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ci: bench: add more ftype, fix triggers and bot comment (ggerganov#6466)
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* ci: bench: change trigger path to not spawn on each PR

* ci: bench: add more file type for phi-2: q8_0 and f16.
- do not show the comment by default

* ci: bench: add seed parameter in k6 script

* ci: bench: artefact name perf job

* Add iteration in the commit status, reduce again the autocomment

* ci: bench: add per slot metric in the commit status

* Fix trailing spaces
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phymbert authored and tybalex committed Apr 17, 2024
1 parent 0aceeae commit 1abb646
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Showing 3 changed files with 39 additions and 17 deletions.
37 changes: 26 additions & 11 deletions .github/workflows/bench.yml
Original file line number Diff line number Diff line change
Expand Up @@ -24,10 +24,10 @@ on:
push:
branches:
- master
paths: ['.github/workflows/bench.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'examples/server/bench/**.*']
paths: ['llama.cpp', 'ggml.c', 'ggml-backend.c', 'ggml-quants.c', '**/*.cu', 'examples/server/*.h*', 'examples/server/*.cpp']
pull_request_target:
types: [opened, synchronize, reopened]
paths: ['.github/workflows/bench.yml', '**/CMakeLists.txt', '**/Makefile', '**/*.h', '**/*.hpp', '**/*.c', '**/*.cpp', '**/*.cu', '**/*.swift', '**/*.m', 'examples/server/bench/**.*']
paths: ['llama.cpp', 'ggml.c', 'ggml-backend.c', 'ggml-quants.c', '**/*.cu', 'examples/server/*.h*', 'examples/server/*.cpp']
schedule:
- cron: '04 2 * * *'

Expand All @@ -42,6 +42,16 @@ jobs:
RUNNER_LABEL: Standard_NC4as_T4_v3 # FIXME Do not find a way to not duplicate it
N_USERS: 8
DURATION: 10m

strategy:
matrix:
model: [phi-2]
ftype: [q4_0, q8_0, f16]
include:
- model: phi-2
ftype: q4_0
pr_comment_enabled: "true"

if: ${{ github.event.inputs.gpu-series == 'Standard_NC4as_T4_v3' || github.event.schedule || github.event.pull_request || github.head_ref == 'master' || github.ref_name == 'master' || github.event.push.ref == 'refs/heads/master' }}
steps:
- name: Clone
Expand Down Expand Up @@ -116,7 +126,7 @@ jobs:
--scenario script.js \
--duration ${{ github.event.inputs.duration || env.DURATION }} \
--hf-repo ggml-org/models \
--hf-file phi-2/ggml-model-q4_0.gguf \
--hf-file ${{ matrix.model }}/ggml-model-${{ matrix.ftype }}.gguf \
--model-path-prefix /models \
--parallel ${{ env.N_USERS }} \
-ngl 33 \
Expand All @@ -134,7 +144,7 @@ jobs:
- uses: actions/upload-artifact@v4
with:
name: benchmark-results
name: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }}
compression-level: 9
path: |
examples/server/bench/*.jpg
Expand All @@ -146,7 +156,7 @@ jobs:
with:
authToken: ${{secrets.GITHUB_TOKEN}}
sha: ${{ inputs.sha || github.event.pull_request.head.sha || github.sha }}
context: bench-server-baseline
context: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }}
description: |
${{ env.BENCH_RESULTS }}
state: 'success'
Expand Down Expand Up @@ -203,21 +213,26 @@ jobs:
- name: Comment PR
uses: mshick/add-pr-comment@v2
id: comment_pr
if: ${{ github.event.pull_request != '' }}
if: ${{ github.event.pull_request != '' && matrix.pr_comment_enabled == 'true' }}
with:
message-id: bench-${{ github.job }}-${{ env.RUNNER_LABEL }}
message-id: bench-server-${{ github.job }}-${{ env.RUNNER_LABEL }}-${{ matrix.model }}-${{ matrix.ftype }}
message: |
📈 **llama.cpp server** for _${{ github.job }}_ on _${{ env.RUNNER_LABEL }}_: **${{ env.BENCH_ITERATIONS}} iterations** 🚀
<p align="center">
📈 **llama.cpp server** for _${{ github.job }}_ on _${{ env.RUNNER_LABEL }}_ for `${{ matrix.model }}`-`${{ matrix.ftype }}`: **${{ env.BENCH_ITERATIONS}} iterations** 🚀
</p>
<details>
<summary>Expand details for performance related PR only</summary>
- Concurrent users: ${{ env.N_USERS }}, duration: ${{ github.event.inputs.duration || env.DURATION }}
- HTTP request : avg=${{ env.HTTP_REQ_DURATION_AVG }}ms p(90)=${{ env.HTTP_REQ_DURATION_P_90_ }}ms fails=${{ env.HTTP_REQ_FAILED_PASSES }}, finish reason: stop=${{ env.LLAMACPP_COMPLETIONS_STOP_RATE_PASSES }} truncated=${{ env.LLAMACPP_COMPLETIONS_TRUNCATED_RATE_PASSES }}
- Prompt processing (pp): avg=${{ env.LLAMACPP_PROMPT_TOKENS_AVG }}tk/s p(90)=${{ env.LLAMACPP_PROMPT_TOKENS_P_90_ }}tk/s **total=${{ env.LLAMACPP_PROMPT_TOKENS_TOTAL_COUNTER_RATE }}tk/s**
- Token generation (tg): avg=${{ env.LLAMACPP_TOKENS_SECOND_AVG }}tk/s p(90)=${{ env.LLAMACPP_TOKENS_SECOND_P_90_ }}tk/s **total=${{ env.LLAMACPP_COMPLETION_TOKENS_TOTAL_COUNTER_RATE }}tk/s**
- ${{ env.BENCH_GRAPH_XLABEL }}
<details>
<summary>Time series</summary>
<p align="center">
Expand Down
18 changes: 12 additions & 6 deletions examples/server/bench/bench.py
Original file line number Diff line number Diff line change
Expand Up @@ -16,6 +16,7 @@
import matplotlib.dates
import matplotlib.pyplot as plt
import requests
from statistics import mean


