-
-
Notifications
You must be signed in to change notification settings - Fork 5
Expand file tree
/
Copy pathrebuild_llama.cpp.ps1
More file actions
450 lines (364 loc) · 17.6 KB
/
Copy pathrebuild_llama.cpp.ps1
File metadata and controls
450 lines (364 loc) · 17.6 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
#Requires -Version 5.0
<#
.SYNOPSIS
Automatically rebuild llama.cpp for a Windows environment.
.DESCRIPTION
This script automatically rebuilds llama.cpp for a Windows environment.
.PARAMETER blasAccelerator
Specifies the BLAS accelerator, supported values are: "OpenBLAS", "CUDA", "OFF"
.PARAMETER version
Specifies a llama.cpp commit or tag to checkout a specific version.
.PARAMETER target
Specifies CMake build targets to compile a specific subset of the llama.cpp project.
.PARAMETER parallelJobs
Overrides the number of parallel build jobs passed to "cmake --build --parallel".
On SMT CPUs it defaults to the physical-core count (which leaves the logical
siblings free, keeping the machine usable). On non-SMT CPUs (hybrid Arrow/Lunar
Lake) physical == logical, so it defaults to 80% of physical cores to leave
headroom rather than pegging every core at 100%.
.PARAMETER help
Shows the manual on how to use this script.
.EXAMPLE
.\rebuild_llama.cpp.ps1
.EXAMPLE
.\rebuild_llama.cpp.ps1 -blasAccelerator "OpenBLAS" -version "50e0535"
.EXAMPLE
.\rebuild_llama.cpp.ps1 -target "llama-server llama-cli"
#>
Param (
[ValidateSet("OpenBLAS", "CUDA", "OFF")]
[String]
$blasAccelerator,
[String]
$version,
[String]
$pullRequest,
[String]
$target,
[Int]
$parallelJobs,
[switch]
$help
)
if ($help) {
Get-Help -Detailed $PSCommandPath
exit
}
$stopwatch = [System.Diagnostics.Stopwatch]::startNew()
# We are defaulting the optional version to the tag of the
# "latest" release in GitHub to avoid unstable versions.
# Skipped when -pullRequest is set: $version is unused on that path
# and the GitHub API call wastes a network round-trip.
if (!$version -and !$pullRequest) {
$path = [regex]::Match(
(git -C .\vendor\llama.cpp\ ls-remote --get-url),
'(?<=github\.com:).*?(?=\.git)'
).Value
$version = (
(Invoke-WebRequest -UseBasicParsing "https://api.github.com/repos/${path}/releases/latest") | `
ConvertFrom-Json
).tag_name
}
# We are automatically detecting the best BLAS accelerator setting
# on the given system if the user did not specify it manually.
if (!$blasAccelerator) {
# The fallback is using the OpenBLAS library.
$blasAccelerator = "OpenBLAS"
# We are using the presence of NVIDIA System Management Interface
# (nvidia-smi) and NVIDIA CUDA Compiler Driver (nvcc) to infer
# the availability of a CUDA-compatible GPU.
if ((Get-Command "nvidia-smi" -ErrorAction SilentlyContinue) -and
(Get-Command "nvcc" -ErrorAction SilentlyContinue)) {
$blasAccelerator = "CUDA"
}
}
if ($target) {
$buildTargetInformation = "${target}"
} else {
$buildTargetInformation = "(using project defaults)"
