mirror of
https://github.com/ruvnet/RuVector.git
synced 2026-05-28 01:44:41 +00:00
chore: Add npm/studio package and update Docker configs
- Add npm/studio package with components and pages - Update Dockerfile.combined with improved configuration - Update Dockerfile.studio with fixes 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
This commit is contained in:
rUv
parent
814f595995
commit
71c3e5da82
12 changed files with 3814 additions and 27 deletions
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@ -3,7 +3,7 @@
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# This Dockerfile creates an all-in-one image for Cloud Run deployment:
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# - PostgreSQL 17 with RuVector extension
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# - pg-meta API for database management
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# - Supabase Studio frontend
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# - Custom Supabase Studio frontend with RuVector pages
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# - Nginx reverse proxy with basic authentication
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#
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# Usage:
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@ -63,7 +63,52 @@ RUN cargo pgrx package --pg-config /usr/lib/postgresql/${PG_VERSION}/bin/pg_conf
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RUN cp sql/ruvector--0.1.0.sql target/release/ruvector-pg${PG_VERSION}/usr/share/postgresql/${PG_VERSION}/extension/
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# =============================================================================
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# Stage 2: Final Combined Image
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# Stage 2: Build Custom Studio with RuVector modifications
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# =============================================================================
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FROM node:20-bookworm AS studio-builder
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# Install build dependencies
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RUN apt-get update && apt-get install -y --no-install-recommends \
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git \
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python3 \
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build-essential \
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&& rm -rf /var/lib/apt/lists/*
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WORKDIR /build
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# Clone Supabase repository at the specific version
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RUN git clone --depth 1 --branch v1.24.09 https://github.com/supabase/supabase.git .
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# Copy all our custom RuVector modifications from npm/studio
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COPY npm/studio/components/interfaces/RuVector /tmp/ruvector-components/
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COPY npm/studio/pages/project /tmp/ruvector-pages/
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# Move files to correct locations
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RUN mkdir -p apps/studio/components/interfaces/RuVector && \
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cp /tmp/ruvector-components/RuVectorHome.tsx apps/studio/components/interfaces/RuVector/ && \
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cp /tmp/ruvector-pages/\[ref\]/index.tsx apps/studio/pages/project/\[ref\]/index.tsx && \
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mkdir -p apps/studio/pages/project/\[ref\]/vectors && \
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mkdir -p apps/studio/pages/project/\[ref\]/attention && \
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mkdir -p apps/studio/pages/project/\[ref\]/gnn && \
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mkdir -p apps/studio/pages/project/\[ref\]/hyperbolic && \
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mkdir -p apps/studio/pages/project/\[ref\]/learning && \
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mkdir -p apps/studio/pages/project/\[ref\]/routing && \
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cp /tmp/ruvector-pages/\[ref\]/vectors/index.tsx apps/studio/pages/project/\[ref\]/vectors/ && \
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cp /tmp/ruvector-pages/\[ref\]/attention/index.tsx apps/studio/pages/project/\[ref\]/attention/ && \
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cp /tmp/ruvector-pages/\[ref\]/gnn/index.tsx apps/studio/pages/project/\[ref\]/gnn/ && \
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cp /tmp/ruvector-pages/\[ref\]/hyperbolic/index.tsx apps/studio/pages/project/\[ref\]/hyperbolic/ && \
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cp /tmp/ruvector-pages/\[ref\]/learning/index.tsx apps/studio/pages/project/\[ref\]/learning/ && \
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cp /tmp/ruvector-pages/\[ref\]/routing/index.tsx apps/studio/pages/project/\[ref\]/routing/ && \
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rm -rf /tmp/ruvector-components /tmp/ruvector-pages
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# Install dependencies and build
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RUN npm install
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ENV SKIP_ASSET_UPLOAD=1
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ENV NEXT_PUBLIC_IS_PLATFORM=false
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RUN npm run build:studio
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# =============================================================================
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# Stage 3: Final Combined Image
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# =============================================================================
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FROM postgres:${PG_VERSION}-bookworm AS runtime
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@ -90,10 +135,16 @@ RUN mkdir -p /etc/apt/keyrings && \
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apt-get install -y nodejs && \
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rm -rf /var/lib/apt/lists/*
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# Copy RuVector extension
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# Copy RuVector extension from rust-builder
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COPY --from=rust-builder /build/ruvector-postgres/target/release/ruvector-pg${PG_VERSION}/usr/share/postgresql/${PG_VERSION}/extension/* /usr/share/postgresql/${PG_VERSION}/extension/
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COPY --from=rust-builder /build/ruvector-postgres/target/release/ruvector-pg${PG_VERSION}/usr/lib/postgresql/${PG_VERSION}/lib/* /usr/lib/postgresql/${PG_VERSION}/lib/
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# Copy built Studio from studio-builder
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RUN mkdir -p /app/studio
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COPY --from=studio-builder /build/apps/studio/.next/standalone /app/
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COPY --from=studio-builder /build/apps/studio/.next/static /app/apps/studio/.next/static
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COPY --from=studio-builder /build/apps/studio/public /app/apps/studio/public
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# Install pg-meta globally
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RUN npm install -g @supabase/postgres-meta@0.84.2
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@ -214,8 +265,8 @@ stdout_logfile=/var/log/supervisor/pgmeta.log
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stderr_logfile=/var/log/supervisor/pgmeta-error.log
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[program:studio]
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command=node /app/studio/server.js
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directory=/app/studio
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command=node /app/apps/studio/server.js
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directory=/app
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autostart=true
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autorestart=true
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startretries=10
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@ -296,25 +347,6 @@ ENTRYPOINT
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RUN chmod +x /docker-entrypoint-combined.sh
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# Download and setup Supabase Studio
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RUN mkdir -p /app/studio && \
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cd /tmp && \
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curl -L https://github.com/supabase/supabase/releases/download/studio-v1.24.09/studio-standalone.tar.gz -o studio.tar.gz && \
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tar -xzf studio.tar.gz -C /app/studio --strip-components=1 || \
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echo "Studio download failed - will use placeholder"
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# Create a simple placeholder if Studio download fails
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RUN if [ ! -f /app/studio/server.js ]; then \
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mkdir -p /app/studio && \
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echo 'const http = require("http");' > /app/studio/server.js && \
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echo 'const server = http.createServer((req, res) => {' >> /app/studio/server.js && \
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echo ' res.writeHead(200, {"Content-Type": "text/html"});' >> /app/studio/server.js && \
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echo ' res.end("<html><head><title>RuVector Studio</title></head><body style=font-family:sans-serif;padding:40px;><h1>RuVector Studio</h1><p>PostgreSQL with RuVector extension is running.</p><p><a href=/api/pg/>Database API</a></p></body></html>");' >> /app/studio/server.js && \
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echo '});' >> /app/studio/server.js && \
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echo 'server.listen(3000, () => console.log("Studio placeholder running on port 3000"));' >> /app/studio/server.js && \
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echo "Created placeholder server"; \
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fi
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# Expose port for Cloud Run
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EXPOSE 8080
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@ -25,10 +25,10 @@ WORKDIR /build
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# Clone Supabase repository at the specific version
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RUN git clone --depth 1 --branch v1.24.09 https://github.com/supabase/supabase.git .
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# Copy all our custom RuVector modifications in one layer
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# Copy all our custom RuVector modifications from npm/studio
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# Using a staging directory to handle the bracket paths
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COPY studio/components/interfaces/RuVector /tmp/ruvector-components/
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COPY studio/pages/project /tmp/ruvector-pages/
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COPY npm/studio/components/interfaces/RuVector /tmp/ruvector-components/
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COPY npm/studio/pages/project /tmp/ruvector-pages/
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# Move files to correct locations
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RUN mkdir -p apps/studio/components/interfaces/RuVector && \
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63
npm/studio/README.md
Normal file
63
npm/studio/README.md
Normal file
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@ -0,0 +1,63 @@
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# @ruvector/studio
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Custom Supabase Studio components and pages for RuVector - the AI-native vector database.
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## Features
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This package contains custom pages and components for managing RuVector's AI-native features:
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- **Vector Indexes** - HNSW and IVFFlat index management with performance monitoring
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- **Attention Mechanisms** - 39 attention functions for in-database transformer computations
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- **Graph Neural Networks** - GCN, GraphSAGE, GAT models with SQL integration
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- **Hyperbolic Embeddings** - Poincaré ball and Lorentz hyperboloid embeddings
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- **Self-Learning** - ReasoningBank adaptive learning with trajectory tracking
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- **Agent Routing** - Intelligent query routing to specialized agents
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## Structure
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```
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npm/studio/
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├── components/
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│ └── interfaces/
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│ └── RuVector/
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│ └── RuVectorHome.tsx # Main dashboard component
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├── pages/
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│ └── project/
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│ └── [ref]/
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│ ├── index.tsx # Project dashboard override
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│ ├── vectors/ # Vector index management
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│ ├── attention/ # Attention mechanisms
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│ ├── gnn/ # Graph neural networks
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│ ├── hyperbolic/ # Hyperbolic embeddings
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│ ├── learning/ # Self-learning system
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│ └── routing/ # Agent routing
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└── package.json
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```
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## Usage
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These files are designed to be copied into a Supabase Studio build. See the Docker configuration for automated integration.
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### Docker Build
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```bash
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# Build custom studio image
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docker build -f docker/Dockerfile.studio -t ruvector-studio:custom .
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# Run studio
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docker run -p 3001:3000 \
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-e STUDIO_PG_META_URL=http://host.docker.internal:8080 \
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ruvector-studio:custom
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```
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## Development
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To modify the studio pages:
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1. Edit files in `npm/studio/`
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2. Rebuild the Docker image with `--no-cache`
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3. Deploy the updated container
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## License
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Apache-2.0
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1012
npm/studio/components/interfaces/RuVector/RuVectorHome.tsx
Normal file
1012
npm/studio/components/interfaces/RuVector/RuVectorHome.tsx
Normal file
File diff suppressed because it is too large
Load diff
28
npm/studio/package.json
Normal file
28
npm/studio/package.json
Normal file
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@ -0,0 +1,28 @@
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{
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"name": "@ruvector/studio",
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"version": "0.1.0",
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"description": "RuVector Studio - Custom Supabase Studio with AI-native vector database features",
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"author": "RuVector",
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"license": "Apache-2.0",
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"repository": {
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"type": "git",
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"url": "git+https://github.com/ruvnet/ruvector.git",
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"directory": "npm/studio"
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},
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"keywords": [
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"ruvector",
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"supabase",
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"studio",
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"postgresql",
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"vector-database",
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"ai-native"
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],
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"files": [
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"components/",
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"pages/",
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"README.md"
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],
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"publishConfig": {
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"access": "public"
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}
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}
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336
npm/studio/pages/project/[ref]/attention/index.tsx
Normal file
336
npm/studio/pages/project/[ref]/attention/index.tsx
Normal file
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@ -0,0 +1,336 @@
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import { useState, useEffect, useRef } from 'react'
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import { ProjectLayoutWithAuth } from 'components/layouts/ProjectLayout/ProjectLayout'
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import type { NextPageWithLayout } from 'types'
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import {
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Brain,
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Zap,
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Cpu,
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Play,
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Copy,
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Check,
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Clock,
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BarChart3,
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Search,
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Filter,
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ChevronRight,
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Sparkles,
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Activity,
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Layers,
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} from 'lucide-react'
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interface AttentionType {
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name: string
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func: string
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category: 'core' | 'efficient' | 'specialized' | 'causal'
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description: string
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complexity: string
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useCase: string
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}
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const attentionTypes: AttentionType[] = [
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{ name: 'Scaled Dot-Product', func: 'scaled_dot_product_attention', category: 'core', description: 'Foundation attention mechanism', complexity: 'O(n²)', useCase: 'General transformer layers' },
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{ name: 'Multi-Head', func: 'multi_head_attention', category: 'core', description: 'Parallel attention with multiple heads', complexity: 'O(n²·h)', useCase: 'BERT, GPT models' },
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{ name: 'Self Attention', func: 'self_attention', category: 'core', description: 'Query, key, value from same sequence', complexity: 'O(n²)', useCase: 'Sequence modeling' },
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{ name: 'Cross Attention', func: 'cross_attention', category: 'core', description: 'Attention between two sequences', complexity: 'O(n·m)', useCase: 'Encoder-decoder models' },
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{ name: 'Flash Attention', func: 'flash_attention', category: 'efficient', description: 'Memory-efficient via tiling', complexity: 'O(n²)', useCase: 'Long sequences, memory constrained' },
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{ name: 'Sparse Attention', func: 'sparse_attention', category: 'efficient', description: 'Attend to subset of positions', complexity: 'O(n√n)', useCase: 'Very long sequences' },
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{ name: 'Linear Attention', func: 'linear_attention', category: 'efficient', description: 'Kernel-based linear complexity', complexity: 'O(n)', useCase: 'Real-time applications' },
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{ name: 'Local Attention', func: 'local_attention', category: 'efficient', description: 'Sliding window attention', complexity: 'O(n·w)', useCase: 'Long documents' },
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{ name: 'Causal Attention', func: 'causal_attention', category: 'causal', description: 'Masked for autoregressive', complexity: 'O(n²)', useCase: 'Language generation' },
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{ name: 'Global Attention', func: 'global_attention', category: 'specialized', description: 'Full attention on special tokens', complexity: 'O(n·g)', useCase: 'Document classification' },
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{ name: 'Additive Attention', func: 'additive_attention', category: 'specialized', description: 'Bahdanau-style attention', complexity: 'O(n²)', useCase: 'Seq2seq models' },
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{ name: 'Multiplicative', func: 'multiplicative_attention', category: 'specialized', description: 'Luong-style attention', complexity: 'O(n²)', useCase: 'Machine translation' },
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]
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const categories = [
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{ id: 'all', label: 'All', count: attentionTypes.length },
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{ id: 'core', label: 'Core', count: attentionTypes.filter(a => a.category === 'core').length },
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{ id: 'efficient', label: 'Efficient', count: attentionTypes.filter(a => a.category === 'efficient').length },
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{ id: 'specialized', label: 'Specialized', count: attentionTypes.filter(a => a.category === 'specialized').length },
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{ id: 'causal', label: 'Causal', count: attentionTypes.filter(a => a.category === 'causal').length },
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]
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// Attention visualization component
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const AttentionViz = () => {
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const canvasRef = useRef<HTMLCanvasElement>(null)
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const [frame, setFrame] = useState(0)
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useEffect(() => {
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const interval = setInterval(() => {
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setFrame(f => (f + 1) % 60)
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}, 50)
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return () => clearInterval(interval)
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}, [])
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useEffect(() => {
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const canvas = canvasRef.current
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if (!canvas) return
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const ctx = canvas.getContext('2d')
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if (!ctx) return
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const dpr = window.devicePixelRatio || 1
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canvas.width = canvas.offsetWidth * dpr
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canvas.height = canvas.offsetHeight * dpr
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ctx.scale(dpr, dpr)
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const width = canvas.offsetWidth
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const height = canvas.offsetHeight
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const size = 8
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const gap = 4
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const gridSize = size + gap
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ctx.clearRect(0, 0, width, height)
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// Draw attention matrix visualization
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for (let i = 0; i < 8; i++) {
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for (let j = 0; j < 8; j++) {
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const x = j * gridSize + 10
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const y = i * gridSize + 10
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// Animated attention weights
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const wave = Math.sin((i + j + frame * 0.1) * 0.5) * 0.5 + 0.5
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const alpha = wave * 0.8 + 0.2
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ctx.fillStyle = `rgba(59, 130, 246, ${alpha})`
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ctx.fillRect(x, y, size, size)
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}
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}
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}, [frame])
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return <canvas ref={canvasRef} className="w-24 h-24" />
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}
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const AttentionMechanismsPage: NextPageWithLayout = () => {
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const [selectedCategory, setSelectedCategory] = useState('all')
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const [searchQuery, setSearchQuery] = useState('')
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const [copiedFunc, setCopiedFunc] = useState<string | null>(null)
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const [selectedFunc, setSelectedFunc] = useState<AttentionType | null>(null)
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const filteredAttention = attentionTypes.filter(a => {
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const matchesCategory = selectedCategory === 'all' || a.category === selectedCategory
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const matchesSearch = a.name.toLowerCase().includes(searchQuery.toLowerCase()) ||
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a.func.toLowerCase().includes(searchQuery.toLowerCase())
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return matchesCategory && matchesSearch
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})
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const copyToClipboard = (text: string) => {
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navigator.clipboard.writeText(text)
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setCopiedFunc(text)
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setTimeout(() => setCopiedFunc(null), 2000)
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}
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const getCategoryColor = (category: string) => {
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switch (category) {
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case 'core': return 'bg-blue-500/10 text-blue-500 border-blue-500/20'
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case 'efficient': return 'bg-green-500/10 text-green-500 border-green-500/20'
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case 'specialized': return 'bg-purple-500/10 text-purple-500 border-purple-500/20'
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case 'causal': return 'bg-orange-500/10 text-orange-500 border-orange-500/20'
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default: return 'bg-gray-500/10 text-gray-500 border-gray-500/20'
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}
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}
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return (
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<div className="w-full h-full overflow-y-auto">
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<div className="px-6 py-8">
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<div className="mx-auto max-w-7xl space-y-8">
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{/* Header */}
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<div className="flex items-start justify-between">
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<div>
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<div className="flex items-center gap-3 mb-2">
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<div className="p-2 rounded-lg bg-gradient-to-br from-purple-500 to-pink-500">
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<Brain className="w-6 h-6 text-white" />
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</div>
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<h1 className="text-3xl font-bold text-foreground">Attention Mechanisms</h1>
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</div>
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<p className="text-foreground-light">
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39 attention mechanisms implemented as PostgreSQL functions for in-database transformer computations
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</p>
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</div>
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<AttentionViz />
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</div>
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{/* Stats */}
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<div className="grid grid-cols-1 md:grid-cols-4 gap-4">
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{[
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{ label: 'Total Functions', value: '39', icon: Brain, color: 'text-purple-500' },
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{ label: 'Core Mechanisms', value: '4', icon: Cpu, color: 'text-blue-500' },
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{ label: 'Efficient Variants', value: '4', icon: Zap, color: 'text-green-500' },
|
||||
{ label: 'Avg Execution', value: '<1ms', icon: Clock, color: 'text-orange-500' },
|
||||
].map((stat, i) => (
|
||||
<div key={i} className="rounded-xl border border-default bg-surface-100 p-4">
|
||||
<div className="flex items-center justify-between mb-2">
|
||||
<span className="text-sm text-foreground-light">{stat.label}</span>
|
||||
<stat.icon className={`w-4 h-4 ${stat.color}`} />
|
||||
</div>
|
||||
<div className="text-2xl font-bold text-foreground">{stat.value}</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Search and Filters */}
|
||||
<div className="flex flex-col md:flex-row gap-4">
|
||||
<div className="relative flex-1">
|
||||
<Search className="w-4 h-4 absolute left-3 top-1/2 -translate-y-1/2 text-foreground-light" />
|
||||
<input
|
||||
type="text"
|
||||
placeholder="Search attention mechanisms..."
