mirror of
https://github.com/ggml-org/llama.cpp.git
synced 2026-10-12 07:47:24 -05:00
Compare commits
1
Commits
| Author | SHA1 | Date | |
|---|---|---|---|
|
|
65f9293d14 |
@@ -10,10 +10,10 @@ on:
|
||||
push:
|
||||
branches:
|
||||
- master
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||||
paths: ['.github/workflows/build.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal']
|
||||
paths: ['.github/workflows/**', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m']
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pull_request:
|
||||
types: [opened, synchronize, reopened]
|
||||
paths: ['.github/workflows/build.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal']
|
||||
paths: ['.github/workflows/build.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m']
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concurrency:
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group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
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@@ -47,7 +47,7 @@ jobs:
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sysctl -a
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mkdir build
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cd build
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cmake -DLLAMA_FATAL_WARNINGS=ON -DGGML_METAL_EMBED_LIBRARY=ON -DLLAMA_CURL=ON -DBUILD_SHARED_LIBS=OFF ..
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cmake -DLLAMA_FATAL_WARNINGS=ON -DGGML_METAL_EMBED_LIBRARY=ON -DLLAMA_CURL=ON ..
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cmake --build . --config Release -j $(sysctl -n hw.logicalcpu)
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|
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- name: Test
|
||||
@@ -105,7 +105,7 @@ jobs:
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sysctl -a
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# Metal is disabled due to intermittent failures with Github runners not having a GPU:
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# https://github.com/ggerganov/llama.cpp/actions/runs/8635935781/job/23674807267#step:5:2313
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cmake -B build -DLLAMA_FATAL_WARNINGS=ON -DGGML_METAL=OFF -DLLAMA_CURL=ON -DBUILD_SHARED_LIBS=OFF
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cmake -B build -DLLAMA_FATAL_WARNINGS=ON -DGGML_METAL=OFF -DLLAMA_CURL=ON
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cmake --build build --config Release -j $(sysctl -n hw.logicalcpu)
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|
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- name: Test
|
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@@ -222,7 +222,7 @@ jobs:
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run: |
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mkdir build
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cd build
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cmake .. -DLLAMA_FATAL_WARNINGS=ON -DLLAMA_CURL=ON -DBUILD_SHARED_LIBS=OFF
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cmake .. -DLLAMA_FATAL_WARNINGS=ON -DLLAMA_CURL=ON
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cmake --build . --config Release -j $(nproc)
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- name: Test
|
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|
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@@ -14,7 +14,6 @@ on:
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push:
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branches:
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- master
|
||||
paths: ['.github/workflows/docker.yml', '.devops/*.Dockerfile', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.cuh', '**/*.swift', '**/*.m', '**/*.metal']
|
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concurrency:
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group: ${{ github.workflow }}-${{ github.head_ref && github.ref || github.run_id }}
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|
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@@ -1,9 +1,8 @@
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# date: Wed Jun 26 19:36:34 EEST 2024
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# date: Tue Apr 9 09:17:14 EEST 2024
|
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# this file is auto-generated by scripts/gen-authors.sh
|
||||
|
||||
0cc4m <picard12@live.de>
|
||||
0xspringtime <110655352+0xspringtime@users.noreply.github.com>
|
||||
20kdc <asdd2808@gmail.com>
|
||||
2f38b454 <dxf@protonmail.com>
|
||||
3ooabkhxtn <31479382+3ooabkhxtn@users.noreply.github.com>
|
||||
44670 <44670@users.noreply.github.com>
|
||||
@@ -12,18 +11,14 @@ AT <manyoso@users.noreply.github.com>
|
||||
Aarni Koskela <akx@iki.fi>
|
||||
Aaron Miller <apage43@ninjawhale.com>
|
||||
Aaryaman Vasishta <aaryaman.vasishta@amd.com>
|
||||
Abheek Gulati <abheekg@hotmail.com>
|
||||
Abhilash Majumder <30946547+abhilash1910@users.noreply.github.com>
|
||||
Abhishek Gopinath K <31348521+overtunned@users.noreply.github.com>
|
||||
Adithya Balaji <adithya.b94@gmail.com>
|
||||
AdithyanI <adithyan.i4internet@gmail.com>
|
||||
Adrian <smith.adriane@gmail.com>
|
||||
Adrian Hesketh <a-h@users.noreply.github.com>
|
||||
Ahmet Zeer <ahmed.zeer@std.yildiz.edu.tr>
|
||||
AidanBeltonS <87009434+AidanBeltonS@users.noreply.github.com>
|
||||
Aisuko <urakiny@gmail.com>
|
||||
Akarshan Biswas <akarshanbiswas@fedoraproject.org>
|
||||
Albert Jin <albert.jin@gmail.com>
|
||||
Alberto <57916483+albbus-stack@users.noreply.github.com>
|
||||
Alex <awhill19@icloud.com>
|
||||
Alex Azarov <alex@azarov.by>
|
||||
@@ -40,24 +35,19 @@ Ali Nehzat <ali.nehzat@thanks.dev>
|
||||
Ali Tariq <ali.tariq@10xengineers.ai>
|
||||
Alon <alonfaraj@gmail.com>
|
||||
AlpinDale <52078762+AlpinDale@users.noreply.github.com>
|
||||
Amir <amir_zia@outlook.com>
|
||||
AmirAli Mirian <37371367+amiralimi@users.noreply.github.com>
|
||||
Ananta Bastola <anantarajbastola@gmail.com>
|
||||
Anas Ahouzi <112881240+aahouzi@users.noreply.github.com>
|
||||
András Salamon <ott2@users.noreply.github.com>
|
||||
Andrei <abetlen@gmail.com>
|
||||
Andrew Canis <andrew.canis@gmail.com>
|
||||
Andrew Downing <andrew2085@gmail.com>
|
||||
Andrew Duffy <a10y@users.noreply.github.com>
|
||||
Andrew Godfrey <AndrewGodfrey@users.noreply.github.com>
|
||||
Andy Tai <andy-tai@users.noreply.github.com>
|
||||
Arik Poznanski <arikpoz@users.noreply.github.com>
|
||||
Artem <guinmoon@gmail.com>
|
||||
Artem Zinnatullin <ceo@abstractny.gay>
|
||||
Artyom Lebedev <vagran.ast@gmail.com>
|
||||
Asbjørn Olling <asbjornolling@gmail.com>
|
||||
Ásgeir Bjarni Ingvarsson <asgeir@fundinn.org>
|
||||
Ashish <1856117+ashishdatta@users.noreply.github.com>
|
||||
Ashok Gelal <401055+ashokgelal@users.noreply.github.com>
|
||||
Ashraful Islam <ashraful.meche@gmail.com>
|
||||
Atsushi Tatsuma <yoshoku@outlook.com>
|
||||
@@ -67,46 +57,35 @@ BADR <contact@pythops.com>
|
||||
Bach Le <bach@bullno1.com>
|
||||
Bailey Chittle <39804642+bachittle@users.noreply.github.com>
|
||||
BarfingLemurs <128182951+BarfingLemurs@users.noreply.github.com>
|
||||
Bartowski <ckealty1182@gmail.com>
|
||||
Behnam M <58621210+ibehnam@users.noreply.github.com>
|
||||
Ben Ashbaugh <ben.ashbaugh@intel.com>
|
||||
Ben Garney <bengarney@users.noreply.github.com>
|
||||
Ben Siraphob <bensiraphob@gmail.com>
|
||||
Ben Williams <ben@719ben.com>
|
||||
Benjamin Findley <39356821+Kartoffelsaft@users.noreply.github.com>
|
||||
Benjamin Lecaillon <84293038+blecaillon@users.noreply.github.com>
|
||||
Bernat Vadell <hounter.caza@gmail.com>
|
||||
Bingan <70050083+binganao@users.noreply.github.com>
|
||||
Bodo Graumann <mail@bodograumann.de>
|
||||
Bono Lv <lvscar@users.noreply.github.com>
|
||||
Borislav Stanimirov <b.stanimirov@abv.bg>
|
||||
Branden Butler <bwtbutler@hotmail.com>
|
||||
Brian <mofosyne@gmail.com>
|
||||
Bruce MacDonald <brucewmacdonald@gmail.com>
|
||||
Bryan Honof <bryanhonof@gmail.com>
|
||||
CJ Pais <cj@cjpais.com>
|
||||
CRD716 <crd716@gmail.com>
|
||||
Calvin Laurenson <calvin@laurenson.dev>
|
||||
Cameron <csteele@steelecameron.com>
|
||||
Cameron Kaiser <classilla@users.noreply.github.com>
|
||||
Carolinabanana <140120812+Carolinabanana@users.noreply.github.com>
|
||||
Casey Primozic <casey@cprimozic.net>
|
||||
Casey Primozic <me@ameo.link>
|
||||
CausalLM <148736309+CausalLM@users.noreply.github.com>
|
||||
Cebtenzzre <cebtenzzre@gmail.com>
|
||||
Chad Brewbaker <crb002@gmail.com>
|
||||
Chao Jiang <jc19chaoj@zoho.com>
|
||||
Cheng Shao <terrorjack@type.dance>
|
||||
Chris Elrod <elrodc@gmail.com>
|
||||
Chris Kuehl <ckuehl@ckuehl.me>
|
||||
Christian Demsar <christian@github.email.demsar.us>
|
||||
Christian Demsar <crasm@git.vczf.us>
|
||||
Christian Falch <875252+chrfalch@users.noreply.github.com>
|
||||
Christian Kögler <ck3d@gmx.de>
|
||||
Christian Zhou-Zheng <59622928+christianazinn@users.noreply.github.com>
|
||||
Clark Saben <76020733+csaben@users.noreply.github.com>
|
||||
Clint Herron <hanclinto@gmail.com>
|
||||
CrispStrobe <154636388+CrispStrobe@users.noreply.github.com>
|
||||
Cuong Trinh Manh <nguoithichkhampha@gmail.com>
|
||||
DAN™ <dranger003@gmail.com>
|
||||
Damian Stewart <d@damianstewart.com>
|
||||
@@ -116,12 +95,8 @@ Daniel Bevenius <daniel.bevenius@gmail.com>
|
||||
Daniel Drake <drake@endlessos.org>
|
||||
Daniel Hiltgen <dhiltgen@users.noreply.github.com>
|
||||
Daniel Illescas Romero <illescas.daniel@protonmail.com>
|
||||
Daniele <57776841+daniandtheweb@users.noreply.github.com>
|
||||
DannyDaemonic <DannyDaemonic@gmail.com>
|
||||
Dat Quoc Nguyen <2412555+datquocnguyen@users.noreply.github.com>
|
||||
Dave <dave-fl@users.noreply.github.com>
|
||||
Dave Airlie <airlied@gmail.com>
|
||||
Dave Airlie <airlied@redhat.com>
|
||||
Dave Della Costa <ddellacosta+github@gmail.com>
|
||||
David Friehs <david@friehs.info>
|
||||
David Kennedy <dakennedyd@gmail.com>
|
||||
@@ -129,13 +104,10 @@ David Pflug <david@pflug.email>
|
||||
David Renshaw <dwrenshaw@gmail.com>
|
||||
David Sommers <12738+databyte@users.noreply.github.com>
|
||||
David Yang <davidyang6us@gmail.com>
|
||||
Dawid Potocki <github@dawidpotocki.com>
|
||||
Dawid Wysocki <62249621+TortillaZHawaii@users.noreply.github.com>
|
||||
Dean <Dean.Sinaean@gmail.com>
|
||||
Deins <deinsegle@gmail.com>
|
||||
Deven Mistry <31466137+deven367@users.noreply.github.com>
|
||||
Didzis Gosko <didzis@users.noreply.github.com>
|
||||
Djip007 <djip.perois@free.fr>
|
||||
Don Mahurin <dmahurin@users.noreply.github.com>
|
||||
DooWoong Lee (David) <manics99@naver.com>
|
||||
Doomsdayrs <38189170+Doomsdayrs@users.noreply.github.com>
|
||||
@@ -144,11 +116,8 @@ Dr. Tom Murphy VII Ph.D <499244+tom7@users.noreply.github.com>
|
||||
Ebey Abraham <ebey97@gmail.com>
|
||||
Ed Lee <edilee@mozilla.com>
|
||||
Ed Lepedus <ed.lepedus@googlemail.com>
|
||||
Eddie-Wang <wangjinheng1120@163.com>
|
||||
Edward Taylor <edeetee@gmail.com>
|
||||
Elaine <elaine.zosa@gmail.com>
|
||||
Elbios <141279586+Elbios@users.noreply.github.com>
|
||||
Elton Kola <eltonkola@gmail.com>
|
||||
Engininja2 <139037756+Engininja2@users.noreply.github.com>
|
||||
Equim <sayaka@ekyu.moe>
|
||||
Eric Sommerlade <es0m@users.noreply.github.com>
|
||||
@@ -174,47 +143,37 @@ Firat <firatkiral@gmail.com>
|
||||
Folko-Ven <71110216+Folko-Ven@users.noreply.github.com>
|
||||
Foul-Tarnished <107711110+Foul-Tarnished@users.noreply.github.com>
|
||||
Francisco Melo <43780565+francis2tm@users.noreply.github.com>
|
||||
Frank Mai <thxcode0824@gmail.com>
|
||||
FrankHB <frankhb1989@gmail.com>
|
||||
Fred Douglas <43351173+fredlas@users.noreply.github.com>
|
||||
Frederik Vogel <Schaltfehler@users.noreply.github.com>
|
||||
Gabe Goodhart <gabe.l.hart@gmail.com>
|
||||
GainLee <perfecter.gen@gmail.com>
|
||||
Galunid <karolek1231456@gmail.com>
|
||||
Gary Linscott <glinscott@gmail.com>
|
||||
Gary Mulder <gjmulder@gmail.com>
|
||||
Gavin Zhao <gavinzhaojw@protonmail.com>
|
||||
Genkagaku.GPT <hlhr202@163.com>
|
||||
Georgi Gerganov <ggerganov@gmail.com>
|
||||
Gilad S <giladgd@users.noreply.github.com>
|
||||
Giuseppe Scrivano <giuseppe@scrivano.org>
|
||||
GiviMAD <GiviMAD@users.noreply.github.com>
|
||||
Govlzkoy <gotope@users.noreply.github.com>
|
||||
Guillaume "Vermeille" Sanchez <Guillaume.V.Sanchez@gmail.com>
|
||||
Guillaume Wenzek <gwenzek@users.noreply.github.com>
|
||||
Guoteng <32697156+SolenoidWGT@users.noreply.github.com>
|
||||
Gustavo Rocha Dias <91472747+gustrd@users.noreply.github.com>
|
||||
Haggai Nuchi <h.nuchi@gmail.com>
|
||||
Halalaluyafail3 <55773281+Halalaluyafail3@users.noreply.github.com>
|
||||
Hamdoud Hakem <90524568+hamdoudhakem@users.noreply.github.com>
|
||||
HanishKVC <hanishkvc@gmail.com>
|
||||
Haohui Mai <ricetons@gmail.com>
|
||||
Haoxiang Fei <tonyfettes@tonyfettes.com>
|
||||
Harald Fernengel <harald.fernengel@here.com>
|
||||
Hatsune Miku <129688334+at8u@users.noreply.github.com>
|
||||
HatsuneMikuUwU33 <173229399+HatsuneMikuUwU33@users.noreply.github.com>
|
||||
Henk Poley <HenkPoley@gmail.com>
|
||||
Henri Vasserman <henv@hot.ee>
|
||||
Henrik Forstén <henrik.forsten@gmail.com>
|
||||
Herman Semenov <GermanAizek@yandex.ru>
|
||||
Hesen Peng <hesen.peng@gmail.com>
|
||||
Hoang Nguyen <hugo53@users.noreply.github.com>
|
||||
Hong Bo PENG <penghb@cn.ibm.com>
|
||||
Hongyu Ouyang <96765450+casavaca@users.noreply.github.com>
|
||||
Howard Su <howard0su@gmail.com>
|
||||
Hua Jiang <allenhjiang@outlook.com>
|
||||
Huawei Lin <huaweilin.cs@gmail.com>
|
||||
Hugo Roussel <hugo.rous@gmail.com>
|
||||
Ian Bull <irbull@eclipsesource.com>
|
||||
Ian Bull <irbull@gmail.com>
|
||||
Ian Scrivener <github@zilogy.asia>
|
||||
@@ -231,10 +190,8 @@ Ivan Stepanov <ivanstepanovftw@gmail.com>