}
# Default depends on SMT. Upstream gates total cl.exe/nvcc parallelism on
# this single value (UseMultiToolTask + EnforceProcessCountAcrossBuilds at
# vendor/llama.cpp/CMakeLists.txt:92-93).
# - SMT CPUs (Zen, Alder/Raptor Lake): use physical cores. This drops the
# logical siblings (logical-count starves the scheduler and ~doubles peak
# nvcc RAM for no throughput) AND leaves them free so the box stays usable.
# - Non-SMT CPUs (hybrid Arrow/Lunar Lake): physical == logical, so all
# cores would peg the machine at 100%. Back off to 80% of physical for
# headroom; E-cores are throughput cores and Thread Director handles
# placement among the rest.
# Override with -parallelJobs N.
if ($parallelJobs -le 0) {
$cpu = Get-CimInstance Win32_Processor
$physicalCores = ($cpu | Measure-Object -Property NumberOfCores -Sum).Sum
$logicalCores = ($cpu | Measure-Object -Property NumberOfLogicalProcessors -Sum).Sum
if ($logicalCores -gt $physicalCores) {
# SMT present: the physical-core count already leaves the logical
# siblings free, so the machine stays usable. Use all physical cores.
$parallelJobs = $physicalCores
} else {
# No SMT (hybrid Arrow/Lunar Lake): physical == logical, so using
# every core pegs the machine at 100%. Back off to 80% for headroom.
$parallelJobs = [int][Math]::Max(1, [Math]::Floor($physicalCores * 0.8))
}
}
Write-Host "Building the llama.cpp project..." -ForegroundColor "Yellow"
if (!$pullRequest) {
Write-Host "Version: ${version}" -ForegroundColor "DarkYellow"
} else {
Write-Host "Pull Request: ${pullRequest}" -ForegroundColor "DarkYellow"
}
Write-Host "BLAS accelerator: ${blasAccelerator}" -ForegroundColor "DarkYellow"
Write-Host "Build target: ${buildTargetInformation}" -ForegroundColor "DarkYellow"
Write-Host "Parallel build jobs: ${parallelJobs}" -ForegroundColor "DarkYellow"
# Fail fast if any running process was launched from the build tree. The
# Remove-Item ./vendor/llama.cpp/build below would otherwise partially-delete
# the tree on Windows. Common trigger: forgetting to stop llama-server.exe.
$buildRoot = [System.IO.Path]::GetFullPath((Join-Path $PSScriptRoot 'vendor\llama.cpp\build'))
$blockers = Get-Process |
Where-Object { $_.Path -and $_.Path.StartsWith($buildRoot, [StringComparison]::OrdinalIgnoreCase) }
if ($blockers) {
$list = ($blockers | ForEach-Object { " PID $($_.Id) $($_.Path)" }) -join "`n"
throw "Processes hold files under ${buildRoot}:`n${list}`nStop them and re-run."
}
$openBLASVersion = "0.3.30"
if (-not(Test-Path -Path "./vendor/OpenBLAS/OpenBLAS-${openBLASVersion}-x64.zip")) {
Invoke-WebRequest `
-UseBasicParsing `
-Uri "https://github.com/xianyi/OpenBLAS/releases/download/v${openBLASVersion}/OpenBLAS-${openBLASVersion}-x64.zip" `
-OutFile "./vendor/OpenBLAS/OpenBLAS-${openBLASVersion}-x64.zip"
Expand-Archive `
-Path "./vendor/OpenBLAS/OpenBLAS-${openBLASVersion}-x64.zip" `
-DestinationPath "./vendor/OpenBLAS" `
-Force
}
if (-not(Test-Path -Path "./vendor/wikitext-2-raw-v1/wikitext-2-raw-v1.zip")) {
Invoke-WebRequest `
-UseBasicParsing `
-Uri "https://huggingface.co/datasets/ggml-org/ci/resolve/main/wikitext-2-raw-v1.zip" `
-OutFile "./vendor/wikitext-2-raw-v1/wikitext-2-raw-v1.zip"
Expand-Archive `
-Path "./vendor/wikitext-2-raw-v1/wikitext-2-raw-v1.zip" `
-DestinationPath "./vendor/wikitext-2-raw-v1" `
-Force
}
if (-not(Test-Path -Path "./vendor/bartowski1182/calibration_datav5.txt")) {
Invoke-WebRequest `
-UseBasicParsing `
-Uri "https://gist.github.com/bartowski1182/82ae9b520227f57d79ba04add13d0d0d/raw/ce111d8971a07caebd8234ef336b2102d6c5fb85/calibration_datav5.txt" `
-OutFile "./vendor/bartowski1182/calibration_datav5.txt"
}
function Resolve-UnixPath {
Param ([String] $path)
Write-Output ((Resolve-Path "$path").Path -replace '\\','/')
