add grammar to oai like api #4294
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YellowRoseCx
added a commit
to YellowRoseCx/koboldcpp-rocm
that referenced
this pull request
Dec 12, 2023
commit 53b5ae02cb1b533b78302422951bcfdeca6e2738
Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com>
Date: Tue Dec 12 12:08:29 2023 -0600
mixtral fan service
commit 168b1d74e26d0321e2e89358303b6c33e8d7d33e
Merge: f13295b de15d4a6
Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com>
Date: Tue Dec 12 12:00:52 2023 -0600
Merge branch 'kcpp-rocm-mixtral2' into main2
commit de15d4a632939a685ec12fa17355298542facf15
Merge: 74acc54 ea4402b
Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com>
Date: Tue Dec 12 11:45:19 2023 -0600
Merge branch 'mixtral' into kcpp-rocm-mixtral
commit ea4402b
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Tue Dec 12 17:03:38 2023 +0200
test-backend-ops : add one more sum_rows test
commit a51bc0c
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Tue Dec 12 15:55:42 2023 +0200
metal : fix binary ops for ne10 % 4 != 0
commit 08eb991
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Tue Dec 12 14:14:15 2023 +0200
metal : add cpy f16 -> f32 kernel
commit a742d9f
Author: slaren <slarengh@gmail.com>
Date: Tue Dec 12 12:46:33 2023 +0100
gguf-py : bump version
commit 6a419f4
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Tue Dec 12 13:04:33 2023 +0200
convert : support safetensors format
commit 74acc54
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Tue Dec 12 10:53:34 2023 +0800
Revert "Hide hipBLAS (ROCm) if CuBLAS exists - vice versa"
This reverts commit 4b854d4.
commit f1cbfab
Author: slaren <slarengh@gmail.com>
Date: Mon Dec 11 20:02:55 2023 +0100
convert : fix style
commit 7dc75e3
Author: slaren <slarengh@gmail.com>
Date: Mon Dec 11 20:00:28 2023 +0100
convert : use 1e6 rope_freq_base for mixtral
commit 296c945
Author: slaren <slarengh@gmail.com>
Date: Mon Dec 11 16:53:25 2023 +0100
cuda : fix mul_mat_id with multi gpu
commit 33e50f1
Author: slaren <slarengh@gmail.com>
Date: Mon Dec 11 12:27:48 2023 +0100
test-backend-ops : disable MOE test with thread sanitizer
commit ffda94c
Author: slaren <slarengh@gmail.com>
Date: Mon Dec 11 12:15:31 2023 +0100
test-backend-ops : simplify and disable slow tests to avoid CI timeout
commit 06581f2
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Mon Dec 11 16:54:42 2023 +0800
perf endpoint lets you monitor if the embedded horde worker has issues
commit fce971d
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Mon Dec 11 16:17:10 2023 +0800
do not build the clblast noavx2 binary if not on windows
commit 8cbaed1
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Mon Dec 11 08:55:16 2023 +0200
llama : fix hard-coded number of experts
commit 4b854d4
Author: YellowRoseCx <80486540+YellowRoseCx@users.noreply.github.com>
Date: Sun Dec 10 22:49:35 2023 -0600
Hide hipBLAS (ROCm) if CuBLAS exists - vice versa
commit b002981
Author: slaren <slarengh@gmail.com>
Date: Mon Dec 11 02:43:52 2023 +0100
test-backend-ops : fix dequantize block offset
commit f1380d7
Author: slaren <slarengh@gmail.com>
Date: Sun Dec 10 22:58:31 2023 +0100
test-backend-ops : add cpy from f32 -> all types test
commit 54d254b
Author: slaren <slarengh@gmail.com>
Date: Sun Dec 10 21:52:11 2023 +0100
test-backend-ops : cleanup, add moe test for batches
commit e2cf3b7
Author: henk717 <henk@henk.tech>
Date: Sun Dec 10 14:30:17 2023 +0100
koboldcpp.sh - The Mamba Multitool (LostRuins#554)
* .sh script V1
* koboldcpp.sh polish
* koboldcpp.sh dist generator
* Include html's in dist
* RWKV in Linux Dist
* Lower dependency requirements
* Eliminate wget dependency
* More distinct binary name
I know its technically amd64, but I don't want to cause confusion among nvidia users.
* Use System OpenCL
Unsure how this will behave in the pyinstaller build, but pocl ended up CPU only. With a bit of luck the pyinstaller uses the one from the actual system if compiled in a system without opencl, while conda now includes it for that specific system.
