Add llm-ppl workflow (#10074)
* add llm-ppl workflow * update the DATASET_DIR * test multiple precisions * modify nightly test * match the updated ppl code * add matrix.include * fix the include error * update the include * add more model * update the precision of include * update nightly time and add more models * fix the workflow_dispatch description, change default model of pr and modify the env
This commit is contained in:
hxsz1997
GitHub
parent
c1ec3d8921
commit
1710ecb990
1 changed files with 205 additions and 0 deletions
205
.github/workflows/llm-ppl-evaluation.yml
vendored
Normal file
205
.github/workflows/llm-ppl-evaluation.yml
vendored
Normal file
|
|
@ -0,0 +1,205 @@
|
||||||
|
name: LLM Perplexity Evalution
|
||||||
|
|
||||||
|
# Cancel previous runs in the PR when you push new commits
|
||||||
|
concurrency:
|
||||||
|
group: ${{ github.workflow }}-llm-nightly-test-${{ github.event.pull_request.number || github.run_id }}
|
||||||
|
cancel-in-progress: true
|
||||||
|
|
||||||
|
# Controls when the action will run.
|
||||||
|
on:
|
||||||
|
schedule:
|
||||||
|
- cron: "00 14 * * *" # GMT time, 14:00 GMT == 22:00 China
|
||||||
|
pull_request:
|
||||||
|
branches: [main]
|
||||||
|
paths:
|
||||||
|
- ".github/workflows/llm-ppl-evaluation.yml"
|
||||||
|
# Allows you to run this workflow manually from the Actions tab
|
||||||
|
workflow_dispatch:
|
||||||
|
inputs:
|
||||||
|
seq_len:
|
||||||
|
description: 'sequence length, input one number'
|
||||||
|
required: true
|
||||||
|
type: number
|
||||||
|
model_name:
|
||||||
|
description: 'Model names, seperated by comma and must be quoted.'
|
||||||
|
required: true
|
||||||
|
type: string
|
||||||
|
precision:
|
||||||
|
description: 'Precisions, seperated by comma and must be quoted.'
|
||||||
|
required: true
|
||||||
|
type: string
|
||||||
|
language:
|
||||||
|
description: 'language, can be en, zh, or all'
|
||||||
|
required: true
|
||||||
|
type: choice
|
||||||
|
options:
|
||||||
|
- en
|
||||||
|
- zh
|
||||||
|
- all
|
||||||
|
runs-on:
|
||||||
|
description: 'Labels to filter the runners, seperated by comma and must be quoted.'
|
||||||
|
default: "accuracy"
|
||||||
|
required: false
|
||||||
|
type: string
|
||||||
|
|
||||||
|
|
||||||
|
# A workflow run is made up of one or more jobs that can run sequentially or in parallel
|
||||||
|
jobs:
|
||||||
|
llm-cpp-build:
|
||||||
|
uses: ./.github/workflows/llm-binary-build.yml
|
||||||
|
set-matrix:
|
||||||
|
runs-on: ubuntu-latest
|
||||||
|
outputs:
|
||||||
|
seq_len: ${{ steps.set-matrix.outputs.seq_len }}
|
||||||
|
model_name: ${{ steps.set-matrix.outputs.model_name }}
|
||||||
|
precision: ${{ steps.set-matrix.outputs.precision }}
|
||||||
|
language: ${{ steps.set-matrix.outputs.language }}
|
||||||
|
runner: ${{ steps.set-matrix.outputs.runner }}
|
||||||
|
steps:
|
||||||
|
- name: set-nightly-env
|
||||||
|
if: ${{github.event_name == 'schedule'}}
|
||||||
|
env:
|
||||||
|
NIGHTLY_MATRIX_SEQ_LEN: '["512"]'
|
||||||
|
NIGHTLY_MATRIX_MODEL_NAME: '["Llama-2-7b-chat-hf", "mpt-7b-chat",