}
# Mirror the pinned SHA of every non-llama.cpp submodule into its working tree
# so a committed pin bump propagates on the next rebuild. `vendor/llama.cpp` is
# advanced separately below per -version / -pullRequest.
$submodulePaths = git config --file .gitmodules --get-regexp '^submodule\..+\.path$' |
ForEach-Object { ($_ -split '\s+', 2)[1] } |
Where-Object { $_ -ne 'vendor/llama.cpp' }
foreach ($submodulePath in $submodulePaths) {
Write-Host "[Submodules] Syncing ${submodulePath} to pinned SHA..." -ForegroundColor "Yellow"
git -C $submodulePath fetch origin
git submodule update --init --force -- $submodulePath
}
# Only `vendor/llama.cpp` is wiped-and-re-checked-out per build (the
# `-version` / `-pullRequest` checkout below relies on a clean tree).
# Other submodules (e.g. `vendor/Qwen-Fixed-Chat-Templates`) are pinned
# at the SHA recorded in the superproject and must not be advanced
# automatically — running `--remote` on them would defeat the pin and,
# for HF repos, also break against the hardcoded `origin/master` since
# Hugging Face uses `main` as the default branch.
$defaultBranch = "origin/master"
git -C ./vendor/llama.cpp fetch origin
git -C ./vendor/llama.cpp reset --hard $defaultBranch
git submodule update --remote --rebase --force -- ./vendor/llama.cpp
# Untracked files in the submodule survive `git reset --hard` and `git checkout`.
# A stale `vendor/llama.cpp/build-info.h` from late 2023 has been shadowing the
# new `common/build-info.h` because `tools/server/CMakeLists.txt` adds the repo
# root to the include path. Wipe untracked files (and dirs) so the tree matches
# the checked-out commit exactly.
git -C ./vendor/llama.cpp clean --force -d
# webui-download.cmake can leave a malformed cache that fools its own "already exists" check on the next build.
Remove-Item -LiteralPath "./vendor/llama.cpp/tools/server/public" -Recurse -Force -ErrorAction SilentlyContinue
# `node_modules` is .gitignored, so `git clean -fd` above leaves it untouched.
# Wipe it so `npm install` always runs against the freshly-checked-out
# `package.json` (the local-build branch of webui-download.cmake only runs
# `npm install` when node_modules is absent).
Remove-Item -LiteralPath "./vendor/llama.cpp/tools/server/webui/node_modules" `
-Recurse -Force -ErrorAction SilentlyContinue
if (!$pullRequest) {
# We are checking out a specific version (tag / commit)
# of the repository to enable quick debugging.
git -C ./vendor/llama.cpp checkout $version
} else {
# We are checking out a specific pull request
# of the repository to enable quick debugging.
git -C ./vendor/llama.cpp fetch --force origin pull/${pullRequest}/head:PR
git -C ./vendor/llama.cpp reset --hard PR
}
# Local fixes to the vendored tree, re-applied on every build because the
# submodule was reset to origin/master above. Must run after the checkout,
# otherwise the checkout discards them again.
$patches = @(Get-ChildItem -Path "./patches/*.patch" -ErrorAction "SilentlyContinue" | Sort-Object -Property "Name")
if ($patches.Count -eq 0) {
Write-Host "[Patches] No patches found under ./patches." -ForegroundColor "DarkYellow"
}
foreach ($patch in $patches) {
Write-Host "[Patches] Applying $($patch.Name)..." -ForegroundColor "Yellow"
# --3way still applies when upstream moved the surrounding lines. A failure
# here means upstream moved the patched code itself, so fail loudly instead
# of silently building an unpatched tree.
git -C ./vendor/llama.cpp apply --3way --whitespace=nowarn $patch.FullName
if ($LASTEXITCODE -ne 0) {
throw "Failed to apply ./patches/$($patch.Name).`nUpstream likely moved the code it targets. Review and regenerate the patch."