* Add cblas dependency
Missing this causes compile failures on some system's
* ICD workaround
Ideally we find a better solution, but conda forces ICD and needs this for the successful compile. However, pyinstaller then embeds the ICD causing it to be limited to the system it was compiled for. By temporarily removing the ICD pyinstaller can't find it and everything remains functional. Ideally we do this on a pyinstaller level, but I could not find any good options to do so yet.
---------
Co-authored-by: root <root@DESKTOP-DQ1QRAG>
commit 54ba263
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 10 15:27:41 2023 +0200
test-backend-ops : make experts more evenly probable (test_moe)
commit b0b83dd
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 10 14:30:38 2023 +0200
metal : fix ggml_mul_mat_id for F32
commit 65923a8
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 10 14:17:46 2023 +0200
convert : determine n_ctx correctly
commit 8614aa7
Author: slaren <slarengh@gmail.com>
Date: Sun Dec 10 13:12:11 2023 +0100
cuda : fix get_rows when ncols is odd
commit cefebb3
Author: slaren <slarengh@gmail.com>
Date: Sun Dec 10 13:11:39 2023 +0100
test-backend-ops : add moe test
commit e640cbe
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 10 13:57:54 2023 +0200
llama : add n_expert and n_expert_used to hparams + change quants
commit d1259b7
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 10 13:00:13 2023 +0200
llama : do not quantize expert gating tensors
commit 6cfb31f
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 10 10:59:13 2023 +0200
metal : add indirect mat-vec kernels for all quantization types
commit 016f9bb
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 10 09:38:21 2023 +0200
metal : fix ggml_get_rows to work with non-cont src1
commit 0710b0f
Author: slaren <slarengh@gmail.com>
Date: Sat Dec 9 23:29:47 2023 +0100
llama : offload missing ffn_moe_silu
commit 62b95f9
Author: slaren <slarengh@gmail.com>
Date: Sat Dec 9 22:39:34 2023 +0100
cuda : support non-contiguous src1 in get_rows
commit 2e4db48
Author: slaren <slarengh@gmail.com>
Date: Sat Dec 9 22:38:22 2023 +0100
ggml : update get_rows f16 and q
commit ac3f7d8
Author: slaren <slarengh@gmail.com>
Date: Sat Dec 9 19:19:03 2023 +0100
ggml : get_rows : support non-contiguos tensors with gaps, generalize up to 3D
commit 8c5b66e
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 15:30:34 2023 +0200
metal : reduce the kernel launches for ggml_mul_mat_id
commit 7e2006b
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 14:24:58 2023 +0200
metal : add/mul/div use general kernel when src1 not cont
commit 06dfde3
Author: slaren <slarengh@gmail.com>
Date: Sat Dec 9 13:21:09 2023 +0100
llama : add basic support for offloading moe with CUDA
commit 2cbcba8
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 14:18:42 2023 +0200
metal : add more general support for ggml_get_rows + tests
commit 9064b1c
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 14:04:54 2023 +0200
ggml : fix ggml_get_rows to take into account ne02 / ne11
commit ee8fb39
Author: slaren <slarengh@gmail.com>
Date: Sat Dec 9 12:42:25 2023 +0100
ggml : add n_as argument to ggml_mul_mat_id
commit 7372b62
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 13:18:58 2023 +0200
ggml : ggml_get_rows support 2D indexing [n_tokens, n_experts] (cpu only)
commit 8b185b7
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 13:01:42 2023 +0200
llama : fix expert weighting in the FFN
commit 7ea3695
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 12:45:15 2023 +0200
llama : first working version
commit af1a096
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 12:07:39 2023 +0200
llama : fix cur -> cur_expert
commit aedfad1
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 11:47:40 2023 +0200
llama : update graph to support MoE
commit 861cd67
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 11:19:46 2023 +0200
ggml : sync latest ggml_mul_mat_id
commit a3eefe9
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 11:14:03 2023 +0200
llama : model loading
commit d38e41e
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 10:59:37 2023 +0200
convert : fix n_ff typo
commit dff8cbe
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sat Dec 9 10:51:58 2023 +0200
convert : support Mixtral as LLAMA arch
commit 7a69152
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Fri Dec 8 21:06:32 2023 +0800
lowvram var defaults
commit 7418bca
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Fri Dec 8 19:20:30 2023 +0800
up ver
commit c47bc28
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Fri Dec 8 18:35:45 2023 +0800
slight refactor for noscript ui
commit 7469f20
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Fri Dec 8 18:16:14 2023 +0800
use lowvram flag for offload qkv
commit ec21fa7
Merge: 930cdfb fe680e3
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Fri Dec 8 17:42:26 2023 +0800
Merge branch 'master' into concedo_experimental
# Conflicts:
# .github/workflows/build.yml
# .gitignore
# CMakeLists.txt
# Makefile
# Package.swift
# README.md
# ggml-cuda.cu
# llama.cpp
# llama.h
# scripts/sync-ggml.sh
# tests/CMakeLists.txt
commit 930cdfb
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Fri Dec 8 16:53:30 2023 +0800
updated lite, added patch that links to noscript mode
commit fe680e3
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Thu Dec 7 22:26:54 2023 +0200
sync : ggml (new ops, tests, backend, etc.) (ggerganov#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 09e35d0.
