bench.yml.disabled 10 KB

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  1. # TODO: there have been some issues with the workflow, so disabling for now
  2. # https://github.com/ggml-org/llama.cpp/issues/7893
  3. #
  4. # Benchmark
  5. name: Benchmark
  6. on:
  7. workflow_dispatch:
  8. inputs:
  9. gpu-series:
  10. description: 'Azure GPU series to run with'
  11. required: true
  12. type: choice
  13. options:
  14. - Standard_NC4as_T4_v3
  15. - Standard_NC24ads_A100_v4
  16. - Standard_NC80adis_H100_v5
  17. sha:
  18. description: 'Commit SHA1 to build'
  19. required: false
  20. type: string
  21. duration:
  22. description: 'Duration of the bench'
  23. type: string
  24. default: 10m
  25. push:
  26. branches:
  27. - master
  28. paths: ['llama.cpp', 'ggml.c', 'ggml-backend.cpp', 'ggml-quants.c', '**/*.cu', 'examples/server/*.h*', 'examples/server/*.cpp']
  29. pull_request_target:
  30. types: [opened, synchronize, reopened]
  31. paths: ['llama.cpp', 'ggml.c', 'ggml-backend.cpp', 'ggml-quants.c', '**/*.cu', 'examples/server/*.h*', 'examples/server/*.cpp']
  32. schedule:
  33. - cron: '04 2 * * *'
  34. concurrency:
  35. group: ${{ github.workflow }}-${{ github.ref }}-${{ github.head_ref || github.run_id }}-${{ github.event.inputs.sha }}
  36. cancel-in-progress: true
  37. jobs:
  38. bench-server-baseline:
  39. runs-on: Standard_NC4as_T4_v3
  40. env:
  41. RUNNER_LABEL: Standard_NC4as_T4_v3 # FIXME Do not find a way to not duplicate it
  42. N_USERS: 8
  43. DURATION: 10m
  44. strategy:
  45. matrix:
  46. model: [phi-2]
  47. ftype: [q4_0, q8_0, f16]
  48. include:
  49. - model: phi-2
  50. ftype: q4_0
  51. pr_comment_enabled: "true"
  52. if: |
  53. inputs.gpu-series == 'Standard_NC4as_T4_v3'
  54. || github.event_name == 'pull_request_target'
  55. steps:
  56. - name: Clone
  57. id: checkout
  58. uses: actions/checkout@v4
  59. with:
  60. fetch-depth: 0
  61. ref: ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha || github.head_ref || github.ref_name }}
  62. - name: Install python env
  63. id: pipenv
  64. run: |
  65. cd examples/server/bench
  66. python3 -m venv venv
  67. source venv/bin/activate
  68. pip install -r requirements.txt
  69. - name: Prometheus
  70. id: install_prometheus
  71. run: |
  72. wget --quiet https://github.com/prometheus/prometheus/releases/download/v2.51.0/prometheus-2.51.0.linux-amd64.tar.gz
  73. tar xzf prometheus*.tar.gz --strip-components=1
  74. ./prometheus --config.file=examples/server/bench/prometheus.yml &
  75. while ! nc -z localhost 9090; do
  76. sleep 0.1
  77. done
  78. - name: Set up Go
  79. uses: actions/setup-go@v5
  80. with:
  81. go-version: '1.21'
  82. - name: Install k6 and xk6-sse
  83. id: k6_installation
  84. run: |
  85. cd examples/server/bench
  86. go install go.k6.io/xk6/cmd/xk6@latest
  87. xk6 build master \
  88. --with github.com/phymbert/xk6-sse
  89. - name: Build
  90. id: cmake_build
  91. run: |
  92. set -eux
  93. cmake -B build \
  94. -DGGML_NATIVE=OFF \
  95. -DLLAMA_BUILD_SERVER=ON \
  96. -DLLAMA_CUBLAS=ON \
  97. -DCUDAToolkit_ROOT=/usr/local/cuda \
  98. -DCMAKE_CUDA_COMPILER=/usr/local/cuda/bin/nvcc \
  99. -DCMAKE_CUDA_ARCHITECTURES=75 \