|
||||
JH23X <165871467+JH23X@users.noreply.github.com>
|
||||
Jack Mousseau <jmousseau@users.noreply.github.com>
|
||||
JackJollimore <130917767+JackJollimore@users.noreply.github.com>
|
||||
Jaemin Son <woalsdnd@gmail.com>
|
||||
Jag Chadha <jagtesh@gmail.com>
|
||||
Jakub N <jakubniemczyk97@gmail.com>
|
||||
James A Capozzoli <157492257+jac-jim@users.noreply.github.com>
|
||||
James Reynolds <magnusviri@users.noreply.github.com>
|
||||
Jan Boon <jan.boon@kaetemi.be>
|
||||
Jan Boon <kaetemi@gmail.com>
|
||||
@@ -248,17 +205,12 @@ Jean-Michaël Celerier <jeanmichael.celerier+github@gmail.com>
|
||||
Jed Fox <git@jedfox.com>
|
||||
Jeffrey Quesnelle <emozilla@nousresearch.com>
|
||||
Jesse Jojo Johnson <williamsaintgeorge@gmail.com>
|
||||
Jeximo <jeximo@gmail.com>
|
||||
Jhen-Jie Hong <iainst0409@gmail.com>
|
||||
Jiahao Li <liplus17@163.com>
|
||||
Jian Liao <jianliao@users.noreply.github.com>
|
||||
JidongZhang-THU <1119708529@qq.com>
|
||||
Jinwoo Jeong <33892306+williamjeong2@users.noreply.github.com>
|
||||
Jiří Podivín <66251151+jpodivin@users.noreply.github.com>
|
||||
Jiří Sejkora <Sejseloid@gmail.com>
|
||||
Joan Fontanals <jfontanalsmartinez@gmail.com>
|
||||
Joan Fontanals <joan.fontanals.martinez@jina.ai>
|
||||
Johan <JohanAR@users.noreply.github.com>
|
||||
Johannes Gäßler <johannesg@5d6.de>
|
||||
Johannes Rudolph <johannes.rudolph@gmail.com>
|
||||
John <78893154+cmp-nct@users.noreply.github.com>
|
||||
@@ -269,19 +221,15 @@ Jonas Wunderlich <32615971+jonas-w@users.noreply.github.com>
|
||||
Jorge A <161275481+jorgealias@users.noreply.github.com>
|
||||
Jose Maldonado <63384398+yukiteruamano@users.noreply.github.com>
|
||||
Joseph Stahl <1269177+josephst@users.noreply.github.com>
|
||||
Josh Ramer <josh.ramer@icloud.com>
|
||||
Joyce <joycebrum@google.com>
|
||||
Juan Calderon-Perez <835733+gaby@users.noreply.github.com>
|
||||
Judd <foldl@users.noreply.github.com>
|
||||
Julius Arkenberg <arki05@users.noreply.github.com>
|
||||
Jun Jie <71215065+junnjiee16@users.noreply.github.com>
|
||||
Junyang Lin <justinlin930319@hotmail.com>
|
||||
Juraj Bednar <juraj@bednar.io>
|
||||
Justin Parker <jparkerweb@gmail.com>
|
||||
Justin Suess <justin.suess@westpoint.edu>
|
||||
Justina Cho <justcho5@gmail.com>
|
||||
Justine Tunney <jtunney@gmail.com>
|
||||
Justine Tunney <jtunney@mozilla.com>
|
||||
Juuso Alasuutari <juuso.alasuutari@gmail.com>
|
||||
KASR <karim.asrih@gmail.com>
|
||||
Kamil Tomšík <info@tomsik.cz>
|
||||
@@ -294,7 +242,6 @@ Kawrakow <48489457+ikawrakow@users.noreply.github.com>
|
||||
Keiichi Tabata <keiichi.tabata@outlook.com>
|
||||
Kenvix ⭐ <kenvixzure@live.com>
|
||||
Kerfuffle <44031344+KerfuffleV2@users.noreply.github.com>
|
||||
Kevin Gibbons <bakkot@gmail.com>
|
||||
Kevin Ji <1146876+kevinji@users.noreply.github.com>
|
||||
Kevin Kwok <antimatter15@gmail.com>
|
||||
Kevin Lo <kevlo@kevlo.org>
|
||||
@@ -310,7 +257,6 @@ Laura <Tijntje_7@msn.com>
|
||||
Lee <44310445+lx200916@users.noreply.github.com>
|
||||
Lee Drake <b.lee.drake@gmail.com>
|
||||
Leng Yue <lengyue@lengyue.me>
|
||||
Leon Knauer <git@leonknauer.com>
|
||||
LeonEricsson <70749762+LeonEricsson@users.noreply.github.com>
|
||||
Leonardo Neumann <leonardo@neumann.dev.br>
|
||||
Li Tan <tanliboy@gmail.com>
|
||||
@@ -319,26 +265,20 @@ LoganDark <github@logandark.mozmail.com>
|
||||
LostRuins <39025047+LostRuins@users.noreply.github.com>
|
||||
Luciano <lucianostrika44@gmail.com>
|
||||
Luo Tian <lt@basecity.com>
|
||||
Lyle Dean <dean@lyle.dev>
|
||||
M. Yusuf Sarıgöz <yusufsarigoz@gmail.com>
|
||||
Maarten ter Huurne <maarten@treewalker.org>
|
||||
Mack Straight <eiz@users.noreply.github.com>
|
||||
Maël Kerbiriou <m431.kerbiriou@gmail.com>
|
||||
MaggotHATE <clay1326@gmail.com>
|
||||
Manuel <44313466+makuche@users.noreply.github.com>
|
||||
Marc Köhlbrugge <subscriptions@marckohlbrugge.com>
|
||||
Marco Matthies <71844+marcom@users.noreply.github.com>
|
||||
Marcus Dunn <51931484+MarcusDunn@users.noreply.github.com>
|
||||
Marian Cepok <marian.cepok@gmail.com>
|
||||
Mark Fairbairn <thebaron88@gmail.com>
|
||||
Marko Tasic <mtasic85@gmail.com>
|
||||
Markus Tavenrath <mtavenrath@users.noreply.github.com>
|
||||
Martin Delille <martin@delille.org>
|
||||
Martin Krasser <krasserm@googlemail.com>
|
||||
Martin Schwaighofer <mschwaig@users.noreply.github.com>
|
||||
Marvin Gießing <marvin.giessing@gmail.com>
|
||||
Masaya, Kato <62578291+msy-kato@users.noreply.github.com>
|
||||
MasterYi1024 <39848311+MasterYi1024@users.noreply.github.com>
|
||||
Mateusz Charytoniuk <mateusz.charytoniuk@protonmail.com>
|
||||
Matheus C. França <matheus-catarino@hotmail.com>
|
||||
Matheus Gabriel Alves Silva <matheusgasource@gmail.com>
|
||||
@@ -347,11 +287,8 @@ Mathijs de Bruin <mathijs@mathijsfietst.nl>
|
||||
Matt Clayton <156335168+mattjcly@users.noreply.github.com>
|
||||
Matt Pulver <matt.pulver@heavy.ai>
|
||||
Matteo Boschini <12133566+mbosc@users.noreply.github.com>
|
||||
Mattheus Chediak <shammcity00@gmail.com>
|
||||
Matthew Tejo <matthew.tejo@gmail.com>
|
||||
Matvey Soloviev <blackhole89@gmail.com>
|
||||
Max Krasnyansky <max.krasnyansky@gmail.com>
|
||||
Max Krasnyansky <quic_maxk@quicinc.com>
|
||||
Maxime <672982+maximegmd@users.noreply.github.com>
|
||||
Maximilian Winter <maximilian.winter.91@gmail.com>
|
||||
Meng Zhang <meng@tabbyml.com>
|
||||
@@ -363,41 +300,32 @@ Michael Kesper <mkesper@schokokeks.org>
|
||||
Michael Klimenko <mklimenko29@gmail.com>
|
||||
Michael Podvitskiy <podvitskiymichael@gmail.com>
|
||||
Michael Potter <NanoTekGuy@Gmail.com>
|
||||
Michael de Gans <michael.john.degans@gmail.com>
|
||||
Michaël de Vries <vriesdemichael@gmail.com>
|
||||
Mihai <mihai.chirculescu@yahoo.com>
|
||||
Mike <ytianhui2004@gmail.com>
|
||||
Mikko Juola <mikjuo@gmail.com>
|
||||
Minsoo Cheong <54794500+mscheong01@users.noreply.github.com>
|
||||
Mirko185 <mirkosig@gmail.com>
|
||||
Mirror Azure <54669636+MirrorAzure@users.noreply.github.com>
|
||||
Miwa / Ensan <63481257+ensan-hcl@users.noreply.github.com>
|
||||
Mohammadreza Hendiani <hendiani.mohammadreza@gmail.com>
|
||||
Mohammadreza Hendiani <mohammad.r.hendiani@gmail.com>
|
||||
Murilo Santana <mvrilo@gmail.com>
|
||||
Musab Gultekin <musabgultekin@users.noreply.github.com>
|
||||
Nam D. Tran <42194884+namtranase@users.noreply.github.com>
|
||||
Nathan Epstein <nate2@umbc.edu>
|
||||
NawafAlansari <72708095+NawafAlansari@users.noreply.github.com>
|
||||
Nebula <infinitewormhole@gmail.com>
|
||||
Neo Zhang <14088817+arthw@users.noreply.github.com>
|
||||
Neo Zhang <zhang.jianyu@outlook.com>
|
||||
Neo Zhang Jianyu <jianyu.zhang@intel.com>
|
||||
Neuman Vong <neuman.vong@gmail.com>
|
||||
Nexesenex <124105151+Nexesenex@users.noreply.github.com>
|
||||
Niall Coates <1349685+Niall-@users.noreply.github.com>
|
||||
Nicolai Weitkemper <kontakt@nicolaiweitkemper.de>
|
||||
Nicolás Pérez <nicolas_perez@brown.edu>
|
||||
Nigel Bosch <pnigelb@gmail.com>
|
||||
Niklas Korz <niklas@niklaskorz.de>
|
||||
Nikolas <127742645+nneubacher@users.noreply.github.com>
|
||||
Nindaleth <Nindaleth@users.noreply.github.com>
|
||||
Oleksandr Nikitin <oleksandr@tvori.info>
|
||||
Oleksii Maryshchenko <oleksii.maryshchenko@gmail.com>
|
||||
Olivier Chafik <ochafik@users.noreply.github.com>
|
||||
Ondřej Čertík <ondrej@certik.us>
|
||||
Ouadie EL FAROUKI <ouadie.elfarouki@codeplay.com>
|
||||
Patrice Ferlet <metal3d@gmail.com>
|
||||
Paul Tsochantaris <ptsochantaris@icloud.com>
|
||||
Pavol Rusnak <pavol@rusnak.io>
|
||||
Pedro Cuenca <pedro@huggingface.co>
|
||||
@@ -415,14 +343,9 @@ RJ Adriaansen <adriaansen@eshcc.eur.nl>
|
||||
Radoslav Gerganov <rgerganov@gmail.com>
|
||||
Radosław Gryta <radek.gryta@gmail.com>
|
||||
Rahul Vivek Nair <68507071+RahulVivekNair@users.noreply.github.com>
|
||||
Raj Hammeer Singh Hada <hammeerraj@gmail.com>
|
||||
Ralph Soika <ralph.soika@imixs.com>
|
||||
Rand Xie <randxiexyy29@gmail.com>
|
||||
Randall Fitzgerald <randall@dasaku.net>
|
||||
Reinforce-II <fate@eastal.com>
|
||||
Ren Xuancheng <jklj077@users.noreply.github.com>
|
||||
Rene Leonhardt <65483435+reneleonhardt@users.noreply.github.com>
|
||||
RhinoDevel <RhinoDevel@users.noreply.github.com>
|
||||
Riceball LEE <snowyu.lee@gmail.com>
|
||||
Richard Kiss <him@richardkiss.com>
|
||||
Richard Roberson <richardr1126@gmail.com>
|
||||
@@ -450,7 +373,6 @@ Rowan Hart <rowanbhart@gmail.com>
|
||||
Rune <43761327+Rune-AI@users.noreply.github.com>
|
||||
Ryan Landay <rlanday@gmail.com>
|
||||
Ryder Wishart <ryderwishart@gmail.com>
|
||||
Ryuei <louixs@users.noreply.github.com>
|
||||
Rőczey Barnabás <31726601+An0nie@users.noreply.github.com>
|
||||
SakuraUmi <yukinon244@gmail.com>
|
||||
Salvador E. Tropea <stropea@inti.gob.ar>
|
||||
@@ -464,7 +386,6 @@ SebastianApel <13675545+SebastianApel@users.noreply.github.com>
|
||||
Senemu <10880819+Senemu@users.noreply.github.com>
|
||||
Sergey Alirzaev <zl29ah@gmail.com>
|
||||
Sergio López <slp@sinrega.org>
|
||||
Sertaç Özercan <852750+sozercan@users.noreply.github.com>
|
||||
SeungWon Jeong <65549245+redlion0929@users.noreply.github.com>
|
||||
ShadovvBeast <ShadovvBeast@gmail.com>
|
||||
Shakhar Dasgupta <shakhardasgupta@gmail.com>
|
||||
@@ -473,7 +394,6 @@ Shijie <821898965@qq.com>
|
||||
Shintarou Okada <kokuzen@gmail.com>
|
||||
Shouzheng Liu <61452103+lshzh-ww@users.noreply.github.com>
|
||||
Shouzheng Liu <lshzh.hi@gmail.com>
|
||||
Shuichi Tsutsumi <shuichi0526@gmail.com>
|
||||
Sigbjørn Skjæret <sigbjorn.skjaeret@scala.com>
|
||||
Simon Willison <swillison@gmail.com>
|
||||
Siwen Yu <yusiwen@gmail.com>
|
||||
@@ -485,14 +405,11 @@ Someone <sergei.kozlukov@aalto.fi>
|
||||
Someone Serge <sergei.kozlukov@aalto.fi>
|
||||
Sourab Mangrulkar <13534540+pacman100@users.noreply.github.com>
|
||||
Spencer Sutton <spencersutton@users.noreply.github.com>
|
||||
Srihari-mcw <96763064+Srihari-mcw@users.noreply.github.com>
|
||||
Srinivas Billa <nivibilla@gmail.com>
|
||||
Stefan Sydow <stefan@sydow.email>
|
||||
Steffen Röcker <sroecker@gmail.com>
|
||||
Stephan Walter <stephan@walter.name>
|
||||
Stephen Nichols <snichols@users.noreply.github.com>
|
||||
Steve Grubb <ausearch.1@gmail.com>
|
||||
Steven Prichard <spprichard20@gmail.com>
|
||||
Steven Roussey <sroussey@gmail.com>
|
||||
Steward Garcia <57494570+FSSRepo@users.noreply.github.com>
|
||||
Suaj Carrot <72162667+SuajCarrot@users.noreply.github.com>
|
||||
@@ -517,19 +434,16 @@ Tom C <tom.corelis@gmail.com>
|
||||
Tom Jobbins <784313+TheBloke@users.noreply.github.com>
|
||||
Tomas <tom.tomas.36478119@gmail.com>
|
||||
Tomáš Pazdiora <tomas.pazdiora@gmail.com>
|
||||
Tristan Druyen <tristan@vault81.mozmail.com>
|
||||
Tristan Ross <rosscomputerguy@protonmail.com>
|
||||
Tungsten842 <886724vf@anonaddy.me>
|
||||
Tungsten842 <quantmint@protonmail.com>
|
||||
Tushar <ditsuke@protonmail.com>
|
||||
UEXTM.com <84163508+uextm@users.noreply.github.com>
|
||||
Ulrich Drepper <drepper@gmail.com>
|
||||
Uzo Nweke <uzoechi@gmail.com>
|
||||
Vaibhav Srivastav <vaibhavs10@gmail.com>
|
||||
Val Kharitonov <mail@kharvd.com>
|
||||
Valentin Konovalov <valle.ketsujin@gmail.com>
|
||||
Valentyn Bezshapkin <61702053+valentynbez@users.noreply.github.com>
|
||||
Victor Nogueira <felladrin@gmail.com>
|
||||
Victor Z. Peng <ziliangdotme@gmail.com>
|
||||
Vlad <spitfireage@gmail.com>
|
||||
Vladimir <bogdad@gmail.com>
|
||||
@@ -541,9 +455,7 @@ Weird Constructor <weirdconstructor@gmail.com>
|
||||
Welby Seely <welbyseely@gmail.com>
|
||||
Wentai Zhang <rchardx@gmail.com>
|
||||
WillCorticesAI <150854901+WillCorticesAI@users.noreply.github.com>
|
||||
William Tambellini <william.tambellini@gmail.com>
|
||||
Willy Tarreau <w@1wt.eu>
|
||||
Wouter <9594229+DifferentialityDevelopment@users.noreply.github.com>
|
||||
Wu Jian Ping <wujjpp@hotmail.com>
|
||||
Wu Jian Ping <wujp@greatld.com>
|
||||
Xiake Sun <xiake.sun@intel.com>
|
||||
@@ -554,8 +466,6 @@ Xiaoyi Chen <cxychina@gmail.com>
|
||||
Xingchen Song(宋星辰) <xingchensong1996@163.com>
|
||||
Xuan Son Nguyen <thichthat@gmail.com>
|
||||
Yann Follet <131855179+YannFollet@users.noreply.github.com>
|
||||
Yaroslav <yaroslav.yashin@me.com>
|
||||
Yazan Agha-Schrader <mountaiin@icloud.com>
|
||||
Yiming Cui <conandiy@vip.qq.com>
|
||||
Yishuo Wang <MeouSker77@outlook.com>
|
||||
Yueh-Po Peng <94939112+y10ab1@users.noreply.github.com>
|
||||
@@ -567,7 +477,6 @@ Zane Shannon <z@zcs.me>
|
||||
Zay <95888118+isaiahbjork@users.noreply.github.com>
|
||||
Zenix <zenixls2@gmail.com>
|
||||
Zhang Peiyuan <a1286225768@gmail.com>
|
||||
Zheng.Deng <32841220+dengzheng-cloud@users.noreply.github.com>
|
||||
ZhouYuChen <zhouyuchen@naver.com>
|
||||
Ziad Ben Hadj-Alouane <zied.benhadjalouane@gmail.com>
|
||||
Ziang Wu <97337387+ZiangWu-77@users.noreply.github.com>
|
||||
@@ -575,18 +484,14 @@ Zsapi <martin1.zsapka@gmail.com>
|
||||
a-n-n-a-l-e-e <150648636+a-n-n-a-l-e-e@users.noreply.github.com>
|
||||
adel boussaken <netdur@gmail.com>
|
||||
afrideva <95653597+afrideva@users.noreply.github.com>
|
||||
agray3 <agray3@users.noreply.github.com>
|
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akawrykow <142945436+akawrykow@users.noreply.github.com>
|
||||
alexpinel <93524949+alexpinel@users.noreply.github.com>
|
||||
alonfaraj <alonfaraj@gmail.com>
|
||||
alwqx <kenan3015@gmail.com>
|
||||
amd-lalithnc <lalithnc@amd.com>
|
||||
andrijdavid <david@geek.mg>
|
||||
anon998 <131767832+anon998@users.noreply.github.com>
|
||||
anzz1 <anzz1@live.com>
|
||||
apaz <aarpazdera@gmail.com>
|
||||
apcameron <37645737+apcameron@users.noreply.github.com>
|
||||
arch-btw <57669023+arch-btw@users.noreply.github.com>
|
||||
arcrank <arcrank@gmail.com>
|
||||
arlo-phoenix <140345165+arlo-phoenix@users.noreply.github.com>
|
||||
at8u <129688334+at8u@users.noreply.github.com>
|
||||