* 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>
commit bcc0eb4
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Thu Dec 7 13:03:17 2023 +0200
llama : per-layer KV cache + quantum K cache (ggerganov#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 (ggerganov#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>
commit 81bc921
Author: Hongyu Ouyang <96765450+casavaca@users.noreply.github.com>
Date: Thu Dec 7 02:25:22 2023 -0800
train : fix ggerganov#4227 (double free in examples/train-text-from-scratch/train-text-from-scratch.cpp) (ggerganov#4351)
On commit b1108 (44c117f) 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.
commit 05cd6e5
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Wed Dec 6 20:21:59 2023 +0200
server : recognize cache_prompt parameter in OAI API (ggerganov#4347)
commit c751152
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Thu Dec 7 00:52:25 2023 +0800
noscript mode is done
commit 12002d8
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Wed Dec 6 17:51:08 2023 +0800
very basic noscript mode
commit caa9249
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Wed Dec 6 10:41:03 2023 +0200
common : fix compile warning
commit da5eaef
Author: stduhpf <stephduh@live.fr>
Date: Wed Dec 6 09:08:17 2023 +0100
speculative : support `--color` (ggerganov#4343)
* speculative: add some colors
* minor : add braces
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
commit 5f6e0c0
Author: Marcus Dunn <51931484+MarcusDunn@users.noreply.github.com>
Date: Tue Dec 5 10:55:12 2023 -1000
grammar : pre-computed pieces + reserve mem + less string copies (ggerganov#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 3773328.
* changed decode_utf8 to take src by ref
commit 5aa365d
Author: Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com>
Date: Tue Dec 5 10:19:18 2023 -0700
llama : allow overriding GGUF metadata when loading model (ggerganov#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>
commit b6f952f
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Tue Dec 5 21:08:10 2023 +0800
improved exit logic
commit 52c8bc3
Author: MaggotHATE <clay1326@gmail.com>
Date: Tue Dec 5 15:05:51 2023 +0500
sampling : custom samplers order (ggerganov#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
commit e4b76bb
Author: kchro3 <62481661+kchro3@users.noreply.github.com>
Date: Mon Dec 4 23:29:46 2023 -0800
swift : revert compiler checks for swift package (ggerganov#4332)
commit 23b5e12
Author: Daniel Bevenius <daniel.bevenius@gmail.com>
Date: Mon Dec 4 17:04:21 2023 +0100
simple : update error message for KV cache check (ggerganov#4324)
This commit updates the error message that is printed when the
KV cache is not big enough to hold all the prompt and generated
tokens. Specifically it removes the reference to n_parallel and
replaces it with n_len.
Signed-off-by: Daniel Bevenius <daniel.bevenius@gmail.com>
commit d208995
Author: Miwa / Ensan <63481257+ensan-hcl@users.noreply.github.com>
Date: Tue Dec 5 01:03:49 2023 +0900
swift : fix concatenation method to avoid invalid UTF8 stringfication (ggerganov#4325)
commit 5c9f90c
Author: Miwa / Ensan <63481257+ensan-hcl@users.noreply.github.com>
Date: Mon Dec 4 22:43:45 2023 +0900
swift : fix prompt tokenization logic (ggerganov#4321)
commit a5a5839
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Mon Dec 4 21:10:42 2023 +0800
handle accidentally selecting a kcpps file as model instead
commit 4fa44e8
Author: Ikko Eltociear Ashimine <eltociear@gmail.com>
Date: Mon Dec 4 16:57:35 2023 +0900
grammar-parser : fix typo (ggerganov#4318)
preceeding -> preceding
commit 8602f5a
Merge: ac36aee fbbc428
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Sun Dec 3 22:00:14 2023 +0800
Merge branch 'master' into concedo_experimental
commit fbbc428
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 3 15:56:35 2023 +0200
ggml : reuse ggml_get_n_tasks() in ggml_graph_plan() (ggerganov#4308)
* ggml : fix soft max out-of-bounds access
ggml-ci
* ggml : reuse ggml_get_n_tasks() in ggml_graph_plan()
ggml-ci
commit ac36aee
Merge: 48544cd 33e171d
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Sun Dec 3 21:56:29 2023 +0800
Merge branch 'master' into concedo_experimental
# Conflicts:
# CMakeLists.txt
# Makefile
commit adf3de4
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 3 15:56:22 2023 +0200
ggml : fix soft max out-of-bounds access (ggerganov#4307)
ggml-ci
commit 48544cd
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Sun Dec 3 21:46:50 2023 +0800
Revert "Revert "ggml : add ggml_soft_max_ext (ggerganov#4256)""
This reverts commit a8e66ef.
