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fetch_ml/docs/_site/deployment/index.html
Jeremie Fraeys 385d2cf386 docs: add comprehensive documentation with MkDocs site 
- Add complete API documentation and architecture guides
- Include quick start, installation, and deployment guides
- Add troubleshooting and security documentation
- Include CLI reference and configuration schema docs
- Add production monitoring and operations guides
- Implement MkDocs configuration with search functionality
- Include comprehensive user and developer documentation

Provides complete documentation for users and developers
covering all aspects of the FetchML platform.
2025-12-04 16:54:57 -05:00

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<div class="md-content" data-md-component="content">
<article class="md-content__inner md-typeset">
<h1 id="ml-experiment-manager-deployment-guide">ML Experiment Manager - Deployment Guide<a class="headerlink" href="#ml-experiment-manager-deployment-guide" title="Permanent link">&para;</a></h1>
<h2 id="overview">Overview<a class="headerlink" href="#overview" title="Permanent link">&para;</a></h2>
<p>The ML Experiment Manager supports multiple deployment methods from local development to homelab Docker setups.</p>
<h2 id="quick-start">Quick Start<a class="headerlink" href="#quick-start" title="Permanent link">&para;</a></h2>
<h3 id="docker-compose-recommended-for-development">Docker Compose (Recommended for Development)<a class="headerlink" href="#docker-compose-recommended-for-development" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="c1"># Clone repository</span>
git<span class="w"> </span>clone<span class="w"> </span>https://github.com/your-org/fetch_ml.git
<span class="nb">cd</span><span class="w"> </span>fetch_ml
<span class="c1"># Start all services</span>
docker-compose<span class="w"> </span>up<span class="w"> </span>-d<span class="w"> </span><span class="o">(</span>testing<span class="w"> </span>only<span class="o">)</span>
<span class="c1"># Check status</span>
docker-compose<span class="w"> </span>ps
<span class="c1"># View logs</span>
docker-compose<span class="w"> </span>logs<span class="w"> </span>-f<span class="w"> </span>api-server
</code></pre></div>
<p>Access the API at <code>http://localhost:9100</code></p>
<h2 id="deployment-options">Deployment Options<a class="headerlink" href="#deployment-options" title="Permanent link">&para;</a></h2>
<h3 id="1-local-development">1. Local Development<a class="headerlink" href="#1-local-development" title="Permanent link">&para;</a></h3>
<h4 id="prerequisites">Prerequisites<a class="headerlink" href="#prerequisites" title="Permanent link">&para;</a></h4>
<p><strong>Container Runtimes:</strong>
- <strong>Docker Compose</strong>: For testing and development only
- <strong>Podman</strong>: For production experiment execution
- Go 1.25+
- Zig 0.15.2
- Redis 7+
- Docker &amp; Docker Compose (optional)</p>
<h4 id="manual-setup">Manual Setup<a class="headerlink" href="#manual-setup" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><span class="c1"># Start Redis</span>
redis-server
<span class="c1"># Build and run Go server</span>
go<span class="w"> </span>build<span class="w"> </span>-o<span class="w"> </span>bin/api-server<span class="w"> </span>./cmd/api-server
./bin/api-server<span class="w"> </span>-config<span class="w"> </span>configs/config-local.yaml
<span class="c1"># Build Zig CLI</span>
<span class="nb">cd</span><span class="w"> </span>cli
zig<span class="w"> </span>build<span class="w"> </span>prod
./zig-out/bin/ml<span class="w"> </span>--help
</code></pre></div>
<h3 id="2-docker-deployment">2. Docker Deployment<a class="headerlink" href="#2-docker-deployment" title="Permanent link">&para;</a></h3>
<h4 id="build-image">Build Image<a class="headerlink" href="#build-image" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code>docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span>ml-experiment-manager:latest<span class="w"> </span>.
