Commit Graph

2739 Commits

Author SHA1 Message Date
Kawrakow
a6d1189fdd
k_quants tuning for Falcon-7b (#2816)
* Make ggml-cuda.cu build with QK_K = 64

Using LLAMA_CUDA_FORCE_DMMV = ON and -nommq it runs and produces
a meaningful result.

* k_quants tuning for Falcon-7b

---------

Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
2023-08-27 15:19:59 +03:00
Georgi Gerganov
c48c5bb0b0
readme : update hot topics 2023-08-27 14:44:35 +03:00
Georgi Gerganov
d0cee0d36d
gguf : add 64-bit support (GGUF v2) (#2821)
* gguf : bump version to 2

* gguf : add support for 64-bit (no backwards comp yet)

* gguf : v1 backwards comp

* gguf.py : bump GGUF version

* gguf.py : uint64_t on all lengths, sizes and counts, enums still uint32_t

* gguf.py : string lengths uint32_t

* gguf : update all counts to 64-bit

* gguf.py : string len uint64_t and n_dims uint32_t

* gguf : fix typo

* llama.cpp : print gguf version

---------

Co-authored-by: klosax <131523366+klosax@users.noreply.github.com>
2023-08-27 14:19:54 +03:00
Georgi Gerganov
edd4c14817
llama : more tokenizer fixes (#2810)
* tests : write a Python tokenizer test (wip)

* llama : prefix input text for tokenization with whitespace

* llama : distinguish pieces from decoded text + fix detokenization

* common : add comments

* examples : no longer manually add leading space when tokenizing

* tests : use Python to generate tokenizer tests for C++

* tests : add option to tokenize text files

ggml-ci

* tests : add test-tokenizer-1.py

* llama.cpp : fix LF token

* hellaswag : move the concat space for clarity

* tests : add falcon tests (py + cpp, currently do not pass Unicode)

ggml-ci

* common : temporary separate llama_detokenize calls for SPM and BPE

---------

Co-authored-by: klosax <131523366+klosax@users.noreply.github.com>
2023-08-27 14:19:19 +03:00
Przemysław Pawełczyk
1591e2e590
ggml : detect SSSE3 (#2825)
* ggml : add ggml_cpu_has_ssse3

* llama : show SSSE3 in system info
2023-08-27 11:10:25 +03:00
slaren
789c8c945a
ci : add LoRA test to CI (#2650)
* ci : add lora test

ggml-ci

* move lora summary to the top, add lora logs

ggml-ci

* ci : decrease CPU ppl runs to 2 to avoide 20 min timeout

ggml-ci

* add 7b lora test

use 1 thread for CUDA generation tests

ggml-ci

* add test with q8_0 (cpu only)

ggml-ci

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-08-27 10:03:27 +03:00
Bruce MacDonald
c1ac54b77a
server : add /detokenize endpoint (#2802)
* Add a /detokenize endpoint to the example server

* remove trailing white-space
2023-08-27 07:11:45 +08:00
Kerfuffle
730d9c681e
convert.py : advanced option (#2753)
* Allow convert.py to convert to q8_0

Fix issue with bounded_parallel_map and greedy consuming iterator

Display elapsed time during conversion

* Add --concurrency option

Minor improvements to help text

Clean up bounded_parallel_map function a bit

* Massive speed improvement thanks to Cebtenzzre

* Refactor types
2023-08-26 23:13:36 +03:00
Tim Miller
c7d92e6dfe
llama : use Unicode Escape Sequence to replace encoded characters (#2814)
The use of special characters within source files can break compiling on some computers with different region and language settings. Using Unicode escape sequences should allow for the code to be compiled on all setups without needing to change your computers settings or switch regions.
2023-08-26 21:27:07 +03:00
Tungsten842
61d1a2895e
flake.nix : add rocm support and cleanup (#2808) 2023-08-26 21:19:44 +03:00
Cebtenzzre
741ca7dd1c
llama : move #includes out of _GNU_SOURCE conditional (#2817) 2023-08-26 21:17:51 +03:00
Dr. Tom Murphy VII Ph.D
72f895c923
main : fix bug (penalize_nl=false doesn't work) + suppress warning on mingw (#1528)
* Fix bug in main.cpp where penalize_nl=false has no effect. It modifies the underlying logits array, but at this point we are already working on the candidates copy.