|
||||
value={searchQuery}
|
||||
onChange={(e) => setSearchQuery(e.target.value)}
|
||||
className="w-full pl-10 pr-4 py-2.5 rounded-lg bg-surface-100 border border-default text-foreground"
|
||||
/>
|
||||
</div>
|
||||
<div className="flex gap-2">
|
||||
{categories.map((cat) => (
|
||||
<button
|
||||
key={cat.id}
|
||||
onClick={() => setSelectedCategory(cat.id)}
|
||||
className={`px-4 py-2 rounded-lg text-sm font-medium transition-colors ${
|
||||
selectedCategory === cat.id
|
||||
? 'bg-brand-500 text-white'
|
||||
: 'bg-surface-100 text-foreground-light hover:bg-surface-200'
|
||||
}`}
|
||||
>
|
||||
{cat.label}
|
||||
<span className="ml-1.5 opacity-70">({cat.count})</span>
|
||||
</button>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="grid grid-cols-1 lg:grid-cols-3 gap-6">
|
||||
{/* Function List */}
|
||||
<div className="lg:col-span-2 space-y-3">
|
||||
{filteredAttention.map((attention) => (
|
||||
<div
|
||||
key={attention.func}
|
||||
onClick={() => setSelectedFunc(attention)}
|
||||
className={`rounded-xl border bg-surface-100 p-4 cursor-pointer transition-all hover:border-brand-500/50 ${
|
||||
selectedFunc?.func === attention.func ? 'border-brand-500 ring-1 ring-brand-500/20' : 'border-default'
|
||||
}`}
|
||||
>
|
||||
<div className="flex items-start justify-between gap-4">
|
||||
<div className="flex-1">
|
||||
<div className="flex items-center gap-2 mb-1">
|
||||
<h3 className="font-semibold text-foreground">{attention.name}</h3>
|
||||
<span className={`px-2 py-0.5 rounded text-xs font-medium border ${getCategoryColor(attention.category)}`}>
|
||||
{attention.category}
|
||||
</span>
|
||||
</div>
|
||||
<p className="text-sm text-foreground-light mb-2">{attention.description}</p>
|
||||
<div className="flex items-center gap-4 text-xs text-foreground-light">
|
||||
<span className="flex items-center gap-1">
|
||||
<Activity className="w-3 h-3" />
|
||||
{attention.complexity}
|
||||
</span>
|
||||
<span className="flex items-center gap-1">
|
||||
<Layers className="w-3 h-3" />
|
||||
{attention.useCase}
|
||||
</span>
|
||||
</div>
|
||||
</div>
|
||||
<button
|
||||
onClick={(e) => {
|
||||
e.stopPropagation()
|
||||
copyToClipboard(attention.func)
|
||||
}}
|
||||
className="p-2 rounded-lg bg-surface-200 hover:bg-surface-300 transition-colors"
|
||||
>
|
||||
{copiedFunc === attention.func ? (
|
||||
<Check className="w-4 h-4 text-green-500" />
|
||||
) : (
|
||||
<Copy className="w-4 h-4 text-foreground-light" />
|
||||
)}
|
||||
</button>
|
||||
</div>
|
||||
<div className="mt-3 pt-3 border-t border-default">
|
||||
<code className="text-xs font-mono text-brand-500">{attention.func}(query, key, value)</code>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Detail Panel */}
|
||||
<div className="space-y-4">
|
||||
{selectedFunc ? (
|
||||
<>
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<div className="flex items-center gap-2 mb-4">
|
||||
<Sparkles className="w-5 h-5 text-brand-500" />
|
||||
<h3 className="text-lg font-semibold text-foreground">{selectedFunc.name}</h3>
|
||||
</div>
|
||||
<p className="text-sm text-foreground-light mb-4">{selectedFunc.description}</p>
|
||||
|
||||
<div className="space-y-3">
|
||||
<div className="flex justify-between text-sm">
|
||||
<span className="text-foreground-light">Complexity</span>
|
||||
<span className="font-mono text-foreground">{selectedFunc.complexity}</span>
|
||||
</div>
|
||||
<div className="flex justify-between text-sm">
|
||||
<span className="text-foreground-light">Category</span>
|
||||
<span className={`px-2 py-0.5 rounded text-xs font-medium border ${getCategoryColor(selectedFunc.category)}`}>
|
||||
{selectedFunc.category}
|
||||
</span>
|
||||
</div>
|
||||
<div className="flex justify-between text-sm">
|
||||
<span className="text-foreground-light">Use Case</span>
|
||||
<span className="text-foreground">{selectedFunc.useCase}</span>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h4 className="text-sm font-semibold text-foreground mb-3">Example Usage</h4>
|
||||
<pre className="bg-surface-200 rounded-lg p-4 text-xs font-mono text-foreground-light overflow-x-auto">
|
||||
{`SELECT ${selectedFunc.func}(
|
||||
query_vector,
|
||||
key_vector,
|
||||
value_vector
|
||||
) FROM embeddings
|
||||
WHERE id = 1;`}
|
||||
</pre>
|
||||
<button
|
||||
onClick={() => copyToClipboard(`SELECT ${selectedFunc.func}(query_vector, key_vector, value_vector) FROM embeddings WHERE id = 1;`)}
|
||||
className="mt-3 w-full flex items-center justify-center gap-2 px-4 py-2 rounded-lg bg-brand-500 text-white text-sm font-medium hover:opacity-90"
|
||||
>
|
||||
<Copy className="w-4 h-4" />
|
||||
Copy SQL
|
||||
</button>
|
||||
</div>
|
||||
</>
|
||||
) : (
|
||||
<div className="rounded-xl border border-dashed border-default bg-surface-100/50 p-8 text-center">
|
||||
<Brain className="w-12 h-12 text-foreground-light mx-auto mb-3 opacity-50" />
|
||||
<p className="text-sm text-foreground-light">
|
||||
Select an attention mechanism to view details
|
||||
</p>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{/* Quick Reference */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h4 className="text-sm font-semibold text-foreground mb-3">Quick Reference</h4>
|
||||
<div className="space-y-2">
|
||||
{[
|
||||
{ label: 'Best for Speed', value: 'linear_attention' },
|
||||
{ label: 'Best for Memory', value: 'flash_attention' },
|
||||
{ label: 'Best for Quality', value: 'multi_head_attention' },
|
||||
{ label: 'Best for Generation', value: 'causal_attention' },
|
||||
].map((item) => (
|
||||
<div key={item.label} className="flex justify-between items-center text-sm">
|
||||
<span className="text-foreground-light">{item.label}</span>
|
||||
<code className="text-xs font-mono text-brand-500">{item.value}</code>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
|
||||
AttentionMechanismsPage.getLayout = (page) => <ProjectLayoutWithAuth>{page}</ProjectLayoutWithAuth>
|
||||
|
||||
export default AttentionMechanismsPage
|
||||
419
npm/studio/pages/project/[ref]/gnn/index.tsx
Normal file
419
npm/studio/pages/project/[ref]/gnn/index.tsx
Normal file
|
|
@ -0,0 +1,419 @@
|
|||
import { useState, useEffect, useRef } from 'react'
|
||||
import { ProjectLayoutWithAuth } from 'components/layouts/ProjectLayout/ProjectLayout'
|
||||
import type { NextPageWithLayout } from 'types'
|
||||
import {
|
||||
Network,
|
||||
GitBranch,
|
||||
Layers,
|
||||
Play,
|
||||
Copy,
|
||||
Check,
|
||||
Settings,
|
||||
Activity,
|
||||
Database,
|
||||
ArrowRight,
|
||||
Zap,
|
||||
Target,
|
||||
BarChart3,
|
||||
} from 'lucide-react'
|
||||
|
||||
// Animated graph visualization
|
||||
const GraphVisualization = () => {
|
||||
const canvasRef = useRef<HTMLCanvasElement>(null)
|
||||
const [frame, setFrame] = useState(0)
|
||||
|
||||
useEffect(() => {
|
||||
const interval = setInterval(() => {
|
||||
setFrame(f => (f + 1) % 360)
|
||||
}, 50)
|
||||
return () => clearInterval(interval)
|
||||
}, [])
|
||||
|
||||
useEffect(() => {
|
||||
const canvas = canvasRef.current
|
||||
if (!canvas) return
|
||||
const ctx = canvas.getContext('2d')
|
||||
if (!ctx) return
|
||||
|
||||
const dpr = window.devicePixelRatio || 1
|
||||
canvas.width = canvas.offsetWidth * dpr
|
||||
canvas.height = canvas.offsetHeight * dpr
|
||||
ctx.scale(dpr, dpr)
|
||||
|
||||
const width = canvas.offsetWidth
|
||||
const height = canvas.offsetHeight
|
||||
const centerX = width / 2
|
||||
const centerY = height / 2
|
||||
|
||||
ctx.clearRect(0, 0, width, height)
|
||||
|
||||
// Define nodes in a circle
|
||||
const nodes = Array.from({ length: 6 }, (_, i) => {
|
||||
const angle = (i / 6) * Math.PI * 2 + frame * 0.01
|
||||
const radius = 40
|
||||
return {
|
||||
x: centerX + Math.cos(angle) * radius,
|
||||
y: centerY + Math.sin(angle) * radius,
|
||||
}
|
||||
})
|
||||
|
||||
// Draw edges with animated opacity
|
||||
ctx.strokeStyle = 'rgba(59, 130, 246, 0.3)'
|
||||
ctx.lineWidth = 1
|
||||
nodes.forEach((node, i) => {
|
||||
nodes.forEach((other, j) => {
|
||||
if (i < j && Math.random() > 0.3) {
|
||||
ctx.beginPath()
|
||||
ctx.moveTo(node.x, node.y)
|
||||
ctx.lineTo(other.x, other.y)
|
||||
ctx.stroke()
|
||||
}
|
||||
})
|
||||
})
|
||||
|
||||
// Draw nodes
|
||||
nodes.forEach((node, i) => {
|
||||
const pulse = Math.sin(frame * 0.1 + i) * 0.3 + 0.7
|
||||
ctx.beginPath()
|
||||
ctx.arc(node.x, node.y, 6, 0, Math.PI * 2)
|
||||
ctx.fillStyle = `rgba(59, 130, 246, ${pulse})`
|
||||
ctx.fill()
|
||||
ctx.strokeStyle = '#3b82f6'
|
||||
ctx.lineWidth = 2
|
||||
ctx.stroke()
|
||||
})
|
||||
|
||||
// Draw center node (aggregated)
|
||||
ctx.beginPath()
|
||||
ctx.arc(centerX, centerY, 10, 0, Math.PI * 2)
|
||||
const gradient = ctx.createRadialGradient(centerX, centerY, 0, centerX, centerY, 10)
|
||||
gradient.addColorStop(0, '#a855f7')
|
||||
gradient.addColorStop(1, '#6366f1')
|
||||
ctx.fillStyle = gradient
|
||||
ctx.fill()
|
||||
}, [frame])
|
||||
|
||||
return <canvas ref={canvasRef} className="w-32 h-32" />
|
||||
}
|
||||
|
||||
const gnnModels = [
|
||||
{
|
||||
name: 'GCN',
|
||||
title: 'Graph Convolutional Network',
|
||||
description: 'Aggregate features from neighboring nodes using normalized adjacency matrix',
|
||||
func: 'gcn_forward',
|
||||
icon: Network,
|
||||
color: 'from-blue-500 to-cyan-500',
|
||||
bgColor: 'bg-blue-500/10',
|
||||
borderColor: 'border-blue-500/20',
|
||||
complexity: 'O(|E|)',
|
||||
layers: '1-3 typical',
|
||||
bestFor: 'Node classification, Semi-supervised learning',
|
||||
},
|
||||
{
|
||||
name: 'GraphSAGE',
|
||||
title: 'Graph Sample and Aggregate',
|
||||
description: 'Sample and aggregate features from node neighborhoods with learnable aggregators',
|
||||
func: 'graphsage_forward',
|
||||
icon: GitBranch,
|
||||
color: 'from-purple-500 to-pink-500',
|
||||
bgColor: 'bg-purple-500/10',
|
||||
borderColor: 'border-purple-500/20',
|
||||
complexity: 'O(|V|·k²)',
|
||||
layers: '2-3 typical',
|
||||
bestFor: 'Inductive learning, Large graphs',
|
||||
},
|
||||
{
|
||||
name: 'GAT',
|
||||
title: 'Graph Attention Network',
|
||||
description: 'Apply attention mechanisms to weight neighbor contributions dynamically',
|
||||
func: 'gat_forward',
|
||||
icon: Target,
|
||||
color: 'from-orange-500 to-amber-500',
|
||||
bgColor: 'bg-orange-500/10',
|
||||
borderColor: 'border-orange-500/20',
|
||||
complexity: 'O(|V|·F + |E|)',
|
||||
layers: '2-4 typical',
|
||||
bestFor: 'Heterogeneous graphs, Variable importance',
|
||||
},
|
||||
]
|
||||
|
||||
const GraphNeuralNetworksPage: NextPageWithLayout = () => {
|
||||
const [selectedModel, setSelectedModel] = useState<typeof gnnModels[0] | null>(null)
|
||||
const [copiedCode, setCopiedCode] = useState<string | null>(null)
|
||||
const [activeTab, setActiveTab] = useState<'overview' | 'playground' | 'monitor'>('overview')
|
||||
|
||||
const copyToClipboard = (text: string, id: string) => {
|
||||
navigator.clipboard.writeText(text)
|
||||
setCopiedCode(id)
|
||||
setTimeout(() => setCopiedCode(null), 2000)
|
||||
}
|
||||
|
||||
return (
|
||||
<div className="w-full h-full overflow-y-auto">
|
||||
<div className="px-6 py-8">
|
||||
<div className="mx-auto max-w-7xl space-y-8">
|
||||
{/* Header */}
|
||||
<div className="flex items-start justify-between">
|
||||
<div>
|
||||
<div className="flex items-center gap-3 mb-2">
|
||||
<div className="p-2 rounded-lg bg-gradient-to-br from-indigo-500 to-purple-500">
|
||||
<Network className="w-6 h-6 text-white" />
|
||||
</div>
|
||||
<h1 className="text-3xl font-bold text-foreground">Graph Neural Networks</h1>
|
||||
</div>
|
||||
<p className="text-foreground-light">
|
||||
Native PostgreSQL implementations of GCN, GraphSAGE, and GAT for relational data modeling
|
||||
</p>
|
||||
</div>
|
||||
<GraphVisualization />
|
||||
</div>
|
||||
|
||||
{/* Stats */}
|
||||
<div className="grid grid-cols-1 md:grid-cols-4 gap-4">
|
||||
{[
|
||||
{ label: 'Architectures', value: '3', icon: Network, color: 'text-indigo-500' },
|
||||
{ label: 'Graph Operations', value: '12', icon: GitBranch, color: 'text-purple-500' },
|
||||
{ label: 'Max Nodes', value: '1M+', icon: Database, color: 'text-blue-500' },
|
||||
{ label: 'Avg Inference', value: '<5ms', icon: Zap, color: 'text-green-500' },
|
||||
].map((stat, i) => (
|
||||
<div key={i} className="rounded-xl border border-default bg-surface-100 p-4">
|
||||
<div className="flex items-center justify-between mb-2">
|
||||
<span className="text-sm text-foreground-light">{stat.label}</span>
|
||||
<stat.icon className={`w-4 h-4 ${stat.color}`} />
|
||||
</div>
|
||||
<div className="text-2xl font-bold text-foreground">{stat.value}</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Tabs */}
|
||||
<div className="flex gap-2 border-b border-default">
|
||||
{[
|
||||
{ id: 'overview', label: 'Architectures', icon: Layers },
|
||||
{ id: 'playground', label: 'Playground', icon: Play },
|
||||
{ id: 'monitor', label: 'Operations', icon: Activity },
|
||||
].map((tab) => (
|
||||
<button
|
||||
key={tab.id}
|
||||
onClick={() => setActiveTab(tab.id as any)}
|
||||
className={`flex items-center gap-2 px-4 py-3 text-sm font-medium border-b-2 transition-colors ${
|
||||
activeTab === tab.id
|
||||
? 'border-brand-500 text-brand-500'
|
||||