</code></pre></div>
<h4 id="run-container">Run Container<a class="headerlink" href="#run-container" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code>docker<span class="w"> </span>run<span class="w"> </span>-d<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>--name<span class="w"> </span>ml-api<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-p<span class="w"> </span><span class="m">9100</span>:9100<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-p<span class="w"> </span><span class="m">9101</span>:9101<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-v<span class="w"> </span><span class="k">$(</span><span class="nb">pwd</span><span class="k">)</span>/configs:/app/configs:ro<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>-v<span class="w"> </span>experiment-data:/data/ml-experiments<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>ml-experiment-manager:latest
</code></pre></div>
<h4 id="docker-compose">Docker Compose<a class="headerlink" href="#docker-compose" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><span class="c1"># Production mode</span>
docker-compose<span class="w"> </span>-f<span class="w"> </span>docker-compose.yml<span class="w"> </span>up<span class="w"> </span>-d
<span class="c1"># Development mode with logs</span>
docker-compose<span class="w"> </span>-f<span class="w"> </span>docker-compose.yml<span class="w"> </span>up
</code></pre></div>
<h3 id="3-homelab-setup">3. Homelab Setup<a class="headerlink" href="#3-homelab-setup" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="c1"># Use the simple setup script</span>
./setup.sh
<span class="c1"># Or manually with Docker Compose</span>
docker-compose<span class="w"> </span>up<span class="w"> </span>-d<span class="w"> </span><span class="o">(</span>testing<span class="w"> </span>only<span class="o">)</span>
</code></pre></div>
<h3 id="4-cloud-deployment">4. Cloud Deployment<a class="headerlink" href="#4-cloud-deployment" title="Permanent link">&para;</a></h3>
<h4 id="aws-ecs">AWS ECS<a class="headerlink" href="#aws-ecs" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><span class="c1"># Build and push to ECR</span>
aws<span class="w"> </span>ecr<span class="w"> </span>get-login-password<span class="w"> </span><span class="p">|</span><span class="w"> </span>docker<span class="w"> </span>login<span class="w"> </span>--username<span class="w"> </span>AWS<span class="w"> </span>--password-stdin<span class="w"> </span><span class="nv">$ECR_REGISTRY</span>
docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span><span class="nv">$ECR_REGISTRY</span>/ml-experiment-manager:latest<span class="w"> </span>.
docker<span class="w"> </span>push<span class="w"> </span><span class="nv">$ECR_REGISTRY</span>/ml-experiment-manager:latest
<span class="c1"># Deploy with ECS CLI</span>
ecs-cli<span class="w"> </span>compose<span class="w"> </span>--project-name<span class="w"> </span>ml-experiment-manager<span class="w"> </span>up
</code></pre></div>
<h4 id="google-cloud-run">Google Cloud Run<a class="headerlink" href="#google-cloud-run" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><span class="c1"># Build and push</span>
gcloud<span class="w"> </span>builds<span class="w"> </span>submit<span class="w"> </span>--tag<span class="w"> </span>gcr.io/<span class="nv">$PROJECT_ID</span>/ml-experiment-manager
<span class="c1"># Deploy</span>
gcloud<span class="w"> </span>run<span class="w"> </span>deploy<span class="w"> </span>ml-experiment-manager<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>--image<span class="w"> </span>gcr.io/<span class="nv">$PROJECT_ID</span>/ml-experiment-manager<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>--platform<span class="w"> </span>managed<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>--region<span class="w"> </span>us-central1<span class="w"> </span><span class="se">\</span>
<span class="w"> </span>--allow-unauthenticated
</code></pre></div>
<h2 id="configuration">Configuration<a class="headerlink" href="#configuration" title="Permanent link">&para;</a></h2>
<h3 id="environment-variables">Environment Variables<a class="headerlink" href="#environment-variables" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="c1"># configs/config-local.yaml</span>
<span class="nt">base_path</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;/data/ml-experiments&quot;</span>
<span class="nt">auth</span><span class="p">:</span>
<span class="w"> </span><span class="nt">enabled</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
<span class="w"> </span><span class="nt">api_keys</span><span class="p">:</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="s">&quot;your-production-api-key&quot;</span>
<span class="nt">server</span><span class="p">:</span>
<span class="w"> </span><span class="nt">address</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;:9100&quot;</span>
<span class="w"> </span><span class="nt">tls</span><span class="p">:</span>
<span class="w"> </span><span class="nt">enabled</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
<span class="w"> </span><span class="nt">cert_file</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;/app/ssl/cert.pem&quot;</span>
<span class="w"> </span><span class="nt">key_file</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;/app/ssl/key.pem&quot;</span>
</code></pre></div>
