[LLM] Add Actions for downloading & converting models (#8320)
* First push to downloading and converting llm models for testing (Gondolin runner, avx2 for now) * Change yml file name
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5 changed files with 103 additions and 12 deletions
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@ -12,21 +12,30 @@ on:
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branches: [ main ]
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paths:
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- 'python/llm/**'
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- '.github/workflows/llm_unit_tests_basic_linux.yml'
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- '.github/workflows/llm_unit_tests_linux.yml'
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pull_request:
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branches: [ main ]
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paths:
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- 'python/llm/**'
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- '.github/workflows/llm_unit_tests_basic_linux.yml'
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- '.github/workflows/llm_unit_tests_linux.yml'
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# A workflow run is made up of one or more jobs that can run sequentially or in parallel
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jobs:
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llm-unit-test-basic-linux:
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llm-unit-test-linux:
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runs-on: [ self-hosted, Gondolin, ubuntu-20.04-lts ]
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strategy:
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fail-fast: false
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matrix:
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python-version: ["3.9"]
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env:
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ORIGIN_DIR: ./llm/models
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LLAMA_ORIGIN_PATH: ./llm/models/llama-7b-hf
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GPTNEOX_ORIGIN_PATH: ./llm/models/gptneox-7b-redpajama-bf16
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BLOOM_ORIGIN_PATH: ./llm/models/bloomz-7b1
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INT4_CKPT_DIR: ./llm/ggml
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LLAMA_INT4_CKPT_PATH: ./llm/ggml/bigdl_llm_llama_q4_0.bin
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GPTNEOX_INT4_CKPT_PATH: ./llm/ggml/bigdl_llm_gptneox_q4_0.bin
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BLOOM_INT4_CKPT_PATH: ./llm/ggml/bigdl_llm_bloom_q4_0.bin
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steps:
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- uses: actions/checkout@v2
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- name: Set up Python ${{ matrix.python-version }}
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@ -54,7 +63,25 @@ jobs:
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env:
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ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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- name: Run LLM naive installation test
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- name: Download original models
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env:
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FTP_USERNAME: ${{ secrets.FTP_USERNAME }}
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FTP_PASSWORD: ${{ secrets.FTP_PASSWORD }}
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run: |
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if [ ! -d $LLAMA_ORIGIN_PATH ]; then
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echo "Directory $LLAMA_ORIGIN_PATH not found. Downloading from FTP server..."
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wget -r -nH --no-verbose --cut-dirs=1 --ftp-user=$FTP_USERNAME --ftp-password=$FTP_PASSWORD ftp://10.112.231.51:8821/llm/llama-7b-hf -P $ORIGIN_DIR
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fi
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if [ ! -d $GPTNEOX_ORIGIN_PATH ]; then
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echo "Directory $GPTNEOX_ORIGIN_PATH not found. Downloading from FTP server..."
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wget -r -nH --no-verbose --cut-dirs=1 --ftp-user=$FTP_USERNAME --ftp-password=$FTP_PASSWORD ftp://10.112.231.51:8821/llm/gptneox-7b-redpajama-bf16 -P $ORIGIN_DIR
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fi
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if [ ! -d $BLOOM_ORIGIN_PATH ]; then
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echo "Directory $BLOOM_ORIGIN_PATH not found. Downloading from FTP server..."