  100. -DLLAMA_FATAL_WARNINGS=OFF \
  101. -DLLAMA_ALL_WARNINGS=OFF \
  102. -DCMAKE_BUILD_TYPE=Release;
  103. cmake --build build --config Release -j $(nproc) --target llama-server
  104. - name: Download the dataset
  105. id: download_dataset
  106. run: |
  107. cd examples/server/bench
  108. wget --quiet https://huggingface.co/datasets/anon8231489123/ShareGPT_Vicuna_unfiltered/resolve/main/ShareGPT_V3_unfiltered_cleaned_split.json
  109. - name: Server bench
  110. id: server_bench
  111. env:
  112. HEAD_REF: ${{ github.head_ref || github.ref_name }}
  113. run: |
  114. set -eux
  115. cd examples/server/bench
  116. source venv/bin/activate
  117. python bench.py \
  118. --runner-label ${{ env.RUNNER_LABEL }} \
  119. --name ${{ github.job }} \
  120. --branch $HEAD_REF \
  121. --commit ${{ github.event.inputs.sha || github.event.pull_request.head.sha || github.sha }} \
  122. --scenario script.js \
  123. --duration ${{ github.event.inputs.duration || env.DURATION }} \
  124. --hf-repo ggml-org/models \
  125. --hf-file ${{ matrix.model }}/ggml-model-${{ matrix.ftype }}.gguf \
  126. --model-path-prefix /models \
  127. --parallel ${{ env.N_USERS }} \
  128. -ngl 33 \
  129. --batch-size 2048 \
  130. --ubatch-size 256 \
  131. --ctx-size 16384 \
  132. --n-prompts 1000 \
  133. --max-prompt-tokens 1024 \
  134. --max-tokens 2048
  135. cat results.github.env >> $GITHUB_ENV
  136. # Remove dataset as we do not want it in the artefact
  137. rm ShareGPT_V3_unfiltered_cleaned_split.json
  138. - uses: actions/upload-artifact@v4
  139. with:
  140. name: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }}
  141. compression-level: 9
  142. path: |
  143. examples/server/bench/*.jpg
  144. examples/server/bench/*.json
  145. examples/server/bench/*.log
  146. - name: Commit status
  147. uses: Sibz/github-status-action@v1
  148. with:
  149. authToken: ${{secrets.GITHUB_TOKEN}}
  150. sha: ${{ inputs.sha || github.event.pull_request.head.sha || github.sha }}
  151. context: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }}
  152. description: |
  153. ${{ env.BENCH_RESULTS }}
  154. state: 'success'
  155. - name: Upload benchmark images
  156. uses: devicons/public-upload-to-imgur@v2.2.2
  157. continue-on-error: true # Important as it looks unstable: 503
  158. id: imgur_step
  159. with:
  160. client_id: ${{secrets.IMGUR_CLIENT_ID}}
  161. path: |
  162. examples/server/bench/prompt_tokens_seconds.jpg
  163. examples/server/bench/predicted_tokens_seconds.jpg
  164. examples/server/bench/kv_cache_usage_ratio.jpg
  165. examples/server/bench/requests_processing.jpg
  166. - name: Extract mermaid
  167. id: set_mermaid
  168. run: |
  169. set -eux
  170. cd examples/server/bench
  171. PROMPT_TOKENS_SECONDS=$(cat prompt_tokens_seconds.mermaid)
  172. echo "PROMPT_TOKENS_SECONDS<<EOF" >> $GITHUB_ENV
  173. echo "$PROMPT_TOKENS_SECONDS" >> $GITHUB_ENV
  174. echo "EOF" >> $GITHUB_ENV
  175. PREDICTED_TOKENS_SECONDS=$(cat predicted_tokens_seconds.mermaid)
  176. echo "PREDICTED_TOKENS_SECONDS<<EOF" >> $GITHUB_ENV
  177. echo "$PREDICTED_TOKENS_SECONDS" >> $GITHUB_ENV
  178. echo "EOF" >> $GITHUB_ENV
  179. KV_CACHE_USAGE_RATIO=$(cat kv_cache_usage_ratio.mermaid)