commit 33e171d
Author: Ed Lee <edilee@mozilla.com>
Date: Sun Dec 3 01:10:43 2023 -0800
server : fix OpenAI API `stop` field to be optional (ggerganov#4299)
(cherry picked from commit Mozilla-Ocho/llamafile@e8c92bc)
commit 6949b50
Author: Rickard Edén <rickardeden@gmail.com>
Date: Sun Dec 3 10:03:25 2023 +0100
py : add grammar to oai like api (ggerganov#4294)
commit d7b800b
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Sun Dec 3 10:58:16 2023 +0200
llama : pad KV cache size (ggerganov#4280)
* llama : pad KV cache size to 32
* metal : try to improve batched decoding
commit 6570a20
Author: Concedo <39025047+LostRuins@users.noreply.github.com>
Date: Sun Dec 3 15:44:53 2023 +0800
token count includes ids
commit 5a7d312
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Fri Dec 1 20:39:12 2023 +0200
llama : avoid using "optional" keyword (ggerganov#4283)
commit d5a1cbd
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Fri Dec 1 20:35:03 2023 +0200
llama : support optional tensors (ggerganov#4283)
commit b220222
Author: Miwa / Ensan <63481257+ensan-hcl@users.noreply.github.com>
Date: Sat Dec 2 03:19:45 2023 +0900
swift : fix token_to_piece implementation (ggerganov#4278)
* Fix token_to_piece implementation in Swift
* Fix errors
commit 511f52c
Author: Jared Van Bortel <jared@nomic.ai>
Date: Fri Dec 1 13:18:35 2023 -0500
build : enable libstdc++ assertions for debug builds (ggerganov#4275)
commit 03562f3
Author: CausalLM <148736309+CausalLM@users.noreply.github.com>
Date: Sat Dec 2 02:17:06 2023 +0800
llama : support attention bias on LLaMA architecture (ggerganov#4283)
* Support attention_bias on LLaMA architecture
QKVO bias, should fix InternLM (ggerganov#3133) and works for LLaMAfied Qwen models (ggerganov#3743 (comment)).
* check existence of qkvo bias while loading llama models
Tested on LLaMA2, CUDA and CPU.
* Update llama.cpp
commit 37c746d
Author: Shijie <821898965@qq.com>
Date: Sat Dec 2 02:16:31 2023 +0800
llama : add Qwen support (ggerganov#4281)
* enable qwen to llama.cpp
* llama : do not GPU split bias tensors
---------
Co-authored-by: Georgi Gerganov <ggerganov@gmail.com>
commit 880f579
Author: Georgi Gerganov <ggerganov@gmail.com>
Date: Fri Dec 1 18:42:11 2023 +0200
llama : fix integer overflow during quantization (ggerganov#4284)
happens with multi-threaded quantization of Qwen-72B
ggml-ci
hodlen
added a commit
to hodlen/llama.cpp
that referenced
this pull request
Apr 1, 2024
llama : restore prefix space in llama tokenizer (ggerganov#4081) gguf : fix potential infinite loops while parsing (ggerganov#4100) Co-authored-by: Bernhard Gstrein <gstrein@cs.uni-freiburg.de> Respect tokenizer.ggml.add_bos_token value when tokenizing (ggerganov#4040) * gguf-py: gguf-dump: Respect --no-tensor flag in JSON mode. * Respect add_bos_token GGUF metadata value * gguf-py: Try to fix SpecialVocab giving up too easily for the Nth time llama : fix data units (ggerganov#4101) * llama : fix data units ggml-ci * Revert "llama : fix data units" This reverts commit f5feac8. * llama : disambiguate data units ggml-ci cuda : get_row_rounding F32 (ggerganov#4095) * Fix ggerganov#4017 * Update ggml-cuda.cu Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> * Update ggml-cuda.cu Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> --------- Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> finetune : zero the loraB initial vectors (ggerganov#4082) * finetune : zero the loraB initial vectors Without this, the first iteration is starting out far from the base model, instead of exactly on it. Zeroing loraB is what the paper recommends. loralib also zeroes at least one of the init vector pairs (though it departs from the paper in using a different distribution for the other vector, in some cases). * tabs to spaces * Use ggml_set_zero instead of adding a new function finetune : speed-up ggml_compute_forward_out_prod_f32 via BLAS (ggerganov#4079) * Remove logically superfluous assertions and order by dimension * Use cblas_sgemm() to implement ggml_compute_forward_out_prod() * Remove ggml_compute_forward_out_prod_use_blas(), fix compiling errors on cmake/zig, remove trailing whitespace * Add openBLAS support for sgemm() in compute_forward_out_prod() llama : add functions to get the model's metadata (ggerganov#4013) * llama : add functions to get the model's metadata * format -> std::to_string * better documentation train : move number of gpu layers argument parsing to common/train.cpp (ggerganov#4074) - introduces help entry for the argument - cuts '--gpu-layers' form in order to simplify usage and documentation. Signed-off-by: Jiri Podivin <jpodivin@gmail.com> Co-authored-by: Jiri Podivin <jpodivin@redhat.com> py : remove superfluous import statements (ggerganov#4076) Signed-off-by: Jiri Podivin <jpodivin@gmail.com> Co-authored-by: Jiri Podivin <jpodivin@redhat.com> llava : fix compilation warning that fread return value is not used (ggerganov#4069) common : improve yaml log escaping (ggerganov#4080) * logging: improve escaping in yaml output * logging: include review feedback py : Falcon HF compatibility (ggerganov#4104) Falcon HF compatibility convert : use 'model' value if it exists. This allows karpathy/tinyllamas to load (ggerganov#4089) Co-authored-by: Don Mahurin <@> examples : add tokenize (ggerganov#4039) tokenize : fix trailing whitespace build : support ppc64le build for make and CMake (ggerganov#3963) * build: support ppc64le build for make and CMake * build: keep __POWER9_VECTOR__ ifdef and extend with __powerpc64__ Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> llama : increase max nodes (ggerganov#4115) Clean up ggml-cuda.cu warnings when compiling with clang (for ROCM) (ggerganov#4124) * ggml-cuda.cu: Clean up warnings when compiling with clang * ggml-cuda.cu: Move static items into anonymous namespace * ggml-cuda.cu: Fix use of namespace start macro * Revert "ggml-cuda.cu: Fix use of namespace start macro" This reverts commit 26c1149. * Revert "ggml-cuda.cu: Move static items into anonymous namespace" This reverts commit e29757e. scripts : Remove missed baichuan convert script (ggerganov#4127) tokenize example: Respect normal add BOS token behavior (ggerganov#4126) Allow building with Makefile gguf-py : export chat templates (ggerganov#4125) * gguf-py : export chat templates * llama.cpp : escape new lines in gguf kv info prints * gguf-py : bump version * gguf-py : check chat_template type * gguf-py : initialize chat_template gitignore : tokenize common : comma should be semicolon (ggerganov#4137) server : relay error messages (ggerganov#4131) finetune : add --n-gpu-layers flag info to --help (ggerganov#4128) Revert "finetune : add --n-gpu-layers flag info to --help (ggerganov#4128)" This reverts commit 05e8301. speculative : fix prompt tokenization in speculative example (ggerganov#4025) * Support special tokens and not adding BOS to prompt in speculative * Adapt to new should_add_bos function * Ensure tgt and dft have same add_bos setting ci : add flake8 to github actions (python linting) (ggerganov#4129) Disabled rules: * E203 Whitespace before ':' - disabled because we often use 'C' Style where values are aligned * E211 Whitespace before '(' (E211) - disabled because we often use 'C' Style where values are aligned * E221 Multiple spaces before operator - disabled because we often use 'C' Style where values are aligned * E225 Missing whitespace around operator - disabled because it's broken so often it seems like a standard * E231 Missing whitespace after ',', ';', or ':' - disabled because we often use 'C' Style where values are aligned * E241 Multiple spaces after ',' - disabled because we often use 'C' Style where values are aligned * E251 Unexpected spaces around keyword / parameter equals - disabled because it's broken so often it seems like a standard * E261 At least two spaces before inline comment - disabled because it's broken so often it seems like a standard * E266 Too many leading '#' for block comment - sometimes used as "section" separator * E501 Line too long - disabled because it's broken so often it seems like a standard * E701 Multiple statements on one line (colon) - broken only in convert.py when defining abstract methods (we can use# noqa instead) * E704 Multiple statements on one line - broken only in convert.py when defining abstract methods (we can use# noqa instead) main : Add ChatML functionality to main example (ggerganov#4046) Co-authored-by: Sebastian Cramond <sebby37@users.noreply.github.com> readme : update ROCm Windows instructions (ggerganov#4122) * Update README.md * Update README.md Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> --------- Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> finetune - update readme to mention llama support only (ggerganov#4148) stablelm : simplify + speedup generation (ggerganov#4153) docs : add llama-star arch idea examples : fix typo in parallel example doc comment (ggerganov#4181) Signed-off-by: Daniel Bevenius <daniel.bevenius@gmail.com> readme : update hot topics llama : KV cache view API + better KV cache management (ggerganov#4170) * llama : keep track of used KV cells + better KV cache management * llama : zero KV cache used upon clear ggml-ci * llama : allow exporting a view of the KV cache (ggerganov#4180) * Allow exporting a view of the KV cache * Allow dumping the sequences per cell in common * Track max contiguous cells value and position as well * Fix max contiguous