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wget -r -nH --no-verbose --cut-dirs=1 --ftp-user=$FTP_USERNAME --ftp-password=$FTP_PASSWORD ftp://10.112.231.51:8821/llm/bloomz-7b1 -P $ORIGIN_DIR
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fi
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- name: Run LLM basic test (native install & convert)
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shell: bash
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run: |
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$CONDA_HOME/bin/conda env remove -y -n bigdl-init-llm || true
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@ -71,3 +98,5 @@ jobs:
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$CONDA_HOME/bin/conda remove -n bigdl-init-llm --all
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env:
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ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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# new test steps should be added here
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@ -12,16 +12,16 @@ on:
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branches: [ main ]
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paths:
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- 'python/llm/**'
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- '.github/workflows/llm_unit_tests_basic_windows.yml'
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- '.github/workflows/llm_unit_tests_windows.yml'
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pull_request:
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branches: [ main ]
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paths:
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- 'python/llm/**'
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- '.github/workflows/llm_unit_tests_basic_windows.yml'
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- '.github/workflows/llm_unit_tests_windows.yml'
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# A workflow run is made up of one or more jobs that can run sequentially or in parallel
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jobs:
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llm-unit-test-basic-windows:
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llm-unit-test-windows:
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runs-on: ${{ matrix.os }}
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strategy:
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fail-fast: false
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@ -49,7 +49,7 @@ jobs:
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env:
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ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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- name: Run LLM naive installation test
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- name: Run LLM basic test (naive installation)
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shell: bash
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run: |
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pip install requests
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@ -57,6 +57,6 @@ jobs:
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whl_name=$(ls python/llm/dist)
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pip install -i https://pypi.python.org/simple "python/llm/dist/${whl_name}[all]"
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pip install pytest
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bash python/llm/test/run-llm-basic-tests.sh
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bash python/llm/test/run-llm-basic-tests.sh windows
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env:
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ANALYTICS_ZOO_ROOT: ${{ github.workspace }}
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54
python/llm/test/basic/convert/test_convert_model.py
Normal file
54
python/llm/test/basic/convert/test_convert_model.py
Normal file
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@ -0,0 +1,54 @@
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#
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# Copyright 2016 The BigDL Authors.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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#
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import pytest
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import os
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from unittest import TestCase
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from bigdl.llm.ggml import convert_model
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llama_model_path = os.environ.get('LLAMA_ORIGIN_PATH')
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gptneox_model_path = os.environ.get('GPTNEOX_ORIGIN_PATH')
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bloom_model_path = os.environ.get('BLOOM_ORIGIN_PATH')
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output_dir = os.environ.get('INT4_CKPT_DIR')
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class TestConvertModel(TestCase):
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def test_convert_llama(self):
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converted_model_path = convert_model(input_path=llama_model_path,
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output_path=output_dir,
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model_family='llama',
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dtype='int4')
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assert os.path.isfile(converted_model_path)
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def test_convert_gptneox(self):
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converted_model_path = convert_model(input_path=gptneox_model_path,
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output_path=output_dir,
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model_family='gptneox',
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dtype='int4')
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assert os.path.isfile(converted_model_path)
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def test_convert_bloom(self):
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converted_model_path = convert_model(input_path=bloom_model_path,
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output_path=output_dir,
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model_family='bloom',
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dtype='int4')
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assert os.path.isfile(converted_model_path)
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if __name__ == '__main__':
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pytest.main([__file__])
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@ -2,14 +2,22 @@
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export ANALYTICS_ZOO_ROOT=${ANALYTICS_ZOO_ROOT}
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export LLM_HOME=${ANALYTICS_ZOO_ROOT}/python/llm/src
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export LLM_BASIC_TEST_DIR=${ANALYTICS_ZOO_ROOT}/python/llm/test/packaging
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export LLM_BASIC_TEST_DIR=${ANALYTICS_ZOO_ROOT}/python/llm/test/basic
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set -e
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# ipex is not installed here. Any tests needs ipex should be moved to next pytest command.
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echo "# Start testing"
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start=$(date "+%s")
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python -m pytest -s ${LLM_BASIC_TEST_DIR}
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echo "test install"
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python -m pytest -s ${LLM_BASIC_TEST_DIR}/install
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# TODO: supports tests on windows
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platform=$1
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if [[ $1 != "windows" ]]; then
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echo "test convert model"
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python -m pytest -s ${LLM_BASIC_TEST_DIR}/convert
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fi
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now=$(date "+%s")
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time=$((now-start))
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