  180. echo "KV_CACHE_USAGE_RATIO<<EOF" >> $GITHUB_ENV
  181. echo "$KV_CACHE_USAGE_RATIO" >> $GITHUB_ENV
  182. echo "EOF" >> $GITHUB_ENV
  183. REQUESTS_PROCESSING=$(cat requests_processing.mermaid)
  184. echo "REQUESTS_PROCESSING<<EOF" >> $GITHUB_ENV
  185. echo "$REQUESTS_PROCESSING" >> $GITHUB_ENV
  186. echo "EOF" >> $GITHUB_ENV
  187. - name: Extract image url
  188. id: extract_image_url
  189. continue-on-error: true
  190. run: |
  191. set -eux
  192. echo "IMAGE_O=${{ fromJSON(steps.imgur_step.outputs.imgur_urls)[0] }}" >> $GITHUB_ENV
  193. echo "IMAGE_1=${{ fromJSON(steps.imgur_step.outputs.imgur_urls)[1] }}" >> $GITHUB_ENV
  194. echo "IMAGE_2=${{ fromJSON(steps.imgur_step.outputs.imgur_urls)[2] }}" >> $GITHUB_ENV
  195. echo "IMAGE_3=${{ fromJSON(steps.imgur_step.outputs.imgur_urls)[3] }}" >> $GITHUB_ENV
  196. - name: Comment PR
  197. uses: mshick/add-pr-comment@v2
  198. id: comment_pr
  199. if: ${{ github.event.pull_request != '' && matrix.pr_comment_enabled == 'true' }}
  200. with:
  201. message-id: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }}
  202. message: |
  203. <p align="center">
  204. 📈 **llama.cpp server** for _${{ github.job }}_ on _${{ env.RUNNER_LABEL }}_ for `${{ matrix.model }}`-`${{ matrix.ftype }}`: **${{ env.BENCH_ITERATIONS}} iterations** 🚀
  205. </p>
  206. <details>
  207. <summary>Expand details for performance related PR only</summary>
  208. - Concurrent users: ${{ env.N_USERS }}, duration: ${{ github.event.inputs.duration || env.DURATION }}
  209. - HTTP request : avg=${{ env.HTTP_REQ_DURATION_AVG }}ms p(95)=${{ env.HTTP_REQ_DURATION_P_95_ }}ms fails=${{ env.HTTP_REQ_FAILED_PASSES }}, finish reason: stop=${{ env.LLAMACPP_COMPLETIONS_STOP_RATE_PASSES }} truncated=${{ env.LLAMACPP_COMPLETIONS_TRUNCATED_RATE_PASSES }}
  210. - Prompt processing (pp): avg=${{ env.LLAMACPP_PROMPT_PROCESSING_SECOND_AVG }}tk/s p(95)=${{ env.LLAMACPP_PROMPT_PROCESSING_SECOND_P_95_ }}tk/s
  211. - Token generation (tg): avg=${{ env.LLAMACPP_TOKENS_SECOND_AVG }}tk/s p(95)=${{ env.LLAMACPP_TOKENS_SECOND_P_95_ }}tk/s
  212. - ${{ env.BENCH_GRAPH_XLABEL }}
  213. <p align="center">
  214. <img width="100%" height="100%" src="${{ env.IMAGE_O }}" alt="prompt_tokens_seconds" />
  215. <details>
  216. <summary>More</summary>
  217. ```mermaid
  218. ${{ env.PROMPT_TOKENS_SECONDS }}
  219. ```
  220. </details>
  221. <img width="100%" height="100%" src="${{ env.IMAGE_1 }}" alt="predicted_tokens_seconds"/>
  222. <details>
  223. <summary>More</summary>
  224. ```mermaid
  225. ${{ env.PREDICTED_TOKENS_SECONDS }}
  226. ```
  227. </details>
  228. </p>
  229. <details>
  230. <summary>Details</summary>
  231. <p align="center">
  232. <img width="100%" height="100%" src="${{ env.IMAGE_2 }}" alt="kv_cache_usage_ratio" />
  233. <details>
  234. <summary>More</summary>
  235. ```mermaid
  236. ${{ env.KV_CACHE_USAGE_RATIO }}
  237. ```
  238. </details>
  239. <img width="100%" height="100%" src="${{ env.IMAGE_3 }}" alt="requests_processing"/>
  240. <details>
  241. <summary>More</summary>
  242. ```mermaid
  243. ${{ env.REQUESTS_PROCESSING }}
  244. ```
  245. </details>
  246. </p>
  247. </details>
  248. </details>