def main(args_in: list[str] | None = None) -> None:
Expand Down Expand Up @@ -109,6 +110,7 @@ def main(args_in: list[str] | None = None) -> None:

# Prometheus
end_time = time.time()
prometheus_metrics = {}
if is_server_listening("0.0.0.0", 9090):
metrics = ['prompt_tokens_seconds', 'predicted_tokens_seconds',
'kv_cache_usage_ratio', 'requests_processing', 'requests_deferred']
Expand All @@ -127,6 +129,7 @@ def main(args_in: list[str] | None = None) -> None:
values = metric_data['data']['result'][0]['values']
timestamps, metric_values = zip(*values)
metric_values = [float(value) for value in metric_values]
prometheus_metrics[metric] = metric_values
timestamps_dt = [datetime.fromtimestamp(int(ts)) for ts in timestamps]
plt.figure(figsize=(16, 10), dpi=80)
plt.plot(timestamps_dt, metric_values, label=metric)
Expand Down Expand Up @@ -176,17 +179,20 @@ def main(args_in: list[str] | None = None) -> None:

# 140 chars max for commit status description
bench_results = {
"i": iterations,
"req": {
"p90": data['metrics']["http_req_duration"]["p(90)"],
"avg": data['metrics']["http_req_duration"]["avg"],
"p90": round(data['metrics']["http_req_duration"]["p(90)"], 2),
"avg": round(data['metrics']["http_req_duration"]["avg"], 2),
},
"pp": {
"p90": data['metrics']["llamacpp_prompt_tokens"]["p(90)"],
"avg": data['metrics']["llamacpp_prompt_tokens"]["avg"],
"p90": round(data['metrics']["llamacpp_prompt_tokens"]["p(90)"], 2),
"avg": round(data['metrics']["llamacpp_prompt_tokens"]["avg"], 2),
"0": round(mean(prometheus_metrics['prompt_tokens_seconds']), 2),
},
"tg": {
"p90": data['metrics']["llamacpp_tokens_second"]["p(90)"],
"avg": data['metrics']["llamacpp_tokens_second"]["avg"],
"p90": round(data['metrics']["llamacpp_tokens_second"]["p(90)"], 2),
"avg": round(data['metrics']["llamacpp_tokens_second"]["avg"], 2),
"0": round(mean(prometheus_metrics['predicted_tokens_seconds']), 2),
},
}
with open("results.github.env", 'a') as github_env:
Expand Down
1 change: 1 addition & 0 deletions examples/server/bench/script.js
Original file line number Diff line number Diff line change
Expand Up @@ -87,6 +87,7 @@ export default function () {
],
"model": model,
"stream": false,
"seed": 42,
"max_tokens": max_tokens
}

Expand Down

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