Commit graph

682 commits

Author SHA1 Message Date
Evan Jones
c31bbe934b
readme : add docs for chat-persistent.sh (#1568)
* readme : add docs for chat-persistent.sh

* Update README.md
2023-05-24 09:24:01 +03:00
Senemu
1359b6aba5
chat-persistent.sh : use bracket expressions in grep (#1564) 2023-05-24 09:16:22 +03:00
Maarten ter Huurne
7d873811f3
Fix handling of "invalid property" when creating OpenCL command queue (#1565)
The `clCreateCommandQueue()` function will return the code
`CL_INVALID_QUEUE_PROPERTIES` when passed unsupported properties,
not `CL_INVALID_PROPERTY` as the original code was checking for.
2023-05-23 19:01:15 +03:00
0cc4m
2e6cd4b025
OpenCL Token Generation Acceleration (#1459)
* Move back to C++ for OpenCL

* Refactor OpenCL code to work more like the CUDA code, add missing functions

* Deduplicate dequant kernels

* Add OpenCL compile options

* Use compile args for preprocessing constants

* Restore default platform + device selection by id behavior

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
Co-authored-by: Henri Vasserman <henv@hot.ee>
2023-05-23 00:33:24 +03:00
xaedes
6d40cc3a44
remove trailing whitespace 2023-05-22 20:56:35 +02:00
xaedes
d3acbf644e
simplify code 2023-05-22 20:53:57 +02:00
xaedes
0651679302
save checkpoint only when it was trained 2023-05-22 16:56:28 +02:00
xaedes
cc440bd438
fix bug in get_samples which corrupted training targets 2023-05-22 16:55:52 +02:00
xaedes
b763d6f1f2
remove unused functions 2023-05-22 16:54:21 +02:00
xaedes
42d9b4cfc2
store optimizer state in training checkpoint and add learning schedule
persistent optimizer state allows to resume training without resetting the optimizer
learning schedule consists of linear warmup ramp followed by cosine decay with restarts
2023-05-21 21:36:04 +02:00
xaedes
37c69435f0
print suppressed newline tokens as string "\n"
printing too much actual newlines is suppressed to avoid flooding the console.
2023-05-21 21:17:46 +02:00
xaedes
93eb8f7752
add forward function without using cache, for more performant training
during training on whole samples no cache is required.
removing the cache and simplifying the remaining code results in performance and memory usage improvement.
2023-05-21 21:14:49 +02:00
xaedes
2afd218479
fix bug in llama_sample_token_mirostat_v2
when all candidates are filtered out through mu threshold, the following soft_max operation will fail.
so keep at least one.
2023-05-21 21:12:10 +02:00
xaedes
ec1783c3e0
add ggml_opt_context, so that we can properly resume training
otherwise the optimizer states, tracking statistics about the error function and its derivates,
will reset to zero each time ggml_opt is called, hindering convergence on resumed training.

now the optimizer context and all its memory is stored in a separate struct.
2023-05-21 21:10:16 +02:00
Steward Garcia
7e4ea5beff
examples : add server example with REST API (#1443)
* Added httplib support

* Added readme for server example

* fixed some bugs

* Fix the build error on Macbook

* changed json11 to nlohmann-json

* removed some whitespaces

* remove trailing whitespace

* added support custom prompts and more functions

* some corrections and added as cmake option
2023-05-21 20:51:18 +03:00
Stefan Sydow
7780e4f479
make : .PHONY clean (#1553) 2023-05-21 17:03:44 +03:00
xaedes
1eee9255e7
add missing default parameters for adam optimizer 2023-05-21 15:03:51 +02:00
xaedes
57c2f4f909
fix random weight initialization scale 2023-05-21 12:18:47 +02:00
xaedes
96514971dd
use inplace operations in cross_entropy_loss 2023-05-21 12:17:57 +02:00
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
Zenix
b8ee340abe
feature : support blis and other blas implementation (#1536)
* feature: add blis support

* feature: allow all BLA_VENDOR to be assigned in cmake arguments. align with whisper.cpp pr 927

* fix: version detection for BLA_SIZEOF_INTEGER, recover min version of cmake

* Fix typo in INTEGER

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

* Fix: blas changes on ci

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-05-20 17:58:31 +03:00
Henri Vasserman
9ecb30f959
OpenCL: Fixes for older devices. (#1435)
* Remove `constant`

* Rewrite platform and device selection

* Fix Q8_0
2023-05-20 17:57:39 +03:00
Juuso Alasuutari
29cf5596fe
llama : define magic numbers as integer constants (#1518) (#1520)
The underlying representation of multibyte character literals is
implementation-defined. This could, at least in principle, cause
cross-build data export/import issues independent of endianness.