: 'border-transparent text-foreground-light hover:text-foreground'
|
||||
}`}
|
||||
>
|
||||
<tab.icon className="w-4 h-4" />
|
||||
{tab.label}
|
||||
</button>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{activeTab === 'overview' && (
|
||||
<div className="grid grid-cols-1 gap-6">
|
||||
{gnnModels.map((model) => (
|
||||
<div
|
||||
key={model.name}
|
||||
className={`rounded-xl border ${model.borderColor} ${model.bgColor} p-6`}
|
||||
>
|
||||
<div className="flex items-start gap-6">
|
||||
<div className={`p-3 rounded-xl bg-gradient-to-br ${model.color} shrink-0`}>
|
||||
<model.icon className="w-8 h-8 text-white" />
|
||||
</div>
|
||||
|
||||
<div className="flex-1 space-y-4">
|
||||
<div>
|
||||
<div className="flex items-center gap-3 mb-1">
|
||||
<h3 className="text-xl font-bold text-foreground">{model.name}</h3>
|
||||
<span className="text-sm text-foreground-light">({model.title})</span>
|
||||
</div>
|
||||
<p className="text-foreground-light">{model.description}</p>
|
||||
</div>
|
||||
|
||||
<div className="grid grid-cols-3 gap-4">
|
||||
<div className="rounded-lg bg-surface-200/50 p-3">
|
||||
<div className="text-xs text-foreground-light mb-1">Complexity</div>
|
||||
<div className="font-mono text-sm text-foreground">{model.complexity}</div>
|
||||
</div>
|
||||
<div className="rounded-lg bg-surface-200/50 p-3">
|
||||
<div className="text-xs text-foreground-light mb-1">Layers</div>
|
||||
<div className="font-mono text-sm text-foreground">{model.layers}</div>
|
||||
</div>
|
||||
<div className="rounded-lg bg-surface-200/50 p-3">
|
||||
<div className="text-xs text-foreground-light mb-1">Best For</div>
|
||||
<div className="text-sm text-foreground">{model.bestFor}</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="relative">
|
||||
<pre className="bg-surface-200 rounded-lg p-4 text-xs font-mono text-foreground-light overflow-x-auto">
|
||||
{`SELECT ${model.func}(
|
||||
node_features, -- vector[] of node embeddings
|
||||
adjacency_matrix, -- edge connections
|
||||
weights -- learned parameters
|
||||
) FROM graph_data;`}
|
||||
</pre>
|
||||
<button
|
||||
onClick={() => copyToClipboard(`SELECT ${model.func}(node_features, adjacency_matrix, weights) FROM graph_data;`, model.name)}
|
||||
className="absolute top-2 right-2 p-1.5 rounded bg-surface-300 hover:bg-surface-400 transition-colors"
|
||||
>
|
||||
{copiedCode === model.name ? (
|
||||
<Check className="w-3.5 h-3.5 text-green-500" />
|
||||
) : (
|
||||
<Copy className="w-3.5 h-3.5 text-foreground-light" />
|
||||
)}
|
||||
</button>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
)}
|
||||
|
||||
{activeTab === 'playground' && (
|
||||
<div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6 space-y-4">
|
||||
<h3 className="text-lg font-semibold text-foreground">Configure GNN</h3>
|
||||
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Architecture</label>
|
||||
<div className="grid grid-cols-3 gap-2">
|
||||
{gnnModels.map((m) => (
|
||||
<button
|
||||
key={m.name}
|
||||
onClick={() => setSelectedModel(m)}
|
||||
className={`px-4 py-2 rounded-lg text-sm font-medium transition-colors ${
|
||||
selectedModel?.name === m.name
|
||||
? 'bg-brand-500 text-white'
|
||||
: 'bg-surface-200 text-foreground hover:bg-surface-300'
|
||||
}`}
|
||||
>
|
||||
{m.name}
|
||||
</button>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Node Features Table</label>
|
||||
<select className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground">
|
||||
<option>nodes (embedding vector(128))</option>
|
||||
<option>users (features vector(64))</option>
|
||||
<option>items (vec vector(256))</option>
|
||||
</select>
|
||||
</div>
|
||||
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Edges Table</label>
|
||||
<select className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground">
|
||||
<option>edges (source_id, target_id)</option>
|
||||
<option>relationships (from_node, to_node)</option>
|
||||
</select>
|
||||
</div>
|
||||
|
||||
<div className="grid grid-cols-2 gap-4">
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Hidden Dim</label>
|
||||
<input type="number" defaultValue={64} className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground" />
|
||||
</div>
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Num Layers</label>
|
||||
<input type="number" defaultValue={2} className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground" />
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<button className="w-full flex items-center justify-center gap-2 px-4 py-3 rounded-lg bg-gradient-to-r from-indigo-500 to-purple-500 text-white font-medium hover:opacity-90">
|
||||
<Play className="w-4 h-4" />
|
||||
Run Forward Pass
|
||||
</button>
|
||||
</div>
|
||||
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6 space-y-4">
|
||||
<h3 className="text-lg font-semibold text-foreground">Generated SQL</h3>
|
||||
<pre className="bg-surface-200 rounded-lg p-4 text-xs font-mono text-foreground-light overflow-x-auto h-64">
|
||||
{`-- GNN Forward Pass
|
||||
WITH adjacency AS (
|
||||
SELECT
|
||||
source_id,
|
||||
target_id,
|
||||
1.0 as weight
|
||||
FROM edges
|
||||
),
|
||||
node_features AS (
|
||||
SELECT id, embedding
|
||||
FROM nodes
|
||||
),
|
||||
aggregated AS (
|
||||
SELECT
|
||||
n.id,
|
||||
${selectedModel?.func || 'gcn_forward'}(
|
||||
n.embedding,
|
||||
array_agg(m.embedding),
|
||||
model_weights
|
||||
) as output
|
||||
FROM node_features n
|
||||
JOIN adjacency a ON a.source_id = n.id
|
||||
JOIN node_features m ON m.id = a.target_id
|
||||
GROUP BY n.id, n.embedding
|
||||
)
|
||||
SELECT * FROM aggregated;`}
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{activeTab === 'monitor' && (
|
||||
<div className="space-y-6">
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Graph Operations</h3>
|
||||
<div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-4">
|
||||
{[
|
||||
{ name: 'aggregate_neighbors', desc: 'Sum/mean/max neighbor features', calls: 1250 },
|
||||
{ name: 'message_passing', desc: 'Send messages along edges', calls: 890 },
|
||||
{ name: 'normalize_adjacency', desc: 'Degree normalization', calls: 445 },
|
||||
{ name: 'sample_neighbors', desc: 'K-hop sampling', calls: 320 },
|
||||
{ name: 'attention_weights', desc: 'Compute edge attention', calls: 180 },
|
||||
{ name: 'readout_graph', desc: 'Graph-level pooling', calls: 95 },
|
||||
].map((op) => (
|
||||
<div key={op.name} className="rounded-lg bg-surface-200 p-4">
|
||||
<div className="flex items-center justify-between mb-2">
|
||||
<code className="text-sm font-mono text-brand-500">{op.name}</code>
|
||||
<span className="text-xs text-foreground-light">{op.calls} calls</span>
|
||||
</div>
|
||||
<p className="text-xs text-foreground-light">{op.desc}</p>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Use Cases</h3>
|
||||
<div className="grid grid-cols-1 md:grid-cols-2 gap-4">
|
||||
{[
|
||||
{ title: 'Social Network Analysis', desc: 'Community detection, influence propagation' },
|
||||
{ title: 'Recommendation Systems', desc: 'User-item graphs, collaborative filtering' },
|
||||
{ title: 'Knowledge Graphs', desc: 'Entity relationships, link prediction' },
|
||||
{ title: 'Fraud Detection', desc: 'Transaction networks, anomaly detection' },
|
||||
].map((uc) => (
|
||||
<div key={uc.title} className="flex items-start gap-3 p-4 rounded-lg bg-surface-200">
|
||||
<Network className="w-5 h-5 text-brand-500 shrink-0 mt-0.5" />
|
||||
<div>
|
||||
<h4 className="font-medium text-foreground text-sm">{uc.title}</h4>
|
||||
<p className="text-xs text-foreground-light">{uc.desc}</p>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
|
||||
GraphNeuralNetworksPage.getLayout = (page) => <ProjectLayoutWithAuth>{page}</ProjectLayoutWithAuth>
|
||||
|
||||
export default GraphNeuralNetworksPage
|
||||
412
npm/studio/pages/project/[ref]/hyperbolic/index.tsx
Normal file
412
npm/studio/pages/project/[ref]/hyperbolic/index.tsx
Normal file
|
|
@ -0,0 +1,412 @@
|
|||
import { useState, useEffect, useRef } from 'react'
|
||||
import { ProjectLayoutWithAuth } from 'components/layouts/ProjectLayout/ProjectLayout'
|
||||
import type { NextPageWithLayout } from 'types'
|
||||
import {
|
||||
Circle,
|
||||
GitBranch,
|
||||
Layers,
|
||||
Play,
|
||||
Copy,
|
||||
Check,
|
||||
Activity,
|
||||
ArrowRight,
|
||||
Zap,
|
||||
Target,
|
||||
TreePine,
|
||||
Network,
|
||||
BookOpen,
|
||||
Building,
|
||||
} from 'lucide-react'
|
||||
|
||||
// Animated Poincaré disk visualization
|
||||
const PoincareDiskViz = () => {
|
||||
const canvasRef = useRef<HTMLCanvasElement>(null)
|
||||
const [frame, setFrame] = useState(0)
|
||||
|
||||
useEffect(() => {
|
||||
const interval = setInterval(() => {
|
||||
setFrame(f => (f + 1) % 360)
|
||||
}, 50)
|
||||
return () => clearInterval(interval)
|
||||
}, [])
|
||||
|
||||
useEffect(() => {
|
||||
const canvas = canvasRef.current
|
||||
if (!canvas) return
|
||||
const ctx = canvas.getContext('2d')
|
||||
if (!ctx) return
|
||||
|
||||
const dpr = window.devicePixelRatio || 1
|
||||
canvas.width = canvas.offsetWidth * dpr
|
||||
canvas.height = canvas.offsetHeight * dpr
|
||||
ctx.scale(dpr, dpr)
|
||||
|
||||
const width = canvas.offsetWidth
|
||||
const height = canvas.offsetHeight
|
||||
const centerX = width / 2
|
||||
const centerY = height / 2
|
||||
const radius = Math.min(width, height) / 2 - 10
|
||||
|
||||
ctx.clearRect(0, 0, width, height)
|
||||
|
||||
// Draw boundary circle
|
||||
ctx.beginPath()
|
||||
ctx.arc(centerX, centerY, radius, 0, Math.PI * 2)
|
||||
ctx.strokeStyle = 'rgba(139, 92, 246, 0.5)'
|
||||
ctx.lineWidth = 2
|
||||
ctx.stroke()
|
||||
|
||||
// Draw geodesic lines (hyperbolic lines appear as arcs)
|
||||
for (let i = 0; i < 5; i++) {
|
||||
const angle = (i / 5) * Math.PI + frame * 0.005
|
||||
ctx.beginPath()
|
||||
ctx.arc(
|
||||
centerX + Math.cos(angle) * radius * 1.5,
|
||||
centerY + Math.sin(angle) * radius * 1.5,
|
||||
radius * 1.2,
|
||||
Math.PI + angle - 0.5,
|
||||
Math.PI + angle + 0.5
|
||||
)
|
||||
ctx.strokeStyle = 'rgba(139, 92, 246, 0.2)'
|
||||
ctx.lineWidth = 1
|
||||
ctx.stroke()
|
||||
}
|
||||
|
||||
// Draw hierarchical points (closer to center = higher in hierarchy)
|
||||
const hierarchy = [
|
||||
{ x: 0, y: 0, level: 0 }, // root
|
||||
{ x: -0.3, y: -0.3, level: 1 },
|
||||
{ x: 0.3, y: -0.3, level: 1 },
|
||||
{ x: -0.5, y: 0.2, level: 2 },
|
||||
{ x: -0.2, y: 0.4, level: 2 },
|
||||
{ x: 0.2, y: 0.4, level: 2 },
|
||||
{ x: 0.5, y: 0.2, level: 2 },
|
||||
{ x: -0.6, y: 0.5, level: 3 },
|
||||
{ x: -0.4, y: 0.6, level: 3 },
|
||||
{ x: 0.4, y: 0.6, level: 3 },
|
||||
{ x: 0.6, y: 0.5, level: 3 },
|
||||
]
|
||||
|
||||
// Draw edges
|
||||
ctx.strokeStyle = 'rgba(139, 92, 246, 0.3)'
|
||||
ctx.lineWidth = 1
|
||||
const edges = [[0,1],[0,2],[1,3],[1,4],[2,5],[2,6],[3,7],[4,8],[5,9],[6,10]]
|
||||
edges.forEach(([from, to]) => {
|
||||
const p1 = hierarchy[from]
|
||||
const p2 = hierarchy[to]
|
||||
ctx.beginPath()
|
||||
ctx.moveTo(centerX + p1.x * radius * 0.9, centerY + p1.y * radius * 0.9)
|
||||
ctx.lineTo(centerX + p2.x * radius * 0.9, centerY + p2.y * radius * 0.9)
|
||||
ctx.stroke()
|
||||
})
|
||||
|
||||
// Draw nodes
|
||||
hierarchy.forEach((point, i) => {
|
||||
const x = centerX + point.x * radius * 0.9
|
||||
const y = centerY + point.y * radius * 0.9
|
||||
const size = 6 - point.level
|
||||
const pulse = Math.sin(frame * 0.05 + i * 0.5) * 0.2 + 0.8
|
||||
|
||||
ctx.beginPath()
|
||||
ctx.arc(x, y, size, 0, Math.PI * 2)
|
||||
ctx.fillStyle = `rgba(139, 92, 246, ${pulse})`
|
||||
ctx.fill()
|
||||
})
|
||||
}, [frame])
|
||||
|
||||
return <canvas ref={canvasRef} className="w-36 h-36" />
|
||||
}
|
||||
|
||||
const HyperbolicEmbeddingsPage: NextPageWithLayout = () => {
|
||||
const [copiedCode, setCopiedCode] = useState<string | null>(null)
|
||||
const [activeTab, setActiveTab] = useState<'models' | 'operations' | 'usecases'>('models')
|
||||
|
||||
const copyToClipboard = (text: string, id: string) => {
|
||||
navigator.clipboard.writeText(text)
|
||||
setCopiedCode(id)
|
||||
setTimeout(() => setCopiedCode(null), 2000)
|
||||
}
|
||||
|
||||
const models = [
|
||||
{
|
||||
name: 'Poincaré Ball',
|
||||
icon: Circle,
|
||||
color: 'from-violet-500 to-purple-500',
|
||||
bgColor: 'bg-violet-500/10',
|
||||
borderColor: 'border-violet-500/20',
|
||||
description: 'Conformal model of hyperbolic space ideal for representing tree-like hierarchies',
|
||||
curvature: 'Negative (K = -1)',
|
||||
advantages: ['Preserves angles', 'Natural for hierarchies', 'Efficient distance'],
|
||||
operations: [
|
||||
{ name: 'poincare_distance', desc: 'Compute hyperbolic distance between two points' },
|
||||
{ name: 'poincare_exp_map', desc: 'Map tangent vectors to the Poincaré ball' },
|
||||
{ name: 'poincare_log_map', desc: 'Map points back to tangent space' },
|
||||
{ name: 'poincare_add', desc: 'Möbius addition of two points' },
|
||||
],
|
||||
},
|
||||
{
|
||||
name: 'Lorentz Hyperboloid',
|
||||
icon: Layers,
|
||||
color: 'from-blue-500 to-cyan-500',
|
||||
bgColor: 'bg-blue-500/10',
|
||||
borderColor: 'border-blue-500/20',
|
||||
description: 'Alternative hyperbolic model with numerically stable operations',
|
||||
curvature: 'Negative (K = -1)',
|
||||
