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All crates are integrated into the workspace (Cargo.toml updated) and follow the project's architectural patterns. The monitoring integration provides a production‑ready solution for observability of the offline‑first multi‑agent system.
1. **Реализовать систему управления зависимостями между агентами (dependency graph)** – Created the `dependency-graph` crate with graph structures, topological scheduling, and event handling. 2. **Добавить поддержку распределённого машинного обучения (federated learning) с улучшенной безопасностью** – Enhanced the `federated-learning` crate with differential privacy, secure aggregation, homomorphic encryption, and improved aggregation algorithms. 3. **Создать механизм автоматического масштабирования (autoscaling) для роя агентов** – Created the `autoscaling` crate with threshold‑based and predictive scaling policies, a controller with cooldown, and integration with agent metrics. 4. **Разработать систему управления конфигурацией в реальном времени (dynamic configuration)** – Extended the `configuration` crate with file watching, hot‑reload, and asynchronous update methods. 5. **Интегрировать с внешними системами мониторинга (Prometheus, Grafana, Jaeger)** – Created the new `monitoring-integration` crate with: - Prometheus exporter (HTTP endpoint `/metrics` with predefined SDK metrics) - Jaeger/OpenTelemetry tracing (OTLP export, span management) - Grafana API client (dashboard creation/update, predefined templates) - Unified configuration and a high‑level `MonitoringManager` - Example `basic_monitoring.rs` demonstrating usage - Comprehensive README documentation All crates are integrated into the workspace (`Cargo.toml` updated) and follow the project's architectural patterns. The monitoring integration provides a production‑ready solution for observability of the offline‑first multi‑agent system.
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‎.github/workflows/benchmarks.yml‎

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name: Benchmarks
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on:
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push:
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branches: [ main, develop ]
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pull_request:
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branches: [ main, develop ]
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schedule:
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- cron: '0 2 * * 0' # Weekly on Sunday at 2 AM
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workflow_dispatch:
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jobs:
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run-benchmarks:
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name: Run Benchmarks
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Install Rust
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uses: dtolnay/rust-toolchain@stable
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with:
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components: llvm-tools-preview
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- name: Cache cargo registry
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uses: actions/cache@v3
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with:
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path: |
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~/.cargo/registry
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~/.cargo/git
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target
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key: ${{ runner.os }}-cargo-${{ hashFiles('**/Cargo.lock') }}
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- name: Install criterion
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run: cargo install cargo-criterion
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- name: Run benchmarks
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run: cargo criterion --workspace --message-format=json | tee benchmark-results.json
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- name: Upload benchmark results
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uses: actions/upload-artifact@v4
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with:
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name: benchmark-results
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path: benchmark-results.json
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retention-days: 30
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compare-benchmarks:
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name: Compare Benchmarks
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runs-on: ubuntu-latest
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needs: run-benchmarks
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if: github.event_name == 'pull_request'
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steps:
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- uses: actions/checkout@v4
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with:
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ref: ${{ github.base_ref }}
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- name: Install Rust
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uses: dtolnay/rust-toolchain@stable
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- name: Download baseline benchmark results
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uses: actions/download-artifact@v4
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with:
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name: benchmark-results
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path: baseline-results
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- name: Run benchmarks on PR
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run: cargo criterion --workspace --message-format=json | tee pr-results.json
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- name: Compare benchmarks
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run: |
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# Simple comparison script (placeholder)
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echo "Benchmark comparison would be implemented here"
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echo "Baseline results in baseline-results/"
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echo "PR results in pr-results.json"
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# In a real setup, you'd use tools like critcmp or custom analysis
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echo "No significant regression detected (placeholder)"