* Suppress redefinition warning for NOMINMAX on mingw. In my installation, this macro is already defined by /usr/lib/gcc/x86_64-w64-mingw32/11/include/c++/x86_64-w64-mingw32/bits/os_defines.h:45.

* main : fix indentation

* main : pass ctx to llama_token_nl()

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-08-26 21:12:56 +03:00
Cebtenzzre
50526f37eb
llama : use std::abs in llama_sample_tail_free (#2800)
Plain 'abs' casts the input to int.
2023-08-26 19:53:52 +03:00
Georgi Gerganov
04f4b1eb10
k-quants : remove unnecessary tensor shape restrictions (#2811) 2023-08-26 17:37:35 +03:00
Kawrakow
7592375403
Better perplexity for 2- and 3-bit quantization for LLaMA-v2-70B (#2807)
* Better perplexity for 2- and 3-bit quantization for the 70B model

* PR comment

---------

Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
2023-08-26 17:27:49 +03:00
Kawrakow
771551a793
Fix HellaSwag (#2805)
Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
2023-08-26 16:48:53 +03:00
Volodymyr Vitvitskyi
f305bad11e
flake : build llama.cpp on Intel with nix (#2795)
Problem
-------
`nix build` fails with missing `Accelerate.h`.

Changes
-------
- Fix build of the llama.cpp with nix for Intel: add the same SDK frameworks as
for ARM
- Add `quantize` app to the output of nix flake
- Extend nix devShell with llama-python so we can use convertScript

Testing
-------
Testing the steps with nix:
1. `nix build`
Get the model and then
2. `nix develop` and then `python convert.py models/llama-2-7b.ggmlv3.q4_0.bin`
3. `nix run llama.cpp#quantize -- open_llama_7b/ggml-model-f16.gguf ./models/ggml-model-q4_0.bin 2`
4. `nix run llama.cpp#llama -- -m models/ggml-model-q4_0.bin -p "What is nix?" -n 400 --temp 0.8 -e -t 8`

Co-authored-by: Volodymyr Vitvitskyi <volodymyrvitvitskyi@SamsungPro.local>
2023-08-26 16:25:39 +03:00
Nigel Bosch
a2ca4e9de9
Handle null rope scaling value (#2793) 2023-08-26 14:11:17 +02:00
klosax
2ba83c8685
Fix spm whitespaces (#2806)
* llama.cpp : fix spm whitespace escaping + clean up

* main.cpp : spm - add whitespace in front of prompt

* test-tokenizer-0.cpp : spm - add whitespace in front of prompt
2023-08-26 13:45:53 +02:00
lon
bae5c5f679
examples : skip unnecessary external lib in server README.md how-to (#2804) 2023-08-26 16:07:43 +08:00
Marcus Dunn
232caf3c15
llama : fix struct decl (#2790) 2023-08-25 19:17:15 +03:00
Kawrakow
d046dcee08
Faster perplexity computation (#2786)
Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
2023-08-25 19:05:02 +03:00
Matt Pulver
c82742ac9c
llama : add llama_beam_search() (#2267)
* Add llama_beam_search().

* Add '// Beam search' heading to llama.{h,cpp} after llama_grammar_accept_token().

* Add space around * pointers and & references.

* Add spaces around comparison and assignment operators.

* Prefer west const.

* Use llama_ prefix for structs in global namespace.

* Delete obsolete comment from an earlier revision.

* Change eos to eob in llama_beam and llama_beam_view structs.
2023-08-25 18:18:48 +03:00
Nigel Bosch
28b2c996ca
convert.py : Get rope scale from HuggingFace models (#2772)
* Get rope scale from HF models

* Save rope scale only for linear scaling

* Rewrite for clarity
2023-08-25 16:41:52 +02:00
slaren
154725c543
llama-bench : add model sizes (#2771)
* llama-bench : add model sizes

* more compact markdown output

* back to GiB

* adjust column sizes
2023-08-25 15:16:19 +02:00
slaren
12e2e33a97
convert.py : export rope freq_base when converting CodeLlama from an HF model (#2773) 2023-08-25 14:08:53 +02:00
Jhen-Jie Hong
29674ab4e8
server : display token probabilities in the UI (#2489)
* server : add n_probs param in chat UI

