Commit graph

1760 commits

Author SHA1 Message Date
Georgi Gerganov 0e18b2e7d0
llama.swiftui : add tinyllama 1.1B F16 2023-12-18 20:17:43 +02:00
Georgi Gerganov 6ff39b129d
llama.swiftui : add more models 2023-12-18 20:05:12 +02:00
Ebey Abraham b9e74f9bca
llama : add phi-2 + fix NeoX rope + ggml_mul_mat_set_prec (#4490)
* phi2 implementation

* fix breaking change

* phi-2 : various fixes

* phi-2 : use layer norm eps

* py : whitespaces

* llama : fix meta KV override bug

* convert : phi don't add BOS token

* convert : revert "added_tokens_decoder" change

* phi-2 : scale Q instead of KQ for better precision

* ggml : fix NeoX rope to rotate just first n_dims

* cuda : less diff in the rope_neox kernel

* ggml : add ggml_mul_mat_set_prec

ggml-ci

* Update ggml-cuda.cu

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

* Update ggml-cuda.cu

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

* cuda : ggml_cuda_op_mul_mat_cublas support F32 precision

* cuda : remove oboslete comment

---------

Co-authored-by: Ebey Abraham <ebeyabraham@microsoft.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: slaren <slarengh@gmail.com>
2023-12-18 19:27:47 +02:00
hankcs 3c04bf6da8
llama : fix try_override for bool_value which always return true (#4519) 2023-12-18 15:14:58 +02:00
Jared Van Bortel 2994f0c5a2
decode : fix logits_valid for legacy API (#4516) 2023-12-17 19:39:02 -05:00
Georgi Gerganov b1306c4394
readme : update hot topics 2023-12-17 20:16:23 +02:00
Georgi Gerganov 800a489e4a
llama.swiftui : add bench functionality (#4483)
* llama.swiftui : add bench button

* llama.swiftui : initial bench functionality

* force to use n_gpu_layers on simulator

* add download buttons & expose llamaState.loadModel

* update project.pbxproj

* comment #Preview & fix editorconfig check

* gitignore : xcode stuff

* llama.swiftui : UX improvements

* llama.swiftui : avoid data copy via "downloadTask"

* llama.swiftui : remove model from project

* llama : remove "mostly" from model infos

* llama.swiftui : improve bench

---------

Co-authored-by: jhen <developer@jhen.me>
2023-12-17 19:38:41 +02:00
Jared Van Bortel f7f468a97d
gguf-py : fail fast on nonsensical special token IDs (#4489) 2023-12-17 10:45:46 -05:00
Matheus Gabriel Alves Silva 919c40660f
build : Check the ROCm installation location (#4485)
* build : Check the ROCm installation location

* more generic approach

* fixup! It was returning the path instead of the command output

* fixup! Trailing whitespace
2023-12-17 17:23:33 +02:00
slaren 45668633fd
finetune : keep allocs alive until all allocations are done (#4486) 2023-12-17 16:05:56 +01:00
olexiyb 0ffc92d2d2
server : disable llm logs if SERVER_VERBOSE is off (#3792) 2023-12-17 17:02:16 +02:00
AdithyanI 8edd2b40fd
server : fix grammar being ignored (#4494)
Fix bug in identifying the grammar.
2023-12-17 16:57:56 +02:00
Alexey Parfenov eb16dae7e7
server : fix possible ambiguity in content type charset (#4501) 2023-12-17 16:56:09 +02:00
mzcu 62bd52b7bf
server : allow requests larger than 8K (#4500) 2023-12-17 16:54:37 +02:00
Bach Le 5daa5f54fd
Link to cublas dynamically on Windows even with LLAMA_STATIC (#4506) 2023-12-17 11:57:33 +01:00
slaren c6c4fc081c
lora : add support for non-llama models (#3333)
* lora : add support for non-llama models

ggml-ci

* avoid leaking ggml_context on failure
cleanup

ggml-ci

* lora : allow 1d tensors

* lora : include embd and output layers in size calculation

* fix style
2023-12-16 18:58:46 +01:00
Jared Van Bortel 8a5be3bd58
llama : sanity checks for access to logits (#4274)
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-12-15 22:16:15 -05:00
ShadovvBeast 88ae8952b6
server : add optional API Key Authentication example (#4441)
* Add API key authentication for enhanced server-client security

* server : to snake_case

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-12-15 13:49:01 +02:00
slaren ee4725a686
ggml : group mul_mat_id rows by matrix (cpu only) (#4480)
* ggml : group mul_mat_id rows by matrix (cpu only)