|
||||||
|
"falcon-7b-instruct-with-patch", "Mistral-7B-v0.1"]'
|
||||||
|
NIGHTLY_MATRIX_LANGUAGE: '["en"]'
|
||||||
|
NIGHTLY_MATRIX_PRECISION: '["sym_int4 fp8"]'
|
||||||
|
NIGHTLY_LABELS: '["self-hosted", "llm", "accuracy-nightly"]'
|
||||||
|
run: |
|
||||||
|
echo "seq_len=$NIGHTLY_MATRIX_SEQ_LEN" >> $GITHUB_ENV
|
||||||
|
echo "model_name=$NIGHTLY_MATRIX_MODEL_NAME" >> $GITHUB_ENV
|
||||||
|
echo "precision=$NIGHTLY_MATRIX_PRECISION" >> $GITHUB_ENV
|
||||||
|
echo "language=$NIGHTLY_MATRIX_LANGUAGE" >> $GITHUB_ENV
|
||||||
|
echo "runner=$NIGHTLY_LABELS" >> $GITHUB_ENV
|
||||||
|
|
||||||
|
- name: set-pr-env
|
||||||
|
if: ${{github.event_name == 'pull_request'}}
|
||||||
|
env:
|
||||||
|
PR_MATRIX_SEQ_LEN: '["512"]'
|
||||||
|
PR_MATRIX_MODEL_NAME: '["Llama-2-7b-chat-hf"]'
|
||||||
|
PR_MATRIX_LANGUAGE: '["en"]'
|
||||||
|
PR_MATRIX_PRECISION: '["sym_int4"]'
|
||||||
|
PR_LABELS: '["self-hosted", "llm", "temp-arc01"]'
|
||||||
|
run: |
|
||||||
|
echo "seq_len=$PR_MATRIX_SEQ_LEN" >> $GITHUB_ENV
|
||||||
|
echo "model_name=$PR_MATRIX_MODEL_NAME" >> $GITHUB_ENV
|
||||||
|
echo "precision=$PR_MATRIX_PRECISION" >> $GITHUB_ENV
|
||||||
|
echo "language=$PR_MATRIX_LANGUAGE" >> $GITHUB_ENV
|
||||||
|
echo "runner=$PR_LABELS" >> $GITHUB_ENV
|
||||||
|
- name: set-manual-env
|
||||||
|
if: ${{github.event_name == 'workflow_dispatch'}}
|
||||||
|
env:
|
||||||
|
MANUAL_MATRIX_SEQ_LEN: ${{format('[ {0} ]', inputs.seq_len)}}
|
||||||
|
MANUAL_MATRIX_MODEL_NAME: ${{format('[ {0} ]', inputs.model_name)}}
|
||||||
|
MANUAL_MATRIX_LANGUAGE: ${{format('[ {0} ]', inputs.language)}}
|
||||||
|
MANUAL_MATRIX_PRECISION: ${{format('[ {0} ]', inputs.precision)}}
|
||||||
|
MANUAL_LABELS: ${{format('["self-hosted", "llm", {0}]', inputs.runs-on)}}
|
||||||
|
run: |
|
||||||
|
echo "seq_len=$MANUAL_MATRIX_SEQ_LEN" >> $GITHUB_ENV
|
||||||
|
echo "model_name=$MANUAL_MATRIX_MODEL_NAME" >> $GITHUB_ENV
|
||||||
|
echo "precision=$MANUAL_MATRIX_PRECISION" >> $GITHUB_ENV
|
||||||
|
echo "language=$MANUAL_MATRIX_LANGUAGE" >> $GITHUB_ENV
|
||||||
|
echo "runner=$MANUAL_LABELS" >> $GITHUB_ENV
|
||||||
|
- name: set-matrix
|
||||||
|
id: set-matrix
|
||||||
|
run: |
|
||||||
|
echo "seq_len=$seq_len" >> $GITHUB_OUTPUT
|
||||||
|
echo "model_name=$model_name" >> $GITHUB_OUTPUT
|
||||||
|
echo "precision=$precision" >> $GITHUB_OUTPUT
|
||||||
|
echo "language=$language" >> $GITHUB_OUTPUT
|
||||||
|
echo "runner=$runner" >> $GITHUB_OUTPUT
|
||||||
|
llm-ppl-evalution:
|
||||||
|
timeout-minutes: 1000
|
||||||
|
needs: [llm-cpp-build, set-matrix]
|
||||||
|
strategy:
|
||||||
|
fail-fast: false
|
||||||
|
matrix:
|
||||||
|
# include:
|
||||||
|
# python-version: "3.9"
|
||||||
|
# model_name: "stablelm-3b-4e1t"
|
||||||
|
# task: "arc"
|
||||||
|
# precision: "sym_int4" #options: sym_int4, fp4, mixed_fp4, sym_int8, fp8, mixed_fp8
|
||||||
|
python-version: ["3.9"]
|
||||||
|
model_name: ${{ fromJson(needs.set-matrix.outputs.model_name) }}
|
||||||
|
language: ${{ fromJson(needs.set-matrix.outputs.language) }}
|
||||||
|