}
}
if ($patches.Count -gt 0) {
# `git apply --3way` implies `--index` and would leave the patched files
# staged, which makes `git checkout -- <file>` restore the patched copy
# instead of the upstream one. Unstage so the submodule shows the same
# plain worktree modification as the OpenBLAS shim below.
git -C ./vendor/llama.cpp reset --quiet
}
$lines = @(
"# This is a workaround for a CMake bug on Windows to build llama.cpp"
"# with OpenBLAS. The find_package(BLAS) call fails to find OpenBLAS,"
"# so we have to link the 'libopenblas.dll' shared library manually."
"# "
"# @see https://github.com/ggerganov/llama.cpp/issues/627"
"# @see https://discourse.cmake.org/t/8414"
"# "
"if (LLAMA_BLAS AND DEFINED LLAMA_BLAS_VENDOR)"
" if (`${LLAMA_BLAS_VENDOR} MATCHES `"OpenBLAS`")"
" set(LLAMA_EXTRA_INCLUDES `${LLAMA_EXTRA_INCLUDES} `"$(Resolve-UnixPath "./vendor/OpenBLAS/include")`")"
" set(LLAMA_EXTRA_LIBS `${LLAMA_EXTRA_LIBS} `"$(Resolve-UnixPath "./vendor/OpenBLAS/lib/libopenblas.dll.a")`")"
" add_compile_definitions(GGML_USE_OPENBLAS)"
" endif()"
"endif()"
""
)
if (!(Select-String -Path "./vendor/llama.cpp/CMakeLists.txt" -Pattern $lines[0] -SimpleMatch -Quiet)) {
$lines + (Get-Content "./vendor/llama.cpp/CMakeLists.txt") | `
Set-Content "./vendor/llama.cpp/CMakeLists.txt"
}
Remove-Item -Path "./vendor/llama.cpp/build" -Force -Recurse
New-Item -Path "./vendor/llama.cpp" -Name "build" -ItemType "directory"
# A .ps1 shares the caller's location and PowerShell does not restore it when
# a script aborts. Every path in this script is relative to the repository root,
# so a throw between here and the end of the build would leave the caller three
# levels deep and the retry would fail on an unrelated missing path.
# docs/build_system.md -> Build safety checks
try {
Set-Location -Path "./vendor/llama.cpp/build"
Write-Host "[CMake] Configuring and generating project..." -ForegroundColor "Yellow"
# Upstream ggml/CMakeLists.txt sets `cmake_policy(SET CMP0194 NEW)` and then
# calls `project("ggml" C CXX ASM)`. On CMake 4.1+ that rejects cl.exe as
# an assembler for the generic ASM language, and the Visual Studio generator
# has no integration between generic ASM and MASM. Point CMake at MASM
# (ml64.exe) explicitly; it ships with MSVC but is not normally on PATH.
#
# -requires restricts -latest to instances that actually carry the MSVC x64
# toolset (the component that ships ml64.exe). Without it, -latest blindly
# returns the newest-installed instance by timestamp, which may be a
# Build Tools install lacking the C++ workload; -find then comes back empty
# even though another instance (e.g. Community) has ml64.exe. Mirrors the
# pattern upstream uses in .github/workflows/build-cpu.yml.
$ml64 = & "${env:ProgramFiles(x86)}\Microsoft Visual Studio\Installer\vswhere.exe" `
-latest -products * -requires Microsoft.VisualStudio.Component.VC.Tools.x86.x64 `
-find 'VC\Tools\MSVC\*\bin\Hostx64\x64\ml64.exe' |
Select-Object -First 1
if (-not $ml64) { throw "ml64.exe not found. Install the VS C++ workload." }
# Note: GGML_CCACHE is ON by default but is a no-op here. ggml applies the
# cache through the CMake RULE_LAUNCH_COMPILE global property
# (vendor/llama.cpp/ggml/src/CMakeLists.txt:82), which the Visual Studio
# generator ignores, while still printing "sccache found, compilation results
# will be cached". Switching to Ninja to make it effective is blocked upstream.
# docs/build_system.md -> Compiler cache
switch ($blasAccelerator) {
"OpenBLAS" {
cmake `
-DCMAKE_ASM_COMPILER="$ml64" `
-DGGML_BLAS=ON `
-DGGML_BLAS_VENDOR=OpenBLAS `
-DLLAMA_CURL=OFF `
..
