Commit Graph

2639 Commits

Author SHA1 Message Date
Kawrakow
ab18bc5e87 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
5a7aaa5f74 readme : update hot topics 2023-08-27 14:44:35 +03:00
Georgi Gerganov
11f0bd7499 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
926dbcbaab 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
0c3eafbe0e 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
699ba791e5 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
f2256c49e0 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
a84214bd70 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
e604afedc8 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
10f684465a flake.nix : add rocm support and cleanup (#2808) 2023-08-26 21:19:44 +03:00
Cebtenzzre
03eea5f437 llama : move #includes out of _GNU_SOURCE conditional (#2817) 2023-08-26 21:17:51 +03:00
Dr. Tom Murphy VII Ph.D
92a41f322b 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
ea11e400d7 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
d821a8f3f7 k-quants : remove unnecessary tensor shape restrictions (#2811) 2023-08-26 17:37:35 +03:00
Kawrakow
9b782d829a 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
756deeaf3c Fix HellaSwag (#2805)
Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
2023-08-26 16:48:53 +03:00
Volodymyr Vitvitskyi
3f42f52f01 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
ac6575162d Handle null rope scaling value (#2793) 2023-08-26 14:11:17 +02:00
klosax
976b621020 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
7ede4319fc examples : skip unnecessary external lib in server README.md how-to (#2804) 2023-08-26 16:07:43 +08:00
Marcus Dunn
f19ed06ed0 llama : fix struct decl (#2790) 2023-08-25 19:17:15 +03:00
Kawrakow
198140c2aa Faster perplexity computation (#2786)
Co-authored-by: Iwan Kawrakow <iwan.kawrakow@gmail.com>
2023-08-25 19:05:02 +03:00
Matt Pulver
3e0b38e027 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
8ef2a0c9d3 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
89e4a4461e 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
e20b657ffb 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
b06380dcc0 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
6224f81799 ci : pip install gguf in editable mode (#2782)
ggml-ci
2023-08-25 13:03:25 +03:00
M. Yusuf Sarıgöz
08a1012230 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
984b7495ed 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
40c8c6dd6f 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
a67ec14fe9 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
800ef93db4 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
1e8200c3d0 Added enum to llama_token_get_type return type (#2774) 2023-08-24 23:49:30 +02:00
slaren
506fd81d05 convert.py : try to determine n_ctx automatically for CodeLlama (#2770) 2023-08-24 21:10:39 +02:00
slaren
9818be3377 gguf : add rope_freq_base parameter for CodeLlama (#2769) 2023-08-24 21:04:05 +03:00
Georgi Gerganov
9042737101 falcon : write file type 2023-08-24 19:58:30 +03:00
Shouzheng Liu
dc51c17e4c 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
8b08abe24f convert : auto-determine model name based on dir + scripts update 2023-08-24 19:26:47 +03:00
Kerfuffle
2a2645fd76 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
3b743a5340 fix convert.py for codellama, add llama 34B to the list of recognized models (#2768) 2023-08-24 17:44:11 +02:00
DannyDaemonic
a74a205f64 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
25399c1197 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
96e9fad81f llama : escape all U+2581 in a string (#2750) 2023-08-24 12:26:01 +03:00
Evan Jones
f4102e260a llama : fix grammar sometimes generating null char (#2756) 2023-08-24 07:07:13 +03:00
Georgi Gerganov
fc84c48240 readme : fix link 2023-08-23 23:44:19 +03:00
Georgi Gerganov
1fac3b2c0b minor : fix trailing whitespace 2023-08-23 23:43:00 +03:00
Georgi Gerganov
eb5bf4480c readme : update hot topics 2023-08-23 23:41:16 +03:00
Georgi Gerganov
5faba0e8a3 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
4e35149e03 minor : fix trailing whitespace 2023-08-23 22:37:39 +03:00