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Examples deploying LLM apps to Online Endpoints (#2503)
Add two LLM example notebooks detailing how to deploy Langchain and Semantic Kernel apps to AzureML Online Endpoints. --------- Co-authored-by: Vanessa Arndorfer <[email protected]>
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.github/workflows/sdk-endpoints-online-llm-langchain-1_langchain_basic_deploy.yml
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# This code is autogenerated. | ||
# Code is generated by running custom script: python3 readme.py | ||
# Any manual changes to this file may cause incorrect behavior. | ||
# Any manual changes will be overwritten if the code is regenerated. | ||
|
||
name: sdk-endpoints-online-llm-langchain-1_langchain_basic_deploy | ||
# This file is created by sdk/python/readme.py. | ||
# Please do not edit directly. | ||
on: | ||
workflow_dispatch: | ||
schedule: | ||
- cron: "40 2/12 * * *" | ||
pull_request: | ||
branches: | ||
- main | ||
paths: | ||
- sdk/python/endpoints/online/llm/langchain/** | ||
- .github/workflows/sdk-endpoints-online-llm-langchain-1_langchain_basic_deploy.yml | ||
- sdk/python/dev-requirements.txt | ||
- infra/bootstrapping/** | ||
- sdk/python/setup.sh | ||
concurrency: | ||
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} | ||
cancel-in-progress: true | ||
jobs: | ||
build: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- name: check out repo | ||
uses: actions/checkout@v2 | ||
- name: setup python | ||
uses: actions/setup-python@v2 | ||
with: | ||
python-version: "3.8" | ||
- name: pip install notebook reqs | ||
run: pip install -r sdk/python/dev-requirements.txt | ||
- name: azure login | ||
uses: azure/login@v1 | ||
with: | ||
creds: ${{secrets.AZUREML_CREDENTIALS}} | ||
- name: bootstrap resources | ||
run: | | ||
echo '${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}'; | ||
bash bootstrap.sh | ||
working-directory: infra/bootstrapping | ||
continue-on-error: false | ||
- name: setup SDK | ||
run: | | ||
source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | ||
source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | ||
bash setup.sh | ||
working-directory: sdk/python | ||
continue-on-error: true | ||
- name: setup-cli | ||
run: | | ||
source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | ||
source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | ||
bash setup.sh | ||
working-directory: cli | ||
continue-on-error: true | ||
- name: run endpoints/online/llm/langchain/1_langchain_basic_deploy.ipynb | ||
run: | | ||
source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | ||
source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | ||
bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json"; | ||
bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "1_langchain_basic_deploy.ipynb"; | ||
[ -f "../../.azureml/config" ] && cat "../../.azureml/config"; | ||
papermill -k python 1_langchain_basic_deploy.ipynb 1_langchain_basic_deploy.output.ipynb | ||
working-directory: sdk/python/endpoints/online/llm/langchain | ||
- name: upload notebook's working folder as an artifact | ||
if: ${{ always() }} | ||
uses: actions/upload-artifact@v2 | ||
with: | ||
name: 1_langchain_basic_deploy | ||
path: sdk/python/endpoints/online/llm/langchain |
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75
.github/workflows/sdk-endpoints-online-llm-semantic-kernel-1_semantic_http_server.yml
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---|---|---|
@@ -0,0 +1,75 @@ | ||
# This code is autogenerated. | ||
# Code is generated by running custom script: python3 readme.py | ||
# Any manual changes to this file may cause incorrect behavior. | ||
# Any manual changes will be overwritten if the code is regenerated. | ||
|
||
name: sdk-endpoints-online-llm-semantic-kernel-1_semantic_http_server | ||
# This file is created by sdk/python/readme.py. | ||
# Please do not edit directly. | ||
on: | ||
workflow_dispatch: | ||
schedule: | ||
- cron: "45 9/12 * * *" | ||
pull_request: | ||
branches: | ||
- main | ||
paths: | ||
- sdk/python/endpoints/online/llm/semantic-kernel/** | ||
- .github/workflows/sdk-endpoints-online-llm-semantic-kernel-1_semantic_http_server.yml | ||
- sdk/python/dev-requirements.txt | ||
- infra/bootstrapping/** | ||
- sdk/python/setup.sh | ||
concurrency: | ||
group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }} | ||
cancel-in-progress: true | ||
jobs: | ||
build: | ||
runs-on: ubuntu-latest | ||
steps: | ||
- name: check out repo | ||
uses: actions/checkout@v2 | ||
- name: setup python | ||
uses: actions/setup-python@v2 | ||
with: | ||
python-version: "3.8" | ||
- name: pip install notebook reqs | ||
run: pip install -r sdk/python/dev-requirements.txt | ||
- name: azure login | ||
uses: azure/login@v1 | ||
with: | ||
creds: ${{secrets.AZUREML_CREDENTIALS}} | ||
- name: bootstrap resources | ||
run: | | ||
echo '${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}'; | ||
bash bootstrap.sh | ||
working-directory: infra/bootstrapping | ||
continue-on-error: false | ||
- name: setup SDK | ||
run: | | ||
source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | ||
source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | ||
bash setup.sh | ||
working-directory: sdk/python | ||
continue-on-error: true | ||
- name: setup-cli | ||
run: | | ||
source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | ||
source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | ||
bash setup.sh | ||
working-directory: cli | ||
continue-on-error: true | ||
- name: run endpoints/online/llm/semantic-kernel/1_semantic_http_server.ipynb | ||
run: | | ||
source "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh"; | ||
source "${{ github.workspace }}/infra/bootstrapping/init_environment.sh"; | ||
bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" generate_workspace_config "../../.azureml/config.json"; | ||
bash "${{ github.workspace }}/infra/bootstrapping/sdk_helpers.sh" replace_template_values "1_semantic_http_server.ipynb"; | ||
[ -f "../../.azureml/config" ] && cat "../../.azureml/config"; | ||
papermill -k python 1_semantic_http_server.ipynb 1_semantic_http_server.output.ipynb | ||
working-directory: sdk/python/endpoints/online/llm/semantic-kernel | ||
- name: upload notebook's working folder as an artifact | ||
if: ${{ always() }} | ||
uses: actions/upload-artifact@v2 | ||
with: | ||
name: 1_semantic_http_server | ||
path: sdk/python/endpoints/online/llm/semantic-kernel |
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.ipynb_checkpoints | ||
*/.ipynb_checkpoints/* | ||
*/.ipynb_checkpoints/* | ||
|
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# config files are required to use Semantic Kernel | ||
!endpoints/online/llm/src/sk/skills/*/*/config.json |
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