<h3 id="docker-compose-environment">Docker Compose Environment<a class="headerlink" href="#docker-compose-environment" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="c1"># docker-compose.yml</span>
<span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="s">&#39;3.8&#39;</span>
<span class="nt">services</span><span class="p">:</span>
<span class="w"> </span><span class="nt">api-server</span><span class="p">:</span>
<span class="w"> </span><span class="nt">environment</span><span class="p">:</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">REDIS_URL=redis://redis:6379</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">LOG_LEVEL=info</span>
<span class="w"> </span><span class="nt">volumes</span><span class="p">:</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">./configs:/configs:ro</span>
<span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">./data:/data/experiments</span>
</code></pre></div>
<h2 id="monitoring-logging">Monitoring &amp; Logging<a class="headerlink" href="#monitoring-logging" title="Permanent link">&para;</a></h2>
<h3 id="health-checks">Health Checks<a class="headerlink" href="#health-checks" title="Permanent link">&para;</a></h3>
<ul>
<li>HTTP: <code>GET /health</code></li>
<li>WebSocket: Connection test</li>
<li>Redis: Ping check</li>
</ul>
<h3 id="metrics">Metrics<a class="headerlink" href="#metrics" title="Permanent link">&para;</a></h3>
<ul>
<li>Prometheus metrics at <code>/metrics</code></li>
<li>Custom application metrics</li>
<li>Container resource usage</li>
</ul>
<h3 id="logging">Logging<a class="headerlink" href="#logging" title="Permanent link">&para;</a></h3>
<ul>
<li>Structured JSON logging</li>
<li>Log levels: DEBUG, INFO, WARN, ERROR</li>
<li>Centralized logging via ELK stack</li>
</ul>
<h2 id="security">Security<a class="headerlink" href="#security" title="Permanent link">&para;</a></h2>
<h3 id="tls-configuration">TLS Configuration<a class="headerlink" href="#tls-configuration" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="c1"># Generate self-signed cert (development)</span>
openssl<span class="w"> </span>req<span class="w"> </span>-x509<span class="w"> </span>-newkey<span class="w"> </span>rsa:4096<span class="w"> </span>-keyout<span class="w"> </span>key.pem<span class="w"> </span>-out<span class="w"> </span>cert.pem<span class="w"> </span>-days<span class="w"> </span><span class="m">365</span><span class="w"> </span>-nodes
<span class="c1"># Production - use Let&#39;s Encrypt</span>
certbot<span class="w"> </span>certonly<span class="w"> </span>--standalone<span class="w"> </span>-d<span class="w"> </span>ml-experiments.example.com
</code></pre></div>
<h3 id="network-security">Network Security<a class="headerlink" href="#network-security" title="Permanent link">&para;</a></h3>
<ul>
<li>Firewall rules (ports 9100, 9101, 6379)</li>
<li>VPN access for internal services</li>
<li>API key authentication</li>
<li>Rate limiting</li>
</ul>
<h2 id="performance-tuning">Performance Tuning<a class="headerlink" href="#performance-tuning" title="Permanent link">&para;</a></h2>
<h3 id="resource-allocation">Resource Allocation<a class="headerlink" href="#resource-allocation" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="nt">resources</span><span class="p">:</span>
<span class="w"> </span><span class="nt">requests</span><span class="p">:</span>
<span class="w"> </span><span class="nt">memory</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;256Mi&quot;</span>
<span class="w"> </span><span class="nt">cpu</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;250m&quot;</span>
<span class="w"> </span><span class="nt">limits</span><span class="p">:</span>
<span class="w"> </span><span class="nt">memory</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;1Gi&quot;</span>
<span class="w"> </span><span class="nt">cpu</span><span class="p">:</span><span class="w"> </span><span class="s">&quot;1000m&quot;</span>
</code></pre></div>
<h3 id="scaling-strategies">Scaling Strategies<a class="headerlink" href="#scaling-strategies" title="Permanent link">&para;</a></h3>
<ul>
<li>Horizontal pod autoscaling</li>
<li>Redis clustering</li>
<li>Load balancing</li>
<li>CDN for static assets</li>
</ul>
<h2 id="backup-recovery">Backup &amp; Recovery<a class="headerlink" href="#backup-recovery" title="Permanent link">&para;</a></h2>
<h3 id="data-backup">Data Backup<a class="headerlink" href="#data-backup" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="c1"># Backup experiment data</span>
docker-compose<span class="w"> </span><span class="nb">exec</span><span class="w"> </span>redis<span class="w"> </span>redis-cli<span class="w"> </span>BGSAVE
docker<span class="w"> </span>cp<span class="w"> </span><span class="k">$(</span>docker-compose<span class="w"> </span>ps<span class="w"> </span>-q<span class="w"> </span>redis<span class="k">)</span>:/data/dump.rdb<span class="w"> </span>./redis-backup.rdb
<span class="c1"># Backup data volume</span>
docker<span class="w"> </span>run<span class="w"> </span>--rm<span class="w"> </span>-v<span class="w"> </span>ml-experiments_redis_data:/data<span class="w"> </span>-v<span class="w"> </span><span class="k">$(</span><span class="nb">pwd</span><span class="k">)</span>:/backup<span class="w"> </span>alpine<span class="w"> </span>tar<span class="w"> </span>czf<span class="w"> </span>/backup/redis-backup.tar.gz<span class="w"> </span>-C<span class="w"> </span>/data<span class="w"> </span>.