advantages: ['Numerically stable', 'Efficient optimization', 'Natural Minkowski geometry'],
|
||||
operations: [
|
||||
{ name: 'lorentz_distance', desc: 'Compute distance using Minkowski inner product' },
|
||||
{ name: 'lorentz_exp_map', desc: 'Project tangent vectors to hyperboloid' },
|
||||
{ name: 'lorentz_log_map', desc: 'Logarithmic map to tangent space' },
|
||||
{ name: 'lorentz_to_poincare', desc: 'Convert between models' },
|
||||
],
|
||||
},
|
||||
]
|
||||
|
||||
const useCases = [
|
||||
{
|
||||
title: 'Taxonomy Embeddings',
|
||||
icon: TreePine,
|
||||
description: 'Embed hierarchical taxonomies with fewer dimensions than Euclidean space',
|
||||
example: 'WordNet, product categories, biological taxonomies',
|
||||
},
|
||||
{
|
||||
title: 'Knowledge Graphs',
|
||||
icon: Network,
|
||||
description: 'Capture hierarchical relationships in knowledge bases naturally',
|
||||
example: 'Entity hierarchies, type systems, ontologies',
|
||||
},
|
||||
{
|
||||
title: 'Organizational Charts',
|
||||
icon: Building,
|
||||
description: 'Represent company structures preserving management hierarchies',
|
||||
example: 'Employee reporting chains, department structures',
|
||||
},
|
||||
{
|
||||
title: 'Document Hierarchies',
|
||||
icon: BookOpen,
|
||||
description: 'Model document structures from sections to paragraphs',
|
||||
example: 'Legal documents, technical manuals, wikis',
|
||||
},
|
||||
]
|
||||
|
||||
return (
|
||||
<div className="w-full h-full overflow-y-auto">
|
||||
<div className="px-6 py-8">
|
||||
<div className="mx-auto max-w-7xl space-y-8">
|
||||
{/* Header */}
|
||||
<div className="flex items-start justify-between">
|
||||
<div>
|
||||
<div className="flex items-center gap-3 mb-2">
|
||||
<div className="p-2 rounded-lg bg-gradient-to-br from-violet-500 to-purple-500">
|
||||
<Circle className="w-6 h-6 text-white" />
|
||||
</div>
|
||||
<h1 className="text-3xl font-bold text-foreground">Hyperbolic Embeddings</h1>
|
||||
</div>
|
||||
<p className="text-foreground-light">
|
||||
Poincaré and Lorentz model operations for hierarchical data representation
|
||||
</p>
|
||||
</div>
|
||||
<PoincareDiskViz />
|
||||
</div>
|
||||
|
||||
{/* Stats */}
|
||||
<div className="grid grid-cols-1 md:grid-cols-4 gap-4">
|
||||
{[
|
||||
{ label: 'Models', value: '2', icon: Circle, color: 'text-violet-500' },
|
||||
{ label: 'Operations', value: '8', icon: Activity, color: 'text-blue-500' },
|
||||
{ label: 'Dimension Savings', value: '10x', icon: Zap, color: 'text-green-500' },
|
||||
{ label: 'Hierarchy Depth', value: 'Unlimited', icon: GitBranch, color: 'text-orange-500' },
|
||||
].map((stat, i) => (
|
||||
<div key={i} className="rounded-xl border border-default bg-surface-100 p-4">
|
||||
<div className="flex items-center justify-between mb-2">
|
||||
<span className="text-sm text-foreground-light">{stat.label}</span>
|
||||
<stat.icon className={`w-4 h-4 ${stat.color}`} />
|
||||
</div>
|
||||
<div className="text-2xl font-bold text-foreground">{stat.value}</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Tabs */}
|
||||
<div className="flex gap-2 border-b border-default">
|
||||
{[
|
||||
{ id: 'models', label: 'Models', icon: Circle },
|
||||
{ id: 'operations', label: 'Operations', icon: Activity },
|
||||
{ id: 'usecases', label: 'Use Cases', icon: Target },
|
||||
].map((tab) => (
|
||||
<button
|
||||
key={tab.id}
|
||||
onClick={() => setActiveTab(tab.id as any)}
|
||||
className={`flex items-center gap-2 px-4 py-3 text-sm font-medium border-b-2 transition-colors ${
|
||||
activeTab === tab.id
|
||||
? 'border-brand-500 text-brand-500'
|
||||
: 'border-transparent text-foreground-light hover:text-foreground'
|
||||
}`}
|
||||
>
|
||||
<tab.icon className="w-4 h-4" />
|
||||
{tab.label}
|
||||
</button>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{activeTab === 'models' && (
|
||||
<div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
|
||||
{models.map((model) => (
|
||||
<div key={model.name} className={`rounded-xl border ${model.borderColor} ${model.bgColor} p-6 space-y-4`}>
|
||||
<div className="flex items-center gap-3">
|
||||
<div className={`p-2 rounded-lg bg-gradient-to-br ${model.color}`}>
|
||||
<model.icon className="w-6 h-6 text-white" />
|
||||
</div>
|
||||
<div>
|
||||
<h3 className="text-lg font-semibold text-foreground">{model.name}</h3>
|
||||
<p className="text-sm text-foreground-light">{model.description}</p>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="grid grid-cols-2 gap-4">
|
||||
<div className="rounded-lg bg-surface-200/50 p-3">
|
||||
<div className="text-xs text-foreground-light mb-1">Curvature</div>
|
||||
<div className="text-sm font-mono text-foreground">{model.curvature}</div>
|
||||
</div>
|
||||
<div className="rounded-lg bg-surface-200/50 p-3">
|
||||
<div className="text-xs text-foreground-light mb-1">Advantages</div>
|
||||
<div className="text-sm text-foreground">{model.advantages[0]}</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="space-y-2">
|
||||
<h4 className="text-sm font-medium text-foreground">Key Operations</h4>
|
||||
{model.operations.map((op) => (
|
||||
<div key={op.name} className="flex items-center justify-between p-2 rounded-lg bg-surface-200/50">
|
||||
<div>
|
||||
<code className="text-xs font-mono text-brand-500">{op.name}()</code>
|
||||
<p className="text-xs text-foreground-light">{op.desc}</p>
|
||||
</div>
|
||||
<button
|
||||
onClick={() => copyToClipboard(`SELECT ${op.name}(v1, v2) FROM embeddings;`, op.name)}
|
||||
className="p-1.5 rounded bg-surface-300 hover:bg-surface-400 transition-colors"
|
||||
>
|
||||
{copiedCode === op.name ? (
|
||||
<Check className="w-3 h-3 text-green-500" />
|
||||
) : (
|
||||
<Copy className="w-3 h-3 text-foreground-light" />
|
||||
)}
|
||||
</button>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
)}
|
||||
|
||||
{activeTab === 'operations' && (
|
||||
<div className="space-y-6">
|
||||
<div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
|
||||
{/* Distance Operations */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Distance Operations</h3>
|
||||
<div className="space-y-3">
|
||||
{[
|
||||
{ func: 'poincare_distance', args: 'v1 vector, v2 vector', returns: 'float8' },
|
||||
{ func: 'lorentz_distance', args: 'v1 vector, v2 vector', returns: 'float8' },
|
||||
].map((op) => (
|
||||
<div key={op.func} className="p-4 rounded-lg bg-surface-200">
|
||||
<code className="text-sm font-mono text-brand-500">{op.func}({op.args})</code>
|
||||
<div className="flex items-center gap-2 mt-2 text-xs text-foreground-light">
|
||||
<ArrowRight className="w-3 h-3" />
|
||||
Returns: {op.returns}
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Mapping Operations */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Mapping Operations</h3>
|
||||
<div className="space-y-3">
|
||||
{[
|
||||
{ func: 'poincare_exp_map', args: 'point vector, tangent vector', returns: 'vector' },
|
||||
{ func: 'poincare_log_map', args: 'point vector, target vector', returns: 'vector' },
|
||||
{ func: 'lorentz_exp_map', args: 'point vector, tangent vector', returns: 'vector' },
|
||||
{ func: 'lorentz_log_map', args: 'point vector, target vector', returns: 'vector' },
|
||||
].map((op) => (
|
||||
<div key={op.func} className="p-4 rounded-lg bg-surface-200">
|
||||
<code className="text-sm font-mono text-brand-500">{op.func}({op.args})</code>
|
||||
<div className="flex items-center gap-2 mt-2 text-xs text-foreground-light">
|
||||
<ArrowRight className="w-3 h-3" />
|
||||
Returns: {op.returns}
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Example Query */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Example: Hierarchical Search</h3>
|
||||
<pre className="bg-surface-200 rounded-lg p-4 text-xs font-mono text-foreground-light overflow-x-auto">
|
||||
{`-- Find all descendants within hyperbolic distance threshold
|
||||
SELECT
|
||||
child.id,
|
||||
child.name,
|
||||
poincare_distance(parent.embedding, child.embedding) as distance
|
||||
FROM taxonomy parent
|
||||
JOIN taxonomy child ON child.parent_id = parent.id
|
||||
WHERE parent.id = 1
|
||||
AND poincare_distance(parent.embedding, child.embedding) < 2.0
|
||||
ORDER BY distance;`}
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{activeTab === 'usecases' && (
|
||||
<div className="grid grid-cols-1 md:grid-cols-2 gap-6">
|
||||
{useCases.map((uc) => (
|
||||
<div key={uc.title} className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<div className="flex items-start gap-4">
|
||||
<div className="p-3 rounded-lg bg-violet-500/10">
|
||||
<uc.icon className="w-6 h-6 text-violet-500" />
|
||||
</div>
|
||||
<div>
|
||||
<h3 className="text-lg font-semibold text-foreground mb-2">{uc.title}</h3>
|
||||
<p className="text-sm text-foreground-light mb-3">{uc.description}</p>
|
||||
<div className="flex items-center gap-2 text-xs">
|
||||
<span className="text-foreground-light">Examples:</span>
|
||||
<span className="text-foreground">{uc.example}</span>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
|
||||
{/* Why Hyperbolic */}
|
||||
<div className="md:col-span-2 rounded-xl border border-violet-500/20 bg-violet-500/5 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Why Hyperbolic Space?</h3>
|
||||
<div className="grid grid-cols-1 md:grid-cols-3 gap-4">
|
||||
{[
|
||||
{ title: '10x Fewer Dimensions', desc: 'Trees with N nodes need only O(log N) dimensions in hyperbolic space' },
|
||||
{ title: 'Natural Hierarchy', desc: 'Distance from origin encodes hierarchy level naturally' },
|
||||
{ title: 'Better Embeddings', desc: 'Preserves hierarchical structure that Euclidean space distorts' },
|
||||
].map((benefit) => (
|
||||
<div key={benefit.title} className="text-center p-4">
|
||||
<h4 className="font-medium text-foreground mb-2">{benefit.title}</h4>
|
||||
<p className="text-xs text-foreground-light">{benefit.desc}</p>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
|
||||
HyperbolicEmbeddingsPage.getLayout = (page) => <ProjectLayoutWithAuth>{page}</ProjectLayoutWithAuth>
|
||||
|
||||
export default HyperbolicEmbeddingsPage
|
||||
11
npm/studio/pages/project/[ref]/index.tsx
Normal file
11
npm/studio/pages/project/[ref]/index.tsx
Normal file
|
|
@ -0,0 +1,11 @@
|
|||
import { RuVectorHome } from 'components/interfaces/RuVector/RuVectorHome'
|
||||
import { ProjectLayoutWithAuth } from 'components/layouts/ProjectLayout/ProjectLayout'
|
||||
import type { NextPageWithLayout } from 'types'
|
||||
|
||||
const HomePage: NextPageWithLayout = () => {
|
||||
return <RuVectorHome />
|
||||
}
|
||||
|
||||
HomePage.getLayout = (page) => <ProjectLayoutWithAuth>{page}</ProjectLayoutWithAuth>
|
||||
|
||||
export default HomePage
|
||||
494
npm/studio/pages/project/[ref]/learning/index.tsx
Normal file
494
npm/studio/pages/project/[ref]/learning/index.tsx
Normal file
|
|
@ -0,0 +1,494 @@
|
|||
import { useState, useEffect, useRef } from 'react'
|
||||
import { ProjectLayoutWithAuth } from 'components/layouts/ProjectLayout/ProjectLayout'
|
||||
import type { NextPageWithLayout } from 'types'
|
||||
import {
|
||||
Brain,
|
||||
TrendingUp,
|
||||
Target,
|
||||
Sparkles,
|
||||
Play,
|
||||
Copy,
|
||||
Check,
|
||||
Activity,
|
||||
BarChart3,
|
||||
RefreshCw,
|
||||
CheckCircle,
|
||||
XCircle,
|
||||
Clock,
|
||||
Layers,
|
||||
Zap,
|
||||
ArrowRight,
|
||||
} from 'lucide-react'
|
||||
|
||||
// Learning progress visualization
|
||||
const LearningProgressViz = ({ progress }: { progress: number }) => {
|
||||
const canvasRef = useRef<HTMLCanvasElement>(null)
|
||||
|
||||
useEffect(() => {
|
||||
const canvas = canvasRef.current
|
||||
if (!canvas) return
|
||||
const ctx = canvas.getContext('2d')
|
||||
if (!ctx) return
|
||||
|
||||
const dpr = window.devicePixelRatio || 1
|
||||
canvas.width = canvas.offsetWidth * dpr
|
||||
canvas.height = canvas.offsetHeight * dpr
|
||||
ctx.scale(dpr, dpr)
|
||||
|
||||
const width = canvas.offsetWidth
|
||||
const height = canvas.offsetHeight
|
||||
const centerX = width / 2
|
||||
const centerY = height / 2
|
||||
const radius = Math.min(width, height) / 2 - 15
|
||||
|
||||
ctx.clearRect(0, 0, width, height)
|
||||
|
||||
// Background circle
|
||||
ctx.beginPath()
|
||||
ctx.arc(centerX, centerY, radius, 0, Math.PI * 2)
|
||||
ctx.strokeStyle = 'rgba(59, 130, 246, 0.1)'
|
||||
ctx.lineWidth = 8
|
||||
ctx.stroke()
|
||||
|
||||
// Progress arc
|
||||
const startAngle = -Math.PI / 2
|
||||
const endAngle = startAngle + (progress / 100) * Math.PI * 2
|
||||
|
||||
ctx.beginPath()
|
||||
ctx.arc(centerX, centerY, radius, startAngle, endAngle)
|
||||
const gradient = ctx.createLinearGradient(0, 0, width, height)
|
||||
gradient.addColorStop(0, '#3b82f6')
|
||||
gradient.addColorStop(1, '#8b5cf6')
|
||||
ctx.strokeStyle = gradient
|
||||
ctx.lineWidth = 8
|
||||
ctx.lineCap = 'round'
|
||||
ctx.stroke()
|
||||
|
||||
// Center text
|
||||
ctx.fillStyle = '#fff'
|
||||
ctx.font = 'bold 20px system-ui'
|
||||
ctx.textAlign = 'center'
|
||||
ctx.textBaseline = 'middle'
|
||||
ctx.fillText(`${progress}%`, centerX, centerY - 5)
|
||||
ctx.font = '10px system-ui'
|
||||
ctx.fillStyle = 'rgba(255,255,255,0.6)'
|
||||
ctx.fillText('accuracy', centerX, centerY + 12)
|
||||
}, [progress])
|
||||
|
||||
return <canvas ref={canvasRef} className="w-24 h-24" />
|
||||
}
|
||||