empty cells index calculation Make dump functions deal with lengths or sequences counts > 10 better * Fix off by one error in dump_kv_cache_view * Add doc comments for KV cache view functions Eliminate cell sequence struct; use llama_seq_id directly Minor cleanups * common : add -dkvc arg for enabling kv cache dumps --------- Co-authored-by: Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com> Fix incorrect format strings and uninitialized variables. (ggerganov#4133) * Fix incorrect format strings and uninitialized variables. * Address comments * Add the missing include statement readme : use PATH for Windows ROCm (ggerganov#4195) * Update README.md to use PATH for Windows ROCm * Update README.md * Update README.md main.swift : fix eos checking (ggerganov#4197) llama_token_eos(const struct llama_model *) is currently getting struct llama_context type variable context as a parameter. convert : fix tensors using grad in some models (ggerganov#4173) ggml-cuda : support stablelm rope (ggerganov#4156) * ggml-cuda : support stablelm rope * remove unused freq_base kernel parameter * add n_dims parameter to llm_build_k_shift, default to n_rot via overload * llama : fix llm_build_k_shift args --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> llama : set metal log callback correctly (ggerganov#4204) server : OAI API compatibility (ggerganov#4198) * Add openai-compatible POST /v1/chat/completions API endpoint to server example * fix code style * Update server README.md * Improve server README.md * Fix server.cpp code style according to review * server : some style changes * server : indentation * server : enable special tokens during tokenization by default * server : minor code style * server : change random string generator * straightforward /v1/models endpoint --------- Co-authored-by: kir-gadjello <111190790+kir-gadjello@users.noreply.github.com> Co-authored-by: Tobi Lütke <tobi@Tobis-MacBook-Pro.local> readme : update hot topics Update docs for yarn_ext_factor <0.0 as unspecified instead of NaN (ggerganov#4189) llama : grammar `reserve` space in `decode_utf8` (ggerganov#4210) * reserve space for codepoints * improvement for the appended 0 scripts : Use mmap in torch load (ggerganov#4202) * Use mmap in torch load, prefer .bin files when loading * Revert .bin > .safetensors preference metal : fix yarn (ggerganov#4220) get the correct n_orig_ctx in metal lookahead : add example for lookahead decoding (ggerganov#4207) * lookahead : init * lookahead : generate and store n-grams * lookahead : use loop instead recursion to generate n-grams * lookahead : initial working implementation * lookahead : filter repeating n-grams * lookahead : use deterministic init * lookahead : add to Makefile * lookahead : fix a bug in the seq_id of the lookahead tokens * lookahead : add comments --------- Co-authored-by: slaren <slarengh@gmail.com> readme : update hot topics lookahead : support `-n -1` infinite generation ggml : fix -Warray-bounds warning with gcc (ggerganov#4231) examples : iOS example with swift ui (ggerganov#4159) * copy to llama.cpp as subdir * attempt enabling metal, fails * ggml metal compiles! * Update README.md * initial conversion to new format, utf8 errors? * bug fixes, but now has an invalid memory access :( * added O3, now has insufficient memory access * begin sync with master * update to match latest code, new errors * fixed it! * fix for loop conditionals, increase result size * fix current workflow errors * attempt a llama.swiftui workflow * Update .github/workflows/build.yml Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> readme : add Amica to UI list (ggerganov#4230) cmake : fix issue with version info not getting baked into LlamaConfig.cmake (ggerganov#3970) * Split CPP generation from build-info query * Remove blank lines * Add BUILD_SHARED_LIBS option ggml : re-enable BLAS for CPU when src0 != F32 + remove redundant full offload checks in llama.cpp (ggerganov#4240) * ggml : use blas even if src0 is not F32 * llama : use n_threads_batch only when n_tokens >= 32 ggml-ci * llama : revert n_threads_batch logic ggml-ci ggml : restore abort() in GGML_ASSERT (ggerganov#4242) readme : add FreeChat (ggerganov#4248) examples : add readme files py : fix oai proxy (ggerganov#3972) * fix oai proxy fix generation not stoped while bot stop talking in chat mode fix possible `slot_id` not exist response for cors (and pre flight) * oai proxy: workaround for some client (such as Chatbox) * use stop as separator to replace hardcoded `\n` llama : fix typical sampling (ggerganov#4261) Typical sampling was broken because after copying new_candidates into canditates, the "sorted" bool is left at "true", but the new data is no longer sorted