* server : keep message data array & show in probabilites component

* server : add simple popover component

* server : fix completion_probabilities undefined if not set n_probs

* server : implement Probabilites

* server : handle bytes

* server : make n_probs max to 10 for easy scroll

* server : adjust for dark/light mode

* server : Fix regenerated prompt

* server : update index.html.hpp

* server : convert prob to percentage + show original value as div title

* server : fix Probabilites not used if included empty str

* server : skip byte pair in display probabilites

* server : remove array check of completion_probabilities in messages

* skip empty array or byte pair (> 1) in Probabilites

* generate index.html.hpp

* fix incorrect prob convert if the str is already a known token

* use final response to show probabilities on stop

* revert unnecessary change

* correct probabilites usage

* remove unused function

* always send partial response for get correct probs of last to_send

* fix typo

* fix content of format_final_response

* refactor probs render & make pColor transparent if not found

* send empty string when got stop_pos in partial

* avoid unnecessary empty data event & send rest of partial tokens on stop

* use <br /> for new line

* skip -1 tok in loop to avoid send '' on end

* trim last new lines on stop

* revert unnecessary change
2023-08-25 18:32:45 +08:00
Georgi Gerganov
5439a0ab57
ci : pip install gguf in editable mode (#2782)
ggml-ci
2023-08-25 13:03:25 +03:00
M. Yusuf Sarıgöz
8194cd8772
gguf : export objects to user code (#2780)
* gguf export more objects to user code

* gguf export all objects to user code for now

* gguf : bump version
2023-08-25 12:43:41 +03:00
Henri Vasserman
6bbc598a63
ROCm Port (#1087)
* use hipblas based on cublas
* Update Makefile for the Cuda kernels
* Expand arch list and make it overrideable
* Fix multi GPU on multiple amd architectures with rocblas_initialize() (#5)
* add hipBLAS to README
* new build arg LLAMA_CUDA_MMQ_Y
* fix half2 decomposition
* Add intrinsics polyfills for AMD
* AMD assembly optimized __dp4a
* Allow overriding CC_TURING
* use "ROCm" instead of "CUDA"
* ignore all build dirs
* Add Dockerfiles
* fix llama-bench
* fix -nommq help for non CUDA/HIP

---------

Co-authored-by: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com>
Co-authored-by: ardfork <134447697+ardfork@users.noreply.github.com>
Co-authored-by: funnbot <22226942+funnbot@users.noreply.github.com>
Co-authored-by: Engininja2 <139037756+Engininja2@users.noreply.github.com>
Co-authored-by: Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com>
Co-authored-by: jammm <2500920+jammm@users.noreply.github.com>
Co-authored-by: jdecourval <7315817+jdecourval@users.noreply.github.com>
2023-08-25 12:09:42 +03:00
Georgi Gerganov
3f460a2b72
cuda : add RoPE kernel for mode == 2 (NeoX) (#2760)
* cuda : add RoPE kernel for mode == 2 (NeoX)

* falcon : do not offload the embeddings layer
2023-08-25 11:55:59 +03:00
M. Yusuf Sarıgöz
87e3733f24
gguf : make gguf pip-installable
* gitignore : add dist and rm pyproject.toml

* gguf: prepare as Pip package

* gguf: prepare as Pip package

* gguf : fix line endings

* requirements : add gguf

* gguf : update readme with build notes

* gguf : update readme with build notes

* gguf : add notes for tests
2023-08-25 09:26:05 +03:00
Shouzheng Liu
b91ad7f461
ggml-alloc : enlarge size of parse_seq (#2776)
Since we also store barriers in this array, we need to double its size.
2023-08-25 08:58:00 +03:00
Marcus Dunn
2e5f70a25f
Added enum to llama_token_get_type return type (#2774) 2023-08-24 23:49:30 +02:00
slaren
d0f77b1353
convert.py : try to determine n_ctx automatically for CodeLlama (#2770) 2023-08-24 21:10:39 +02:00
slaren
0d3094f0c7
gguf : add rope_freq_base parameter for CodeLlama (#2769) 2023-08-24 21:04:05 +03:00
Georgi Gerganov
01f2224682
falcon : write file type 2023-08-24 19:58:30 +03:00
Shouzheng Liu
38b16dfca6
metal : bug-fix when enable ggml-alloc (#2757)
* metal: better memory alloc w/ concurrency dispatch

The ggml-alloc should only free tensors at memory barriers.