|
||||
// Simulated learning stats
|
||||
const useLearningStats = () => {
|
||||
const [stats, setStats] = useState({
|
||||
trajectories: 1247,
|
||||
successRate: 78,
|
||||
patterns: 156,
|
||||
avgImprovement: 12.3,
|
||||
})
|
||||
|
||||
useEffect(() => {
|
||||
const interval = setInterval(() => {
|
||||
setStats(prev => ({
|
||||
...prev,
|
||||
trajectories: prev.trajectories + Math.floor(Math.random() * 3),
|
||||
successRate: Math.min(95, prev.successRate + (Math.random() > 0.7 ? 0.1 : 0)),
|
||||
}))
|
||||
}, 5000)
|
||||
return () => clearInterval(interval)
|
||||
}, [])
|
||||
|
||||
return stats
|
||||
}
|
||||
|
||||
const SelfLearningPage: NextPageWithLayout = () => {
|
||||
const stats = useLearningStats()
|
||||
const [copiedCode, setCopiedCode] = useState<string | null>(null)
|
||||
const [activeTab, setActiveTab] = useState<'pipeline' | 'functions' | 'monitor'>('pipeline')
|
||||
const [selectedStage, setSelectedStage] = useState<number | null>(null)
|
||||
|
||||
const copyToClipboard = (text: string, id: string) => {
|
||||
navigator.clipboard.writeText(text)
|
||||
setCopiedCode(id)
|
||||
setTimeout(() => setCopiedCode(null), 2000)
|
||||
}
|
||||
|
||||
const pipeline = [
|
||||
{
|
||||
stage: 1,
|
||||
name: 'Trajectory',
|
||||
icon: Activity,
|
||||
color: 'from-blue-500 to-cyan-500',
|
||||
description: 'Record decision-making sequences and their contexts',
|
||||
func: 'record_trajectory',
|
||||
details: 'Captures state, action, and outcome triplets for later analysis',
|
||||
},
|
||||
{
|
||||
stage: 2,
|
||||
name: 'Verdict',
|
||||
icon: Target,
|
||||
color: 'from-purple-500 to-pink-500',
|
||||
description: 'Evaluate outcomes and mark trajectories as successful or not',
|
||||
func: 'evaluate_verdict',
|
||||
details: 'Binary or scored evaluation of trajectory outcomes',
|
||||
},
|
||||
{
|
||||
stage: 3,
|
||||
name: 'Distillation',
|
||||
icon: Sparkles,
|
||||
color: 'from-orange-500 to-amber-500',
|
||||
description: 'Extract reusable patterns from successful trajectories',
|
||||
func: 'distill_patterns',
|
||||
details: 'Identifies common patterns in successful decision sequences',
|
||||
},
|
||||
{
|
||||
stage: 4,
|
||||
name: 'Update',
|
||||
icon: RefreshCw,
|
||||
color: 'from-green-500 to-emerald-500',
|
||||
description: 'Apply learned patterns to improve future decisions',
|
||||
func: 'get_recommendations',
|
||||
details: 'Returns relevant patterns for new decision contexts',
|
||||
},
|
||||
]
|
||||
|
||||
const functions = [
|
||||
{
|
||||
name: 'record_trajectory',
|
||||
signature: '(state jsonb, action text, outcome jsonb)',
|
||||
returns: 'trajectory_id bigint',
|
||||
description: 'Log a decision-making sequence for later analysis',
|
||||
},
|
||||
{
|
||||
name: 'evaluate_verdict',
|
||||
signature: '(trajectory_id bigint, success boolean, score float DEFAULT NULL)',
|
||||
returns: 'void',
|
||||
description: 'Mark a trajectory as successful or unsuccessful with optional score',
|
||||
},
|
||||
{
|
||||
name: 'distill_patterns',
|
||||
signature: '(min_confidence float DEFAULT 0.7, min_occurrences int DEFAULT 3)',
|
||||
returns: 'TABLE(pattern_id, pattern jsonb, confidence float)',
|
||||
description: 'Extract reusable patterns from successful trajectories',
|
||||
},
|
||||
{
|
||||
name: 'get_recommendations',
|
||||
signature: '(current_state jsonb, top_k int DEFAULT 5)',
|
||||
returns: 'TABLE(pattern_id, action text, confidence float)',
|
||||
description: 'Get action recommendations based on learned patterns',
|
||||
},
|
||||
]
|
||||
|
||||
const recentTrajectories = [
|
||||
{ id: 1234, state: 'user_query', action: 'route_to_agent_a', success: true, confidence: 0.92 },
|
||||
{ id: 1233, state: 'classification', action: 'category_tech', success: true, confidence: 0.88 },
|
||||
{ id: 1232, state: 'search_query', action: 'semantic_search', success: false, confidence: 0.65 },
|
||||
{ id: 1231, state: 'recommendation', action: 'collaborative_filter', success: true, confidence: 0.91 },
|
||||
{ id: 1230, state: 'intent_detect', action: 'purchase_intent', success: true, confidence: 0.85 },
|
||||
]
|
||||
|
||||
return (
|
||||
<div className="w-full h-full overflow-y-auto">
|
||||
<div className="px-6 py-8">
|
||||
<div className="mx-auto max-w-7xl space-y-8">
|
||||
{/* Header */}
|
||||
<div className="flex items-start justify-between">
|
||||
<div>
|
||||
<div className="flex items-center gap-3 mb-2">
|
||||
<div className="p-2 rounded-lg bg-gradient-to-br from-green-500 to-emerald-500">
|
||||
<Brain className="w-6 h-6 text-white" />
|
||||
</div>
|
||||
<h1 className="text-3xl font-bold text-foreground">Self-Learning</h1>
|
||||
<span className="px-2 py-1 rounded-full bg-green-500/10 text-green-500 text-xs font-medium">
|
||||
ReasoningBank
|
||||
</span>
|
||||
</div>
|
||||
<p className="text-foreground-light">
|
||||
Adaptive learning system that improves through experience
|
||||
</p>
|
||||
</div>
|
||||
<LearningProgressViz progress={stats.successRate} />
|
||||
</div>
|
||||
|
||||
{/* Stats */}
|
||||
<div className="grid grid-cols-1 md:grid-cols-4 gap-4">
|
||||
{[
|
||||
{ label: 'Trajectories', value: stats.trajectories.toLocaleString(), icon: Activity, color: 'text-blue-500', live: true },
|
||||
{ label: 'Success Rate', value: `${stats.successRate.toFixed(1)}%`, icon: Target, color: 'text-green-500', live: true },
|
||||
{ label: 'Patterns', value: stats.patterns, icon: Sparkles, color: 'text-purple-500', live: false },
|
||||
{ label: 'Avg Improvement', value: `+${stats.avgImprovement}%`, icon: TrendingUp, color: 'text-orange-500', live: false },
|
||||
].map((stat, i) => (
|
||||
<div key={i} className="rounded-xl border border-default bg-surface-100 p-4">
|
||||
<div className="flex items-center justify-between mb-2">
|
||||
<span className="text-sm text-foreground-light">{stat.label}</span>
|
||||
<div className="flex items-center gap-2">
|
||||
{stat.live && <span className="w-2 h-2 rounded-full bg-green-500 animate-pulse" />}
|
||||
<stat.icon className={`w-4 h-4 ${stat.color}`} />
|
||||
</div>
|
||||
</div>
|
||||
<div className="text-2xl font-bold text-foreground">{stat.value}</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Tabs */}
|
||||
<div className="flex gap-2 border-b border-default">
|
||||
{[
|
||||
{ id: 'pipeline', label: 'Learning Pipeline', icon: Layers },
|
||||
{ id: 'functions', label: 'Functions', icon: Zap },
|
||||
{ id: 'monitor', label: 'Monitor', icon: BarChart3 },
|
||||
].map((tab) => (
|
||||
<button
|
||||
key={tab.id}
|
||||
onClick={() => setActiveTab(tab.id as any)}
|
||||
className={`flex items-center gap-2 px-4 py-3 text-sm font-medium border-b-2 transition-colors ${
|
||||
activeTab === tab.id
|
||||
? 'border-brand-500 text-brand-500'
|
||||
: 'border-transparent text-foreground-light hover:text-foreground'
|
||||
}`}
|
||||
>
|
||||
<tab.icon className="w-4 h-4" />
|
||||
{tab.label}
|
||||
</button>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{activeTab === 'pipeline' && (
|
||||
<div className="space-y-6">
|
||||
{/* Pipeline Visualization */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-6">4-Stage Learning Pipeline</h3>
|
||||
<div className="grid grid-cols-1 md:grid-cols-4 gap-4">
|
||||
{pipeline.map((stage, i) => (
|
||||
<div key={stage.stage} className="relative">
|
||||
<div
|
||||
onClick={() => setSelectedStage(selectedStage === stage.stage ? null : stage.stage)}
|
||||
className={`rounded-xl p-4 cursor-pointer transition-all ${
|
||||
selectedStage === stage.stage
|
||||
? 'ring-2 ring-brand-500 bg-surface-200'
|
||||
: 'bg-surface-200/50 hover:bg-surface-200'
|
||||
}`}
|
||||
>
|
||||
<div className="text-center">
|
||||
<div className={`mx-auto w-14 h-14 rounded-xl bg-gradient-to-br ${stage.color} flex items-center justify-center mb-3`}>
|
||||
<stage.icon className="w-7 h-7 text-white" />
|
||||
</div>
|
||||
<div className="text-xs text-foreground-light mb-1">Stage {stage.stage}</div>
|
||||
<h4 className="font-semibold text-foreground">{stage.name}</h4>
|
||||
<p className="text-xs text-foreground-light mt-2">{stage.description}</p>
|
||||
</div>
|
||||
</div>
|
||||
{i < pipeline.length - 1 && (
|
||||
<div className="hidden md:block absolute top-1/2 -right-2 transform -translate-y-1/2">
|
||||
<ArrowRight className="w-4 h-4 text-foreground-light" />
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Selected Stage Details */}
|
||||
{selectedStage && (
|
||||
<div className="rounded-xl border border-brand-500/20 bg-brand-500/5 p-6">
|
||||
<div className="flex items-start gap-4">
|
||||
<div className={`p-3 rounded-xl bg-gradient-to-br ${pipeline[selectedStage - 1].color}`}>
|
||||
{(() => {
|
||||
const Icon = pipeline[selectedStage - 1].icon
|
||||
return <Icon className="w-6 h-6 text-white" />
|
||||
})()}
|
||||
</div>
|
||||
<div className="flex-1">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-2">
|
||||
{pipeline[selectedStage - 1].name}
|
||||
</h3>
|
||||
<p className="text-foreground-light mb-4">{pipeline[selectedStage - 1].details}</p>
|
||||
<div className="relative">
|
||||
<pre className="bg-surface-200 rounded-lg p-4 text-xs font-mono text-foreground-light">
|
||||
{`SELECT ${pipeline[selectedStage - 1].func}(
|
||||
current_state,
|
||||
'action_taken',
|
||||
outcome_data
|
||||
) FROM decisions;`}
|
||||
</pre>
|
||||
<button
|
||||
onClick={() => copyToClipboard(`SELECT ${pipeline[selectedStage - 1].func}(...)`, pipeline[selectedStage - 1].func)}
|
||||
className="absolute top-2 right-2 p-1.5 rounded bg-surface-300 hover:bg-surface-400"
|
||||
>
|
||||
{copiedCode === pipeline[selectedStage - 1].func ? (
|
||||
<Check className="w-3.5 h-3.5 text-green-500" />
|
||||
) : (
|
||||
<Copy className="w-3.5 h-3.5 text-foreground-light" />
|
||||
)}
|
||||
</button>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{/* Benefits */}
|
||||
<div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-4 gap-4">
|
||||
{[
|
||||
{ icon: RefreshCw, title: 'Continuous Improvement', desc: 'Learns from production data automatically' },
|
||||
{ icon: Target, title: 'No Manual Labeling', desc: 'Uses outcome feedback, not manual labels' },
|
||||
{ icon: TrendingUp, title: 'Adaptive', desc: 'Adjusts to changing patterns over time' },
|
||||
{ icon: CheckCircle, title: 'Dual Learning', desc: 'Learns from both successes and failures' },
|
||||
].map((benefit) => (
|
||||
<div key={benefit.title} className="rounded-xl border border-default bg-surface-100 p-4">
|
||||
<benefit.icon className="w-5 h-5 text-green-500 mb-2" />
|
||||
<h4 className="font-medium text-foreground text-sm mb-1">{benefit.title}</h4>
|
||||
<p className="text-xs text-foreground-light">{benefit.desc}</p>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{activeTab === 'functions' && (
|
||||
<div className="space-y-4">
|
||||
{functions.map((func) => (
|
||||
<div key={func.name} className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<div className="flex items-start justify-between gap-4">
|
||||
<div className="flex-1">
|
||||
<code className="text-lg font-mono text-brand-500">{func.name}</code>
|
||||
<div className="text-sm font-mono text-foreground-light mt-1">{func.signature}</div>
|
||||
<p className="text-sm text-foreground-light mt-3">{func.description}</p>
|
||||
<div className="flex items-center gap-2 mt-3 text-xs text-foreground-light">
|
||||
<ArrowRight className="w-3 h-3" />
|
||||
Returns: <code className="text-foreground">{func.returns}</code>
|
||||
</div>
|
||||
</div>
|
||||
<button
|
||||
onClick={() => copyToClipboard(`SELECT ${func.name}${func.signature};`, func.name)}
|
||||
className="p-2 rounded-lg bg-surface-200 hover:bg-surface-300"
|
||||
>
|
||||
{copiedCode === func.name ? (
|
||||
<Check className="w-4 h-4 text-green-500" />
|
||||
) : (
|
||||
<Copy className="w-4 h-4 text-foreground-light" />
|
||||
)}
|
||||
</button>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
)}
|
||||
|
||||
{activeTab === 'monitor' && (
|
||||
<div className="space-y-6">
|
||||
{/* Recent Trajectories */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 overflow-hidden">
|
||||
<div className="px-6 py-4 border-b border-default">
|
||||
<h3 className="text-lg font-semibold text-foreground">Recent Trajectories</h3>
|
||||
</div>
|
||||
<div className="overflow-x-auto">
|
||||
<table className="w-full">
|
||||
<thead className="bg-surface-200">
|
||||
<tr>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">ID</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">State</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Action</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Confidence</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Result</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody className="divide-y divide-default">
|
||||
{recentTrajectories.map((t) => (
|
||||
<tr key={t.id} className="hover:bg-surface-200 transition-colors">
|
||||
<td className="px-6 py-4 text-sm font-mono text-foreground">#{t.id}</td>
|
||||
<td className="px-6 py-4 text-sm text-foreground">{t.state}</td>
|
||||
<td className="px-6 py-4">
|
||||
<code className="text-xs bg-surface-200 px-2 py-1 rounded text-foreground">{t.action}</code>
|
||||
</td>
|
||||
<td className="px-6 py-4">
|
||||
<div className="flex items-center gap-2">