Define magic numbers as integer literals to be on the safe side.

Signed-off-by: Juuso Alasuutari <juuso.alasuutari@gmail.com>
2023-05-20 15:58:15 +03:00
xaedes
ef17d99f65
implement AdamW in ggml_opt_adam by adding weight decay parameter (default 0.001f)
also add a schedule parameter (default 1.0f) that can be used to scale alpha and decay according to learning schedule.
setting the decay parameter to zero disables AdamW resulting in normal Adam optimizer.

since the difference between Adam and AdamW is minimal it is not implemented as another optimizer, but integrated into the existing Adam optimizer.
2023-05-20 14:54:57 +02:00
xaedes
f4e9ce7998
enable gradient propagation for inplace add1 and scale operations
those functions backward passes don't need the original src0, so they also work when forward is inplace
2023-05-20 14:49:30 +02:00
xaedes
a6aafdd719
add ggml_add1_inplace to header 2023-05-20 14:47:56 +02:00
Georgi Gerganov
3de84b2606
ggml : add ggml_clamp() (#1539)
* ggml : add ggml_clamp()

* ggml : indentation
2023-05-20 15:34:45 +03:00
Johannes Gäßler
affc76edfd
cuda : loading models directly into VRAM, norm calculation on GPU, broadcasting for ggml_mul (#1483)
* Broadcasting for ggml_mul

* CUDA kernel for ggml_mul, norms in VRAM

* GPU weights not in RAM, direct loading with cuFile

* fixup! GPU weights not in RAM, direct loading with cuFile

* fixup! GPU weights not in RAM, direct loading with cuFile

* define default model path once, sync path with readme (#1366)

* ~7% faster Q5_1 AVX2 code (#1477)

* convert.py: Support models which are stored in a single pytorch_model.bin (#1469)

* Support models in a single pytorch_model.bin

* Remove spurious line with typo

* benchmark-matmul: Print the average of the test results (#1490)

* Remove unused n_parts parameter (#1509)

* Fixes #1511 lambda issue for w64devkit (mingw) (#1513)

* Fix for w64devkit and mingw

* make kv_f16 the default for api users (#1517)

* minor : fix compile warnings

* readme : adds WizardLM to the list of supported models (#1485)

* main : make reverse prompt option act as a stop token in non-interactive mode (#1032)

* Make reverse prompt option act as a stop token in non-interactive scenarios

* Making requested review changes

* Update gpt_params_parse and fix a merge error

* Revert "Update gpt_params_parse and fix a merge error"

This reverts commit 2bb2ff1748.

* Update gpt_params_parse and fix a merge error take 2

* examples : add persistent chat (#1495)

* examples : add persistent chat

* examples : fix whitespace

---------

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

* tests : add missing header

* 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

* ggml : fix scalar implementation of Q4_1 dot

* llama : fix compile warnings in llama_set_state_data()

* llama : fix name shadowing and C4146 (#1526)

* Fix name shadowing and C4146

* Fix if macros not using defined when required

* Update llama-util.h

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* Update llama-util.h

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* Code style

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

---------

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>

* Fix for mingw (#1462)

* llama : add llama_init_backend() API (close #1527)

* feature : add blis and other BLAS implementation support (#1502)

* feature: add blis support

* feature: allow all BLA_VENDOR to be assigned in cmake arguments. align with whisper.cpp pr 927

* fix: version detection for BLA_SIZEOF_INTEGER, recover min version of cmake

* Fix typo in INTEGER

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

---------

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

* Revert "feature : add blis and other BLAS implementation support (#1502)"

This reverts commit 07e9ace0f9.

