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https://github.com/ruvnet/RuVector.git
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073ce73612
* feat(postgres): Add 7 advanced AI modules to ruvector-postgres Comprehensive implementation of advanced AI capabilities: ## New Modules (23,541 lines of code) ### 1. Self-Learning / ReasoningBank (`src/learning/`) - Trajectory tracking for query optimization - Pattern extraction using K-means clustering - ReasoningBank for pattern storage and matching - Adaptive search parameter optimization ### 2. Attention Mechanisms (`src/attention/`) - Scaled dot-product attention (core) - Multi-head attention with parallel heads - Flash Attention v2 (memory-efficient) - 10 attention types with PostgresEnum support ### 3. GNN Layers (`src/gnn/`) - Message passing framework - GCN (Graph Convolutional Network) - GraphSAGE with mean/max aggregation - Configurable aggregation methods ### 4. Hyperbolic Embeddings (`src/hyperbolic/`) - Poincaré ball model - Lorentz hyperboloid model - Hyperbolic distance metrics - Möbius operations ### 5. Sparse Vectors (`src/sparse/`) - COO format sparse vector type - Efficient sparse-sparse distance functions - BM25/SPLADE compatible - Top-k pruning operations ### 6. Graph Operations & Cypher (`src/graph/`) - Property graph storage (nodes/edges) - BFS, DFS, Dijkstra traversal - Cypher query parser (AST-based) - Query executor with pattern matching ### 7. Tiny Dancer Routing (`src/routing/`) - FastGRNN neural network - Agent registry with capabilities - Multi-objective routing optimization - Cost/latency/quality balancing ## Docker Infrastructure - Dockerfile with pgrx 0.12.6 and PostgreSQL 16 - docker-compose.yml with test runner - Initialization SQL with test tables - Shell scripts for dev/test/benchmark ## Feature Flags - `learning`, `attention`, `gnn`, `hyperbolic` - `sparse`, `graph`, `routing` - `ai-complete` and `graph-complete` bundles 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * fix(docker): Copy entire workspace for pgrx build 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * fix(docker): Build standalone crate without workspace 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * docs: Update README to enhance clarity and structure * fix(postgres): Resolve compilation errors and Docker build issues - Fix simsimd Option/Result type mismatch in scaled_dot.rs - Fix f32/f64 type conversions in poincare.rs and lorentz.rs - Fix AVX512 missing wrapper functions by using AVX2 fallback - Fix Vec<Vec<f32>> to JsonB for pgrx pg_extern compatibility - Fix DashMap get() to get_mut() for mutable access - Fix router.rs dereference for best_score comparison - Update Dockerfile to copy pre-written SQL file for pgrx - Simplify init.sql to use correct function names - Add postgres-cli npm package for CLI tooling All changes tested successfully in Docker with: - Extension loads with AVX2 SIMD support (8 floats/op) - Distance functions verified working - PostgreSQL 16 container runs successfully 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * feat: Add ruvLLM examples and enhanced postgres-cli Added from claude/ruvector-lfm2-llm-01YS5Tc7i64PyYCLecT9L1dN branch: - examples/ruvLLM: Complete LLM inference system with SIMD optimization - Pretraining, benchmarking, and optimization system - Real SIMD-optimized CPU inference engine - Comprehensive SOTA benchmark suite - Attention mechanisms, memory management, router Enhanced postgres-cli with full ruvector-postgres integration: - Sparse vector operations (BM25, top-k, prune, conversions) - Hyperbolic geometry (Poincare, Lorentz, Mobius operations) - Agent routing (Tiny Dancer system) - Vector quantization (binary, scalar, product) - Enhanced graph and learning commands 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * fix(postgres-cli): Use native ruvector type instead of pgvector - Change createVectorTable to use ruvector type (native RuVector extension) - Add dimensions column for metadata since ruvector is variable-length - Update index creation to use simple btree (HNSW/IVFFlat TBD) - Tested against Docker container with ruvector extension 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> * feat(postgres): Add 53 SQL function definitions for all advanced modules Enable all advanced PostgreSQL extension functions by adding their SQL definitions to the extension file. This exposes all Rust #[pg_extern] functions to PostgreSQL. ## New SQL Functions (53 total) ### Hyperbolic Geometry (8 functions) - ruvector_poincare_distance, ruvector_lorentz_distance - ruvector_mobius_add, ruvector_exp_map, ruvector_log_map - ruvector_poincare_to_lorentz, ruvector_lorentz_to_poincare - ruvector_minkowski_dot ### Sparse Vectors (14 functions) - ruvector_sparse_create, ruvector_sparse_from_dense - ruvector_sparse_dot, ruvector_sparse_cosine, ruvector_sparse_l2_distance - ruvector_sparse_add, ruvector_sparse_scale, ruvector_sparse_to_dense - ruvector_sparse_nnz, ruvector_sparse_dim - ruvector_bm25_score, ruvector_tf_idf, ruvector_sparse_normalize - ruvector_sparse_topk ### GNN - Graph Neural Networks (5 functions) - ruvector_gnn_gcn_layer, ruvector_gnn_graphsage_layer - ruvector_gnn_gat_layer, ruvector_gnn_message_pass - ruvector_gnn_aggregate ### Routing/Agents - "Tiny Dancer" (11 functions) - ruvector_route_query, ruvector_route_with_context - ruvector_calculate_agent_affinity, ruvector_select_best_agent - ruvector_multi_agent_route, ruvector_create_agent_embedding - ruvector_get_routing_stats, ruvector_register_agent - ruvector_update_agent_performance, ruvector_adaptive_route - ruvector_fastgrnn_forward ### Learning/ReasoningBank (7 functions) - ruvector_record_trajectory, ruvector_get_verdict - ruvector_distill_memory, ruvector_adaptive_search - ruvector_learning_feedback, ruvector_get_learning_patterns - ruvector_optimize_search_params ### Graph/Cypher (8 functions) - ruvector_graph_create_node, ruvector_graph_create_edge - ruvector_graph_get_neighbors, ruvector_graph_shortest_path - ruvector_graph_pagerank, ruvector_cypher_query - ruvector_graph_traverse, ruvector_graph_similarity_search ## CLI Updates - Enabled hyperbolic geometry commands in postgres-cli - Added vector distance and normalize commands - Enhanced client with connection pooling and retry logic 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com> --------- Co-authored-by: Claude <noreply@anthropic.com>