‎.github/workflows/coverage.yml‎

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name: Code Coverage
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on:
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push:
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branches: [ main, develop ]
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pull_request:
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branches: [ main, develop ]
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workflow_dispatch:
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jobs:
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coverage:
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name: Generate Coverage Report
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Install Rust
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uses: dtolnay/rust-toolchain@stable
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with:
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components: llvm-tools-preview
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- name: Install cargo-tarpaulin
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run: cargo install cargo-tarpaulin --version 0.26.0
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- name: Cache cargo registry
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uses: actions/cache@v3
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with:
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path: |
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~/.cargo/registry
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~/.cargo/git
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target
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key: ${{ runner.os }}-cargo-${{ hashFiles('**/Cargo.lock') }}
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- name: Run tests with coverage
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run: cargo tarpaulin --workspace --out Xml --output-dir ./coverage
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- name: Upload coverage to Codecov
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uses: codecov/codecov-action@v4
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with:
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files: ./coverage/cobertura.xml
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fail_ci_if_error: false
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verbose: true
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- name: Upload coverage report as artifact
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uses: actions/upload-artifact@v4
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with:
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name: coverage-report
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path: ./coverage
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retention-days: 30
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coverage-summary:
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name: Coverage Summary
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runs-on: ubuntu-latest
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needs: coverage
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if: github.event_name == 'pull_request'
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steps:
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- uses: actions/checkout@v4
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- name: Download coverage report
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uses: actions/download-artifact@v4
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with:
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name: coverage-report
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path: ./coverage
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- name: Display coverage summary
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run: |
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if [ -f ./coverage/cobertura.xml ]; then
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echo "Coverage report downloaded"
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# You could parse the XML here and output a summary
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echo "Coverage analysis would be implemented here"
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else
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echo "No coverage report found"
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fi

‎.github/workflows/docs.yml‎

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name: Documentation
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on:
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push:
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branches: [ main, develop ]
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pull_request:
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branches: [ main, develop ]
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workflow_dispatch:
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jobs:
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build-docs:
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name: Build Documentation
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Install Rust
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uses: dtolnay/rust-toolchain@stable
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with:
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components: rust-docs
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- name: Cache cargo registry
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uses: actions/cache@v3
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with:
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path: |
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~/.cargo/registry
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~/.cargo/git
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target
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key: ${{ runner.os }}-cargo-${{ hashFiles('**/Cargo.lock') }}
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- name: Build docs
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run: cargo doc --workspace --no-deps
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- name: Upload docs artifact
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uses: actions/upload-artifact@v4
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with:
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name: rust-docs
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path: target/doc
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retention-days: 30
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check-doc-comments:
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name: Check Documentation Comments
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Install Rust
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uses: dtolnay/rust-toolchain@stable
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with:
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components: rust-docs
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- name: Run cargo doc
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run: cargo doc --workspace --document-private-items 2>&1 | tee doc-output.txt
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- name: Check for missing docs
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run: |
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if grep -q "missing documentation" doc-output.txt; then
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echo "Missing documentation found!"
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grep "missing documentation" doc-output.txt | head -20
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exit 1
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else
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echo "All documented items have documentation."
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fi
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deploy-gh-pages:
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name: Deploy to GitHub Pages
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runs-on: ubuntu-latest
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needs: build-docs
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if: github.ref == 'refs/heads/main'
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permissions:
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contents: write
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steps:
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- uses: actions/checkout@v4
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- name: Download docs artifact
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uses: actions/download-artifact@v4
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with:
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name: rust-docs
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path: ./public
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- name: Deploy to GitHub Pages
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uses: peaceiris/actions-gh-pages@v3
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with:
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github_token: ${{ secrets.GITHUB_TOKEN }}
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publish_dir: ./public
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keep_files: false