according to probability. Patch to set "sorted" to false. Test: Generating with temp=0.0001 (approx. argmax) should generate the same sequence at typical>=1.0 and typical=0.9999 (approx. disabled, but enters the typical sampling codepath). convert.py : fix llama/llama2 conversion due to vocab_size=-1 (ggerganov#4258) llama : fix alignment of general.name in print meta (ggerganov#4254) * llama: fix alignment of general.name in print meta This commit fixes the alignment of the general.name field in the llm_load_print_meta function. Currently the output looks like this: ```console llm_load_print_meta: model ftype = mostly Q4_0 llm_load_print_meta: model params = 13.02 B llm_load_print_meta: model size = 6.86 GiB (4.53 BPW) llm_load_print_meta: general.name = LLaMA v2 ``` And with this commit it looks like this: ```console llm_load_print_meta: model ftype = mostly Q4_0 llm_load_print_meta: model params = 13.02 B llm_load_print_meta: model size = 6.86 GiB (4.53 BPW) llm_load_print_meta: general.name = LLaMA v2 ``` Signed-off-by: Daniel Bevenius <daniel.bevenius@gmail.com> * llama: fix alignment of special tokens Signed-off-by: Daniel Bevenius <daniel.bevenius@gmail.com> --------- Signed-off-by: Daniel Bevenius <daniel.bevenius@gmail.com> readme : fix typo (ggerganov#4253) llama.cpp uses GitHub Actions, not Gitlab Actions. cmake : fix the metal file foder path (ggerganov#4217) batched.swift : update README.md (ggerganov#4214) docs: update how to run docker : add finetune option (ggerganov#4211) readme : fix (ggerganov#4135) * fix: readme * chore: resolve comments * chore: resolve comments main : pass LOG_TEE callback to llama.cpp log (ggerganov#4033) * main : Call llama_log_set to use LOG_TEE * tabs to spaces llava : ShareGPT4V compatibility (vision encoder only loading) (ggerganov#4172) * ShareGPT4 compatibility (vision encoder only loading) Load only a CLIP vision encoder (as supplied by ShareGPT finetunes) Corrects the argument parsing for --img_mean and --img_std (which were previously not parsed but attempted to access) Defines defaults for img_mean and img_std which are equal to the llava 1.5 CLIP encoder, so you do not have to provide them * Update convert-image-encoder-to-gguf.py build : fix build info generation and cleanup Makefile (ggerganov#3920) * cmake : fix joining of REAL_GIT_DIR * fix includes with help from include-what-you-use * make : remove unneeded deps and add test-rope target * fix C includes in C++ source files * Revert "fix includes with help from include-what-you-use" This reverts commit 635e9fa. make : fix Apple clang determination bug (ggerganov#4272) Co-authored-by: Will Findley <findley@gmail.com> server : add single-client multi-prompt support (ggerganov#4232) * * add multiprompt support * * cleanup * * more cleanup * * remove atomicity of id_gen, and change lock_guard to unique_lock on completion requests * * remove all references to mutex_multitasks * Update examples/server/server.cpp Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> * Update examples/server/server.cpp Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> * Update examples/server/server.cpp Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> * Update examples/server/server.cpp Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> * * change to set --------- Co-authored-by: Jared Van Bortel <cebtenzzre@gmail.com> server : add --log-disable to disable logging to file (ggerganov#4260) * * add --log-disable to disable logging to file in the server example * * typo fix ggml : add ggml_soft_max_ext (ggerganov#4256) * metal : implement soft_max_ext * cuda : implement soft_max_ext * ggml : implement soft_max_ext (CPU) * batched-bench : print threads ggml-ci * metal : simplify soft_max encoding ggml-ci * cuda : use 512 threads for soft_max instead of 32 * ggml : update soft max cpu * cuda : do warp-based block reduce * cuda : increase max block size to 1024 * cuda : fix warp reduction initialization of shared mem * metal : warp-based reduction for soft max kernel * metal : warp-based reduce for rms_norm * metal : simplify soft max kernel ggml-ci * alloc : fix build with debug py : add requirements file for convert-hf-to-gguf.py (ggerganov#4277) This commit adds a requirements file for the convert-hf-to-gguf.py script, and also add the torch and transformers packages to it. The motivation for this is that currently running convert-hf-to-gguf.py will produce the following error: ```console $ python3 -m venv venv $ source venv/bin/activate (venv) $ pip install -r requirements.txt Collecting numpy==1.24.4 Collecting sentencepiece==0.1.98 Collecting gguf>=0.1.0 Installing collected packages: sentencepiece, numpy, gguf Successfully installed gguf-0.5.1 