* GPU weights not in RAM, direct loading with cuFile

* llama : code style fixes + progress print fix

* ggml : ggml_mul better broadcast support

* cmake : workarounds for cufile when CMake version < 3.25

* gg rebase fixup

* Loop in llama.cpp, fixed progress callback

* Attempt clang-tidy fix

* llama : fix vram size computation

* Add forgotten fclose()

---------

Co-authored-by: András Salamon <ott2@users.noreply.github.com>
Co-authored-by: Ilya Kurdyukov <59548320+ilyakurdyukov@users.noreply.github.com>
Co-authored-by: Tom Jobbins <784313+TheBloke@users.noreply.github.com>
Co-authored-by: rankaiyx <rankaiyx@rankaiyx.com>
Co-authored-by: Stephan Walter <stephan@walter.name>
Co-authored-by: DannyDaemonic <DannyDaemonic@gmail.com>
Co-authored-by: Erik Scholz <Green-Sky@users.noreply.github.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: David Kennedy <dakennedyd@gmail.com>
Co-authored-by: Jason McCartney <jmac@theroot.org>
Co-authored-by: Evan Jones <evan.q.jones@gmail.com>
Co-authored-by: Maxime <672982+maximegmd@users.noreply.github.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Zenix <zenixls2@gmail.com>
2023-05-20 15:19:28 +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
Zenix
07e9ace0f9
feature : add blis and other BLAS implementation support (#1502)
* feature: add blis support

* feature: allow all BLA_VENDOR to be assigned in cmake arguments. align with whisper.cpp pr 927

* fix: version detection for BLA_SIZEOF_INTEGER, recover min version of cmake

* Fix typo in INTEGER

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

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-05-20 12:02:48 +03:00
Georgi Gerganov
ec2e10c444
llama : add llama_init_backend() API (close #1527) 2023-05-20 11:06:37 +03:00
DannyDaemonic
d2c59b8ba4
Fix for mingw (#1462) 2023-05-20 00:40:02 -07:00
Maxime
503db28849
llama : fix name shadowing and C4146 (#1526)
* Fix name shadowing and C4146

* Fix if macros not using defined when required

* Update llama-util.h

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* Update llama-util.h

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>

* Code style

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

---------

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-05-20 10:22:37 +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 Gerganov
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
Evan Jones
943e6081cc
examples : add persistent chat (#1495)
* examples : add persistent chat

* examples : fix whitespace

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-05-19 20:39:51 +03:00
Jason McCartney
7694b52b9a
main : make reverse prompt option act as a stop token in non-interactive mode (#1032)
* Make reverse prompt option act as a stop token in non-interactive scenarios

* Making requested review changes

* Update gpt_params_parse and fix a merge error

* Revert "Update gpt_params_parse and fix a merge error"

This reverts commit 2bb2ff1748.

* Update gpt_params_parse and fix a merge error take 2
2023-05-19 20:24:59 +03:00
David Kennedy
79e3efb0e9
readme : adds WizardLM to the list of supported models (#1485) 2023-05-19 20:16:30 +03:00
Georgi Gerganov
4b7e245adf
minor : fix compile warnings 2023-05-19 20:14:51 +03:00
xaedes
08a330a136
add cmake target for baby-llama-text 2023-05-19 18:41:26 +02:00
xaedes
332003584e
sample with non-greedy sampling parameters at the end of training 2023-05-19 18:41:06 +02:00
xaedes
e19ead6e3f
print used memory before and after optimization 2023-05-19 18:40:20 +02:00
xaedes
da86a1d736
fix cross entropy loss
- add target probabilities for each sample which is then used in cross entropy loss
2023-05-19 18:39:38 +02:00
xaedes
09b304d015
remove duplicate include 2023-05-19 18:36:05 +02:00
xaedes
37f5b76df1
ggml fixes to support backward pass on inplace operations 2023-05-19 18:35:40 +02:00
xaedes
44d83558bc
use different arguments for input and output checkpoint 2023-05-19 18:34:18 +02:00
xaedes
d8b0666429
initialize rng with srand 2023-05-19 18:29:47 +02:00