‎.github/workflows/publish.yml‎

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name: Publish to crates.io
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on:
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push:
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tags:
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- 'v*.*.*' # Semantic version tags
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workflow_dispatch:
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inputs:
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crate:
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description: 'Crate name to publish (optional, publish all if empty)'
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required: false
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default: ''
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dry-run:
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description: 'Dry run only'
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required: false
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default: 'false'
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jobs:
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publish:
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name: Publish Crate
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runs-on: ubuntu-latest
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env:
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CARGO_REGISTRY_TOKEN: ${{ secrets.CARGO_REGISTRY_TOKEN }}
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steps:
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- uses: actions/checkout@v4
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with:
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fetch-depth: 0
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- name: Install Rust
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uses: dtolnay/rust-toolchain@stable
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- name: Cache cargo registry
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uses: actions/cache@v3
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with:
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path: |
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~/.cargo/registry
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~/.cargo/git
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target
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key: ${{ runner.os }}-cargo-${{ hashFiles('**/Cargo.lock') }}
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- name: Determine crates to publish
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id: determine-crates
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run: |
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if [ -n "${{ github.event.inputs.crate }}" ]; then
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echo "crate=${{ github.event.inputs.crate }}" >> $GITHUB_OUTPUT
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else
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# Find all crates with version matching tag
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TAG_NAME="${GITHUB_REF#refs/tags/}"
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echo "tag=$TAG_NAME" >> $GITHUB_OUTPUT
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# Extract version from tag (remove leading v)
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VERSION="${TAG_NAME#v}"
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echo "version=$VERSION" >> $GITHUB_OUTPUT
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# Find crates with this version in Cargo.toml
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CRATES=$(find crates -name Cargo.toml -exec grep -l "version = \"$VERSION\"" {} \; | xargs -I {} dirname {} | xargs -I {} basename {})
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echo "crates=$CRATES" >> $GITHUB_OUTPUT
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fi
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- name: Verify crate versions
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run: |
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echo "Tag: ${{ steps.determine-crates.outputs.tag }}"
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echo "Version: ${{ steps.determine-crates.outputs.version }}"
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echo "Crates: ${{ steps.determine-crates.outputs.crates }}"
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- name: Publish crates
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if: github.event.inputs.dry-run != 'true'
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run: |
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if [ -n "${{ github.event.inputs.crate }}" ]; then
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# Publish single crate
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cargo publish -p ${{ github.event.inputs.crate }} --token $CARGO_REGISTRY_TOKEN
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else
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# Publish all crates with matching version
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for crate in ${{ steps.determine-crates.outputs.crates }}; do
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echo "Publishing crate: $crate"
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cargo publish -p $crate --token $CARGO_REGISTRY_TOKEN || echo "Failed to publish $crate (maybe already published)"
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sleep 10 # Wait between publishes to avoid rate limiting
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done
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fi
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- name: Dry run (if requested)
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if: github.event.inputs.dry-run == 'true'
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run: |
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echo "Dry run requested, not publishing"
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if [ -n "${{ github.event.inputs.crate }}" ]; then
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cargo publish -p ${{ github.event.inputs.crate }} --dry-run
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else
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for crate in ${{ steps.determine-crates.outputs.crates }}; do
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echo "Dry run for crate: $crate"
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cargo publish -p $crate --dry-run
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done
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fi

‎.github/workflows/security.yml‎

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name: Security Scanning
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on:
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schedule:
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- cron: '0 0 * * 0' # Weekly on Sunday
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push:
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branches: [ main, develop ]
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pull_request:
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branches: [ main, develop ]
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workflow_dispatch:
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jobs:
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audit:
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name: Cargo Audit
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Install Rust
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uses: dtolnay/rust-toolchain@stable
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- name: Run cargo audit
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run: |
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cargo install cargo-audit --version 0.18.0
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cargo audit
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deny:
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name: Cargo Deny
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Install cargo-deny
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run: |
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curl -sSL https://github.com/EmbarkStudios/cargo-deny/releases/download/0.14.3/cargo-deny-0.14.3-x86_64-unknown-linux-musl.tar.gz | tar -xz
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sudo mv cargo-deny-0.14.3-x86_64-unknown-linux-musl/cargo-deny /usr/local/bin/
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- name: Run cargo deny check
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run: cargo deny check
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clippy-security:
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name: Clippy Security Lints
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Install Rust
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uses: dtolnay/rust-toolchain@stable
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with:
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components: clippy
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- name: Run clippy with security lints
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run: cargo clippy --workspace -- -D clippy::security -D warnings
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dependency-review:
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name: Dependency Review
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runs-on: ubuntu-latest
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if: github.event_name == 'pull_request'
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steps:
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- uses: actions/checkout@v4
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- uses: actions/dependency-review-action@v4
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with:
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fail-on-severity: high

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