@@ -609,17 +514,13 @@ cocktailpeanut <121128867+cocktailpeanut@users.noreply.github.com>
|
||||
coezbek <c.oezbek@gmail.com>
|
||||
comex <comexk@gmail.com>
|
||||
compilade <113953597+compilade@users.noreply.github.com>
|
||||
compilade <git@compilade.net>
|
||||
cpumaxx <163466046+cpumaxx@users.noreply.github.com>
|
||||
crasm <crasm@git.vczf.net>
|
||||
crasm <crasm@git.vczf.us>
|
||||
daboe01 <daboe01@googlemail.com>
|
||||
david raistrick <keen99@users.noreply.github.com>
|
||||
ddh0 <dylanhalladay02@icloud.com>
|
||||
ddpasa <112642920+ddpasa@users.noreply.github.com>
|
||||
deepdiffuser <112834445+deepdiffuser@users.noreply.github.com>
|
||||
divinity76 <divinity76@gmail.com>
|
||||
dm4 <sunrisedm4@gmail.com>
|
||||
dotpy314 <33351922+dotpy314@users.noreply.github.com>
|
||||
drbh <david.richard.holtz@gmail.com>
|
||||
ds5t5 <145942675+ds5t5@users.noreply.github.com>
|
||||
@@ -628,7 +529,6 @@ eastriver <lee@eastriver.dev>
|
||||
ebraminio <ebraminio@gmail.com>
|
||||
eiery <19350831+eiery@users.noreply.github.com>
|
||||
eric8607242 <e0928021388@gmail.com>
|
||||
fairydreaming <166155368+fairydreaming@users.noreply.github.com>
|
||||
fraxy-v <65565042+fraxy-v@users.noreply.github.com>
|
||||
github-actions[bot] <github-actions[bot]@users.noreply.github.com>
|
||||
gliptic <gliptic@users.noreply.github.com>
|
||||
@@ -639,7 +539,6 @@ h-h-h-h <13482553+h-h-h-h@users.noreply.github.com>
|
||||
hankcs <cnhankmc@gmail.com>
|
||||
hoangmit <hoangmit@users.noreply.github.com>
|
||||
hongbo.mo <352280764@qq.com>
|
||||
hopkins385 <98618192+hopkins385@users.noreply.github.com>
|
||||
howlger <eclipse@voormann.de>
|
||||
howlger <github@voormann.de>
|
||||
hutli <6594598+hutli@users.noreply.github.com>
|
||||
@@ -650,22 +549,14 @@ hydai <z54981220@gmail.com>
|
||||
iSma <ismail.senhaji@gmail.com>
|
||||
iacore <74560659+iacore@users.noreply.github.com>
|
||||
igarnier <igarnier@protonmail.com>
|
||||
intelmatt <61025942+intelmatt@users.noreply.github.com>
|
||||
iohub <rickyang.pro@gmail.com>
|
||||
jacobi petrucciani <8117202+jpetrucciani@users.noreply.github.com>
|
||||
jaime-m-p <167997752+jaime-m-p@users.noreply.github.com>
|
||||
jameswu2014 <545426914@qq.com>
|
||||
jiez <373447296@qq.com>
|
||||
jneem <joeneeman@gmail.com>
|
||||
joecryptotoo <80373433+joecryptotoo@users.noreply.github.com>
|
||||
johnson442 <56517414+johnson442@users.noreply.github.com>
|
||||
jojorne <jojorne@users.noreply.github.com>
|
||||
jon-chuang <9093549+jon-chuang@users.noreply.github.com>
|
||||
jp-x-g <jpxg-dev@protonmail.com>
|
||||
jukofyork <69222624+jukofyork@users.noreply.github.com>
|
||||
junchao-loongson <68935141+junchao-loongson@users.noreply.github.com>
|
||||
jwj7140 <32943891+jwj7140@users.noreply.github.com>
|
||||
k.h.lai <adrian.k.h.lai@outlook.com>
|
||||
kaizau <kaizau@users.noreply.github.com>
|
||||
kalomaze <66376113+kalomaze@users.noreply.github.com>
|
||||
kang <tpdns9032100@gmail.com>
|
||||
@@ -684,15 +575,11 @@ ldwang <ftgreat@163.com>
|
||||
le.chang <cljs118@126.com>
|
||||
leejet <leejet714@gmail.com>
|
||||
limitedAtonement <limitedAtonement@users.noreply.github.com>
|
||||
liuwei-git <14815172+liuwei-git@users.noreply.github.com>
|
||||
lon <114724657+longregen@users.noreply.github.com>
|
||||
loonerin <132926317+loonerin@users.noreply.github.com>
|
||||
luoyu-intel <yu.luo@intel.com>
|
||||
m3ndax <adrian.goessl@outlook.com>
|
||||
maddes8cht <55592906+maddes8cht@users.noreply.github.com>
|
||||
makomk <makosoft@googlemail.com>
|
||||
manikbhandari <mbbhandarimanik2@gmail.com>
|
||||
maor-ps <154728172+maor-ps@users.noreply.github.com>
|
||||
mdrokz <mohammadmunshi@gmail.com>
|
||||
mgroeber9110 <45620825+mgroeber9110@users.noreply.github.com>
|
||||
minarchist <minarchist@users.noreply.github.com>
|
||||
@@ -706,19 +593,15 @@ ngc92 <7938269+ngc92@users.noreply.github.com>
|
||||
nhamanasu <45545786+nhamanasu@users.noreply.github.com>
|
||||
niansa/tuxifan <anton-sa@web.de>
|
||||
niansa/tuxifan <tuxifan@posteo.de>
|
||||
nickp27 <nb.porter@gmail.com>
|
||||
ningshanwutuobang <ningshanwutuobang@gmail.com>
|
||||
nold <Nold360@users.noreply.github.com>
|
||||
nopperl <54780682+nopperl@users.noreply.github.com>
|
||||
nusu-github <29514220+nusu-github@users.noreply.github.com>
|
||||
olexiyb <olexiyb@gmail.com>
|
||||
omahs <73983677+omahs@users.noreply.github.com>
|
||||
oobabooga <112222186+oobabooga@users.noreply.github.com>
|
||||
opparco <parco.opaai@gmail.com>
|
||||
ostix360 <55257054+ostix360@users.noreply.github.com>
|
||||
pengxin99 <pengxin.yuan@intel.com>
|
||||
perserk <perserk@gmail.com>
|
||||
pmysl <piotr.myslinski@outlook.com>
|
||||
postmasters <namnguyen@google.com>
|
||||
pudepiedj <pudepiedj@gmail.com>
|
||||
qingfengfenga <41416092+qingfengfenga@users.noreply.github.com>
|
||||
@@ -731,19 +614,16 @@ rhuddleston <ryan.huddleston@percona.com>
|
||||
rimoliga <53384203+rimoliga@users.noreply.github.com>
|
||||
runfuture <runfuture@users.noreply.github.com>
|
||||
sandyiscool <sandyiscool@gmail.com>
|
||||
sasha0552 <admin@sasha0552.org>
|
||||
semidark <me@semidark.net>
|
||||
sharpHL <132747147+sharpHL@users.noreply.github.com>
|
||||
shibe2 <shibe@tuta.io>
|
||||
singularity <12184989+singularity-s0@users.noreply.github.com>
|
||||
sjinzh <sjinzh@gmail.com>
|
||||
sjxx <63994076+ylsdamxssjxxdd@users.noreply.github.com>
|
||||
slaren <2141330+slaren@users.noreply.github.com>
|
||||
slaren <slarengh@gmail.com>
|
||||
snadampal <87143774+snadampal@users.noreply.github.com>
|
||||
staviq <staviq@gmail.com>
|
||||
stduhpf <stephduh@live.fr>
|
||||
strawberrymelonpanda <152940198+strawberrymelonpanda@users.noreply.github.com>
|
||||
swittk <switt1995@gmail.com>
|
||||
takov751 <40316768+takov751@users.noreply.github.com>
|
||||
tarcey <cey.tarik@gmail.com>
|
||||
@@ -756,16 +636,12 @@ uint256_t <konndennsa@gmail.com>
|
||||
uint256_t <maekawatoshiki1017@gmail.com>
|
||||
unbounded <haakon@likedan.net>
|
||||
valiray <133289098+valiray@users.noreply.github.com>
|
||||
vik <vikhyatk@gmail.com>
|
||||
viric <viric@viric.name>
|
||||
vodkaslime <646329483@qq.com>
|
||||
vvhg1 <94630311+vvhg1@users.noreply.github.com>
|
||||
vxiiduu <73044267+vxiiduu@users.noreply.github.com>
|
||||
wbpxre150 <100937007+wbpxre150@users.noreply.github.com>
|
||||
whoreson <139810751+whoreson@users.noreply.github.com>
|
||||
woachk <24752637+woachk@users.noreply.github.com>
|
||||
wonjun Jang <strutive07@gmail.com>
|
||||
woodx <124784234+woodx9@users.noreply.github.com>
|
||||
wzy <32936898+Freed-Wu@users.noreply.github.com>
|
||||
xaedes <xaedes@gmail.com>
|
||||
xaedes <xaedes@googlemail.com>
|
||||
@@ -773,10 +649,7 @@ xloem <0xloem@gmail.com>
|
||||
yangli2 <yangli2@gmail.com>
|
||||
yuiseki <yuiseki@gmail.com>
|
||||
zakkor <edward.partenie@gmail.com>
|
||||
zhangkaihuo <zhangkaihuo@gmail.com>
|
||||
zhouwg <6889919+zhouwg@users.noreply.github.com>
|
||||
zhouwg <zhouwg2000@gmail.com>
|
||||
zrm <trustiosity.zrm@gmail.com>
|
||||
Ștefan-Gabriel Muscalu <legraphista@users.noreply.github.com>
|
||||
源文雨 <41315874+fumiama@users.noreply.github.com>
|
||||
Нияз Гарифзянов <112617865+garrnizon@users.noreply.github.com>
|
||||
|
||||
+2
-2
@@ -80,13 +80,12 @@ set(GGML_SANITIZE_UNDEFINED ${LLAMA_SANITIZE_UNDEFINED})
|
||||
set(GGML_ALL_WARNINGS ${LLAMA_ALL_WARNINGS})
|
||||
set(GGML_FATAL_WARNINGS ${LLAMA_FATAL_WARNINGS})
|
||||
set(GGML_LLAMAFILE ON)
|
||||
set(GGML_CUDA_USE_GRAPHS ON)
|
||||
|
||||
# transition helpers
|
||||
function (llama_option_depr TYPE OLD NEW)
|
||||
if (${OLD})
|
||||
message(${TYPE} "${OLD} is deprecated and will be removed in the future.\nUse ${NEW} instead\n")
|
||||
set(${NEW} ON PARENT_SCOPE)
|
||||
set(${NEW} ON)
|
||||
endif()
|
||||
endfunction()
|
||||
|
||||
@@ -96,6 +95,7 @@ llama_option_depr(WARNING LLAMA_KOMPUTE GGML_KOMPUTE)
|
||||
llama_option_depr(WARNING LLAMA_METAL GGML_METAL)
|
||||
llama_option_depr(WARNING LLAMA_METAL_EMBED_LIBRARY GGML_METAL_EMBED_LIBRARY)
|
||||
llama_option_depr(WARNING LLAMA_NATIVE GGML_NATIVE)
|
||||
llama_option_depr(WARNING LLAMA_OPENMP GGML_OPENMP)
|
||||
llama_option_depr(WARNING LLAMA_RPC GGML_RPC)
|
||||
llama_option_depr(WARNING LLAMA_SYCL GGML_SYCL)
|
||||
llama_option_depr(WARNING LLAMA_SYCL_F16 GGML_SYCL_F16)
|
||||
|
||||
@@ -45,7 +45,6 @@ BUILD_TARGETS = \
|
||||
TEST_TARGETS = \
|
||||
tests/test-autorelease \
|
||||
tests/test-backend-ops \
|
||||
tests/test-chat-template \
|
||||
tests/test-double-float \
|
||||
tests/test-grad0 \
|
||||
tests/test-grammar-integration \
|
||||
@@ -149,6 +148,12 @@ ifndef UNAME_M
|
||||
UNAME_M := $(shell uname -m)
|
||||
endif
|
||||
|
||||
MK_CFLAGS += -O3
|
||||
MK_CXXFLAGS += -O3
|
||||
ifndef LLAMA_DEBUG
|
||||
MK_NVCCFLAGS += -O3
|
||||
endif # LLAMA_DEBUG
|
||||
|
||||
# In GNU make default CXX is g++ instead of c++. Let's fix that so that users
|
||||
# of non-gcc compilers don't have to provide g++ alias or wrapper.
|
||||
DEFCC := cc
|
||||
@@ -307,10 +312,7 @@ ifdef LLAMA_DEBUG
|
||||
MK_CPPFLAGS += -D_GLIBCXX_ASSERTIONS
|
||||
endif
|
||||
else
|
||||
MK_CPPFLAGS += -DNDEBUG
|
||||
MK_CFLAGS += -O3
|
||||
MK_CXXFLAGS += -O3
|
||||
MK_NVCCFLAGS += -O3
|
||||
MK_CPPFLAGS += -DNDEBUG
|
||||
endif
|
||||
|
||||
ifdef LLAMA_SANITIZE_THREAD
|
||||
@@ -1071,7 +1073,6 @@ clean:
|
||||
rm -rvf src/*.o
|
||||
rm -rvf tests/*.o
|
||||
rm -rvf examples/*.o
|
||||
rm -rvf common/*.o
|
||||
rm -rvf *.a
|
||||
rm -rvf *.dll
|
||||
rm -rvf *.so
|
||||
|
||||
@@ -15,7 +15,6 @@ Inference of Meta's [LLaMA](https://arxiv.org/abs/2302.13971) model (and others)
|
||||
|
||||
### Recent API changes
|
||||
|
||||
- [2024 Jun 26] The source code and CMake build scripts have been restructured https://github.com/ggerganov/llama.cpp/pull/8006
|
||||
- [2024 Apr 21] `llama_token_to_piece` can now optionally render special tokens https://github.com/ggerganov/llama.cpp/pull/6807
|
||||
- [2024 Apr 4] State and session file functions reorganized under `llama_state_*` https://github.com/ggerganov/llama.cpp/pull/6341
|
||||
- [2024 Mar 26] Logits and embeddings API updated for compactness https://github.com/ggerganov/llama.cpp/pull/6122
|
||||
|
||||
+112
-95
@@ -2618,7 +2618,6 @@ std::string llama_chat_apply_template(const struct llama_model * model,
|
||||
const std::vector<llama_chat_msg> & msgs,
|
||||
bool add_ass) {
|
||||
int alloc_size = 0;
|
||||
bool fallback = false; // indicate if we must fallback to default chatml
|
||||
std::vector<llama_chat_message> chat;
|
||||
for (auto & msg : msgs) {
|
||||
chat.push_back({msg.role.c_str(), msg.content.c_str()});
|
||||
@@ -2631,26 +2630,10 @@ std::string llama_chat_apply_template(const struct llama_model * model,
|
||||
// run the first time to get the total output length
|
||||
int32_t res = llama_chat_apply_template(model, ptr_tmpl, chat.data(), chat.size(), add_ass, buf.data(), buf.size());
|
||||
|
||||
// error: chat template is not supported
|
||||
if (res < 0) {
|
||||
if (ptr_tmpl != nullptr) {
|
||||
// if the custom "tmpl" is not supported, we throw an error
|
||||
// this is a bit redundant (for good), since we're not sure if user validated the custom template with llama_chat_verify_template()
|
||||
throw std::runtime_error("this custom template is not supported");
|
||||
} else {
|
||||
// If the built-in template is not supported, we default to chatml
|
||||
res = llama_chat_apply_template(nullptr, "chatml", chat.data(), chat.size(), add_ass, buf.data(), buf.size());
|
||||
fallback = true;
|
||||
}
|
||||
}
|
||||
|
||||
// if it turns out that our buffer is too small, we resize it
|
||||
if ((size_t) res > buf.size()) {
|
||||
buf.resize(res);
|
||||
res = llama_chat_apply_template(
|
||||
fallback ? nullptr : model,
|
||||
fallback ? "chatml" : ptr_tmpl,
|
||||
chat.data(), chat.size(), add_ass, buf.data(), buf.size());
|
||||
res = llama_chat_apply_template(model, ptr_tmpl, chat.data(), chat.size(), add_ass, buf.data(), buf.size());
|
||||
}
|
||||
|
||||
std::string formatted_chat(buf.data(), res);
|
||||
@@ -2821,87 +2804,125 @@ float llama_embd_similarity_cos(const float * embd1, const float * embd2, int n)
|
||||
//
|
||||
|
||||
static llama_control_vector_data llama_control_vector_load_one(const llama_control_vector_load_info & load_info) {
|
||||
int32_t n_tensors;
|
||||
|
||||
size_t n_bytes = 0;
|
||||
|
||||
uint32_t max_direction_layer = 0;
|
||||
|
||||
llama_control_vector_data result = { -1, {} };
|
||||
|
||||
ggml_context * ctx = nullptr;
|
||||
struct gguf_init_params meta_gguf_params = {
|
||||
/* .no_alloc = */ false,
|
||||
/* .ctx = */ &ctx,
|
||||
};
|
||||
struct gguf_context * ctx_gguf = gguf_init_from_file(load_info.fname.c_str(), meta_gguf_params);
|
||||
if (!ctx_gguf) {
|
||||
fprintf(stderr, "%s: failed to load control vector file from %s\n", __func__, load_info.fname.c_str());
|
||||
// calculate size of ctx needed for tensors, ensure tensors are f32, and find max layer
|
||||
{
|
||||
struct ggml_init_params meta_params = {
|
||||
/* .mem_size = */ ggml_tensor_overhead() * 128 + ggml_graph_overhead(),
|
||||
/* .mem_buffer = */ nullptr,
|
||||
/* .no_alloc = */ true,
|
||||
};
|
||||
ggml_context * meta_ctx = ggml_init(meta_params);
|
||||
struct gguf_init_params meta_gguf_params = {
|
||||
/* .no_alloc = */ true,
|
||||
/* .ctx = */ &meta_ctx,
|
||||
};
|
||||
struct gguf_context * meta_ctx_gguf = gguf_init_from_file(load_info.fname.c_str(), meta_gguf_params);
|
||||
if (!meta_ctx_gguf) {
|
||||
fprintf(stderr, "%s: failed to load control vector from %s\n", __func__, load_info.fname.c_str());
|
||||
ggml_free(meta_ctx);
|
||||
return result;
|
||||
}
|
||||
|
||||
n_tensors = gguf_get_n_tensors(meta_ctx_gguf);
|
||||
for (int i = 0; i < n_tensors; i++) {
|
||||
std::string name = gguf_get_tensor_name(meta_ctx_gguf, i);
|
||||
|
||||
// split on '.'