* remove mmid parameters from mm forward

* store row groups in wdata and calculate only once in GGML_TASK_INIT

ggml-ci
2023-12-15 12:45:50 +01:00
slaren 6744dbe924
ggml : use ggml_row_size where possible (#4472)
* ggml : use ggml_row_size where possible

ggml-ci

* ggml : move ggml_nbytes_split to ggml-cuda.cu
2023-12-14 20:05:21 +01:00
slaren cafcd4f895
ggml : remove n_dims from ggml_tensor (#4469)
ggml-ci
2023-12-14 16:52:08 +01:00
wonjun Jang c50e400163
py : add protobuf dependency (#4466) 2023-12-14 14:44:49 +02:00
LostRuins 20a68a7030
ggml : add ggml_row_size() (fixes llama out of space) (#4461)
* Fixes "Not enough space in the context's memory pool" encountered on certain models, which seems to be caused by some imprecision related to the automatic casting of floating point values

* do not cast to size_t, instead just use doubles

* ggml : add ggml_row_size(), deprecate ggml_type_sizef()

* ggml : fix row size compute to avoid overflows

* tests : fix sizey -> sizez

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-12-14 14:13:33 +02:00
Georgi Gerganov 55e87c3749
ggml : fix OpenCL broadcast requirement for ggml_mul (close #4453) 2023-12-14 10:35:29 +02:00
wonjun Jang 873637afc7
convert : support loading vocab from fast tokenizer config (#3633)
* Add HFVocab into convert.py

* Update convert.py

* Update convert.py

* add bytes_to_unicode function

* change add_meta_vocab fucntion

* remove debug code

* remove byte_encoder

* Add newline between classes

* Check tokenizer.json when tokenizer.model is not exist.

* Move transformers dependency to local code

* Add error context with 'raise from'

* Add fast tokenizer option to BpeVocab

* Update convert.py

* Add VocabLoader and remove *Vocab class

* Add transformers dependency

* remove added tokens and check newline token to decide spm or bpe

* Update convert.py

* Add special token type

* Update convert.py

* Update convert.py

* Update convert.py

* Fix typo in convert.py

* Fix when params.n_vocab < tokenizer vocab size

* update vocab class

* change funtion name

* Remove unused variable/functions, add types to class variable and methods, delete blank liens

* fix flake8 warnings

* code style cleanup

* make mypy happy

* change exception

---------

Co-authored-by: Jared Van Bortel <jared@nomic.ai>
2023-12-14 10:09:34 +02:00
BarfingLemurs 0353a18401
readme : update supported model list (#4457) 2023-12-14 09:38:49 +02:00
shibe2 948ff137ec
server : fix handling of characters that span multiple tokens when streaming (#4446) 2023-12-13 21:57:15 +02:00
Georgi Gerganov 4d98d9a656
sync : ggml (SD ops, tests, kernels) (#4444)
* sync : ggml (SD ops, tests, kernels)

ggml-ci

* cuda : restore im2col

ggml-ci

* metal : fix accuracy of dequantization kernels

ggml-ci

* cuda : restore correct im2col

ggml-ci

* metal : try to fix moe test by reducing expert size

ggml-ci

* cuda : fix bin bcast when src1 and dst have different types

ggml-ci

---------

Co-authored-by: slaren <slarengh@gmail.com>
2023-12-13 21:54:54 +02:00
Jared Van Bortel 70f806b821
build : detect host compiler and cuda compiler separately (#4414) 2023-12-13 12:10:10 -05:00
Siwen Yu 9fb13f9584
common : add --version option to show build info in CLI (#4433) 2023-12-13 14:50:14 +02:00
Georgi Gerganov 113f9942fc
readme : update hot topics 2023-12-13 14:05:38 +02:00
slaren 799a1cb13b
llama : add Mixtral support (#4406)
* convert : support Mixtral as LLAMA arch

* convert : fix n_ff typo

* llama : model loading

* ggml : sync latest ggml_mul_mat_id

* llama : update graph to support MoE

* llama : fix cur -> cur_expert

* llama : first working version

* llama : fix expert weighting in the FFN

* ggml : ggml_get_rows support 2D indexing [n_tokens, n_experts] (cpu only)

