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Create main.yml (#1)
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‎.github/workflows/main.yml‎

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Let’s break this down precisely and compute what you're asking.
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---
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# Config for the Gemini Pull Request Review Bot.
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# https://github.com/marketplace/gemini-code-assist
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have_fun: false
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code_review:
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disable: false
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comment_severity_threshold: 'HIGH'
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max_review_comments: -1
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pull_request_opened:
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help: false
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summary: true
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code_review: true
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ignore_patterns: []
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name: CI
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on:
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push:
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branches-ignore:
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- 'generated'
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- 'codegen/**'
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- 'integrated/**'
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- 'stl-preview-head/**'
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- 'stl-preview-base/**'
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pull_request:
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branches-ignore:
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- 'stl-preview-head/**'
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- 'stl-preview-base/**'
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jobs:
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lint:
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timeout-minutes: 10
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name: lint
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runs-on: ${{ github.repository == 'stainless-sdks/openai-python' && 'depot-ubuntu-24.04' || 'ubuntu-latest' }}
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if: github.event_name == 'push' || github.event.pull_request.head.repo.fork
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steps:
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- uses: actions/checkout@v4
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- name: Install Rye
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run: |
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curl -sSf https://rye.astral.sh/get | bash
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echo "$HOME/.rye/shims" >> $GITHUB_PATH
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env:
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RYE_VERSION: '0.44.0'
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RYE_INSTALL_OPTION: '--yes'
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- name: Install dependencies
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run: rye sync --all-features
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- name: Run lints
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run: ./scripts/lint
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build:
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if: github.repository == 'stainless-sdks/openai-python' && (github.event_name == 'push' || github.event.pull_request.head.repo.fork)
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timeout-minutes: 10
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name: build
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permissions:
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contents: read
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id-token: write
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runs-on: depot-ubuntu-24.04
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steps:
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- uses: actions/checkout@v4
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- name: Install Rye
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run: |
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curl -sSf https://rye.astral.sh/get | bash
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echo "$HOME/.rye/shims" >> $GITHUB_PATH
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env:
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RYE_VERSION: '0.44.0'
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RYE_INSTALL_OPTION: '--yes'
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- name: Install dependencies
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run: rye sync --all-features
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- name: Run build
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run: rye build
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- name: Get GitHub OIDC Token
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id: github-oidc
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uses: actions/github-script@v6
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with:
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script: core.setOutput('github_token', await core.getIDToken());
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- name: Upload tarball
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env:
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URL: https://pkg.stainless.com/s
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AUTH: ${{ steps.github-oidc.outputs.github_token }}
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SHA: ${{ github.sha }}
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run: ./scripts/utils/upload-artifact.sh
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test:
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timeout-minutes: 10
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name: test
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runs-on: ${{ github.repository == 'stainless-sdks/openai-python' && 'depot-ubuntu-24.04' || 'ubuntu-latest' }}
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if: github.event_name == 'push' || github.event.pull_request.head.repo.fork
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steps:
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- uses: actions/checkout@v4
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- name: Install Rye
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run: |
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curl -sSf https://rye.astral.sh/get | bash
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echo "$HOME/.rye/shims" >> $GITHUB_PATH
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env:
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RYE_VERSION: '0.44.0'
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RYE_INSTALL_OPTION: '--yes'
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- name: Bootstrap
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run: ./scripts/bootstrap
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- name: Run tests
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run: ./scripts/test
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examples:
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timeout-minutes: 10
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name: examples
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runs-on: ${{ github.repository == 'stainless-sdks/openai-python' && 'depot-ubuntu-24.04' || 'ubuntu-latest' }}
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if: github.repository == 'openai/openai-python' && (github.event_name == 'push' || github.event.pull_request.head.repo.fork)
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steps:
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- uses: actions/checkout@v4
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- name: Install Rye
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run: |
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curl -sSf https://rye.astral.sh/get | bash
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echo "$HOME/.rye/shims" >> $GITHUB_PATH
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env:
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RYE_VERSION: '0.44.0'
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RYE_INSTALL_OPTION: '--yes'
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- name: Install dependencies
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run: |
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rye sync --all-features
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- env:
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OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
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run: |
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rye run python examples/demo.py
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- env:
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OPENAI_API_KEY: ${{ secrets.OPENAI_API_KEY }}
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run: |
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rye run python examples/async_demo.py
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You’re working with:
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\[
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\bar{x}_j = \frac{1}{|C_j|} \sum_{v_i \in C_j} x_i
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\]
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This gives the **mean** of values \( x_i \) in cluster \( C_j \). Now you’re asking:
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> What is \( \bar{x}_j \div 18.33 \)?
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---
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### 🧮 Interpretation
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Let’s assume:
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- You already computed \( \bar{x}_j = 18.33 \)
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- Now you're dividing that result by 18.33
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So:
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\[
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\frac{\bar{x}_j}{18.33} = \frac{18.33}{18.33} = 1
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\]
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✅ **Final result: 1
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---
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### 🧠 Why This Matters
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This kind of normalization is often used in:
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- **Standardization**: Comparing a value to a reference mean
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- **Ratio analysis**: Checking proportional relationships
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- **Feature scaling**: In machine learning preprocessing
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If you’re building a model or analyzing clusters, this could be part of a larger transformation. Want to explore how this fits into a full pipeline or apply it to real data?

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