|
||||
size_t dotpos = name.find('.');
|
||||
if (dotpos != std::string::npos && name.substr(0, dotpos) == "direction") {
|
||||
try {
|
||||
uint32_t layer = std::stoi(name.substr(dotpos + 1));
|
||||
if (layer == 0) {
|
||||
fprintf(stderr, "%s: direction tensor invalid in %s\n", __func__, load_info.fname.c_str());
|
||||
ggml_free(meta_ctx);
|
||||
gguf_free(meta_ctx_gguf);
|
||||
return result;
|
||||
}
|
||||
if (layer > max_direction_layer) {
|
||||
max_direction_layer = layer;
|
||||
}
|
||||
} catch (...) {
|
||||
fprintf(stderr, "%s: direction tensor invalid in %s\n", __func__, load_info.fname.c_str());
|
||||
ggml_free(meta_ctx);
|
||||
gguf_free(meta_ctx_gguf);
|
||||
return result;
|
||||
}
|
||||
}
|
||||
|
||||
struct ggml_tensor * tensor_meta = ggml_get_tensor(meta_ctx, name.c_str());
|
||||
if (tensor_meta->type != GGML_TYPE_F32 || ggml_n_dims(tensor_meta) != 1) {
|
||||
fprintf(stderr, "%s: direction tensor invalid in %s\n", __func__, load_info.fname.c_str());
|
||||
ggml_free(meta_ctx);
|
||||
gguf_free(meta_ctx_gguf);
|
||||
return result;
|
||||
}
|
||||
if (result.n_embd == -1) {
|
||||
result.n_embd = ggml_nelements(tensor_meta);
|
||||
} else if (ggml_nelements(tensor_meta) != result.n_embd) {
|
||||
fprintf(stderr, "%s: direction tensor sizes mismatched in %s\n", __func__, load_info.fname.c_str());
|
||||
ggml_free(meta_ctx);
|
||||
gguf_free(meta_ctx_gguf);
|
||||
return result;
|
||||
}
|
||||
n_bytes += ggml_nbytes(tensor_meta);
|
||||
}
|
||||
ggml_free(meta_ctx);
|
||||
gguf_free(meta_ctx_gguf);
|
||||
}
|
||||
|
||||
if (n_tensors == 0) {
|
||||
fprintf(stderr, "%s: no direction tensors found in %s\n", __func__, load_info.fname.c_str());
|
||||
return result;
|
||||
}
|
||||
|
||||
int32_t n_tensors = gguf_get_n_tensors(ctx_gguf);
|
||||
if (n_tensors == 0) {
|
||||
fprintf(stderr, "%s: no direction tensors found in %s\n", __func__, load_info.fname.c_str());
|
||||
// load and scale tensors into final control vector context
|
||||
struct ggml_init_params ggml_params = {
|
||||
/* .mem_size = */ ggml_tensor_overhead() * n_tensors + n_bytes,
|
||||
/* .mem_buffer = */ nullptr,
|
||||
/* .no_alloc = */ false,
|
||||
};
|
||||
struct ggml_context * ctx = ggml_init(ggml_params);
|
||||
|
||||
struct gguf_init_params params = {
|
||||
/*.no_alloc = */ false,
|
||||
/*.ctx = */ &ctx,
|
||||
};
|
||||
struct gguf_context * ctx_gguf = gguf_init_from_file(load_info.fname.c_str(), params);
|
||||
if (!ctx_gguf) {
|
||||
fprintf(stderr, "%s: failed to load control vector from %s\n", __func__, load_info.fname.c_str());
|
||||
ggml_free(ctx);
|
||||
return result;
|
||||
}
|
||||
|
||||
for (int i = 0; i < n_tensors; i++) {
|
||||
std::string name = gguf_get_tensor_name(ctx_gguf, i);
|
||||
// do not store data for layer 0 (it's not used)
|
||||
result.data.resize(result.n_embd * max_direction_layer);
|
||||
|
||||
int layer_idx = -1;
|
||||
for (uint32_t il = 1; il <= max_direction_layer; il++) {
|
||||
const std::string name = "direction." + std::to_string(il);
|
||||
const ggml_tensor * tensor = ggml_get_tensor(ctx, name.c_str());
|
||||
|
||||
// split on '.'
|
||||
size_t dotpos = name.find('.');
|
||||
if (dotpos != std::string::npos && name.substr(0, dotpos) == "direction") {
|
||||
try {
|
||||
layer_idx = std::stoi(name.substr(dotpos + 1));
|
||||
} catch (...) {
|
||||
layer_idx = -1;
|
||||
float * dst = result.data.data() + result.n_embd * (il - 1);
|
||||
|
||||
if (tensor) {
|
||||
const float * src = (const float *) tensor->data;
|
||||
for (int j = 0; j < result.n_embd; j++) {
|
||||
dst[j] = src[j] * load_info.strength;
|
||||
}
|
||||
} else {
|
||||
for (int j = 0; j < result.n_embd; j++) {
|
||||
dst[j] = 0.0f;
|
||||
}
|
||||
}
|
||||
if (layer_idx < 0) {
|
||||
fprintf(stderr, "%s: invalid/unparsable direction tensor layer index in %s\n", __func__, load_info.fname.c_str());
|
||||
result.n_embd = -1;
|
||||
break;
|
||||
} else if (layer_idx == 0) {
|
||||
fprintf(stderr, "%s: invalid (zero) direction tensor layer index in %s\n", __func__, load_info.fname.c_str());
|
||||
result.n_embd = -1;
|
||||
break;
|
||||
}
|
||||
|
||||
struct ggml_tensor * tensor = ggml_get_tensor(ctx, name.c_str());
|
||||
if (tensor->type != GGML_TYPE_F32) {
|
||||
fprintf(stderr, "%s: invalid (non-F32) direction tensor type in %s\n", __func__, load_info.fname.c_str());
|
||||
result.n_embd = -1;
|
||||
break;
|
||||
}
|
||||
if (ggml_n_dims(tensor) != 1) {
|
||||
fprintf(stderr, "%s: invalid (non-1D) direction tensor shape in %s\n", __func__, load_info.fname.c_str());
|
||||
result.n_embd = -1;
|
||||
break;
|
||||
}
|
||||
|
||||
if (result.n_embd == -1) {
|
||||
result.n_embd = ggml_nelements(tensor);
|
||||
} else if (ggml_nelements(tensor) != result.n_embd) {
|
||||
fprintf(stderr, "%s: direction tensor in %s does not match previous dimensions\n", __func__, load_info.fname.c_str());
|
||||
result.n_embd = -1;
|
||||
break;
|
||||
}
|
||||
|
||||
// extend if necessary - do not store data for layer 0 (it's not used)
|
||||
result.data.resize(std::max(result.data.size(), static_cast<size_t>(result.n_embd * layer_idx)), 0.0f);
|
||||
|
||||
const float * src = (const float *) tensor->data;
|
||||
float * dst = result.data.data() + result.n_embd * (layer_idx - 1); // layer 1 at [0]
|
||||
for (int j = 0; j < result.n_embd; j++) {
|
||||
dst[j] += src[j] * load_info.strength; // allows multiple directions for same layer in same file
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
if (result.n_embd == -1) {
|
||||
fprintf(stderr, "%s: skipping %s due to invalid direction tensors\n", __func__, load_info.fname.c_str());
|
||||
result.data.clear();
|
||||
}
|
||||
|
||||
gguf_free(ctx_gguf);
|
||||
ggml_free(ctx);
|
||||
|
||||
return result;
|
||||
}
|
||||
|
||||
@@ -2912,19 +2933,16 @@ llama_control_vector_data llama_control_vector_load(const std::vector<llama_cont
|
||||
auto cur = llama_control_vector_load_one(info);
|
||||
|
||||
if (cur.n_embd == -1) {
|
||||
result.n_embd = -1;
|
||||
break;
|
||||
return result;
|
||||
}
|
||||
if (result.n_embd != -1 && result.n_embd != cur.n_embd) {
|
||||
fprintf(stderr, "%s: control vectors in %s does not match previous dimensions\n", __func__, info.fname.c_str());
|
||||
result.n_embd = -1;
|
||||
break;
|
||||
if (result.n_embd != -1 && (result.n_embd != cur.n_embd || result.data.size() != cur.data.size())) {
|
||||
fprintf(stderr, "%s: control vector in %s does not match previous vector dimensions\n", __func__, info.fname.c_str());
|
||||
return result;
|
||||
}
|
||||
|
||||
if (result.n_embd == -1) {
|
||||
result = std::move(cur);
|
||||
} else {
|
||||
result.data.resize(std::max(result.data.size(), cur.data.size()), 0.0f); // extend if necessary
|
||||
for (size_t i = 0; i < cur.data.size(); i++) {
|
||||
result.data[i] += cur.data[i];
|
||||
}
|
||||
@@ -2932,8 +2950,7 @@ llama_control_vector_data llama_control_vector_load(const std::vector<llama_cont
|
||||
}
|
||||
|
||||
if (result.n_embd == -1) {
|
||||
fprintf(stderr, "%s: no valid control vector files passed\n", __func__);
|
||||
result.data.clear();
|
||||
fprintf(stderr, "%s: no vectors passed\n", __func__);
|
||||
}
|
||||
|
||||
return result;
|
||||
|
||||
@@ -380,8 +380,6 @@ struct llama_chat_msg {
|
||||
bool llama_chat_verify_template(const std::string & tmpl);
|
||||
|
||||
// CPP wrapper for llama_chat_apply_template
|
||||
// If the built-in template is not supported, we default to chatml
|
||||
// If the custom "tmpl" is not supported, we throw an error
|
||||
std::string llama_chat_apply_template(const struct llama_model * model,
|
||||
const std::string & tmpl,
|
||||
const std::vector<llama_chat_msg> & chat,
|
||||
|
||||
@@ -316,7 +316,7 @@ std::unordered_map<char, std::string> GRAMMAR_LITERAL_ESCAPES = {
|
||||
};
|
||||
|
||||
std::unordered_set<char> NON_LITERAL_SET = {'|', '.', '(', ')', '[', ']', '{', '}', '*', '+', '?'};
|
||||
std::unordered_set<char> ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = {'^', '$', '.', '[', ']', '(', ')', '|', '{', '}', '*', '+', '?'};
|
||||
std::unordered_set<char> ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = {'[', ']', '(', ')', '|', '{', '}', '*', '+', '?'};
|
||||
|
||||
template <typename Iterator>
|
||||
std::string join(Iterator begin, Iterator end, const std::string & separator) {
|
||||
@@ -720,7 +720,7 @@ private:
|
||||
}
|
||||
prop_names.push_back(prop_name);
|
||||
}
|
||||
if ((additional_properties.is_boolean() && additional_properties.get<bool>()) || additional_properties.is_object()) {
|
||||
if (!(additional_properties.is_boolean() && !additional_properties.get<bool>())) {
|
||||
std::string sub_name = name + (name.empty() ? "" : "-") + "additional";
|
||||
std::string value_rule =
|
||||
additional_properties.is_object() ? visit(additional_properties, sub_name + "-value")
|
||||
|
||||
@@ -85,7 +85,6 @@ models = [
|
||||
{"name": "smaug-bpe", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/abacusai/Smaug-Llama-3-70B-Instruct", },
|
||||
{"name": "poro-chat", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/LumiOpen/Poro-34B-chat", },
|
||||
{"name": "jina-v2-code", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/jinaai/jina-embeddings-v2-base-code", },
|
||||
{"name": "viking", "tokt": TOKENIZER_TYPE.BPE, "repo": "https://huggingface.co/LumiOpen/Viking-7B", }, # Also used for Viking 13B and 33B
|
||||
]
|
||||
|
||||
|
||||
|
||||
@@ -487,9 +487,6 @@ class Model:
|
||||
if chkhsh == "7967bfa498ade6b757b064f31e964dddbb80f8f9a4d68d4ba7998fcf281c531a":
|
||||
# ref: https://huggingface.co/jinaai/jina-embeddings-v2-base-code
|
||||
res = "jina-v2-code"
|
||||
if chkhsh == "7fc505bd3104ca1083b150b17d088b59534ede9bde81f0dd2090967d7fe52cee":
|
||||
# ref: https://huggingface.co/LumiOpen/Viking-7B
|
||||
res = "viking"
|
||||
|
||||
if res is None:
|
||||
logger.warning("\n")
|
||||
@@ -2340,46 +2337,6 @@ class GemmaModel(Model):
|
||||
return [(self.map_tensor_name(name), data_torch)]
|
||||
|
||||
|
||||
@Model.register("Gemma2ForCausalLM")
|
||||
class Gemma2Model(Model):
|
||||
model_arch = gguf.MODEL_ARCH.GEMMA2
|
||||
|
||||
def set_vocab(self):
|
||||
self._set_vocab_llama_hf()
|
||||
self.gguf_writer.add_add_space_prefix(False)
|
||||
|
||||
def set_gguf_parameters(self):
|
||||
hparams = self.hparams
|
||||
block_count = hparams["num_hidden_layers"]
|
||||
|
||||
self.gguf_writer.add_name(self.dir_model.name if self.model_name is None else self.model_name)
|
||||
self.gguf_writer.add_context_length(hparams["max_position_embeddings"])
|
||||
self.gguf_writer.add_embedding_length(hparams["hidden_size"])
|
||||
self.gguf_writer.add_block_count(block_count)
|
||||
self.gguf_writer.add_feed_forward_length(hparams["intermediate_size"])
|
||||
self.gguf_writer.add_head_count(hparams["num_attention_heads"])
|
||||
self.gguf_writer.add_head_count_kv(self.hparams["num_key_value_heads"] if "num_key_value_heads" in hparams else hparams["num_attention_heads"])
|
||||
self.gguf_writer.add_layer_norm_rms_eps(self.hparams["rms_norm_eps"])
|
||||
self.gguf_writer.add_key_length(hparams["head_dim"])
|
||||
self.gguf_writer.add_value_length(hparams["head_dim"])
|
||||
self.gguf_writer.add_file_type(self.ftype)
|
||||
|
||||
def modify_tensors(self, data_torch: Tensor, name: str, bid: int | None) -> Iterable[tuple[str, Tensor]]:
|
||||
del bid # unusem
|
||||
|
||||
# lm_head is not used in llama.cpp, while autoawq will include this tensor in model
|
||||
# To prevent errors, skip loading lm_head.weight.
|
||||
if name == "lm_head.weight":
|
||||
logger.debug(f"Skipping get tensor {name!r} in safetensors so that convert can end normally.")
|
||||
return []
|
||||
|
||||
# ref: https://github.com/huggingface/transformers/blob/fc37f38915372c15992b540dfcbbe00a916d4fc6/src/transformers/models/gemma/modeling_gemma.py#L89
|
||||
if name.endswith("norm.weight"):
|
||||
data_torch = data_torch + 1
|
||||
|
||||
return [(self.map_tensor_name(name), data_torch)]
|
||||
|
||||
|
||||
@Model.register("Starcoder2ForCausalLM")
|
||||
class StarCoder2Model(Model):
|
||||
model_arch = gguf.MODEL_ARCH.STARCODER2
|
||||
|
||||
@@ -231,7 +231,7 @@ GRAMMAR_RANGE_LITERAL_ESCAPE_RE = re.compile(r'[\r\n"\]\-\\]')
|
||||
GRAMMAR_LITERAL_ESCAPES = {'\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']': '\\]'}
|
||||
|
||||
NON_LITERAL_SET = set('|.()[]{}*+?')
|
||||
ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = set('^$.[]()|{}*+?')
|
||||
ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = set('[]()|{}*+?')