* ggml-alloc: avoid return silently

In certain cases, the allocate_node() function may silently return
without performing any memory allocation.
2023-08-24 19:27:25 +03:00
Georgi Gerganov
8f8c28e89c
convert : auto-determine model name based on dir + scripts update 2023-08-24 19:26:47 +03:00
Kerfuffle
7694adda8d
Fix for main example getting stuck when -n -2 and --interactive (#2767)
* Fix for main example getting stuck when -n -2 and --interactive

* Add a comment so future generations may suffer less.
2023-08-24 10:11:13 -06:00
slaren
fea95c682d
fix convert.py for codellama, add llama 34B to the list of recognized models (#2768) 2023-08-24 17:44:11 +02:00
DannyDaemonic
ef955fbd23
Tag release with build number (#2732)
* Modified build.yml to use build number for release

* Add the short hash back into the tag

* Prefix the build number with b
2023-08-24 15:58:02 +02:00
Georgi Gerganov
d67777c202
metal : add Q8_0 support (#2763)
* metal : add dequantize_q8_0 kernel

* metal : add mul_mat_q8_0_f32 kernel

* metal : add Q8_0 mul_mm kernel
2023-08-24 16:19:57 +03:00
Georgi Gerganov
c3e53b421a
llama : escape all U+2581 in a string (#2750) 2023-08-24 12:26:01 +03:00
Evan Jones
6e91a1b070
llama : fix grammar sometimes generating null char (#2756) 2023-08-24 07:07:13 +03:00
Georgi Gerganov
44d5462b5c
readme : fix link 2023-08-23 23:44:19 +03:00
Georgi Gerganov
c7868b0753
minor : fix trailing whitespace 2023-08-23 23:43:00 +03:00
Georgi Gerganov
79da24b58c
readme : update hot topics 2023-08-23 23:41:16 +03:00
Georgi Gerganov
cf658adc83
llm : add Falcon support (#2717)
* llama : refactor GGUF constants into static maps

* llama : check if model architecture is known

* llama : refactor llama_model_load_internal()

* gguf : add KV constant maps

* llm : read arch-specific KVs

* convert : add dummy scores + types

* falcon : load tensor data (CPU only)

* llama : fix loading progress bar

* llama : add arch member to llama_model

* falcon : CPU inference working

* falcon : support non-40B models

* falcon : minor

* llama : minor updates

ggml-ci

* convert-falcon-hf-to-gguf.py : fix special token mapping

* llama.cpp : llama default UNK token = id 0

* llama.cpp : fix bpe tokenizer

* llama.cpp : fix the fix of bpe tokenizer

* ggml : pass eps to ggml_norm

* metal : implement RoPE (mode = 2) + avoid ggml_repeat

* ggml : ggml_repeat always creates new tensor

* falcon : copy-paste self-attention from LLaMA

* metal : print extra compute pipeline info

* falcon : minor changes (still chasing the Metal problem)

* llama.cpp : fix linefeed token

* metal : fix GELU kernel numerical stability by using precise::tanh

* metal : temporary workaround for the concurrency optimization bug

* falcon : add CUDA offloading (#2739)

* llama : better model naming and size reporting

* llama : prep new tokenizer support

* llama : advanced BPE tokenizer based on ggllm.cpp imlpementation

* llama : remove oboslete comment

ggml-ci

* common : remove obsolete BPE API + disable test-tokenizer-1

* llama : revert BPE special-case in llama_byte_to_token()

* cuda : add TODOs for RoPE NeoX implementation

* llama : default special tokens based on vocab type

* perplexity : add log for start of tokenization

---------

Co-authored-by: klosax <131523366+klosax@users.noreply.github.com>
Co-authored-by: slaren <slarengh@gmail.com>
2023-08-23 23:08:04 +03:00
Georgi Gerganov
a192860cfe
minor : fix trailing whitespace 2023-08-23 22:37:39 +03:00