* ggml : add n_as argument to ggml_mul_mat_id

* ggml : fix ggml_get_rows to take into account ne02 / ne11

* metal : add more general support for ggml_get_rows + tests

* llama : add basic support for offloading moe with CUDA

* metal : add/mul/div use general kernel when src1 not cont

* metal : reduce the kernel launches for ggml_mul_mat_id

* ggml : get_rows : support non-contiguos tensors with gaps, generalize up to 3D

* ggml : update get_rows f16 and q

* cuda : support non-contiguous src1 in get_rows

* llama : offload missing ffn_moe_silu

* metal : fix ggml_get_rows to work with non-cont src1

* metal : add indirect mat-vec kernels for all quantization types

* llama : do not quantize expert gating tensors

* llama : add n_expert and n_expert_used to hparams + change quants

* test-backend-ops : add moe test

* cuda : fix get_rows when ncols is odd

* convert : determine n_ctx correctly

* metal : fix ggml_mul_mat_id for F32

* test-backend-ops : make experts more evenly probable (test_moe)

* test-backend-ops : cleanup, add moe test for batches

* test-backend-ops : add cpy from f32 -> all types test

* test-backend-ops : fix dequantize block offset

* llama : fix hard-coded number of experts

* test-backend-ops : simplify and disable slow tests to avoid CI timeout

* test-backend-ops : disable MOE test with thread sanitizer

* cuda : fix mul_mat_id with multi gpu

* convert : use 1e6 rope_freq_base for mixtral

* convert : fix style

* convert : support safetensors format

* gguf-py : bump version

* metal : add cpy f16 -> f32 kernel

* metal : fix binary ops for ne10 % 4 != 0

* test-backend-ops : add one more sum_rows test

* ggml : do not use BLAS with ggml_mul_mat_id

* convert-hf : support for mixtral-instruct (#4428)

* convert : typo fix, add additional hyperparameters, use LLaMA arch for Mixtral-instruct

* convert : use sentencepiece tokenizer for Mixtral-instruct

* convert : make flake8 happy

* metal : fix soft_max kernels

ref: 1914017863

* metal : limit kernels to not use more than the allowed threads

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
Co-authored-by: Radek Pilar <github@mrkva.eu>
2023-12-13 14:04:25 +02:00
kalomaze fecac45658
server : tweak default sampling parameters (#4367)
* Set a more typical Top P setting as the default

* Update temp max
2023-12-12 12:12:35 +02:00
Richard Kiss 9494d7c477
english : use typos to fix comments and logs (#4354) 2023-12-12 11:53:36 +02:00
Jared Van Bortel 6138963fb2
build : target Windows 8 for standard mingw-w64 (#4405)
* build : target Windows 8 for standard mingw-w64

* make : fix missing console.o deps

This was causing a link error with `make all` on Windows.
2023-12-12 11:27:26 +02:00
crasm 6391817cd1
llama : document logits_all deprecation (#4418)
llama_context_params.logits_all is a parameter for controlling
llama_eval. This documents that logits_all should not be used with
llama_decode and llama_batch.
2023-12-12 11:25:57 +02:00
Vladimir Zorin d9d4cfef64
server : fix local model name in server (#4420) 2023-12-12 11:25:29 +02:00
Taikono-Himazin 41a11aaf99
ggml : increased GGML_MAX_PARAMS to allow finetuning of 70b models (#4424) 2023-12-12 11:24:32 +02:00
Yueh-Po Peng 8a7b2fa528
Update README.md (#4388)
Fix small typo.
2023-12-10 23:27:38 +01:00
Xiang (Kevin) Li e18f7345a3
grammar : revert the replacement of llama_token_to_piece with id_to_token (#4396) 2023-12-09 23:29:27 +02:00
Georgi Gerganov fe680e3d10
sync : ggml (new ops, tests, backend, etc.) (#4359)
* sync : ggml (part 1)

* sync : ggml (part 2, CUDA)

* sync : ggml (part 3, Metal)

* ggml : build fixes

ggml-ci

* cuda : restore lost changes

* cuda : restore lost changes (StableLM rope)

* cmake : enable separable compilation for CUDA

ggml-ci

* ggml-cuda : remove device side dequantize

* Revert "cmake : enable separable compilation for CUDA"

This reverts commit 09e35d04b1.