}
"CUDA" {
# Pin pipeline-parallel staging to a single copy (ggml default is 4).
# On multi-GPU layer-split, ggml pre-allocates GGML_SCHED_MAX_COPIES
# copies of the compute buffer per device. Single-stream decode gains
# nothing from the extra copies.
#
# GGML_CUDA_FA_QUANTS picks which flash-attention K/V type pairs get a
# vector kernel; an uncompiled pair is converted to f16 instead. Listed
# here are exactly the pairs the presets use. f16-f16 is always added by
# ggml, so this builds 4 of the 49 possible combinations.
#
# Adding a cache-type pair to a preset means adding it here too. Nothing
# at runtime will tell you if you forget: the warning fires only from the
# vector path, and test-backend-ops never generates a mismatched pair.
# Check the "FlashAttention K-V type combinations" line that CMake prints
# below. docs/build_system.md -> CUDA build flags
#
# GGML_CUDA_FA_ALL_QUANTS is the deprecated spelling of "=all" and
# makes CMake warn (ggml/cmake/common.cmake:59).
cmake `
-DCMAKE_ASM_COMPILER="$ml64" `
-DGGML_CUDA=ON `
-DGGML_SCHED_MAX_COPIES=1 `
-DGGML_CUDA_FA_QUANTS="q4_0-q4_0;q5_0-q4_1;q8_0-q8_0" `
-DLLAMA_CURL=OFF `
..
}
default {
cmake `
-DCMAKE_ASM_COMPILER="$ml64" `
..
}
}
if ($LASTEXITCODE -ne 0) {
throw "CMake configuration failed with exit code ${LASTEXITCODE}."
}
Write-Host "[CMake] Building project targets '${target}'..." -ForegroundColor "Yellow"
cmake `
--build . `
--config Release `
--parallel $parallelJobs `
$(if ($target) { "--target ${target}" })
# PowerShell does not stop on a non-zero exit from a native executable. Without
# this check a compile error falls through to the Python steps and the script
# prints "Successfully finished the build in N seconds" while ./bin/Release
# still holds the previous build, or nothing at all.
if ($LASTEXITCODE -ne 0) {
throw "The CMake build failed with exit code ${LASTEXITCODE}."
}
Copy-Item -Path "../../OpenBLAS/bin/libopenblas.dll" -Destination "./bin/Release/libopenblas.dll"
} finally {
Set-Location -Path $PSScriptRoot
}
Write-Host "[Python] Installing dependencies..." -ForegroundColor "Yellow"
conda activate llama.cpp
# We are installing the latest available version of all llama.cpp
# project dependencies.
pip install `
--upgrade `
--upgrade-strategy "eager" `
--requirement ./vendor/llama.cpp/requirements.txt
if ($LASTEXITCODE -ne 0) {
throw "Installing the llama.cpp requirements failed with exit code ${LASTEXITCODE}."
}
# We are overriding some package versions and installing
# additional packages that are missing from llama.cpp.
pip install `
--upgrade `
--upgrade-strategy "eager" `
--requirement ./requirements_override.txt
if ($LASTEXITCODE -ne 0) {
throw "Installing the requirement overrides failed with exit code ${LASTEXITCODE}."
}
conda list
$stopwatch.Stop()
$durationInSeconds = [Math]::Floor([Decimal]($stopwatch.Elapsed.TotalSeconds))
Write-Host "Successfully finished the build in ${durationInSeconds} seconds." -ForegroundColor "Yellow"