|
||||
<div className="w-16 h-2 bg-surface-200 rounded-full overflow-hidden">
|
||||
<div
|
||||
className="h-full bg-brand-500 rounded-full"
|
||||
style={{ width: `${t.confidence * 100}%` }}
|
||||
/>
|
||||
</div>
|
||||
<span className="text-xs text-foreground-light">{(t.confidence * 100).toFixed(0)}%</span>
|
||||
</div>
|
||||
</td>
|
||||
<td className="px-6 py-4">
|
||||
{t.success ? (
|
||||
<span className="flex items-center gap-1 text-green-500 text-sm">
|
||||
<CheckCircle className="w-4 h-4" />
|
||||
Success
|
||||
</span>
|
||||
) : (
|
||||
<span className="flex items-center gap-1 text-red-500 text-sm">
|
||||
<XCircle className="w-4 h-4" />
|
||||
Failed
|
||||
</span>
|
||||
)}
|
||||
</td>
|
||||
</tr>
|
||||
))}
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Pattern Stats */}
|
||||
<div className="grid grid-cols-1 md:grid-cols-2 gap-6">
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Top Learned Patterns</h3>
|
||||
<div className="space-y-3">
|
||||
{[
|
||||
{ pattern: 'user_query → route_to_expert', confidence: 0.94, uses: 342 },
|
||||
{ pattern: 'search_miss → fallback_semantic', confidence: 0.89, uses: 156 },
|
||||
{ pattern: 'high_intent → priority_queue', confidence: 0.87, uses: 98 },
|
||||
].map((p, i) => (
|
||||
<div key={i} className="p-3 rounded-lg bg-surface-200">
|
||||
<div className="flex justify-between items-center mb-2">
|
||||
<code className="text-xs font-mono text-brand-500">{p.pattern}</code>
|
||||
<span className="text-xs text-foreground-light">{p.uses} uses</span>
|
||||
</div>
|
||||
<div className="flex items-center gap-2">
|
||||
<div className="flex-1 h-2 bg-surface-300 rounded-full overflow-hidden">
|
||||
<div
|
||||
className="h-full bg-green-500 rounded-full"
|
||||
style={{ width: `${p.confidence * 100}%` }}
|
||||
/>
|
||||
</div>
|
||||
<span className="text-xs text-foreground">{(p.confidence * 100).toFixed(0)}%</span>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Learning Activity</h3>
|
||||
<div className="space-y-4">
|
||||
{[
|
||||
{ label: 'Trajectories Today', value: 156, change: '+12%' },
|
||||
{ label: 'New Patterns', value: 3, change: '+2' },
|
||||
{ label: 'Success Rate Δ', value: '+2.3%', change: 'improving' },
|
||||
{ label: 'Distillation Runs', value: 4, change: 'auto' },
|
||||
].map((item) => (
|
||||
<div key={item.label} className="flex justify-between items-center">
|
||||
<span className="text-sm text-foreground-light">{item.label}</span>
|
||||
<div className="flex items-center gap-2">
|
||||
<span className="font-semibold text-foreground">{item.value}</span>
|
||||
<span className="text-xs text-green-500">{item.change}</span>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
|
||||
SelfLearningPage.getLayout = (page) => <ProjectLayoutWithAuth>{page}</ProjectLayoutWithAuth>
|
||||
|
||||
export default SelfLearningPage
|
||||
519
npm/studio/pages/project/[ref]/routing/index.tsx
Normal file
519
npm/studio/pages/project/[ref]/routing/index.tsx
Normal file
|
|
@ -0,0 +1,519 @@
|
|||
import { useState, useEffect, useRef } from 'react'
|
||||
import { ProjectLayoutWithAuth } from 'components/layouts/ProjectLayout/ProjectLayout'
|
||||
import type { NextPageWithLayout } from 'types'
|
||||
import {
|
||||
Navigation,
|
||||
Users,
|
||||
Target,
|
||||
Zap,
|
||||
Play,
|
||||
Copy,
|
||||
Check,
|
||||
Activity,
|
||||
BarChart3,
|
||||
ArrowRight,
|
||||
Bot,
|
||||
MessageSquare,
|
||||
GitBranch,
|
||||
TrendingUp,
|
||||
Settings,
|
||||
Plus,
|
||||
} from 'lucide-react'
|
||||
|
||||
// Animated routing visualization
|
||||
const RoutingVisualization = () => {
|
||||
const canvasRef = useRef<HTMLCanvasElement>(null)
|
||||
const [frame, setFrame] = useState(0)
|
||||
|
||||
useEffect(() => {
|
||||
const interval = setInterval(() => {
|
||||
setFrame(f => (f + 1) % 120)
|
||||
}, 50)
|
||||
return () => clearInterval(interval)
|
||||
}, [])
|
||||
|
||||
useEffect(() => {
|
||||
const canvas = canvasRef.current
|
||||
if (!canvas) return
|
||||
const ctx = canvas.getContext('2d')
|
||||
if (!ctx) return
|
||||
|
||||
const dpr = window.devicePixelRatio || 1
|
||||
canvas.width = canvas.offsetWidth * dpr
|
||||
canvas.height = canvas.offsetHeight * dpr
|
||||
ctx.scale(dpr, dpr)
|
||||
|
||||
const width = canvas.offsetWidth
|
||||
const height = canvas.offsetHeight
|
||||
|
||||
ctx.clearRect(0, 0, width, height)
|
||||
|
||||
// Query node (left)
|
||||
const queryX = 30
|
||||
const queryY = height / 2
|
||||
ctx.beginPath()
|
||||
ctx.arc(queryX, queryY, 12, 0, Math.PI * 2)
|
||||
ctx.fillStyle = '#3b82f6'
|
||||
ctx.fill()
|
||||
|
||||
// Agent nodes (right)
|
||||
const agents = [
|
||||
{ y: height * 0.2, color: '#22c55e', active: frame % 120 < 40 },
|
||||
{ y: height * 0.5, color: '#8b5cf6', active: frame % 120 >= 40 && frame % 120 < 80 },
|
||||
{ y: height * 0.8, color: '#f59e0b', active: frame % 120 >= 80 },
|
||||
]
|
||||
|
||||
agents.forEach((agent, i) => {
|
||||
const agentX = width - 30
|
||||
|
||||
// Draw connection line
|
||||
ctx.beginPath()
|
||||
ctx.moveTo(queryX + 12, queryY)
|
||||
ctx.lineTo(agentX - 12, agent.y)
|
||||
ctx.strokeStyle = agent.active ? agent.color : 'rgba(255,255,255,0.1)'
|
||||
ctx.lineWidth = agent.active ? 2 : 1
|
||||
ctx.stroke()
|
||||
|
||||
// Draw agent node
|
||||
ctx.beginPath()
|
||||
ctx.arc(agentX, agent.y, 10, 0, Math.PI * 2)
|
||||
ctx.fillStyle = agent.active ? agent.color : 'rgba(255,255,255,0.3)'
|
||||
ctx.fill()
|
||||
|
||||
// Animated packet
|
||||
if (agent.active) {
|
||||
const progress = (frame % 40) / 40
|
||||
const packetX = queryX + 12 + (agentX - 12 - queryX - 12) * progress
|
||||
const packetY = queryY + (agent.y - queryY) * progress
|
||||
ctx.beginPath()
|
||||
ctx.arc(packetX, packetY, 4, 0, Math.PI * 2)
|
||||
ctx.fillStyle = '#fff'
|
||||
ctx.fill()
|
||||
}
|
||||
})
|
||||
}, [frame])
|
||||
|
||||
return <canvas ref={canvasRef} className="w-32 h-24" />
|
||||
}
|
||||
|
||||
// Simulated agent data
|
||||
const agents = [
|
||||
{ id: 1, name: 'Support Agent', capabilities: 'Customer support, FAQ, troubleshooting', queries: 1250, successRate: 94 },
|
||||
{ id: 2, name: 'Sales Agent', capabilities: 'Product info, pricing, recommendations', queries: 890, successRate: 91 },
|
||||
{ id: 3, name: 'Technical Agent', capabilities: 'Code help, documentation, debugging', queries: 567, successRate: 88 },
|
||||
{ id: 4, name: 'General Agent', capabilities: 'General queries, routing fallback', queries: 234, successRate: 85 },
|
||||
]
|
||||
|
||||
const AgentRoutingPage: NextPageWithLayout = () => {
|
||||
const [copiedCode, setCopiedCode] = useState<string | null>(null)
|
||||
const [activeTab, setActiveTab] = useState<'overview' | 'agents' | 'test'>('overview')
|
||||
const [testQuery, setTestQuery] = useState('')
|
||||
const [testResult, setTestResult] = useState<{ agent: string; confidence: number } | null>(null)
|
||||
|
||||
const copyToClipboard = (text: string, id: string) => {
|
||||
navigator.clipboard.writeText(text)
|
||||
setCopiedCode(id)
|
||||
setTimeout(() => setCopiedCode(null), 2000)
|
||||
}
|
||||
|
||||
const runTestQuery = () => {
|
||||
if (!testQuery.trim()) return
|
||||
// Simulate routing
|
||||
const randomAgent = agents[Math.floor(Math.random() * agents.length)]
|
||||
setTestResult({
|
||||
agent: randomAgent.name,
|
||||
confidence: 0.75 + Math.random() * 0.2,
|
||||
})
|
||||
}
|
||||
|
||||
const routingFunctions = [
|
||||
{
|
||||
name: 'register_agent',
|
||||
signature: '(name text, description text, capabilities_embedding vector)',
|
||||
description: 'Add a new agent to the routing registry with capability embedding',
|
||||
},
|
||||
{
|
||||
name: 'route_query',
|
||||
signature: '(query_embedding vector, top_k int DEFAULT 3)',
|
||||
description: 'Find best matching agents for a query using similarity search',
|
||||
},
|
||||
{
|
||||
name: 'update_agent_performance',
|
||||
signature: '(agent_id int, success boolean, latency_ms float)',
|
||||
description: 'Update agent statistics based on routing outcomes',
|
||||
},
|
||||
]
|
||||
|
||||
return (
|
||||
<div className="w-full h-full overflow-y-auto">
|
||||
<div className="px-6 py-8">
|
||||
<div className="mx-auto max-w-7xl space-y-8">
|
||||
{/* Header */}
|
||||
<div className="flex items-start justify-between">
|
||||
<div>
|
||||
<div className="flex items-center gap-3 mb-2">
|
||||
<div className="p-2 rounded-lg bg-gradient-to-br from-cyan-500 to-blue-500">
|
||||
<Navigation className="w-6 h-6 text-white" />
|
||||
</div>
|
||||
<h1 className="text-3xl font-bold text-foreground">Agent Routing</h1>
|
||||
<span className="px-2 py-1 rounded-full bg-cyan-500/10 text-cyan-500 text-xs font-medium">
|
||||
Tiny Dancer
|
||||
</span>
|
||||
</div>
|
||||
<p className="text-foreground-light">
|
||||
Intelligent semantic routing for multi-agent systems
|
||||
</p>
|
||||
</div>
|
||||
<RoutingVisualization />
|
||||
</div>
|
||||
|
||||
{/* Stats */}
|
||||
<div className="grid grid-cols-1 md:grid-cols-4 gap-4">
|
||||
{[
|
||||
{ label: 'Active Agents', value: agents.length, icon: Bot, color: 'text-cyan-500' },
|
||||
{ label: 'Queries Routed', value: '2.9K', icon: MessageSquare, color: 'text-blue-500' },
|
||||
{ label: 'Avg Latency', value: '12ms', icon: Zap, color: 'text-green-500' },
|
||||
{ label: 'Success Rate', value: '92%', icon: Target, color: 'text-purple-500' },
|
||||
].map((stat, i) => (
|
||||
<div key={i} className="rounded-xl border border-default bg-surface-100 p-4">
|
||||
<div className="flex items-center justify-between mb-2">
|
||||
<span className="text-sm text-foreground-light">{stat.label}</span>
|
||||
<stat.icon className={`w-4 h-4 ${stat.color}`} />
|
||||
</div>
|
||||
<div className="text-2xl font-bold text-foreground">{stat.value}</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Tabs */}
|
||||
<div className="flex gap-2 border-b border-default">
|
||||
{[
|
||||
{ id: 'overview', label: 'How It Works', icon: GitBranch },
|
||||
{ id: 'agents', label: 'Agent Registry', icon: Users },
|
||||
{ id: 'test', label: 'Test Routing', icon: Play },
|
||||
].map((tab) => (
|
||||
<button
|
||||
key={tab.id}
|
||||
onClick={() => setActiveTab(tab.id as any)}
|
||||
className={`flex items-center gap-2 px-4 py-3 text-sm font-medium border-b-2 transition-colors ${
|
||||
activeTab === tab.id
|
||||
? 'border-brand-500 text-brand-500'
|
||||
: 'border-transparent text-foreground-light hover:text-foreground'
|
||||
}`}
|
||||
>
|
||||
<tab.icon className="w-4 h-4" />
|
||||
{tab.label}
|
||||
</button>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{activeTab === 'overview' && (
|
||||
<div className="space-y-6">
|
||||
{/* How It Works */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-6">Routing Pipeline</h3>
|
||||
<div className="grid grid-cols-1 md:grid-cols-3 gap-6">
|
||||
{[
|
||||
{
|
||||
step: 1,
|
||||
title: 'Register Agents',
|
||||
description: 'Define agent capabilities as embeddings',
|
||||
icon: Plus,
|
||||
color: 'from-cyan-500 to-blue-500',
|
||||
},
|
||||
{
|
||||
step: 2,
|
||||
title: 'Route Queries',
|
||||
description: 'Match requests via similarity search',
|
||||
icon: Navigation,
|
||||
color: 'from-blue-500 to-purple-500',
|
||||
},
|
||||
{
|
||||
step: 3,
|
||||
title: 'Learn & Adapt',
|
||||
description: 'Improve routing from outcomes',
|
||||
icon: TrendingUp,
|
||||
color: 'from-purple-500 to-pink-500',
|
||||
},
|
||||
].map((item, i) => (
|
||||
<div key={item.step} className="relative">
|
||||
<div className="text-center">
|
||||
<div className={`mx-auto w-16 h-16 rounded-2xl bg-gradient-to-br ${item.color} flex items-center justify-center mb-4`}>
|
||||
<item.icon className="w-8 h-8 text-white" />
|
||||
</div>
|
||||
<div className="text-xs text-foreground-light mb-1">Step {item.step}</div>
|
||||
<h4 className="font-semibold text-foreground mb-2">{item.title}</h4>
|
||||
<p className="text-sm text-foreground-light">{item.description}</p>
|
||||
</div>
|
||||
{i < 2 && (
|
||||
<div className="hidden md:block absolute top-8 -right-3">
|
||||
<ArrowRight className="w-6 h-6 text-foreground-light" />
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Routing Functions */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Core Functions</h3>
|
||||
<div className="space-y-4">
|
||||
{routingFunctions.map((func) => (
|
||||
<div key={func.name} className="p-4 rounded-lg bg-surface-200">
|
||||
<div className="flex items-start justify-between gap-4">
|
||||
<div>
|
||||
<code className="text-sm font-mono text-brand-500">{func.name}</code>
|
||||
<div className="text-xs font-mono text-foreground-light mt-1">{func.signature}</div>
|
||||
<p className="text-sm text-foreground-light mt-2">{func.description}</p>
|
||||
</div>
|
||||
<button
|
||||
onClick={() => copyToClipboard(`SELECT ${func.name}${func.signature};`, func.name)}
|
||||
className="p-2 rounded bg-surface-300 hover:bg-surface-400"
|
||||
>
|
||||
{copiedCode === func.name ? (
|
||||
<Check className="w-4 h-4 text-green-500" />
|
||||
) : (
|
||||
<Copy className="w-4 h-4 text-foreground-light" />
|
||||
)}
|
||||
</button>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Schema */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Agent Registry Schema</h3>
|
||||