|
||||
|
||||
|
||||
class SchemaConverter:
|
||||
@@ -602,7 +602,7 @@ class SchemaConverter:
|
||||
else:
|
||||
add_component(t, is_required=True)
|
||||
|
||||
return self._add_rule(rule_name, self._build_object_rule(properties, required, hybrid_name, additional_properties=None))
|
||||
return self._add_rule(rule_name, self._build_object_rule(properties, required, hybrid_name, additional_properties=[]))
|
||||
|
||||
elif schema_type in (None, 'array') and ('items' in schema or 'prefixItems' in schema):
|
||||
items = schema.get('items') or schema['prefixItems']
|
||||
@@ -691,7 +691,7 @@ class SchemaConverter:
|
||||
required_props = [k for k in sorted_props if k in required]
|
||||
optional_props = [k for k in sorted_props if k not in required]
|
||||
|
||||
if additional_properties is not None and additional_properties != False:
|
||||
if additional_properties != False:
|
||||
sub_name = f'{name}{"-" if name else ""}additional'
|
||||
value_rule = self.visit(additional_properties, f'{sub_name}-value') if isinstance(additional_properties, dict) else \
|
||||
self._add_primitive('value', PRIMITIVE_RULES['value'])
|
||||
|
||||
@@ -0,0 +1,55 @@
|
||||
|
||||
# For more information about using CMake with Android Studio, read the
|
||||
# documentation: https://d.android.com/studio/projects/add-native-code.html.
|
||||
# For more examples on how to use CMake, see https://github.com/android/ndk-samples.
|
||||
|
||||
# Sets the minimum CMake version required for this project.
|
||||
cmake_minimum_required(VERSION 3.22.1)
|
||||
|
||||
# Declares the project name. The project name can be accessed via ${ PROJECT_NAME},
|
||||
# Since this is the top level CMakeLists.txt, the project name is also accessible
|
||||
# with ${CMAKE_PROJECT_NAME} (both CMake variables are in-sync within the top level
|
||||
# build script scope).
|
||||
project("llama-android")
|
||||
|
||||
## Fetch latest llama.cpp from GitHub
|
||||
#include(FetchContent)
|
||||
#FetchContent_Declare(
|
||||
# llama
|
||||
# GIT_REPOSITORY https://github.com/ggerganov/llama.cpp
|
||||
# GIT_TAG master
|
||||
#)
|
||||
#
|
||||
## Also provides "common"
|
||||
#FetchContent_MakeAvailable(llama)
|
||||
|
||||
# llama.cpp CI uses the code from the current branch
|
||||
# ref: https://github.com/ggerganov/llama.cpp/pull/7341#issuecomment-2117617700
|
||||
add_subdirectory(../../../../../../ build-llama)
|
||||
|
||||
# Creates and names a library, sets it as either STATIC
|
||||
# or SHARED, and provides the relative paths to its source code.
|
||||
# You can define multiple libraries, and CMake builds them for you.
|
||||
# Gradle automatically packages shared libraries with your APK.
|
||||
#
|
||||
# In this top level CMakeLists.txt, ${CMAKE_PROJECT_NAME} is used to define
|
||||
# the target library name; in the sub-module's CMakeLists.txt, ${PROJECT_NAME}
|
||||
# is preferred for the same purpose.
|
||||
#
|
||||
# In order to load a library into your app from Java/Kotlin, you must call
|
||||
# System.loadLibrary() and pass the name of the library defined here;
|
||||
# for GameActivity/NativeActivity derived applications, the same library name must be
|
||||
# used in the AndroidManifest.xml file.
|
||||
add_library(${CMAKE_PROJECT_NAME} SHARED
|
||||
# List C/C++ source files with relative paths to this CMakeLists.txt.
|
||||
llama-android.cpp)
|
||||
|
||||
# Specifies libraries CMake should link to your target library. You
|
||||
# can link libraries from various origins, such as libraries defined in this
|
||||
# build script, prebuilt third-party libraries, or Android system libraries.
|
||||
target_link_libraries(${CMAKE_PROJECT_NAME}
|
||||
# List libraries link to the target library
|
||||
llama
|
||||
common
|
||||
android
|
||||
log)
|
||||
@@ -11,15 +11,15 @@ cmake_minimum_required(VERSION 3.22.1)
|
||||
# build script scope).
|
||||
project("llama-android")
|
||||
|
||||
#include(FetchContent)
|
||||
#FetchContent_Declare(
|
||||
# llama
|
||||
# GIT_REPOSITORY https://github.com/ggerganov/llama.cpp
|
||||
# GIT_TAG master
|
||||
#)
|
||||
include(FetchContent)
|
||||
FetchContent_Declare(
|
||||
llama
|
||||
GIT_REPOSITORY https://github.com/ggerganov/llama.cpp
|
||||
GIT_TAG master
|
||||
)
|
||||
|
||||
# Also provides "common"
|
||||
#FetchContent_MakeAvailable(llama)
|
||||
FetchContent_MakeAvailable(llama)
|
||||
|
||||
# Creates and names a library, sets it as either STATIC
|
||||
# or SHARED, and provides the relative paths to its source code.
|
||||
@@ -30,10 +30,6 @@ project("llama-android")
|
||||
# the target library name; in the sub-module's CMakeLists.txt, ${PROJECT_NAME}
|
||||
# is preferred for the same purpose.
|
||||
#
|
||||
|
||||
#load local llama.cpp
|
||||
add_subdirectory(../../../../../../ build-llama)
|
||||
|
||||
# In order to load a library into your app from Java/Kotlin, you must call
|
||||
# System.loadLibrary() and pass the name of the library defined here;
|
||||
# for GameActivity/NativeActivity derived applications, the same library name must be
|
||||
|
||||
@@ -5,7 +5,7 @@
|
||||
#include <string>
|
||||
#include <unistd.h>
|
||||
#include "llama.h"
|
||||
#include "common.h"
|
||||
#include "common/common.h"
|
||||
|
||||
// Write C++ code here.
|
||||
//
|
||||
|
||||
+13
-13
@@ -1121,20 +1121,20 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) {
|
||||
}
|
||||
if (n < 32)
|
||||
hparams.image_grid_pinpoints[n] = 0;
|
||||
} catch (std::runtime_error & /*e*/) {
|
||||
} catch (std::runtime_error & e) {
|
||||
hparams.image_grid_pinpoints[0]=0;
|
||||
}
|
||||
|
||||
try {
|
||||
int idx = get_key_idx(ctx, KEY_MM_PATCH_MERGE_TYPE);
|
||||
strcpy(hparams.mm_patch_merge_type, gguf_get_val_str(ctx, idx));
|
||||
} catch (std::runtime_error & /*e*/) {
|
||||
} catch (std::runtime_error & e) {
|
||||
strcpy(hparams.mm_patch_merge_type, "flat");
|
||||
}
|
||||
|
||||
try {
|
||||
hparams.image_crop_resolution = get_u32(ctx, KEY_IMAGE_CROP_RESOLUTION); // llava-1.6
|
||||
} catch(const std::exception& /*e*/) {
|
||||
} catch(const std::exception& e) {
|
||||
hparams.image_crop_resolution = hparams.image_size;
|
||||
}
|
||||
|
||||
@@ -1173,7 +1173,7 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) {
|
||||
try {
|
||||
vision_model.class_embedding = get_tensor(new_clip->ctx_data, TN_CLASS_EMBD);
|
||||
new_clip->has_class_embedding = true;
|
||||
} catch (const std::exception& /*e*/) {
|
||||
} catch (const std::exception& e) {
|
||||
new_clip->has_class_embedding = false;
|
||||
}
|
||||
|
||||
@@ -1181,7 +1181,7 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) {
|
||||
vision_model.pre_ln_w = get_tensor(new_clip->ctx_data, format(TN_LN_PRE, "v", "weight"));
|
||||
vision_model.pre_ln_b = get_tensor(new_clip->ctx_data, format(TN_LN_PRE, "v", "bias"));
|
||||
new_clip->has_pre_norm = true;
|
||||
} catch (std::exception & /*e*/) {
|
||||
} catch (std::exception & e) {
|
||||
new_clip->has_pre_norm = false;
|
||||
}
|
||||
|
||||
@@ -1189,21 +1189,21 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) {
|
||||
vision_model.post_ln_w = get_tensor(new_clip->ctx_data, format(TN_LN_POST, "v", "weight"));
|
||||
vision_model.post_ln_b = get_tensor(new_clip->ctx_data, format(TN_LN_POST, "v", "bias"));
|
||||
new_clip->has_post_norm = true;
|
||||
} catch (std::exception & /*e*/) {
|
||||
} catch (std::exception & e) {
|
||||
new_clip->has_post_norm = false;
|
||||
}
|
||||
|
||||
try {
|
||||
vision_model.patch_bias = get_tensor(new_clip->ctx_data, TN_PATCH_BIAS);
|
||||
new_clip->has_patch_bias = true;
|
||||
} catch (std::exception & /*e*/) {
|
||||
} catch (std::exception & e) {
|
||||
new_clip->has_patch_bias = false;
|
||||
}
|
||||
|
||||
try {
|
||||
vision_model.patch_embeddings = get_tensor(new_clip->ctx_data, TN_PATCH_EMBD);
|
||||
vision_model.position_embeddings = get_tensor(new_clip->ctx_data, format(TN_POS_EMBD, "v"));
|
||||
} catch(const std::exception& /*e*/) {
|
||||
} catch(const std::exception& e) {
|
||||
LOG_TEE("%s: failed to load vision model tensors\n", __func__);
|
||||
}
|
||||
|
||||
@@ -1215,26 +1215,26 @@ struct clip_ctx * clip_model_load(const char * fname, const int verbosity = 1) {
|
||||
// Yi-type llava
|
||||
vision_model.mm_1_w = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 1, "weight"));
|
||||
vision_model.mm_1_b = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 1, "bias"));
|
||||
} catch (std::runtime_error & /*e*/) { }
|
||||
} catch (std::runtime_error & e) { }
|
||||
try {
|
||||
// missing in Yi-type llava
|
||||
vision_model.mm_2_w = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 2, "weight"));
|
||||
vision_model.mm_2_b = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 2, "bias"));
|
||||
} catch (std::runtime_error & /*e*/) { }
|
||||
} catch (std::runtime_error & e) { }
|
||||
try {
|
||||
// Yi-type llava
|
||||
vision_model.mm_3_w = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 3, "weight"));
|
||||
vision_model.mm_3_b = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 3, "bias"));
|
||||
} catch (std::runtime_error & /*e*/) { }
|
||||
} catch (std::runtime_error & e) { }
|
||||
try {
|
||||
// Yi-type llava
|
||||
vision_model.mm_4_w = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 4, "weight"));
|
||||
vision_model.mm_4_b = get_tensor(new_clip->ctx_data, format(TN_LLAVA_PROJ, 4, "bias"));
|
||||
} catch (std::runtime_error & /*e*/) { }
|
||||
} catch (std::runtime_error & e) { }
|
||||
try {
|
||||
vision_model.image_newline = get_tensor(new_clip->ctx_data, TN_IMAGE_NEWLINE);
|
||||
// LOG_TEE("%s: image_newline tensor (llava-1.6) found\n", __func__);
|
||||
} catch (std::runtime_error & /*e*/) { }
|
||||
} catch (std::runtime_error & e) { }
|
||||
} else if (new_clip->proj_type == PROJECTOR_TYPE_LDP) {
|
||||
// MobileVLM projection
|
||||
vision_model.mm_model_mlp_1_w = get_tensor(new_clip->ctx_data, format(TN_MVLM_PROJ_MLP, 1, "weight"));
|
||||
|
||||
@@ -259,7 +259,7 @@ const GRAMMAR_RANGE_LITERAL_ESCAPE_RE = /[\n\r"\]\-\\]/g;
|
||||
const GRAMMAR_LITERAL_ESCAPES = { '\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']': '\\]' };
|
||||
|
||||
const NON_LITERAL_SET = new Set('|.()[]{}*+?');
|
||||
const ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = new Set('^$.[]()|{}*+?');
|
||||
const ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = new Set('[]()|{}*+?');
|
||||
|
||||
export class SchemaConverter {
|
||||
constructor(options) {
|
||||
@@ -751,7 +751,7 @@ export class SchemaConverter {
|
||||
const requiredProps = sortedProps.filter(k => required.has(k));
|
||||
const optionalProps = sortedProps.filter(k => !required.has(k));
|
||||
|
||||
if (additionalProperties) {
|
||||
if (additionalProperties !== false) {
|
||||
const subName = `${name ?? ''}${name ? '-' : ''}additional`;
|
||||
const valueRule =
|
||||
additionalProperties != null && typeof additionalProperties === 'object' ? this.visit(additionalProperties, `${subName}-value`)
|
||||
|
||||
Generated
+3
-3
@@ -20,11 +20,11 @@
|
||||
},
|
||||
"nixpkgs": {
|
||||
"locked": {
|
||||
"lastModified": 1718895438,
|
||||
"narHash": "sha256-k3JqJrkdoYwE3fHE6xGDY676AYmyh4U2Zw+0Bwe5DLU=",
|
||||
"lastModified": 1718318537,
|
||||
"narHash": "sha256-4Zu0RYRcAY/VWuu6awwq4opuiD//ahpc2aFHg2CWqFY=",
|
||||
"owner": "NixOS",
|
||||
"repo": "nixpkgs",
|
||||
"rev": "d603719ec6e294f034936c0d0dc06f689d91b6c3",
|
||||
"rev": "e9ee548d90ff586a6471b4ae80ae9cfcbceb3420",
|
||||
"type": "github"
|
||||
},
|
||||
"original": {
|
||||
|
||||
@@ -109,7 +109,6 @@ option(GGML_LLAMAFILE "ggml: use ggml SGEMM"
|
||||
option(GGML_CUDA "ggml: use CUDA" OFF)
|
||||
option(GGML_CUDA_FORCE_DMMV "ggml: use dmmv instead of mmvq CUDA kernels" OFF)
|
||||
option(GGML_CUDA_FORCE_MMQ "ggml: use mmq kernels instead of cuBLAS" OFF)
|
||||
option(GGML_CUDA_FORCE_CUBLAS "ggml: always use cuBLAS instead of mmq kernels" OFF)
|
||||
set (GGML_CUDA_DMMV_X "32" CACHE STRING "ggml: x stride for dmmv CUDA kernels")
|
||||
set (GGML_CUDA_MMV_Y "1" CACHE STRING "ggml: y block size for mmv CUDA kernels")
|
||||
option(GGML_CUDA_F16 "ggml: use 16 bit floats for some calculations" OFF)
|
||||
@@ -120,7 +119,6 @@ set (GGML_CUDA_PEER_MAX_BATCH_SIZE "128" CACHE STRING
|
||||
option(GGML_CUDA_NO_PEER_COPY "ggml: do not use peer to peer copies" OFF)
|
||||
option(GGML_CUDA_NO_VMM "ggml: do not try to use CUDA VMM" OFF)
|
||||
option(GGML_CUDA_FA_ALL_QUANTS "ggml: compile all quants for FlashAttention" OFF)
|
||||
option(GGML_CUDA_USE_GRAPHS "ggml: use CUDA graphs (llama.cpp only)" OFF)
|
||||
|
||||
option(GGML_CURL "ggml: use libcurl to download model from an URL" OFF)
|
||||
option(GGML_HIPBLAS "ggml: use hipBLAS" OFF)
|
||||
|
||||
@@ -295,15 +295,12 @@ if (GGML_CUDA)
|
||||
|
||||
list(APPEND GGML_CDEF_PUBLIC GGML_USE_CUDA)
|
||||
|
||||
add_compile_definitions(GGML_CUDA_USE_GRAPHS)
|
||||
add_compile_definitions(GGML_CUDA_DMMV_X=${GGML_CUDA_DMMV_X})
|
||||
add_compile_definitions(GGML_CUDA_MMV_Y=${GGML_CUDA_MMV_Y})
|
||||
add_compile_definitions(K_QUANTS_PER_ITERATION=${GGML_CUDA_KQUANTS_ITER})
|
||||
add_compile_definitions(GGML_CUDA_PEER_MAX_BATCH_SIZE=${GGML_CUDA_PEER_MAX_BATCH_SIZE})
|
||||
|
||||
if (GGML_CUDA_USE_GRAPHS)
|
||||
add_compile_definitions(GGML_CUDA_USE_GRAPHS)
|
||||
endif()
|
||||
|
||||
if (GGML_CUDA_FORCE_DMMV)
|
||||
add_compile_definitions(GGML_CUDA_FORCE_DMMV)
|
||||
endif()
|
||||
|
||||
@@ -2475,7 +2475,7 @@ static void launch_mul_mat_q(ggml_backend_cuda_context & ctx, const mmq_args & a
|
||||
|
||||
const dim3 block_nums_mmq(nsm, 1, 1);
|
||||
|
||||
ggml_cuda_pool & pool = ctx.pool(id);
|
||||
ggml_cuda_pool & pool = ctx.pool();
|
||||
ggml_cuda_pool_alloc<float> tmp_fixup(pool, block_nums_mmq.x * mmq_x*mmq_y);
|
||||
|
||||
if (args.ne01 % mmq_y == 0) {
|
||||
|
||||
@@ -150,7 +150,6 @@ class MODEL_ARCH(IntEnum):
|
||||
INTERNLM2 = auto()
|
||||
MINICPM = auto()
|
||||
GEMMA = auto()
|
||||
GEMMA2 = auto()
|
||||
STARCODER2 = auto()
|
||||
MAMBA = auto()
|
||||
XVERSE = auto()
|
||||
@@ -181,13 +180,10 @@ class MODEL_TENSOR(IntEnum):
|
||||
ATTN_NORM = auto()
|
||||
ATTN_NORM_2 = auto()
|
||||
ATTN_OUT_NORM = auto()
|
||||
ATTN_POST_NORM = auto()
|
||||
ATTN_ROT_EMBD = auto()
|
||||
FFN_GATE_INP = auto()
|
||||
FFN_GATE_INP_SHEXP = auto()
|
||||
FFN_NORM = auto()
|
||||
FFN_PRE_NORM = auto()
|
||||
FFN_POST_NORM = auto()
|
||||
FFN_GATE = auto()
|
||||
FFN_DOWN = auto()
|
||||
FFN_UP = auto()
|
||||
@@ -274,7 +270,6 @@ MODEL_ARCH_NAMES: dict[MODEL_ARCH, str] = {
|
||||
MODEL_ARCH.INTERNLM2: "internlm2",
|
||||
MODEL_ARCH.MINICPM: "minicpm",
|
||||
MODEL_ARCH.GEMMA: "gemma",
|
||||
MODEL_ARCH.GEMMA2: "gemma2",
|
||||
MODEL_ARCH.STARCODER2: "starcoder2",
|
||||
MODEL_ARCH.MAMBA: "mamba",
|
||||
MODEL_ARCH.XVERSE: "xverse",
|
||||
@@ -308,12 +303,9 @@ TENSOR_NAMES: dict[MODEL_TENSOR, str] = {
|
||||
MODEL_TENSOR.ATTN_Q_NORM: "blk.{bid}.attn_q_norm",
|
||||
MODEL_TENSOR.ATTN_K_NORM: "blk.{bid}.attn_k_norm",
|
||||
MODEL_TENSOR.ATTN_OUT_NORM: "blk.{bid}.attn_output_norm",
|
||||
MODEL_TENSOR.ATTN_POST_NORM: "blk.{bid}.post_attention_norm",
|
||||
MODEL_TENSOR.FFN_GATE_INP: "blk.{bid}.ffn_gate_inp",
|
||||
MODEL_TENSOR.FFN_GATE_INP_SHEXP: "blk.{bid}.ffn_gate_inp_shexp",
|
||||
MODEL_TENSOR.FFN_NORM: "blk.{bid}.ffn_norm",
|
||||
MODEL_TENSOR.FFN_PRE_NORM: "blk.{bid}.ffn_norm",
|
||||
MODEL_TENSOR.FFN_POST_NORM: "blk.{bid}.post_ffw_norm",
|
||||
MODEL_TENSOR.FFN_GATE: "blk.{bid}.ffn_gate",
|
||||
MODEL_TENSOR.FFN_DOWN: "blk.{bid}.ffn_down",
|
||||
MODEL_TENSOR.FFN_UP: "blk.{bid}.ffn_up",
|
||||
@@ -759,21 +751,6 @@ MODEL_TENSORS: dict[MODEL_ARCH, list[MODEL_TENSOR]] = {
|
||||
MODEL_TENSOR.FFN_UP,
|
||||
MODEL_TENSOR.FFN_NORM,
|
||||
],
|
||||
MODEL_ARCH.GEMMA2: [
|
||||
MODEL_TENSOR.TOKEN_EMBD,
|
||||
MODEL_TENSOR.OUTPUT_NORM,
|
||||
MODEL_TENSOR.ATTN_Q,
|
||||
MODEL_TENSOR.ATTN_K,
|
||||
MODEL_TENSOR.ATTN_V,
|
||||
MODEL_TENSOR.ATTN_OUT,
|
||||
MODEL_TENSOR.FFN_GATE,
|
||||
MODEL_TENSOR.FFN_DOWN,
|
||||
MODEL_TENSOR.FFN_UP,
|
||||
MODEL_TENSOR.ATTN_NORM,
|
||||
MODEL_TENSOR.ATTN_POST_NORM,
|
||||
MODEL_TENSOR.FFN_PRE_NORM,
|
||||
MODEL_TENSOR.FFN_POST_NORM,
|
||||
],
|
||||
MODEL_ARCH.STARCODER2: [
|
||||
MODEL_TENSOR.TOKEN_EMBD,
|
||||
MODEL_TENSOR.OUTPUT_NORM,
|
||||
|
||||
@@ -187,10 +187,6 @@ class TensorNameMap:
|
||||
"transformer.blocks.{bid}.norm_attn_norm.norm_2", # dbrx
|
||||
),
|
||||
|
||||
MODEL_TENSOR.ATTN_POST_NORM: (
|
||||
"model.layers.{bid}.post_attention_layernorm", # gemma2
|
||||
),
|
||||
|
||||
# Rotary embeddings
|
||||
MODEL_TENSOR.ATTN_ROT_EMBD: (
|
||||
"model.layers.{bid}.self_attn.rotary_emb.inv_freq", # llama-hf
|
||||
@@ -214,16 +210,6 @@ class TensorNameMap:
|
||||
"transformer.decoder_layer.{bid}.rms_norm_2", # Grok
|
||||
),
|
||||
|
||||
# Post feed-forward norm
|
||||
MODEL_TENSOR.FFN_PRE_NORM: (
|
||||
"model.layers.{bid}.pre_feedforward_layernorm", # gemma2
|
||||
),
|
||||
|
||||
# Post feed-forward norm
|
||||
MODEL_TENSOR.FFN_POST_NORM: (
|
||||
"model.layers.{bid}.post_feedforward_layernorm", # gemma2
|
||||
),
|
||||
|
||||
MODEL_TENSOR.FFN_GATE_INP: (
|
||||
"layers.{bid}.feed_forward.gate", # mixtral
|
||||
"model.layers.{bid}.block_sparse_moe.gate", # mixtral
|
||||
|
||||
+10
-248
@@ -126,257 +126,19 @@ You can use GBNF grammars:
|
||||
- in CLI, with [examples/json_schema_to_grammar.py](../examples/json_schema_to_grammar.py)
|
||||
- in JavaScript with [json-schema-to-grammar.mjs](../examples/server/public/json-schema-to-grammar.mjs) (this is used by the [server](../examples/server)'s Web UI)
|
||||
|
||||
Take a look at [tests](../tests/test-json-schema-to-grammar.cpp) to see which features are likely supported (you'll also find usage examples in https://github.com/ggerganov/llama.cpp/pull/5978, https://github.com/ggerganov/llama.cpp/pull/6659 & https://github.com/ggerganov/llama.cpp/pull/6555).