precision: ${{ fromJson(needs.set-matrix.outputs.precision) }}
|
||||||
|
seq_len: ${{ fromJson(needs.set-matrix.outputs.seq_len) }}
|
||||||
|
device: [xpu]
|
||||||
|
include:
|
||||||
|
- python-version: "3.9"
|
||||||
|
model_name: "chatglm2-6b"
|
||||||
|
language: "zh"
|
||||||
|
precision: "sym_int4 fp8"
|
||||||
|
seq_len: "512"
|
||||||
|
device: "xpu"
|
||||||
|
- python-version: "3.9"
|
||||||
|
model_name: "chatglm3-6b"
|
||||||
|
language: "zh"
|
||||||
|
precision: "sym_int4 fp8"
|
||||||
|
seq_len: "512"
|
||||||
|
device: "xpu"
|
||||||
|
- python-version: "3.9"
|
||||||
|
model_name: "Baichuan2-7B-Chat"
|
||||||
|
language: "zh"
|
||||||
|
precision: "sym_int4 fp8"
|
||||||
|
seq_len: "512"
|
||||||
|
device: "xpu"
|
||||||
|
|
||||||
|
runs-on: ${{ fromJson(needs.set-matrix.outputs.runner) }}
|
||||||
|
env:
|
||||||
|
ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
|
||||||
|
ORIGIN_DIR: /mnt/disk1/models
|
||||||
|
DATASET_DIR: /mnt/disk1/datasets/THUDM___long_bench/
|
||||||
|
steps:
|
||||||
|
- uses: actions/checkout@v3
|
||||||
|
- name: Set up Python ${{ matrix.python-version }}
|
||||||
|
uses: actions/setup-python@v4
|
||||||
|
with:
|
||||||
|
python-version: ${{ matrix.python-version }}
|
||||||
|
- name: Install dependencies
|
||||||
|
shell: bash
|
||||||
|
run: |
|
||||||
|
python -m pip install --upgrade pip
|
||||||
|
python -m pip install --upgrade setuptools==58.0.4
|
||||||
|
python -m pip install --upgrade wheel
|
||||||
|
|
||||||
|
- name: Download llm binary
|
||||||
|
uses: ./.github/actions/llm/download-llm-binary
|
||||||
|
|
||||||
|
- name: Run LLM install (all) test
|
||||||
|
uses: ./.github/actions/llm/setup-llm-env
|
||||||
|
with:
|
||||||
|
extra-dependency: "xpu_2.1"
|
||||||
|
|
||||||
|
- name: Download models
|
||||||
|
shell: bash
|
||||||
|
run: |
|
||||||
|
echo "MODEL_PATH=${ORIGIN_DIR}/${{ matrix.model_name }}/" >> "$GITHUB_ENV"
|
||||||
|
MODEL_PATH=${ORIGIN_DIR}/${{ matrix.model_name }}/
|
||||||
|
wget -r -nH -nc --no-verbose --cut-dirs=1 ${LLM_FTP_URL}/llm/${{ matrix.model_name }} -P ${ORIGIN_DIR}
|
||||||
|
|
||||||
|
- name: Upgrade packages
|
||||||
|
shell: bash
|
||||||
|
run: |
|
||||||
|
pip install --upgrade datasets==2.14.6
|
||||||
|
if [ "${{ matrix.model_name }}" = "Mistral-7B-v0.1" ]; then
|
||||||
|
pip install --upgrade transformers==4.36
|
||||||
|
else
|
||||||
|
pip install --upgrade transformers==4.31
|
||||||
|
fi
|
||||||
|
|
||||||
|
- name: Run perplexity
|
||||||
|
shell: bash
|
||||||
|
working-directory: ${{ github.workspace }}/python/llm/dev/benchmark/perplexity
|
||||||
|
env:
|
||||||
|
USE_XETLA: OFF
|
||||||
|
SYCL_PI_LEVEL_ZERO_USE_IMMEDIATE_COMMANDLISTS: 1
|
||||||
|
run: |
|
||||||
|
source /opt/intel/oneapi/setvars.sh
|
||||||
|
python run.py \
|
||||||
|
--seq_len ${{ matrix.seq_len }} \
|
||||||
|
--model_path ${MODEL_PATH} \
|
||||||
|
--precisions ${{ matrix.precision }} \
|
||||||
|
--device ${{ matrix.device }} \
|
||||||
|
--dataset_path ${DATASET_DIR} \
|
||||||
|
--language ${{ matrix.language }}
|
||||||
Loading…
Reference in a new issue