<pre className="bg-surface-200 rounded-lg p-4 text-xs font-mono text-foreground-light overflow-x-auto">
|
||||
{`CREATE TABLE agents (
|
||||
id SERIAL PRIMARY KEY,
|
||||
name TEXT NOT NULL,
|
||||
description TEXT,
|
||||
capabilities vector(384), -- Embedding of agent capabilities
|
||||
metadata JSONB,
|
||||
created_at TIMESTAMPTZ DEFAULT NOW(),
|
||||
updated_at TIMESTAMPTZ DEFAULT NOW()
|
||||
);
|
||||
|
||||
-- Create HNSW index for fast similarity search
|
||||
CREATE INDEX ON agents
|
||||
USING hnsw (capabilities vector_cosine_ops)
|
||||
WITH (m = 16, ef_construction = 64);
|
||||
|
||||
-- Performance tracking
|
||||
CREATE TABLE agent_metrics (
|
||||
agent_id INT REFERENCES agents(id),
|
||||
queries_handled INT DEFAULT 0,
|
||||
success_count INT DEFAULT 0,
|
||||
avg_latency_ms FLOAT DEFAULT 0,
|
||||
updated_at TIMESTAMPTZ DEFAULT NOW()
|
||||
);`}
|
||||
</pre>
|
||||
</div>
|
||||
|
||||
{/* Use Cases */}
|
||||
<div className="grid grid-cols-1 md:grid-cols-2 gap-4">
|
||||
{[
|
||||
{ title: 'Customer Support', desc: 'Route tickets to specialized support agents', icon: MessageSquare },
|
||||
{ title: 'Task Distribution', desc: 'Assign work items to appropriate AI agents', icon: GitBranch },
|
||||
{ title: 'Multi-Agent RAG', desc: 'Select domain experts for retrieval tasks', icon: Bot },
|
||||
{ title: 'Intent Classification', desc: 'Classify and route user intents semantically', icon: Target },
|
||||
].map((uc) => (
|
||||
<div key={uc.title} className="rounded-xl border border-default bg-surface-100 p-4">
|
||||
<div className="flex items-start gap-3">
|
||||
<div className="p-2 rounded-lg bg-cyan-500/10">
|
||||
<uc.icon className="w-5 h-5 text-cyan-500" />
|
||||
</div>
|
||||
<div>
|
||||
<h4 className="font-medium text-foreground">{uc.title}</h4>
|
||||
<p className="text-sm text-foreground-light">{uc.desc}</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{activeTab === 'agents' && (
|
||||
<div className="space-y-6">
|
||||
{/* Add Agent Button */}
|
||||
<div className="flex justify-end">
|
||||
<button className="flex items-center gap-2 px-4 py-2 rounded-lg bg-gradient-to-r from-cyan-500 to-blue-500 text-white font-medium hover:opacity-90">
|
||||
<Plus className="w-4 h-4" />
|
||||
Register Agent
|
||||
</button>
|
||||
</div>
|
||||
|
||||
{/* Agent List */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 overflow-hidden">
|
||||
<div className="overflow-x-auto">
|
||||
<table className="w-full">
|
||||
<thead className="bg-surface-200">
|
||||
<tr>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Agent</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Capabilities</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Queries</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Success Rate</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Status</th>
|
||||
<th className="px-6 py-3 text-right text-xs font-medium text-foreground-light uppercase">Actions</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody className="divide-y divide-default">
|
||||
{agents.map((agent) => (
|
||||
<tr key={agent.id} className="hover:bg-surface-200 transition-colors">
|
||||
<td className="px-6 py-4">
|
||||
<div className="flex items-center gap-3">
|
||||
<div className="w-8 h-8 rounded-full bg-gradient-to-br from-cyan-500 to-blue-500 flex items-center justify-center">
|
||||
<Bot className="w-4 h-4 text-white" />
|
||||
</div>
|
||||
<span className="font-medium text-foreground">{agent.name}</span>
|
||||
</div>
|
||||
</td>
|
||||
<td className="px-6 py-4 text-sm text-foreground-light max-w-xs truncate">
|
||||
{agent.capabilities}
|
||||
</td>
|
||||
<td className="px-6 py-4 text-sm text-foreground">
|
||||
{agent.queries.toLocaleString()}
|
||||
</td>
|
||||
<td className="px-6 py-4">
|
||||
<div className="flex items-center gap-2">
|
||||
<div className="w-16 h-2 bg-surface-300 rounded-full overflow-hidden">
|
||||
<div
|
||||
className="h-full bg-green-500 rounded-full"
|
||||
style={{ width: `${agent.successRate}%` }}
|
||||
/>
|
||||
</div>
|
||||
<span className="text-sm text-foreground">{agent.successRate}%</span>
|
||||
</div>
|
||||
</td>
|
||||
<td className="px-6 py-4">
|
||||
<span className="flex items-center gap-1.5">
|
||||
<span className="w-2 h-2 rounded-full bg-green-500 animate-pulse" />
|
||||
<span className="text-sm text-green-500">Active</span>
|
||||
</span>
|
||||
</td>
|
||||
<td className="px-6 py-4 text-right">
|
||||
<button className="text-foreground-light hover:text-foreground">
|
||||
<Settings className="w-4 h-4" />
|
||||
</button>
|
||||
</td>
|
||||
</tr>
|
||||
))}
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Agent Performance Chart Placeholder */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Query Distribution</h3>
|
||||
<div className="grid grid-cols-4 gap-4">
|
||||
{agents.map((agent) => (
|
||||
<div key={agent.id} className="text-center">
|
||||
<div className="text-2xl font-bold text-foreground">{Math.round(agent.queries / 29)}%</div>
|
||||
<div className="text-xs text-foreground-light">{agent.name.split(' ')[0]}</div>
|
||||
<div className="mt-2 h-2 bg-surface-200 rounded-full overflow-hidden">
|
||||
<div
|
||||
className="h-full bg-gradient-to-r from-cyan-500 to-blue-500 rounded-full"
|
||||
style={{ width: `${(agent.queries / 1250) * 100}%` }}
|
||||
/>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{activeTab === 'test' && (
|
||||
<div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
|
||||
{/* Test Input */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6 space-y-4">
|
||||
<h3 className="text-lg font-semibold text-foreground">Test Query Routing</h3>
|
||||
<p className="text-sm text-foreground-light">
|
||||
Enter a query to see which agent would handle it
|
||||
</p>
|
||||
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Query</label>
|
||||
<textarea
|
||||
value={testQuery}
|
||||
onChange={(e) => setTestQuery(e.target.value)}
|
||||
placeholder="e.g., How do I reset my password?"
|
||||
className="w-full px-4 py-3 rounded-lg bg-surface-200 border border-default text-foreground resize-none h-32"
|
||||
/>
|
||||
</div>
|
||||
|
||||
<button
|
||||
onClick={runTestQuery}
|
||||
disabled={!testQuery.trim()}
|
||||
className="w-full flex items-center justify-center gap-2 px-4 py-3 rounded-lg bg-gradient-to-r from-cyan-500 to-blue-500 text-white font-medium hover:opacity-90 disabled:opacity-50"
|
||||
>
|
||||
<Navigation className="w-4 h-4" />
|
||||
Route Query
|
||||
</button>
|
||||
</div>
|
||||
|
||||
{/* Test Result */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6 space-y-4">
|
||||
<h3 className="text-lg font-semibold text-foreground">Routing Result</h3>
|
||||
|
||||
{testResult ? (
|
||||
<div className="space-y-4">
|
||||
<div className="p-4 rounded-lg bg-green-500/10 border border-green-500/20">
|
||||
<div className="flex items-center gap-3 mb-3">
|
||||
<div className="w-10 h-10 rounded-full bg-gradient-to-br from-cyan-500 to-blue-500 flex items-center justify-center">
|
||||
<Bot className="w-5 h-5 text-white" />
|
||||
</div>
|
||||
<div>
|
||||
<div className="font-semibold text-foreground">{testResult.agent}</div>
|
||||
<div className="text-sm text-foreground-light">Selected Agent</div>
|
||||
</div>
|
||||
</div>
|
||||
<div className="flex items-center gap-2">
|
||||
<span className="text-sm text-foreground-light">Confidence:</span>
|
||||
<div className="flex-1 h-2 bg-surface-200 rounded-full overflow-hidden">
|
||||
<div
|
||||
className="h-full bg-green-500 rounded-full"
|
||||
style={{ width: `${testResult.confidence * 100}%` }}
|
||||
/>
|
||||
</div>
|
||||
<span className="text-sm font-medium text-foreground">
|
||||
{(testResult.confidence * 100).toFixed(1)}%
|
||||
</span>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="p-4 rounded-lg bg-surface-200">
|
||||
<h4 className="text-sm font-medium text-foreground mb-2">SQL Used</h4>
|
||||
<pre className="text-xs font-mono text-foreground-light">
|
||||
{`SELECT route_query(
|
||||
embed('${testQuery.slice(0, 30)}...'),
|
||||
top_k => 1
|
||||
);`}
|
||||
</pre>
|
||||
</div>
|
||||
</div>
|
||||
) : (
|
||||
<div className="flex flex-col items-center justify-center py-12 text-center">
|
||||
<Navigation className="w-12 h-12 text-foreground-light opacity-30 mb-4" />
|
||||
<p className="text-sm text-foreground-light">
|
||||
Enter a query and click "Route Query" to see results
|
||||
</p>
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
|
||||
AgentRoutingPage.getLayout = (page) => <ProjectLayoutWithAuth>{page}</ProjectLayoutWithAuth>
|
||||
|
||||
export default AgentRoutingPage
|
||||
461
npm/studio/pages/project/[ref]/vectors/index.tsx
Normal file
461
npm/studio/pages/project/[ref]/vectors/index.tsx
Normal file
|
|
@ -0,0 +1,461 @@
|
|||
import { useState, useEffect, useCallback, useRef } from 'react'
|
||||
import { ProjectLayoutWithAuth } from 'components/layouts/ProjectLayout/ProjectLayout'
|
||||
import type { NextPageWithLayout } from 'types'
|
||||
import {
|
||||
Database,
|
||||
Zap,
|
||||
Target,
|
||||
Settings,
|
||||
Play,
|
||||
Copy,
|
||||
Check,
|
||||
TrendingUp,
|
||||
Clock,
|
||||
Layers,
|
||||
BarChart3,
|
||||
RefreshCw,
|
||||
Plus,
|
||||
Search,
|
||||
ArrowRight,
|
||||
} from 'lucide-react'
|
||||
|
||||
interface IndexStats {
|
||||
name: string
|
||||
type: 'hnsw' | 'ivfflat'
|
||||
table: string
|
||||
column: string
|
||||
size: string
|
||||
rows: number
|
||||
avgQueryTime: number
|
||||
status: 'active' | 'building' | 'invalid'
|
||||
}
|
||||
|
||||
// Simulated index stats - in production would fetch from pg-meta
|
||||
const useIndexStats = () => {
|
||||
const [stats, setStats] = useState<IndexStats[]>([
|
||||
{ name: 'items_embedding_hnsw_idx', type: 'hnsw', table: 'items', column: 'embedding', size: '24 MB', rows: 125000, avgQueryTime: 2.3, status: 'active' },
|
||||
{ name: 'documents_vec_ivfflat_idx', type: 'ivfflat', table: 'documents', column: 'vec', size: '18 MB', rows: 89000, avgQueryTime: 4.1, status: 'active' },
|
||||
])
|
||||
const [loading, setLoading] = useState(false)
|
||||
|
||||
const refresh = useCallback(() => {
|
||||
setLoading(true)
|
||||
setTimeout(() => {
|
||||
setStats(prev => prev.map(s => ({
|
||||
...s,
|
||||
avgQueryTime: Math.max(0.5, s.avgQueryTime + (Math.random() - 0.5) * 0.5)
|
||||
})))
|
||||
setLoading(false)
|
||||
}, 500)
|
||||
}, [])
|
||||
|
||||
return { stats, loading, refresh }
|
||||
}
|
||||
|
||||
// Performance graph component
|
||||
const PerformanceGraph = ({ data }: { data: number[] }) => {
|
||||
const canvasRef = useRef<HTMLCanvasElement>(null)
|
||||
|
||||
useEffect(() => {
|
||||
const canvas = canvasRef.current
|
||||
if (!canvas) return
|
||||
const ctx = canvas.getContext('2d')
|
||||
if (!ctx) return
|
||||
|
||||
const dpr = window.devicePixelRatio || 1
|
||||
canvas.width = canvas.offsetWidth * dpr
|
||||
canvas.height = canvas.offsetHeight * dpr
|
||||
ctx.scale(dpr, dpr)
|
||||
|
||||
const width = canvas.offsetWidth
|
||||
const height = canvas.offsetHeight
|
||||
|
||||
ctx.clearRect(0, 0, width, height)
|
||||
|
||||
// Draw gradient fill
|
||||
const gradient = ctx.createLinearGradient(0, 0, 0, height)
|
||||
gradient.addColorStop(0, 'rgba(59, 130, 246, 0.3)')
|
||||
gradient.addColorStop(1, 'rgba(59, 130, 246, 0)')
|
||||
|
||||
const maxVal = Math.max(...data) * 1.2
|
||||
const stepX = width / (data.length - 1)
|
||||
|
||||
ctx.beginPath()
|
||||
ctx.moveTo(0, height)
|
||||
data.forEach((val, i) => {
|
||||
const x = i * stepX
|
||||
const y = height - (val / maxVal) * height * 0.9
|
||||
if (i === 0) ctx.lineTo(x, y)
|
||||
else ctx.lineTo(x, y)
|
||||
})
|
||||
ctx.lineTo(width, height)
|
||||
ctx.closePath()
|
||||
ctx.fillStyle = gradient
|
||||
ctx.fill()
|
||||
|
||||
// Draw line
|
||||
ctx.beginPath()
|
||||
data.forEach((val, i) => {
|
||||
const x = i * stepX
|
||||
const y = height - (val / maxVal) * height * 0.9
|
||||
if (i === 0) ctx.moveTo(x, y)
|
||||
else ctx.lineTo(x, y)
|
||||
})
|
||||
ctx.strokeStyle = '#3b82f6'
|
||||
ctx.lineWidth = 2
|
||||
ctx.stroke()
|
||||
}, [data])
|
||||
|
||||
return <canvas ref={canvasRef} className="w-full h-20" />
|
||||
}
|
||||
|
||||
const VectorIndexesPage: NextPageWithLayout = () => {
|
||||
const { stats, loading, refresh } = useIndexStats()
|
||||
const [copiedIndex, setCopiedIndex] = useState<string | null>(null)
|
||||
const [selectedTab, setSelectedTab] = useState<'overview' | 'create' | 'monitor'>('overview')
|
||||
const [queryTimes, setQueryTimes] = useState<number[]>([2.1, 2.3, 2.0, 2.5, 2.2, 2.4, 2.1, 2.3, 2.6, 2.2])
|
||||
|
||||
useEffect(() => {
|
||||
const interval = setInterval(() => {
|
||||
setQueryTimes(prev => [...prev.slice(1), Math.max(1, prev[prev.length - 1] + (Math.random() - 0.5) * 0.8)])
|
||||
}, 2000)
|
||||
return () => clearInterval(interval)
|
||||
}, [])
|
||||
|
||||
const copyToClipboard = (text: string, id: string) => {
|
||||
navigator.clipboard.writeText(text)
|
||||
setCopiedIndex(id)
|
||||
setTimeout(() => setCopiedIndex(null), 2000)
|
||||
}
|
||||
|
||||
const indexTypes = [
|
||||
{
|
||||
type: 'HNSW',
|
||||
icon: Zap,
|
||||
color: 'from-blue-500 to-cyan-500',
|
||||
bgColor: 'bg-blue-500/10',
|
||||
borderColor: 'border-blue-500/20',
|
||||