|
||||
Take a look at [tests](../../tests/test-json-schema-to-grammar.cpp) to see which features are likely supported (you'll also find usage examples in https://github.com/ggerganov/llama.cpp/pull/5978, https://github.com/ggerganov/llama.cpp/pull/6659 & https://github.com/ggerganov/llama.cpp/pull/6555).
|
||||
|
||||
```bash
|
||||
llama-cli \
|
||||
-hfr bartowski/Phi-3-medium-128k-instruct-GGUF \
|
||||
-hff Phi-3-medium-128k-instruct-Q8_0.gguf \
|
||||
-j '{
|
||||
"type": "array",
|
||||
"items": {
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"name": {
|
||||
"type": "string",
|
||||
"minLength": 1,
|
||||
"maxLength": 100
|
||||
},
|
||||
"age": {
|
||||
"type": "integer",
|
||||
"minimum": 0,
|
||||
"maximum": 150
|
||||
}
|
||||
},
|
||||
"required": ["name", "age"],
|
||||
"additionalProperties": false
|
||||
},
|
||||
"minItems": 10,
|
||||
"maxItems": 100
|
||||
}' \
|
||||
-p 'Generate a {name, age}[] JSON array with famous actors of all ages.'
|
||||
```
|
||||
Here is also a non-exhaustive list of **unsupported** features:
|
||||
|
||||
<details>
|
||||
|
||||
<summary>Show grammar</summary>
|
||||
|
||||
You can convert any schema in command-line with:
|
||||
|
||||
```bash
|
||||
examples/json_schema_to_grammar.py name-age-schema.json
|
||||
```
|
||||
|
||||
```
|
||||
char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4})
|
||||
item ::= "{" space item-name-kv "," space item-age-kv "}" space
|
||||
item-age ::= ([0-9] | ([1-8] [0-9] | [9] [0-9]) | "1" ([0-4] [0-9] | [5] "0")) space
|
||||
item-age-kv ::= "\"age\"" space ":" space item-age
|
||||
item-name ::= "\"" char{1,100} "\"" space
|
||||
item-name-kv ::= "\"name\"" space ":" space item-name
|
||||
root ::= "[" space item ("," space item){9,99} "]" space
|
||||
space ::= | " " | "\n" [ \t]{0,20}
|
||||
```
|
||||
|
||||
</details>
|
||||
|
||||
Here is also a list of known limitations (contributions welcome):
|
||||
|
||||
- `additionalProperties` defaults to `false` (produces faster grammars + reduces hallucinations).
|
||||
- `"additionalProperties": true` may produce keys that contain unescaped newlines.
|
||||
- Unsupported features are skipped silently. It is currently advised to use the command-line Python converter (see above) to see any warnings, and to inspect the resulting grammar / test it w/ [llama-gbnf-validator](../examples/gbnf-validator/gbnf-validator.cpp).
|
||||
- Can't mix `properties` w/ `anyOf` / `oneOf` in the same type (https://github.com/ggerganov/llama.cpp/issues/7703)
|
||||
- [prefixItems](https://json-schema.org/draft/2020-12/json-schema-core#name-prefixitems) is broken (but [items](https://json-schema.org/draft/2020-12/json-schema-core#name-items) works)
|
||||
- `minimum`, `exclusiveMinimum`, `maximum`, `exclusiveMaximum`: only supported for `"type": "integer"` for now, not `number`
|
||||
- Nested `$ref`s are broken (https://github.com/ggerganov/llama.cpp/issues/8073)
|
||||
- [pattern](https://json-schema.org/draft/2020-12/json-schema-validation#name-pattern)s must start with `^` and end with `$`
|
||||
- Remote `$ref`s not supported in the C++ version (Python & JavaScript versions fetch https refs)
|
||||
- `string` [formats](https://json-schema.org/draft/2020-12/json-schema-validation#name-defined-formats) lack `uri`, `email`
|
||||
- No [`patternProperties`](https://json-schema.org/draft/2020-12/json-schema-core#name-patternproperties)
|
||||
|
||||
And a non-exhaustive list of other unsupported features that are unlikely to be implemented (hard and/or too slow to support w/ stateless grammars):
|
||||
|
||||
- [`uniqueItems`](https://json-schema.org/draft/2020-12/json-schema-validation#name-uniqueitems)
|
||||
- `additionalProperties`: to be fixed in https://github.com/ggerganov/llama.cpp/pull/7840
|
||||
- `minimum`, `exclusiveMinimum`, `maximum`, `exclusiveMaximum`
|
||||
- `integer` constraints to be implemented in https://github.com/ggerganov/llama.cpp/pull/7797
|
||||
- Remote `$ref`s in the C++ version (Python & JavaScript versions fetch https refs)
|
||||
- Mixing `properties` w/ `anyOf` / `oneOf` in the same type (https://github.com/ggerganov/llama.cpp/issues/7703)
|
||||
- `string` formats `uri`, `email`
|
||||
- [`contains`](https://json-schema.org/draft/2020-12/json-schema-core#name-contains) / `minContains`
|
||||
- `uniqueItems`
|
||||
- `$anchor` (cf. [dereferencing](https://json-schema.org/draft/2020-12/json-schema-core#name-dereferencing))
|
||||
- [`not`](https://json-schema.org/draft/2020-12/json-schema-core#name-not)
|
||||
- [Conditionals](https://json-schema.org/draft/2020-12/json-schema-core#name-keywords-for-applying-subsche) `if` / `then` / `else` / `dependentSchemas`
|
||||
|
||||
### A word about additionalProperties
|
||||
|
||||
> [!WARNING]
|
||||
> The JSON schemas spec states `object`s accept [additional properties](https://json-schema.org/understanding-json-schema/reference/object#additionalproperties) by default.
|
||||
> Since this is slow and seems prone to hallucinations, we default to no additional properties.
|
||||
> You can set `"additionalProperties": true` in the the schema of any object to explicitly allow additional properties.
|
||||
|
||||
If you're using [Pydantic](https://pydantic.dev/) to generate schemas, you can enable additional properties with the `extra` config on each model class:
|
||||
|
||||
```python
|
||||
# pip install pydantic
|
||||
import json
|
||||
from typing import Annotated, List
|
||||
from pydantic import BaseModel, Extra, Field
|
||||
class QAPair(BaseModel):
|
||||
class Config:
|
||||
extra = 'allow' # triggers additionalProperties: true in the JSON schema
|
||||
question: str
|
||||
concise_answer: str
|
||||
justification: str
|
||||
|
||||
class Summary(BaseModel):
|
||||
class Config:
|
||||
extra = 'allow'
|
||||
key_facts: List[Annotated[str, Field(pattern='- .{5,}')]]
|
||||
question_answers: List[Annotated[List[QAPair], Field(min_items=5)]]
|
||||
|
||||
print(json.dumps(Summary.model_json_schema(), indent=2))
|
||||
```
|
||||
|
||||
<details>
|
||||
<summary>Show JSON schema & grammar</summary>
|
||||
|
||||
```json
|
||||
{
|
||||
"$defs": {
|
||||
"QAPair": {
|
||||
"additionalProperties": true,
|
||||
"properties": {
|
||||
"question": {
|
||||
"title": "Question",
|
||||
"type": "string"
|
||||
},
|
||||
"concise_answer": {
|
||||
"title": "Concise Answer",
|
||||
"type": "string"
|
||||
},
|
||||
"justification": {
|
||||
"title": "Justification",
|
||||
"type": "string"
|
||||
}
|
||||
},
|
||||
"required": [
|
||||
"question",
|
||||
"concise_answer",
|
||||
"justification"
|
||||
],
|
||||
"title": "QAPair",
|
||||
"type": "object"
|
||||
}
|
||||
},
|
||||
"additionalProperties": true,
|
||||
"properties": {
|
||||
"key_facts": {
|
||||
"items": {
|
||||
"pattern": "^- .{5,}$",
|
||||
"type": "string"
|
||||
},
|
||||
"title": "Key Facts",
|
||||
"type": "array"
|
||||
},
|
||||
"question_answers": {
|
||||
"items": {
|
||||
"items": {
|
||||
"$ref": "#/$defs/QAPair"
|
||||
},
|
||||
"minItems": 5,
|
||||
"type": "array"
|
||||
},
|
||||
"title": "Question Answers",
|
||||
"type": "array"
|
||||
}
|
||||
},
|
||||
"required": [
|
||||
"key_facts",
|
||||
"question_answers"
|
||||
],
|
||||
"title": "Summary",
|
||||
"type": "object"
|
||||
}
|
||||
```
|
||||
|
||||
```
|
||||
QAPair ::= "{" space QAPair-question-kv "," space QAPair-concise-answer-kv "," space QAPair-justification-kv ( "," space ( QAPair-additional-kv ( "," space QAPair-additional-kv )* ) )? "}" space
|
||||
QAPair-additional-k ::= ["] ( [c] ([o] ([n] ([c] ([i] ([s] ([e] ([_] ([a] ([n] ([s] ([w] ([e] ([r] char+ | [^"r] char*) | [^"e] char*) | [^"w] char*) | [^"s] char*) | [^"n] char*) | [^"a] char*) | [^"_] char*) | [^"e] char*) | [^"s] char*) | [^"i] char*) | [^"c] char*) | [^"n] char*) | [^"o] char*) | [j] ([u] ([s] ([t] ([i] ([f] ([i] ([c] ([a] ([t] ([i] ([o] ([n] char+ | [^"n] char*) | [^"o] char*) | [^"i] char*) | [^"t] char*) | [^"a] char*) | [^"c] char*) | [^"i] char*) | [^"f] char*) | [^"i] char*) | [^"t] char*) | [^"s] char*) | [^"u] char*) | [q] ([u] ([e] ([s] ([t] ([i] ([o] ([n] char+ | [^"n] char*) | [^"o] char*) | [^"i] char*) | [^"t] char*) | [^"s] char*) | [^"e] char*) | [^"u] char*) | [^"cjq] char* )? ["] space
|
||||
QAPair-additional-kv ::= QAPair-additional-k ":" space value
|
||||
QAPair-concise-answer-kv ::= "\"concise_answer\"" space ":" space string
|
||||
QAPair-justification-kv ::= "\"justification\"" space ":" space string
|
||||
QAPair-question-kv ::= "\"question\"" space ":" space string
|
||||
additional-k ::= ["] ( [k] ([e] ([y] ([_] ([f] ([a] ([c] ([t] ([s] char+ | [^"s] char*) | [^"t] char*) | [^"c] char*) | [^"a] char*) | [^"f] char*) | [^"_] char*) | [^"y] char*) | [^"e] char*) | [q] ([u] ([e] ([s] ([t] ([i] ([o] ([n] ([_] ([a] ([n] ([s] ([w] ([e] ([r] ([s] char+ | [^"s] char*) | [^"r] char*) | [^"e] char*) | [^"w] char*) | [^"s] char*) | [^"n] char*) | [^"a] char*) | [^"_] char*) | [^"n] char*) | [^"o] char*) | [^"i] char*) | [^"t] char*) | [^"s] char*) | [^"e] char*) | [^"u] char*) | [^"kq] char* )? ["] space
|
||||
additional-kv ::= additional-k ":" space value
|
||||
array ::= "[" space ( value ("," space value)* )? "]" space
|
||||
boolean ::= ("true" | "false") space
|
||||
char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4})
|
||||
decimal-part ::= [0-9]{1,16}
|
||||
dot ::= [^\x0A\x0D]
|
||||
integral-part ::= [0] | [1-9] [0-9]{0,15}
|
||||
key-facts ::= "[" space (key-facts-item ("," space key-facts-item)*)? "]" space
|
||||
key-facts-item ::= "\"" "- " key-facts-item-1{5,} "\"" space
|
||||
key-facts-item-1 ::= dot
|
||||
key-facts-kv ::= "\"key_facts\"" space ":" space key-facts
|
||||
null ::= "null" space
|
||||
number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space
|
||||
object ::= "{" space ( string ":" space value ("," space string ":" space value)* )? "}" space
|
||||
question-answers ::= "[" space (question-answers-item ("," space question-answers-item)*)? "]" space
|
||||
question-answers-item ::= "[" space question-answers-item-item ("," space question-answers-item-item){4,} "]" space
|
||||
question-answers-item-item ::= QAPair
|
||||
question-answers-kv ::= "\"question_answers\"" space ":" space question-answers
|
||||
root ::= "{" space key-facts-kv "," space question-answers-kv ( "," space ( additional-kv ( "," space additional-kv )* ) )? "}" space
|
||||
space ::= | " " | "\n" [ \t]{0,20}
|
||||
string ::= "\"" char* "\"" space
|
||||
value ::= object | array | string | number | boolean | null
|
||||
```
|
||||
|
||||
</details>
|
||||
|
||||
If you're using [Zod](https://zod.dev/), you can make your objects to explicitly allow extra properties w/ `nonstrict()` / `passthrough()` (or explicitly no extra props w/ `z.object(...).strict()` or `z.strictObject(...)`) but note that [zod-to-json-schema](https://github.com/StefanTerdell/zod-to-json-schema) currently always sets `"additionalProperties": false` anyway.