* cuda : remove assert for rope

* tests : add test-backend-ops

* ggml : fix bug in ggml_concat

* ggml : restore `ggml_get_n_tasks()` logic in `ggml_graph_plan()`

* ci : try to fix macOS

* ggml-backend : remove backend self-registration

* ci : disable Metal for macOS cmake build

ggml-ci

* metal : fix "supports family" call

* metal : fix assert

* metal : print resource path

ggml-ci

---------

Co-authored-by: slaren <slarengh@gmail.com>
2023-12-07 22:26:54 +02:00
Georgi Gerganov bcc0eb4591
llama : per-layer KV cache + quantum K cache (#4309)
* per-layer KV

* remove unnecessary copies

* less code duplication, offload k and v separately

* llama : offload KV cache per-layer

* llama : offload K shift tensors

* llama : offload for rest of the model arches

* llama : enable offload debug temporarily

* llama : keep the KV related layers on the device

* llama : remove mirrors, perform Device -> Host when partial offload

* common : add command-line arg to disable KV cache offloading

* llama : update session save/load

* llama : support quantum K cache (#4312)

* llama : support quantum K cache (wip)

* metal : add F32 -> Q8_0 copy kernel

* cuda : add F32 -> Q8_0 copy kernel

ggml-ci

* cuda : use mmv kernel for quantum cache ops

* llama : pass KV cache type through API

* llama : fix build

ggml-ci

* metal : add F32 -> Q4_0 copy kernel

* metal : add F32 -> Q4_1 copy kernel

* cuda : wip

* cuda : add F32 -> Q4_0 and F32 -> Q4_1 copy kernels

* llama-bench : support type_k/type_v

* metal : use mm kernel only for quantum KV cache

* cuda : add comment

* llama : remove memory_f16 and kv_f16 flags

---------

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

* readme : add API change notice

---------

Co-authored-by: slaren <slarengh@gmail.com>
2023-12-07 13:03:17 +02:00
Hongyu Ouyang 81bc9214a3
train : fix #4227 (double free in examples/train-text-from-scratch/train-text-from-scratch.cpp) (#4351)
On commit b1108 (44c117f4) xaedes added

    ggml_allocr * alloc = NULL;

    ... (many lines in between)

    if (alloc) {
        ggml_allocr_free(alloc);
    }

Which is correct, but it's easy to lose context after many lines in between.

On commit b1287 (0e76a899) xaedes made a big change. From here on, alloc is freed eagerly.

    alloc = ggml_allocr_new(...)
    ... (short lines of code)
    ggml_allocr_free(alloc)

This happens a few times, but alloc is never set to NULL, and many lines below,
we still have

    if (alloc) {
        ggml_allocr_free(alloc);
    }

which causes a double-free.
2023-12-07 12:25:22 +02:00
Georgi Gerganov 05cd6e5036
server : recognize cache_prompt parameter in OAI API (#4347) 2023-12-06 20:21:59 +02:00
Georgi Gerganov caa9249217
common : fix compile warning 2023-12-06 10:41:03 +02:00
stduhpf da5eaef1f3
speculative : support --color (#4343)
* speculative: add some colors

* minor : add braces

---------

Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-12-06 10:08:17 +02:00
Marcus Dunn 5f6e0c0dff
grammar : pre-computed pieces + reserve mem + less string copies (#4330)
* reserve space for codepoints

* improvement for the appended 0

* used precomputed token text for grammar sample

* reserve canidates_decoded

* reserve canidates_grammar

* remove candidates_decoded

* Revert "remove candidates_decoded"

This reverts commit 3773328080.

* changed decode_utf8 to take src by ref
2023-12-05 22:55:12 +02:00
Kerfuffle 5aa365d88f
llama : allow overriding GGUF metadata when loading model (#4092)
* feat: Allow overriding GGUF metadata when loading model

* Fix the one time GCC is stricter than clang about something

* Step1

* Refactor... basically everything!

* Nuke obsolete GetArrayLen struct

* simplify std::string specialization

* Various cleanups

Add informational output when overrides are applied

Warn user when an override with the wrong type is specified

* Fix broken logic for parsing bool KV overrides
Fix issue where overrides didn't apply when key missing in GGUF metadata
Resolve merge changes

* llama : rearrange model params

* Update new GET_KEY call

Add note that metadata KV overrides aren't reflected in initial metadata KV info dump

---------

Co-authored-by: cebtenzzre <cebtenzzre@gmail.com>
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
2023-12-05 19:19:18 +02:00
MaggotHATE 52c8bc3cf3
sampling : custom samplers order (#4285)
* Samplers sequence order w parameter

* Cleaned commented code

* Fixed formatting

* Rewrote with unordered_map

* Revert and rewrite, too many problems and safeguards would be needed

* Fixed code style

* Code style fixes according to review

* More readable samplers input string, fixed help

* Style fix in sampler_queue

* Formatting fixes

* Fixing whitespaces
2023-12-05 12:05:51 +02:00
kchro3 e4b76bbe31
swift : revert compiler checks for swift package (#4332) 2023-12-05 09:29:46 +02:00