-ci
2024-09-16 10:27:50 +03:00
Eve
5c3d0f1824
ggml : IQ4_NL sgemm + Q4_0 AVX optimization (#9422)
* squashed

readd my iq4_nl sgemm PR https://github.com/ggerganov/llama.cpp/pull/8049

have ggml_vec_dot_q4_0 do two blocks per loop for avx

try out f16c ggml_vec_dot_iq4_nl, but it's not really faster. as per https://github.com/ggerganov/llama.cpp/pull/8549 we can calculate several blocks at a time with no issue

* shuffle

* remove f16c iq4_nl as i cant make it faster than before
2024-09-16 09:48:24 +03:00
Shane A
0aadac10c7
llama : support OLMoE (#9462) 2024-09-16 09:47:37 +03:00
CarryFun
95ca85168b
llama : support MiniCPM3 (#9322)
Co-authored-by: 范睿凯 <fanruikai@modelbest.cn>
2024-09-16 09:45:20 +03:00
Vinesh Janarthanan
441b72b91f
main : option to disable context shift (#9484)
* added cli arg to disable context shift

* reverted precommit

* updated README.md for main

* white space

* allow disabling context shift in the server

* Update common/arg.cpp

no-context-shift only works for main example

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* added server example to --no-context-shift args

* removed server changes

* white space

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2024-09-16 09:20:01 +03:00
Georgi Gerganov
c4965a64f7
metal : handle zero-sized allocs (#9466) 2024-09-16 09:05:56 +03:00
Georgi Gerganov
90a2fff0e7
flake.lock: Update (#9488) 2024-09-15 19:14:23 -07:00
Georgi Gerganov
6262d13e0b
common : reimplement logging (#9418)
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https://github.com/ggerganov/llama.cpp/pull/9418
2024-09-15 20:46:12 +03:00
slaren
e6deac31f7
gguf-split : add basic checks (#9499)
* gguf-split : do not overwrite existing files when merging

* gguf-split : error when too many arguments are passed
2024-09-15 19:02:27 +02:00
Michael Podvitskiy
6988da94a2
cmake : correct order of sycl flags (#9497) 2024-09-15 19:55:52 +03:00
Csaba Kecskemeti
3c7989fd29
py : add "LLaMAForCausalLM" conversion support (#9485)
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Co-authored-by: Csaba Kecskemeti <csabakecskemeti@Csabas-Mac-Pro.local>
2024-09-15 10:48:25 +03:00
OSecret
d6b37c881f
readme : update tools list (#9475)
* Added link to proprietary wrapper for Unity3d into README.md

Wrapper has prebuild library and was tested on iOS, Android, WebGL, PC, Mac platforms, has online demos like [this](https://d23myu0xfn2ttc.cloudfront.net/rich/index.html) and [that](https://d23myu0xfn2ttc.cloudfront.net/).

* Update README.md

Fixes upon review
2024-09-15 10:36:53 +03:00
Michael Podvitskiy
7596487beb
cmake : try to fix sycl+intel build (#9487) 2024-09-15 10:06:38 +03:00
Yuri Khrustalev
822b6322de
ggml : ggml_type_name return "NONE" for invalid values (#9458)
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When running on Windows, the quantization utility attempts to print the types that are not set which leads to a crash.
2024-09-14 12:54:37 +03:00
VoidIsVoid
dcdcee3a74
server: add data: [DONE] to /chat/completions stream response (#9459) 2024-09-14 11:36:44 +02:00
Georgi Gerganov
1f4111e540
cmake : use list(APPEND ...) instead of set() + dedup linker (#9463)
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* cmake : use list(APPEND ...) instead of set() + dedup linker

ggml-ci

* cmake : try fix sycl

* cmake : try to fix sycl 2

* cmake : fix sycl build (#9469)

* try fix sycl build

* use CMAKE_CXX_FLAGS as a string variable

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* one more CMAKE_CXX_FLAGS fix (#9471)

---------

Co-authored-by: Michael Podvitskiy <podvitskiymichael@gmail.com>
2024-09-14 10:55:05 +03:00
Daniel Bevenius
befaf1197f
llama : make cell_id const in inp_s_mask block (#9470)
This commit makes the cell_id variable const in the inp_s_mask block.

The motivation for this change is consistency with the code in the
inp_s_copy block.
2024-09-14 10:50:12 +03:00
Xuan Son Nguyen
feff4aa846
server : add loading html page while model is loading (#9468)
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* Adding loading page for '/' server requests

* set content when model is loading

* removed loading html file

* updated cmakelist

* updated makefile

* cleaned up whitespace

* cleanup for PR removed error

* updated server test to handle 503 HTML

* updated server test to handle 503 HTML

* ca†ch 503 before parsing json

* revert test

* account for both api and web browser requests

* precommit corrections

* eol fix

* revert changes to pre-commit

* removed print statement

* made loading message more descriptive

* also support .html files

---------

Co-authored-by: VJHack <flymyplane21@gmail.com>
Co-authored-by: Vinesh Janarthanan <36610342+VJHack@users.noreply.github.com>
2024-09-13 14:23:11 +02:00
Georgi Gerganov
0abc6a2c25
llama : llama_perf + option to disable timings during decode (#9355)
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* llama : llama_perf + option to disable timings during decode

ggml-ci

* common : add llama_arg

* Update src/llama.cpp

Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>

* perf : separate functions in the API

ggml-ci

* perf : safer pointer handling + naming update

ggml-ci

* minor : better local var name

* perf : abort on invalid sampler pointer

ggml-ci

---------

Co-authored-by: Xuan Son Nguyen <thichthat@gmail.com>
2024-09-13 09:53:38 +03:00
Gilad S.
bd35cb0ae3
feat: remove a sampler from a chain (#9445)
* feat: remove a sampler from a chain

* fix: return removed sampler

* fix: safer casting
2024-09-13 03:54:49 +02:00
Mathijs Henquet
78203641fe
server : Add option to return token pieces in /tokenize endpoint (#9108)
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* server : added with_pieces functionality to /tokenize endpoint

* server : Add tokenize with pieces tests to server.feature

* Handle case if tokenizer splits along utf8 continuation bytes

* Add example of token splitting

* Remove trailing ws

* Fix trailing ws

* Maybe fix ci

* maybe this fix windows ci?

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2024-09-12 22:30:11 +02:00
Dou Xinpeng
e6b7801bd1
cann: Add host buffer type for Ascend NPU (#9406)
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* feat: Add host buffer type for Ascend NPU(CANN backend)

* fix some checking errors

* Add a few comments
2024-09-12 19:46:43 +08:00
fengerhu1
e665744317
llava : fix the script error in MobileVLM README (#9054)
Signed-off-by: Erhu Feng <2748250768@qq.com>
2024-09-12 14:34:22 +03:00
Xuan Son Nguyen
d4c3c10fad
lora : raise error if lm_head is ignored (#9103)
* lora : raise error if lm_head is ignored

* fix style

* clarify comment
2024-09-12 14:33:57 +03:00
Michael Podvitskiy
2a825116b6
cmake : fix for builds without GGML_CDEF_PUBLIC (#9338)
* `GGML_TARGET_DEFINES-NOTFOUND` fix for builds without `GGML_CDEF_PUBLIC`

* Update CMakeLists.txt, spaces fix
2024-09-12 14:30:01 +03:00
Huang Qi
4dc4f5f14a
ci : update HIP SDK to 24.Q3 (ROCm 6.1) (#9329) 2024-09-12 14:28:43 +03:00