|
||||
|
||||
```js
|
||||
import { z } from 'zod';
|
||||
import { zodToJsonSchema } from 'zod-to-json-schema';
|
||||
|
||||
const Foo = z.object({
|
||||
age: z.number().positive(),
|
||||
email: z.string().email(),
|
||||
}).strict();
|
||||
|
||||
console.log(zodToJsonSchema(Foo));
|
||||
```
|
||||
|
||||
<details>
|
||||
<summary>Show JSON schema & grammar</summary>
|
||||
|
||||
```json
|
||||
{
|
||||
"type": "object",
|
||||
"properties": {
|
||||
"age": {
|
||||
"type": "number",
|
||||
"exclusiveMinimum": 0
|
||||
},
|
||||
"email": {
|
||||
"type": "string",
|
||||
"format": "email"
|
||||
}
|
||||
},
|
||||
"required": [
|
||||
"age",
|
||||
"email"
|
||||
],
|
||||
"additionalProperties": false,
|
||||
"$schema": "http://json-schema.org/draft-07/schema#"
|
||||
}
|
||||
```
|
||||
|
||||
```
|
||||
age-kv ::= "\"age\"" space ":" space number
|
||||
char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4})
|
||||
decimal-part ::= [0-9]{1,16}
|
||||
email-kv ::= "\"email\"" space ":" space string
|
||||
integral-part ::= [0] | [1-9] [0-9]{0,15}
|
||||
number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space
|
||||
root ::= "{" space age-kv "," space email-kv "}" space
|
||||
space ::= | " " | "\n" [ \t]{0,20}
|
||||
string ::= "\"" char* "\"" space
|
||||
```
|
||||
|
||||
</details>
|
||||
- [`patternProperties`](https://json-schema.org/draft/2020-12/json-schema-core#name-patternproperties)
|
||||
|
||||
@@ -88,7 +88,6 @@ extern "C" {
|
||||
LLAMA_VOCAB_PRE_TYPE_DBRX = 13,
|
||||
LLAMA_VOCAB_PRE_TYPE_SMAUG = 14,
|
||||
LLAMA_VOCAB_PRE_TYPE_PORO = 15,
|
||||
LLAMA_VOCAB_PRE_TYPE_VIKING = 16,
|
||||
};
|
||||
|
||||
// note: these values should be synchronized with ggml_rope
|
||||
|
||||
+36
-35
@@ -136,41 +136,42 @@ if [ -f $SRC_LLAMA/ggml-src.patch ]; then
|
||||
# LICENSE -> LICENSE
|
||||
# scripts/gen-authors.sh -> scripts/gen-authors.sh
|
||||
|
||||
cat ggml-src.patch | sed -E \
|
||||
-e 's/([[:space:]]|[ab]\/)CMakeLists.txt/\1ggml\/CMakeLists.txt/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/CMakeLists.txt/\1ggml\/src\/CMakeLists.txt/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)cmake\/FindSIMD.cmake/\1ggml\/cmake\/FindSIMD.cmake/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml\.c/\1ggml\/src\/ggml.c/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-alloc\.c/\1ggml\/src\/ggml-alloc.c/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-backend-impl\.h/\1ggml\/src\/ggml-backend-impl.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-backend\.c/\1ggml\/src\/ggml-backend.c/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-common\.h/\1ggml\/src\/ggml-common.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-cuda\//\1ggml\/src\/ggml-cuda\//g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-cuda\.cu/\1ggml\/src\/ggml-cuda.cu/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-impl\.h/\1ggml\/src\/ggml-impl.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-kompute\.cpp/\1ggml\/src\/ggml-kompute.cpp/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-metal\.m/\1ggml\/src\/ggml-metal.m/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-quants\.c/\1ggml\/src\/ggml-quants.c/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-quants\.h/\1ggml\/src\/ggml-quants.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-rpc\.cpp/\1ggml\/src\/ggml-rpc.cpp/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-sycl\.cpp/\1ggml\/src\/ggml-sycl.cpp/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)src\/ggml-vulkan\.cpp/\1ggml\/src\/ggml-vulkan.cpp/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml\.h/\1ggml\/include\/ggml.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-alloc\.h/\1ggml\/include\/ggml-alloc.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-backend\.h/\1ggml\/include\/ggml-backend.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-blas\.h/\1ggml\/include\/ggml-blas.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-cuda\.h/\1ggml\/include\/ggml-cuda.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-kompute\.h/\1ggml\/include\/ggml-kompute.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-metal\.h/\1ggml\/include\/ggml-metal.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-rpc\.h/\1ggml\/include\/ggml-rpc.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-sycl\.h/\1ggml\/include\/ggml-sycl.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)include\/ggml-vulkan\.h/\1ggml\/include\/ggml-vulkan.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)examples\/common\.h/examples\/common.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)examples\/common\.cpp/examples\/common.cpp/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)examples\/common-ggml\.h/examples\/common-ggml.h/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)examples\/common-ggml\.cpp/examples\/common-ggml.cpp/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)LICENSE/LICENSE/g' \
|
||||
-e 's/([[:space:]]|[ab]\/)scripts\/gen-authors\.sh/scripts\/gen-authors.sh/g' \
|
||||
cat ggml-src.patch | sed \
|
||||
-e 's/CMakeLists.txt/ggml\/CMakeLists.txt/g' \
|
||||
-e 's/src\/CMakeLists.txt/ggml\/src\/CMakeLists.txt/g' \
|
||||
-e 's/cmake\/FindSIMD.cmake/ggml\/cmake\/FindSIMD.cmake/g' \
|
||||
-e 's/src\/ggml\.c/ggml/src/ggml.c/g' \
|
||||
-e 's/src\/ggml-alloc\.c/ggml/src/ggml-alloc.c/g' \
|
||||
-e 's/src\/ggml-backend-impl\.h/ggml/src/ggml-backend-impl.h/g' \
|
||||
-e 's/src\/ggml-backend\.c/ggml/src/ggml-backend.c/g' \
|
||||
-e 's/src\/ggml-common\.h/ggml/src/ggml-common.h/g' \
|
||||
-e 's/src\/ggml-cuda\//ggml-cuda\//g' \
|
||||
-e 's/src\/ggml-cuda\.cu/ggml/src/ggml-cuda.cu/g' \
|
||||
-e 's/src\/ggml-impl\.h/ggml/src/ggml-impl.h/g' \
|
||||
-e 's/src\/ggml-kompute\.cpp/ggml/src/ggml-kompute.cpp/g' \
|
||||
-e 's/src\/ggml-metal\.m/ggml/src/ggml-metal.m/g' \
|
||||
-e 's/src\/ggml-quants\.c/ggml/src/ggml-quants.c/g' \
|
||||
-e 's/src\/ggml-quants\.h/ggml/src/ggml-quants.h/g' \
|
||||
-e 's/src\/ggml-rpc\.cpp/ggml/src/ggml-rpc.cpp/g' \
|
||||
-e 's/src\/ggml-sycl\.cpp/ggml/src/ggml-sycl.cpp/g' \
|
||||
-e 's/src\/ggml-vulkan\.cpp/ggml/src/ggml-vulkan.cpp/g' \
|
||||
-e 's/include\/ggml\.h/ggml/include/ggml.h/g' \
|
||||
-e 's/include\/ggml-alloc\.h/ggml/include/ggml-alloc.h/g' \
|
||||
-e 's/include\/ggml-backend\.h/ggml/include/ggml-backend.h/g' \
|
||||
-e 's/include\/ggml-blas\.h/ggml/include/ggml-blas.h/g' \
|
||||
-e 's/include\/ggml-cuda\.h/ggml/include/ggml-cuda.h/g' \
|
||||
-e 's/include\/ggml-kompute\.h/ggml/include/ggml-kompute.h/g' \
|
||||
-e 's/include\/ggml-metal\.h/ggml/include/ggml-metal.h/g' \
|
||||
-e 's/include\/ggml-rpc\.h/ggml/include/ggml-rpc.h/g' \
|
||||
-e 's/include\/ggml-sycl\.h/ggml/include/ggml-sycl.h/g' \
|
||||
-e 's/include\/ggml-vulkan\.h/ggml/include/ggml-vulkan.h/g' \
|
||||
-e 's/tests\/test-opt\.cpp/tests\/test-opt.cpp/g' \
|
||||
-e 's/tests\/test-grad0\.cpp/tests\/test-grad0.cpp/g' \
|
||||
-e 's/tests\/test-quantize-fns\.cpp/tests\/test-quantize-fns.cpp/g' \
|
||||
-e 's/tests\/test-quantize-perf\.cpp/tests\/test-quantize-perf.cpp/g' \
|
||||
-e 's/tests\/test-backend-ops\.cpp/tests\/test-backend-ops.cpp/g' \
|
||||
-e 's/LICENSE/LICENSE/g' \
|
||||
-e 's/scripts\/gen-authors\.sh/scripts\/gen-authors.sh/g' \
|
||||
> ggml-src.patch.tmp
|
||||
mv ggml-src.patch.tmp ggml-src.patch
|
||||
|
||||
|
||||
@@ -1 +1 @@
|
||||
5378ea0d3c2f25bcd330ecb226ad2db454be86d0
|
||||
5653a195935ea3ac54652644c9daf154dbc1571b
|
||||
|
||||
+5
-213
@@ -217,7 +217,6 @@ enum llm_arch {
|
||||
LLM_ARCH_INTERNLM2,
|
||||
LLM_ARCH_MINICPM,
|
||||
LLM_ARCH_GEMMA,
|
||||
LLM_ARCH_GEMMA2,
|
||||
LLM_ARCH_STARCODER2,
|
||||
LLM_ARCH_MAMBA,
|
||||
LLM_ARCH_XVERSE,
|
||||
@@ -258,7 +257,6 @@ static const std::map<llm_arch, const char *> LLM_ARCH_NAMES = {
|
||||
{ LLM_ARCH_INTERNLM2, "internlm2" },
|
||||
{ LLM_ARCH_MINICPM, "minicpm" },
|
||||
{ LLM_ARCH_GEMMA, "gemma" },
|
||||
{ LLM_ARCH_GEMMA2, "gemma2" },
|
||||
{ LLM_ARCH_STARCODER2, "starcoder2" },
|
||||
{ LLM_ARCH_MAMBA, "mamba" },
|
||||
{ LLM_ARCH_XVERSE, "xverse" },
|
||||
@@ -480,12 +478,10 @@ enum llm_tensor {
|
||||
LLM_TENSOR_ATTN_NORM,
|
||||
LLM_TENSOR_ATTN_NORM_2,
|
||||
LLM_TENSOR_ATTN_OUT_NORM,
|
||||
LLM_TENSOR_ATTN_POST_NORM,
|
||||
LLM_TENSOR_ATTN_ROT_EMBD,
|
||||
LLM_TENSOR_FFN_GATE_INP,
|
||||
LLM_TENSOR_FFN_GATE_INP_SHEXP,
|
||||
LLM_TENSOR_FFN_NORM,
|
||||
LLM_TENSOR_FFN_POST_NORM,
|
||||
LLM_TENSOR_FFN_GATE,
|
||||
LLM_TENSOR_FFN_DOWN,
|
||||
LLM_TENSOR_FFN_UP,
|
||||
@@ -1008,24 +1004,6 @@ static const std::map<llm_arch, std::map<llm_tensor, std::string>> LLM_TENSOR_NA
|
||||
{ LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
|
||||
},
|
||||
},
|
||||
{
|
||||
LLM_ARCH_GEMMA2,
|
||||
{
|
||||
{ LLM_TENSOR_TOKEN_EMBD, "token_embd" },
|
||||
{ LLM_TENSOR_OUTPUT_NORM, "output_norm" },
|
||||
{ LLM_TENSOR_ATTN_NORM, "blk.%d.attn_norm" },
|
||||
{ LLM_TENSOR_ATTN_Q, "blk.%d.attn_q" },
|
||||
{ LLM_TENSOR_ATTN_K, "blk.%d.attn_k" },
|
||||
{ LLM_TENSOR_ATTN_V, "blk.%d.attn_v" },
|
||||
{ LLM_TENSOR_ATTN_OUT, "blk.%d.attn_output" },
|
||||
{ LLM_TENSOR_ATTN_POST_NORM, "blk.%d.post_attention_norm" },
|
||||
{ LLM_TENSOR_FFN_NORM, "blk.%d.ffn_norm" },
|
||||
{ LLM_TENSOR_FFN_GATE, "blk.%d.ffn_gate" },
|
||||
{ LLM_TENSOR_FFN_DOWN, "blk.%d.ffn_down" },
|
||||
{ LLM_TENSOR_FFN_UP, "blk.%d.ffn_up" },
|
||||
{ LLM_TENSOR_FFN_POST_NORM, "blk.%d.post_ffw_norm" },
|
||||
},
|
||||
},
|
||||
{
|
||||
LLM_ARCH_STARCODER2,
|
||||
{
|
||||
@@ -2060,9 +2038,6 @@ enum e_model {
|
||||
MODEL_8x22B,
|
||||
MODEL_16x12B,
|
||||
MODEL_10B_128x3_66B,
|
||||
MODEL_57B_A14B,
|
||||
MODEL_9B,
|
||||
MODEL_27B,
|
||||
};
|
||||
|
||||
static const size_t kiB = 1024;
|
||||
@@ -2239,7 +2214,6 @@ struct llama_layer {
|
||||
struct ggml_tensor * attn_q_a_norm;
|
||||
struct ggml_tensor * attn_kv_a_norm;
|
||||
struct ggml_tensor * attn_sub_norm;
|
||||
struct ggml_tensor * attn_post_norm;
|
||||
struct ggml_tensor * ffn_sub_norm;
|
||||
|
||||
// attention
|
||||
@@ -2263,7 +2237,6 @@ struct llama_layer {
|
||||
// normalization
|
||||
struct ggml_tensor * ffn_norm;
|
||||
struct ggml_tensor * ffn_norm_b;
|
||||
struct ggml_tensor * ffn_post_norm;
|
||||
struct ggml_tensor * layer_out_norm;
|
||||
struct ggml_tensor * layer_out_norm_b;
|
||||
struct ggml_tensor * ffn_norm_exps;
|
||||
@@ -4294,9 +4267,6 @@ static const char * llama_model_type_name(e_model type) {
|
||||
case MODEL_8x22B: return "8x22B";
|
||||
case MODEL_16x12B: return "16x12B";
|
||||
case MODEL_10B_128x3_66B: return "10B+128x3.66B";
|
||||
case MODEL_57B_A14B: return "57B.A14B";
|
||||
case MODEL_9B: return "9B";
|
||||
case MODEL_27B: return "27B";
|
||||
default: return "?B";
|
||||
}
|
||||
}
|
||||
@@ -4618,7 +4588,6 @@ static void llm_load_hparams(
|
||||
ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
|
||||
switch (hparams.n_layer) {
|
||||
case 24: model.type = e_model::MODEL_A2_7B; break;
|
||||
case 28: model.type = e_model::MODEL_57B_A14B; break;
|
||||
default: model.type = e_model::MODEL_UNKNOWN;
|
||||
}
|
||||
} break;
|
||||
@@ -4699,16 +4668,6 @@ static void llm_load_hparams(
|
||||
default: model.type = e_model::MODEL_UNKNOWN;
|
||||
}
|
||||
} break;
|
||||
case LLM_ARCH_GEMMA2:
|
||||
{
|
||||
ml.get_key(LLM_KV_ATTENTION_LAYERNORM_RMS_EPS, hparams.f_norm_rms_eps);
|
||||
|
||||
switch (hparams.n_layer) {
|
||||
case 42: model.type = e_model::MODEL_9B; break;
|
||||
case 46: model.type = e_model::MODEL_27B; break;
|
||||
default: model.type = e_model::MODEL_UNKNOWN;
|
||||
}
|
||||
} break;
|
||||
case LLM_ARCH_STARCODER2:
|
||||
{
|
||||
ml.get_key(LLM_KV_ATTENTION_LAYERNORM_EPS, hparams.f_norm_eps);
|
||||
@@ -5108,9 +5067,6 @@ static void llm_load_vocab(
|
||||
} else if (
|
||||
tokenizer_pre == "poro-chat") {
|
||||
vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_PORO;
|
||||
} else if (
|
||||
tokenizer_pre == "viking") {
|
||||
vocab.type_pre = LLAMA_VOCAB_PRE_TYPE_VIKING;
|
||||
} else {
|
||||
throw std::runtime_error(format("unknown pre-tokenizer type: '%s'", tokenizer_pre.c_str()));
|
||||
}
|
||||
@@ -5196,10 +5152,10 @@ static void llm_load_vocab(
|
||||
if (gen_name.find("code") != std::string::npos) {
|
||||
if (model.arch == LLM_ARCH_LLAMA
|
||||
&& 32010 < vocab.id_to_token.size()
|
||||
&& vocab.id_to_token[32007].text.find("<PRE>") != std::string::npos
|
||||
&& vocab.id_to_token[32008].text.find("<SUF>") != std::string::npos
|
||||
&& vocab.id_to_token[32009].text.find("<MID>") != std::string::npos
|
||||
&& vocab.id_to_token[32010].text.find("<EOT>") != std::string::npos) {
|
||||
&& vocab.id_to_token[32007].text == "<PRE>"
|
||||
&& vocab.id_to_token[32008].text == "<SUF>"
|
||||
&& vocab.id_to_token[32009].text == "<MID>"
|
||||
&& vocab.id_to_token[32010].text == "<EOT>") {
|
||||
vocab.special_prefix_id = 32007;
|
||||
vocab.special_suffix_id = 32008;
|
||||
vocab.special_middle_id = 32009;
|
||||
@@ -6550,40 +6506,6 @@ static bool llm_load_tensors(
|
||||
layer.ffn_down = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd});