</code></pre></div>
<h3 id="disaster-recovery">Disaster Recovery<a class="headerlink" href="#disaster-recovery" title="Permanent link">&para;</a></h3>
<ol>
<li>Restore Redis data</li>
<li>Restart services</li>
<li>Verify experiment metadata</li>
<li>Test API endpoints</li>
</ol>
<h2 id="troubleshooting">Troubleshooting<a class="headerlink" href="#troubleshooting" title="Permanent link">&para;</a></h2>
<h3 id="common-issues">Common Issues<a class="headerlink" href="#common-issues" title="Permanent link">&para;</a></h3>
<h4 id="api-server-not-starting">API Server Not Starting<a class="headerlink" href="#api-server-not-starting" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><span class="c1"># Check logs</span>
docker-compose<span class="w"> </span>logs<span class="w"> </span>api-server
<span class="c1"># Check configuration</span>
cat<span class="w"> </span>configs/config-local.yaml
<span class="c1"># Check Redis connection</span>
docker-compose<span class="w"> </span><span class="nb">exec</span><span class="w"> </span>redis<span class="w"> </span>redis-cli<span class="w"> </span>ping
</code></pre></div>
<h4 id="websocket-connection-issues">WebSocket Connection Issues<a class="headerlink" href="#websocket-connection-issues" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><span class="c1"># Test WebSocket</span>
wscat<span class="w"> </span>-c<span class="w"> </span>ws://localhost:9100/ws
<span class="c1"># Check TLS</span>
openssl<span class="w"> </span>s_client<span class="w"> </span>-connect<span class="w"> </span>localhost:9101<span class="w"> </span>-servername<span class="w"> </span>localhost
</code></pre></div>
<h4 id="performance-issues">Performance Issues<a class="headerlink" href="#performance-issues" title="Permanent link">&para;</a></h4>
<div class="highlight"><pre><span></span><code><span class="c1"># Check resource usage</span>
docker-compose<span class="w"> </span><span class="nb">exec</span><span class="w"> </span>api-server<span class="w"> </span>ps<span class="w"> </span>aux
<span class="c1"># Check Redis memory</span>
docker-compose<span class="w"> </span><span class="nb">exec</span><span class="w"> </span>redis<span class="w"> </span>redis-cli<span class="w"> </span>info<span class="w"> </span>memory
</code></pre></div>
<h3 id="debug-mode">Debug Mode<a class="headerlink" href="#debug-mode" title="Permanent link">&para;</a></h3>
<div class="highlight"><pre><span></span><code><span class="c1"># Enable debug logging</span>
<span class="nb">export</span><span class="w"> </span><span class="nv">LOG_LEVEL</span><span class="o">=</span>debug
./bin/api-server<span class="w"> </span>-config<span class="w"> </span>configs/config-local.yaml
</code></pre></div>
<h2 id="cicd-integration">CI/CD Integration<a class="headerlink" href="#cicd-integration" title="Permanent link">&para;</a></h2>
<h3 id="github-actions">GitHub Actions<a class="headerlink" href="#github-actions" title="Permanent link">&para;</a></h3>
<ul>
<li>Automated testing on PR</li>
<li>Multi-platform builds</li>
<li>Security scanning</li>
<li>Automatic releases</li>
</ul>
<h3 id="deployment-pipeline">Deployment Pipeline<a class="headerlink" href="#deployment-pipeline" title="Permanent link">&para;</a></h3>
<ol>
<li>Code commit → GitHub</li>
<li>CI/CD pipeline triggers</li>
<li>Build and test</li>
<li>Security scan</li>
<li>Deploy to staging</li>
<li>Run integration tests</li>
<li>Deploy to production</li>
<li>Post-deployment verification</li>
</ol>
<h2 id="support">Support<a class="headerlink" href="#support" title="Permanent link">&para;</a></h2>
<p>For deployment issues:
1. Check this guide
2. Review logs
3. Check GitHub Issues
4. Contact maintainers</p>
</article>
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