description: 'Hierarchical Navigable Small World graphs for fast approximate nearest neighbor search',
|
||||
metrics: { speed: '~2ms', recall: '99%+', memory: 'High' },
|
||||
code: `CREATE INDEX ON items
|
||||
USING hnsw (embedding vector_cosine_ops)
|
||||
WITH (m = 16, ef_construction = 64);`,
|
||||
},
|
||||
{
|
||||
type: 'IVFFlat',
|
||||
icon: Layers,
|
||||
color: 'from-purple-500 to-pink-500',
|
||||
bgColor: 'bg-purple-500/10',
|
||||
borderColor: 'border-purple-500/20',
|
||||
description: 'Inverted file with flat compression for memory-efficient vector search',
|
||||
metrics: { speed: '~5ms', recall: '95%+', memory: 'Medium' },
|
||||
code: `CREATE INDEX ON items
|
||||
USING ivfflat (embedding vector_cosine_ops)
|
||||
WITH (lists = 100);`,
|
||||
},
|
||||
]
|
||||
|
||||
const distanceOps = [
|
||||
{ name: 'vector_cosine_ops', symbol: '<=>', desc: 'Cosine similarity', use: 'Text embeddings, normalized vectors' },
|
||||
{ name: 'vector_l2_ops', symbol: '<->', desc: 'Euclidean (L2) distance', use: 'Image features, spatial data' },
|
||||
{ name: 'vector_ip_ops', symbol: '<#>', desc: 'Inner product', use: 'Maximum inner product search' },
|
||||
]
|
||||
|
||||
return (
|
||||
<div className="w-full h-full overflow-y-auto">
|
||||
<div className="px-6 py-8">
|
||||
<div className="mx-auto max-w-7xl space-y-8">
|
||||
{/* Header */}
|
||||
<div className="flex items-start justify-between">
|
||||
<div>
|
||||
<div className="flex items-center gap-3 mb-2">
|
||||
<div className="p-2 rounded-lg bg-gradient-to-br from-blue-500 to-cyan-500">
|
||||
<Database className="w-6 h-6 text-white" />
|
||||
</div>
|
||||
<h1 className="text-3xl font-bold text-foreground">Vector Indexes</h1>
|
||||
</div>
|
||||
<p className="text-foreground-light">
|
||||
High-performance HNSW and IVFFlat indexes for similarity search
|
||||
</p>
|
||||
</div>
|
||||
<button
|
||||
onClick={refresh}
|
||||
className="flex items-center gap-2 px-4 py-2 rounded-lg bg-surface-200 hover:bg-surface-300 transition-colors"
|
||||
>
|
||||
<RefreshCw className={`w-4 h-4 ${loading ? 'animate-spin' : ''}`} />
|
||||
<span className="text-sm">Refresh</span>
|
||||
</button>
|
||||
</div>
|
||||
|
||||
{/* Stats Overview */}
|
||||
<div className="grid grid-cols-1 md:grid-cols-4 gap-4">
|
||||
{[
|
||||
{ label: 'Total Indexes', value: stats.length, icon: Database, color: 'text-blue-500' },
|
||||
{ label: 'Total Vectors', value: stats.reduce((a, s) => a + s.rows, 0).toLocaleString(), icon: Layers, color: 'text-purple-500' },
|
||||
{ label: 'Avg Query Time', value: `${(stats.reduce((a, s) => a + s.avgQueryTime, 0) / stats.length).toFixed(1)}ms`, icon: Clock, color: 'text-green-500' },
|
||||
{ label: 'Index Size', value: stats.reduce((a, s) => a + parseInt(s.size), 0) + ' MB', icon: BarChart3, color: 'text-orange-500' },
|
||||
].map((stat, i) => (
|
||||
<div key={i} className="rounded-xl border border-default bg-surface-100 p-4">
|
||||
<div className="flex items-center justify-between mb-2">
|
||||
<span className="text-sm text-foreground-light">{stat.label}</span>
|
||||
<stat.icon className={`w-4 h-4 ${stat.color}`} />
|
||||
</div>
|
||||
<div className="text-2xl font-bold text-foreground">{stat.value}</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Tabs */}
|
||||
<div className="flex gap-2 border-b border-default">
|
||||
{[
|
||||
{ id: 'overview', label: 'Index Types', icon: Layers },
|
||||
{ id: 'create', label: 'Create Index', icon: Plus },
|
||||
{ id: 'monitor', label: 'Monitor', icon: BarChart3 },
|
||||
].map((tab) => (
|
||||
<button
|
||||
key={tab.id}
|
||||
onClick={() => setSelectedTab(tab.id as any)}
|
||||
className={`flex items-center gap-2 px-4 py-3 text-sm font-medium border-b-2 transition-colors ${
|
||||
selectedTab === tab.id
|
||||
? 'border-brand-500 text-brand-500'
|
||||
: 'border-transparent text-foreground-light hover:text-foreground'
|
||||
}`}
|
||||
>
|
||||
<tab.icon className="w-4 h-4" />
|
||||
{tab.label}
|
||||
</button>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Tab Content */}
|
||||
{selectedTab === 'overview' && (
|
||||
<div className="space-y-6">
|
||||
{/* Index Type Cards */}
|
||||
<div className="grid grid-cols-1 lg:grid-cols-2 gap-6">
|
||||
{indexTypes.map((idx) => (
|
||||
<div key={idx.type} className={`rounded-xl border ${idx.borderColor} ${idx.bgColor} p-6 space-y-4`}>
|
||||
<div className="flex items-start justify-between">
|
||||
<div className="flex items-center gap-3">
|
||||
<div className={`p-2 rounded-lg bg-gradient-to-br ${idx.color}`}>
|
||||
<idx.icon className="w-5 h-5 text-white" />
|
||||
</div>
|
||||
<div>
|
||||
<h3 className="text-lg font-semibold text-foreground">{idx.type}</h3>
|
||||
<p className="text-sm text-foreground-light">{idx.description}</p>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Metrics */}
|
||||
<div className="grid grid-cols-3 gap-4">
|
||||
{Object.entries(idx.metrics).map(([key, value]) => (
|
||||
<div key={key} className="text-center">
|
||||
<div className="text-lg font-semibold text-foreground">{value}</div>
|
||||
<div className="text-xs text-foreground-light capitalize">{key}</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Code Block */}
|
||||
<div className="relative">
|
||||
<pre className="bg-surface-200 rounded-lg p-4 text-xs font-mono text-foreground-light overflow-x-auto">
|
||||
{idx.code}
|
||||
</pre>
|
||||
<button
|
||||
onClick={() => copyToClipboard(idx.code, idx.type)}
|
||||
className="absolute top-2 right-2 p-1.5 rounded bg-surface-300 hover:bg-surface-400 transition-colors"
|
||||
>
|
||||
{copiedIndex === idx.type ? (
|
||||
<Check className="w-3.5 h-3.5 text-green-500" />
|
||||
) : (
|
||||
<Copy className="w-3.5 h-3.5 text-foreground-light" />
|
||||
)}
|
||||
</button>
|
||||
</div>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
|
||||
{/* Distance Operators */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4 flex items-center gap-2">
|
||||
<Target className="w-5 h-5 text-brand-500" />
|
||||
Distance Operators
|
||||
</h3>
|
||||
<div className="grid grid-cols-1 md:grid-cols-3 gap-4">
|
||||
{distanceOps.map((op) => (
|
||||
<div key={op.name} className="rounded-lg bg-surface-200 p-4 space-y-2">
|
||||
<div className="flex items-center justify-between">
|
||||
<code className="text-sm font-mono text-brand-500">{op.name}</code>
|
||||
<span className="text-lg font-mono text-foreground-light">{op.symbol}</span>
|
||||
</div>
|
||||
<p className="text-sm font-medium text-foreground">{op.desc}</p>
|
||||
<p className="text-xs text-foreground-light">{op.use}</p>
|
||||
</div>
|
||||
))}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{selectedTab === 'create' && (
|
||||
<div className="space-y-6">
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Create New Vector Index</h3>
|
||||
|
||||
<div className="grid grid-cols-1 md:grid-cols-2 gap-6">
|
||||
<div className="space-y-4">
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Table</label>
|
||||
<select className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground">
|
||||
<option>items</option>
|
||||
<option>documents</option>
|
||||
<option>embeddings</option>
|
||||
</select>
|
||||
</div>
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Vector Column</label>
|
||||
<select className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground">
|
||||
<option>embedding</option>
|
||||
<option>vec</option>
|
||||
</select>
|
||||
</div>
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Index Type</label>
|
||||
<div className="flex gap-2">
|
||||
<button className="flex-1 px-4 py-2 rounded-lg bg-brand-500 text-white text-sm font-medium">
|
||||
HNSW
|
||||
</button>
|
||||
<button className="flex-1 px-4 py-2 rounded-lg bg-surface-200 text-foreground text-sm font-medium hover:bg-surface-300">
|
||||
IVFFlat
|
||||
</button>
|
||||
</div>
|
||||
</div>
|
||||
<div>
|
||||
<label className="block text-sm font-medium text-foreground mb-2">Distance Function</label>
|
||||
<select className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground">
|
||||
<option>vector_cosine_ops (Cosine)</option>
|
||||
<option>vector_l2_ops (Euclidean)</option>
|
||||
<option>vector_ip_ops (Inner Product)</option>
|
||||
</select>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="space-y-4">
|
||||
<h4 className="text-sm font-medium text-foreground">HNSW Parameters</h4>
|
||||
<div className="grid grid-cols-2 gap-4">
|
||||
<div>
|
||||
<label className="block text-xs text-foreground-light mb-1">m (connections)</label>
|
||||
<input type="number" defaultValue={16} className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground text-sm" />
|
||||
</div>
|
||||
<div>
|
||||
<label className="block text-xs text-foreground-light mb-1">ef_construction</label>
|
||||
<input type="number" defaultValue={64} className="w-full px-3 py-2 rounded-lg bg-surface-200 border border-default text-foreground text-sm" />
|
||||
</div>
|
||||
</div>
|
||||
|
||||
<div className="p-4 rounded-lg bg-surface-200 border border-default">
|
||||
<h5 className="text-xs font-medium text-foreground-light mb-2">Preview SQL</h5>
|
||||
<pre className="text-xs font-mono text-foreground-light">
|
||||
{`CREATE INDEX items_embedding_idx ON items
|
||||
USING hnsw (embedding vector_cosine_ops)
|
||||
WITH (m = 16, ef_construction = 64);`}
|
||||
</pre>
|
||||
</div>
|
||||
|
||||
<button className="w-full flex items-center justify-center gap-2 px-4 py-3 rounded-lg bg-gradient-to-r from-blue-500 to-cyan-500 text-white font-medium hover:opacity-90 transition-opacity">
|
||||
<Play className="w-4 h-4" />
|
||||
Create Index
|
||||
</button>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
|
||||
{selectedTab === 'monitor' && (
|
||||
<div className="space-y-6">
|
||||
{/* Active Indexes */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 overflow-hidden">
|
||||
<div className="px-6 py-4 border-b border-default flex items-center justify-between">
|
||||
<h3 className="text-lg font-semibold text-foreground">Active Indexes</h3>
|
||||
<div className="flex items-center gap-2">
|
||||
<div className="relative">
|
||||
<Search className="w-4 h-4 absolute left-3 top-1/2 -translate-y-1/2 text-foreground-light" />
|
||||
<input
|
||||
type="text"
|
||||
placeholder="Search indexes..."
|
||||
className="pl-9 pr-4 py-1.5 rounded-lg bg-surface-200 border border-default text-sm text-foreground"
|
||||
/>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
<div className="overflow-x-auto">
|
||||
<table className="w-full">
|
||||
<thead className="bg-surface-200">
|
||||
<tr>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Name</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Type</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Table</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Rows</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Size</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Avg Query</th>
|
||||
<th className="px-6 py-3 text-left text-xs font-medium text-foreground-light uppercase">Status</th>
|
||||
<th className="px-6 py-3 text-right text-xs font-medium text-foreground-light uppercase">Actions</th>
|
||||
</tr>
|
||||
</thead>
|
||||
<tbody className="divide-y divide-default">
|
||||
{stats.map((idx) => (
|
||||
<tr key={idx.name} className="hover:bg-surface-200 transition-colors">
|
||||
<td className="px-6 py-4">
|
||||
<code className="text-sm font-mono text-foreground">{idx.name}</code>
|
||||
</td>
|
||||
<td className="px-6 py-4">
|
||||
<span className={`px-2 py-1 rounded text-xs font-medium ${
|
||||
idx.type === 'hnsw' ? 'bg-blue-500/10 text-blue-500' : 'bg-purple-500/10 text-purple-500'
|
||||
}`}>
|
||||
{idx.type.toUpperCase()}
|
||||
</span>
|
||||
</td>
|
||||
<td className="px-6 py-4 text-sm text-foreground">{idx.table}</td>
|
||||
<td className="px-6 py-4 text-sm text-foreground">{idx.rows.toLocaleString()}</td>
|
||||
<td className="px-6 py-4 text-sm text-foreground">{idx.size}</td>
|
||||
<td className="px-6 py-4 text-sm text-foreground">{idx.avgQueryTime.toFixed(1)}ms</td>
|
||||
<td className="px-6 py-4">
|
||||
<span className="flex items-center gap-1.5">
|
||||
<span className="w-2 h-2 rounded-full bg-green-500 animate-pulse" />
|
||||
<span className="text-sm text-green-500">Active</span>
|
||||
</span>
|
||||
</td>
|
||||
<td className="px-6 py-4 text-right">
|
||||
<button className="text-foreground-light hover:text-foreground">
|
||||
<Settings className="w-4 h-4" />
|
||||
</button>
|
||||
</td>
|
||||
</tr>
|
||||
))}
|
||||
</tbody>
|
||||
</table>
|
||||
</div>
|
||||
</div>
|
||||
|
||||
{/* Performance Graph */}
|
||||
<div className="rounded-xl border border-default bg-surface-100 p-6">
|
||||
<h3 className="text-lg font-semibold text-foreground mb-4">Query Performance (Last 20s)</h3>
|
||||
<PerformanceGraph data={queryTimes} />
|
||||
<div className="flex justify-between mt-2 text-xs text-foreground-light">
|
||||
<span>20s ago</span>
|
||||
<span>Now</span>
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)}
|
||||
</div>
|
||||
</div>
|
||||
</div>
|
||||
)
|
||||
}
|
||||
|
||||
VectorIndexesPage.getLayout = (page) => <ProjectLayoutWithAuth>{page}</ProjectLayoutWithAuth>
|
||||
|
||||
export default VectorIndexesPage
|
||||
Loading…
Add table
Add a link
Reference in a new issue