numpy-1.24.4 sentencepiece-0.1.98 (venv) $ python convert-hf-to-gguf.py --help Traceback (most recent call last): File "llama.cpp/convert-hf-to-gguf.py", line 16, in <module> import torch ModuleNotFoundError: No module named 'torch' ``` With this commit, and using requirements-hf-to-gguf.txt instead of requirements.txt, the script can be run and shows the help output. Signed-off-by: Daniel Bevenius <daniel.bevenius@gmail.com> llama : fix integer overflow during quantization (ggerganov#4284) happens with multi-threaded quantization of Qwen-72B ggml-ci llama : add Qwen support (ggerganov#4281) * enable qwen to llama.cpp * llama : do not GPU split bias tensors --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> llama : support attention bias on LLaMA architecture (ggerganov#4283) * Support attention_bias on LLaMA architecture QKVO bias, should fix InternLM (ggerganov#3133) and works for LLaMAfied Qwen models (ggerganov#3743 (comment)). * check existence of qkvo bias while loading llama models Tested on LLaMA2, CUDA and CPU. * Update llama.cpp build : enable libstdc++ assertions for debug builds (ggerganov#4275) swift : fix token_to_piece implementation (ggerganov#4278) * Fix token_to_piece implementation in Swift * Fix errors llama : support optional tensors (ggerganov#4283) llama : avoid using "optional" keyword (ggerganov#4283) llama : pad KV cache size (ggerganov#4280) * llama : pad KV cache size to 32 * metal : try to improve batched decoding py : add grammar to oai like api (ggerganov#4294) server : fix OpenAI API `stop` field to be optional (ggerganov#4299) (cherry picked from commit Mozilla-Ocho/llamafile@e8c92bc) ggml : fix soft max out-of-bounds access (ggerganov#4307) ggml-ci ggml : reuse ggml_get_n_tasks() in ggml_graph_plan() (ggerganov#4308) * ggml : fix soft max out-of-bounds access ggml-ci * ggml : reuse ggml_get_n_tasks() in ggml_graph_plan() ggml-ci grammar-parser : fix typo (ggerganov#4318) preceeding -> preceding swift : fix prompt tokenization logic (ggerganov#4321) swift : fix concatenation method to avoid invalid UTF8 stringfication (ggerganov#4325) simple : update error message for KV cache check (ggerganov#4324) This commit updates the error message that is printed when the KV cache is not big enough to hold all the prompt and generated tokens. Specifically it removes the reference to n_parallel and replaces it with n_len. Signed-off-by: Daniel Bevenius <daniel.bevenius@gmail.com> swift : revert compiler checks for swift package (ggerganov#4332) sampling : custom samplers order (ggerganov#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 llama : allow overriding GGUF metadata when loading model (ggerganov#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> grammar : pre-computed pieces + reserve mem + less string copies (ggerganov#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 3773328. * changed decode_utf8 to take src by ref speculative : support `--color` (ggerganov#4343) * speculative: add some colors * minor : add braces --------- Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> common : fix compile warning server : recognize cache_prompt parameter in OAI API (ggerganov#4347) train : fix ggerganov#4227 (double free in examples/train-text-from-scratch/train-text-from-scratch.cpp) (ggerganov#4351) On commit b1108 (44c117f) 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. llama : per-layer KV cache + quantum K cache (ggerganov#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 (ggerganov#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> sync : ggml (new ops, tests, backend, etc.) (ggerganov#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 09e35d0. * 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> grammar : revert the replacement of llama_token_to_piece with id_to_token (ggerganov#4396) Update README.md (ggerganov#4388) Fix small typo. ggml : increased GGML_MAX_PARAMS to allow finetuning of 70b models (ggerganov#4424) server : fix local model name in server (ggerganov#4420) llama : document logits_all deprecation (ggerganov#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. build : target Windows 8 for standard mingw-w64 (ggerganov#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. english : use `typos` to fix comments and logs (ggerganov#4354) server : tweak default sampling parameters (ggerganov#4367) * Set a more typical Top P setting as the default * Update temp max llama : add Mixtral support (ggerganov#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 (ggerganov#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: ggerganov/ggml@1914017 * 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>
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