|
||||
}
|
||||
} break;
|
||||
case LLM_ARCH_GEMMA2:
|
||||
{
|
||||
model.tok_embd = ml.create_tensor(ctx_input, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab});
|
||||
|
||||
// output
|
||||
model.output_norm = ml.create_tensor(ctx_output, tn(LLM_TENSOR_OUTPUT_NORM, "weight"), {n_embd});
|
||||
model.output = ml.create_tensor(ctx_output, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab}, llama_model_loader::TENSOR_DUPLICATED); // same as tok_embd, duplicated to allow offloading
|
||||
|
||||
const int64_t n_ff = hparams.n_ff;
|
||||
const int64_t n_embd_head_k = hparams.n_embd_head_k;
|
||||
const int64_t n_embd_k_gqa = hparams.n_embd_k_gqa();
|
||||
const int64_t n_embd_v_gqa = hparams.n_embd_v_gqa();
|
||||
|
||||
for (uint32_t i = 0; i < n_layer; ++i) {
|
||||
ggml_context * ctx_layer = ctx_for_layer(i);
|
||||
ggml_context * ctx_split = ctx_for_layer_split(i);
|
||||
|
||||
auto & layer = model.layers[i];
|
||||
|
||||
layer.attn_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_NORM, "weight", i), {n_embd});
|
||||
|
||||
layer.wq = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_Q, "weight", i), {n_embd, n_embd_head_k * hparams.n_head});
|
||||
layer.wk = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_K, "weight", i), {n_embd, n_embd_k_gqa});
|
||||
layer.wv = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_V, "weight", i), {n_embd, n_embd_v_gqa});
|
||||
layer.wo = ml.create_tensor(ctx_split, tn(LLM_TENSOR_ATTN_OUT, "weight", i), {n_embd_head_k * hparams.n_head, n_embd});
|
||||
layer.attn_post_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_ATTN_POST_NORM, "weight", i), {n_embd});
|
||||
|
||||
layer.ffn_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_NORM, "weight", i), {n_embd});
|
||||
layer.ffn_gate = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_GATE, "weight", i), {n_embd, n_ff});
|
||||
layer.ffn_up = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_UP, "weight", i), {n_embd, n_ff});
|
||||
layer.ffn_down = ml.create_tensor(ctx_split, tn(LLM_TENSOR_FFN_DOWN, "weight", i), { n_ff, n_embd});
|
||||
layer.ffn_post_norm = ml.create_tensor(ctx_layer, tn(LLM_TENSOR_FFN_POST_NORM, "weight", i), {n_embd});
|
||||
}
|
||||
} break;
|
||||
case LLM_ARCH_STARCODER2:
|
||||
{
|
||||
model.tok_embd = ml.create_tensor(ctx_input, tn(LLM_TENSOR_TOKEN_EMBD, "weight"), {n_embd, n_vocab});
|
||||
@@ -10995,125 +10917,6 @@ struct llm_build_context {
|
||||
return gf;
|
||||
}
|
||||
|
||||
struct ggml_cgraph * build_gemma2() {
|
||||
struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false);
|
||||
|
||||
const int64_t n_embd_head_k = hparams.n_embd_head_k;
|
||||
|
||||
struct ggml_tensor * cur;
|
||||
struct ggml_tensor * inpL;
|
||||
|
||||
inpL = llm_build_inp_embd(ctx0, lctx, hparams, batch, model.tok_embd, cb);
|
||||
|
||||
inpL = ggml_scale(ctx0, inpL, sqrtf(n_embd));
|
||||
cb(inpL, "inp_scaled", -1);
|
||||
|
||||
// inp_pos - contains the positions
|
||||
struct ggml_tensor * inp_pos = build_inp_pos();
|
||||
|
||||
// KQ_mask (mask for 1 head, it will be broadcasted to all heads)
|
||||
struct ggml_tensor * KQ_mask = build_inp_KQ_mask();
|
||||
|
||||
for (int il = 0; il < n_layer; ++il) {
|
||||
// norm
|
||||
cur = llm_build_norm(ctx0, inpL, hparams,
|
||||
model.layers[il].attn_norm, NULL,
|
||||
LLM_NORM_RMS, cb, il);
|
||||
cb(cur, "attn_norm", il);
|
||||
|
||||
// self-attention
|
||||
{
|
||||
// compute Q and K and RoPE them
|
||||
struct ggml_tensor * Qcur = ggml_mul_mat(ctx0, model.layers[il].wq, cur);
|
||||
cb(Qcur, "Qcur", il);
|
||||
|
||||
struct ggml_tensor * Kcur = ggml_mul_mat(ctx0, model.layers[il].wk, cur);
|
||||
cb(Kcur, "Kcur", il);
|
||||
|
||||
struct ggml_tensor * Vcur = ggml_mul_mat(ctx0, model.layers[il].wv, cur);
|
||||
cb(Vcur, "Vcur", il);
|
||||
|
||||
Qcur = ggml_rope_ext(
|
||||
ctx0, ggml_reshape_3d(ctx0, Qcur, n_embd_head_k, n_head, n_tokens), inp_pos, nullptr,
|
||||
n_embd_head_k, rope_type, n_ctx_orig, freq_base, freq_scale,
|
||||
ext_factor, attn_factor, beta_fast, beta_slow);
|
||||
cb(Qcur, "Qcur", il);
|
||||
|
||||
Qcur = ggml_scale(ctx0, Qcur, 1.0f / sqrtf(float(n_embd_head_k)));
|
||||
cb(Qcur, "Qcur_scaled", il);
|
||||
|
||||
Kcur = ggml_rope_ext(
|
||||
ctx0, ggml_reshape_3d(ctx0, Kcur, n_embd_head_k, n_head_kv, n_tokens), inp_pos, nullptr,
|
||||
n_embd_head_k, rope_type, n_ctx_orig, freq_base, freq_scale,
|
||||
ext_factor, attn_factor, beta_fast, beta_slow);
|
||||
cb(Kcur, "Kcur", il);
|
||||
|
||||
cur = llm_build_kv(ctx0, model, hparams, cparams, kv_self, gf,
|
||||
model.layers[il].wo, NULL,
|
||||
Kcur, Vcur, Qcur, KQ_mask, n_tokens, kv_head, n_kv, 1.0f, cb, il);
|
||||
}
|
||||
|
||||
cur = llm_build_norm(ctx0, cur, hparams,
|
||||
model.layers[il].attn_post_norm, NULL,
|
||||
LLM_NORM_RMS, cb, il);
|
||||
cb(cur, "attn_post_norm", il);
|
||||
|
||||
if (il == n_layer - 1) {
|
||||
// skip computing output for unused tokens
|
||||
struct ggml_tensor * inp_out_ids = build_inp_out_ids();
|
||||
cur = ggml_get_rows(ctx0, cur, inp_out_ids);
|
||||
inpL = ggml_get_rows(ctx0, inpL, inp_out_ids);
|
||||
}
|
||||
|
||||
struct ggml_tensor * sa_out = ggml_add(ctx0, cur, inpL);
|
||||
cb(sa_out, "sa_out", il);
|
||||
|
||||
cur = llm_build_norm(ctx0, sa_out, hparams,
|
||||
model.layers[il].ffn_norm, NULL,
|
||||
LLM_NORM_RMS, cb, il);
|
||||
cb(cur, "ffn_norm", il);
|
||||
|
||||
// feed-forward network
|
||||
{
|
||||
cur = llm_build_ffn(ctx0, cur,
|
||||
model.layers[il].ffn_up, NULL, NULL,
|
||||
model.layers[il].ffn_gate, NULL, NULL,
|
||||
model.layers[il].ffn_down, NULL, NULL,
|
||||
NULL,
|
||||
LLM_FFN_GELU, LLM_FFN_PAR, cb, il);
|
||||
cb(cur, "ffn_out", il);
|
||||
}
|
||||
|
||||
cur = llm_build_norm(ctx0, cur, hparams,
|
||||
model.layers[il].ffn_post_norm, NULL,
|
||||
LLM_NORM_RMS, cb, -1);
|
||||
cb(cur, "ffn_post_norm", -1);
|
||||
|
||||
cur = ggml_add(ctx0, cur, sa_out);
|
||||
cur = lctx.cvec.apply_to(ctx0, cur, il);
|
||||
cb(cur, "l_out", il);
|
||||
|
||||
// input for next layer
|
||||
inpL = cur;
|
||||
}
|
||||
|
||||
cur = inpL;
|
||||
|
||||
cur = llm_build_norm(ctx0, cur, hparams,
|
||||
model.output_norm, NULL,
|
||||
LLM_NORM_RMS, cb, -1);
|
||||
cb(cur, "result_norm", -1);
|
||||
|
||||
// lm_head
|
||||
cur = ggml_mul_mat(ctx0, model.output, cur);
|
||||
cb(cur, "result_output", -1);
|
||||
|
||||
ggml_build_forward_expand(gf, cur);
|
||||
|
||||
return gf;
|
||||
}
|
||||
|
||||
|
||||
struct ggml_cgraph * build_starcoder2() {
|
||||
struct ggml_cgraph * gf = ggml_new_graph_custom(ctx0, LLAMA_MAX_NODES, false);
|
||||
|
||||
@@ -12494,10 +12297,6 @@ static struct ggml_cgraph * llama_build_graph(
|
||||
{
|
||||
result = llm.build_gemma();
|
||||
} break;
|
||||
case LLM_ARCH_GEMMA2:
|
||||
{
|
||||
result = llm.build_gemma2();
|
||||
} break;
|
||||
case LLM_ARCH_STARCODER2:
|
||||
{
|
||||
result = llm.build_starcoder2();
|
||||
@@ -13904,12 +13703,6 @@ struct llm_tokenizer_bpe {
|
||||
" ?[^(\\s|.,!?…。,、।۔،)]+",
|
||||
};
|
||||
break;
|
||||
case LLAMA_VOCAB_PRE_TYPE_VIKING:
|
||||
regex_exprs = {
|
||||
"\\p{N}",
|
||||
" ?[^(\\s|.,!?…。,、।۔،)]+",
|
||||
};
|
||||
break;
|
||||
default:
|
||||
// default regex for BPE tokenization pre-processing
|
||||
regex_exprs = {
|
||||
@@ -17792,7 +17585,6 @@ enum llama_rope_type llama_rope_type(const struct llama_model * model) {
|
||||
case LLM_ARCH_PHI2:
|
||||
case LLM_ARCH_PHI3:
|
||||
case LLM_ARCH_GEMMA:
|
||||
case LLM_ARCH_GEMMA2:
|
||||
case LLM_ARCH_STARCODER2:
|
||||
case LLM_ARCH_GPTNEOX:
|
||||
return LLAMA_ROPE_TYPE_NEOX;
|
||||
@@ -19682,7 +19474,7 @@ static int32_t llama_chat_apply_template_internal(
|
||||
if (add_ass) {
|
||||
ss << "<s>assistant\n";
|
||||
}
|
||||
} else if (tmpl == "gemma" || tmpl == "gemma2" || tmpl.find("<start_of_turn>") != std::string::npos) {
|
||||
} else if (tmpl == "gemma" || tmpl.find("<start_of_turn>") != std::string::npos) {
|
||||
// google/gemma-7b-it
|
||||
std::string system_prompt = "";
|
||||
for (auto message : chat) {
|
||||
|
||||
@@ -993,40 +993,6 @@ static void test_json_schema() {
|
||||
}
|
||||
);
|
||||
|
||||
test_schema(
|
||||
"simple pattern",
|
||||
// Schema
|
||||
R"""({
|
||||
"pattern": "^[a-zA-Z0-9_-]*$"
|
||||
})""",
|
||||
// Passing strings
|
||||
{
|
||||
R"""("")""",
|
||||
R"""("He_llo-12")""",
|
||||
},
|
||||
// Failing strings
|
||||
{
|
||||
R"""("!")""",
|
||||
R"""("Hello World")""",
|
||||
}
|
||||
);
|
||||
|
||||
test_schema(
|
||||
"pattern with escapes",
|
||||
// Schema
|
||||
R"""({
|
||||
"pattern": "^a\\^\\$\\.\\[\\]\\(\\)\\|\\{\\}\\*\\+\\?b$"
|
||||
})""",
|
||||
// Passing strings
|
||||
{
|
||||
R"""("a^$.[]()|{}*+?b")""",
|
||||
},
|
||||
// Failing strings
|
||||
{
|
||||
R"""("ab")""",
|
||||
}
|
||||
);
|
||||
|
||||
test_schema(
|
||||
"",
|
||||
// Schema
|
||||
@@ -1096,6 +1062,8 @@ static void test_json_schema() {
|
||||
R"""({ "number": 1600, "street_name": "Pennsylvania" })""",
|
||||
// "By extension, even an empty object is valid"
|
||||
R"""({})""",
|
||||
// "By default, providing additional properties is valid"
|
||||
R"""({ "number": 1600, "street_name": "Pennsylvania", "street_type":"Avenue", "direction":"NW"})""",
|
||||
R"""({ "number": 1600, "street_name": "Pennsylvania", "street_type": "Avenue" })""",
|
||||
},
|
||||
// Failing strings
|
||||
@@ -1106,9 +1074,6 @@ static void test_json_schema() {
|
||||
R"""({ "street_name": "Pennsylvania", "number": 1600 })""",
|
||||
// Reorder properties
|
||||
R"""({ "number": "1600", "street_name": "Pennsylvania", "street_type":"Avenue"})""",
|
||||
// "Additional properties default to false for generation, even though the spec says true.
|
||||
R"""({ "number": 1600, "street_name": "Pennsylvania", "street_type":"Avenue", "direction":"NW"})""",
|
||||
|
||||
}
|
||||
);
|
||||
|
||||
|
||||
@@ -1120,15 +1120,28 @@ static void test_all(const std::string & lang, std::function<void(const TestCase
|
||||
R"""(
|
||||
alternative-0 ::= foo
|
||||
alternative-1 ::= bar
|
||||
bar ::= "{" space (bar-b-kv )? "}" space
|
||||
array ::= "[" space ( value ("," space value)* )? "]" space
|
||||
bar ::= "{" space (bar-b-kv bar-b-rest | bar-additional-kv ( "," space bar-additional-kv )* )? "}" space
|
||||
bar-additional-k ::= ["] ( [b] char+ | [^"b] char* )? ["] space
|
||||
bar-additional-kv ::= bar-additional-k ":" space value
|
||||
bar-b-kv ::= "\"b\"" space ":" space number
|
||||
bar-b-rest ::= ( "," space bar-additional-kv )*
|
||||
boolean ::= ("true" | "false") space
|
||||
char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4})
|
||||
decimal-part ::= [0-9]{1,16}
|
||||
foo ::= "{" space (foo-a-kv )? "}" space
|
||||
foo ::= "{" space (foo-a-kv foo-a-rest | foo-additional-kv ( "," space foo-additional-kv )* )? "}" space
|
||||
foo-a-kv ::= "\"a\"" space ":" space number
|
||||
foo-a-rest ::= ( "," space foo-additional-kv )*
|
||||
foo-additional-k ::= ["] ( [a] char+ | [^"a] char* )? ["] space
|
||||
foo-additional-kv ::= foo-additional-k ":" space value
|
||||
integral-part ::= [0] | [1-9] [0-9]{0,15}
|
||||
null ::= "null" space
|
||||
number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space
|
||||
object ::= "{" space ( string ":" space value ("," space string ":" space value)* )? "}" space
|
||||
root ::= alternative-0 | alternative-1
|
||||
space ::= | " " | "\n" [ \t]{0,20}
|
||||
string ::= "\"" char* "\"" space
|
||||
value ::= object | array | string | number | boolean | null
|
||||
)"""
|
||||
});
|
||||
|
||||
@@ -1164,15 +1177,25 @@ static void test_all(const std::string & lang, std::function<void(const TestCase
|
||||
})""",
|
||||
R"""(
|
||||
a-kv ::= "\"a\"" space ":" space number
|
||||
additional-k ::= ["] ( [a] char+ | [b] char+ | [c] char+ | [d] char+ | [^"abcd] char* )? ["] space
|
||||
additional-kv ::= additional-k ":" space value
|
||||
array ::= "[" space ( value ("," space value)* )? "]" space
|
||||
b-kv ::= "\"b\"" space ":" space number
|
||||
boolean ::= ("true" | "false") space
|
||||
c-kv ::= "\"c\"" space ":" space number
|
||||
c-rest ::= ( "," space additional-kv )*
|
||||
char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4})
|
||||
d-kv ::= "\"d\"" space ":" space number
|
||||
d-rest ::= ( "," space c-kv )?
|
||||
d-rest ::= ( "," space c-kv )? c-rest
|
||||
decimal-part ::= [0-9]{1,16}
|
||||
integral-part ::= [0] | [1-9] [0-9]{0,15}
|
||||
null ::= "null" space
|
||||
number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space
|
||||
root ::= "{" space a-kv "," space b-kv ( "," space ( d-kv d-rest | c-kv ) )? "}" space
|
||||
object ::= "{" space ( string ":" space value ("," space string ":" space value)* )? "}" space
|
||||
root ::= "{" space a-kv "," space b-kv ( "," space ( d-kv d-rest | c-kv c-rest | additional-kv ( "," space additional-kv )* ) )? "}" space
|
||||
space ::= | " " | "\n" [ \t]{0,20}
|
||||
string ::= "\"" char* "\"" space
|
||||
value ::= object | array | string | number | boolean | null
|
||||
)"""
|
||||
});
|
||||
|
||||
|
||||
Reference in New Issue
Block a user