78 lines
2.9 KiB
Docker
78 lines
2.9 KiB
Docker
# RuVector-Postgres Development & Testing Dockerfile
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# Multi-stage build for PostgreSQL 16 with pgrx and all dependencies
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FROM rust:1.83-bookworm AS builder
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# Add PostgreSQL APT repository
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RUN sh -c 'echo "deb http://apt.postgresql.org/pub/repos/apt bookworm-pgdg main" > /etc/apt/sources.list.d/pgdg.list' && \
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wget --quiet -O - https://www.postgresql.org/media/keys/ACCC4CF8.asc | apt-key add -
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# Install PostgreSQL development dependencies
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RUN apt-get update && apt-get install -y \
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postgresql-16 \
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postgresql-server-dev-16 \
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libclang-dev \
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clang \
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pkg-config \
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libssl-dev \
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cmake \
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wget \
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&& rm -rf /var/lib/apt/lists/*
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# Install pgrx (compatible with pgrx = "0.12" in Cargo.toml)
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RUN cargo install cargo-pgrx --version 0.12.6 --locked
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# Initialize pgrx for PostgreSQL 16
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RUN cargo pgrx init --pg16 /usr/lib/postgresql/16/bin/pg_config
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# Set PGRX environment for consistent builds
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ENV PGRX_PG_CONFIG_PATH=/usr/lib/postgresql/16/bin/pg_config
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ENV PGRX_HOME=/root/.pgrx
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# Set working directory - use /build to avoid any parent Cargo.toml issues
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WORKDIR /build/ruvector-postgres
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# Copy only the postgres crate - this is a standalone crate with no workspace dependencies
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COPY crates/ruvector-postgres/Cargo.toml ./
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COPY crates/ruvector-postgres/build.rs ./
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COPY crates/ruvector-postgres/ruvector.control ./
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COPY crates/ruvector-postgres/src ./src/
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COPY crates/ruvector-postgres/sql ./sql/
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COPY crates/ruvector-postgres/benches ./benches/
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# Build the extension with all features (standalone, no workspace)
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RUN cargo pgrx package \
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--pg-config /usr/lib/postgresql/16/bin/pg_config \
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--features pg16
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# pgrx only generates .control and .so - copy pre-written SQL file
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RUN if [ ! -f target/release/ruvector-pg16/usr/share/postgresql/16/extension/ruvector--0.1.0.sql ]; then \
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echo "Copying pre-written SQL file..." && \
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cp sql/ruvector--0.1.0.sql target/release/ruvector-pg16/usr/share/postgresql/16/extension/; \
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fi
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# Runtime image
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FROM postgres:16-bookworm
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# Install runtime dependencies
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RUN apt-get update && apt-get install -y \
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libssl3 \
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&& rm -rf /var/lib/apt/lists/*
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# Copy built extension from builder (path uses crate name 'ruvector' not 'ruvector_postgres')
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COPY --from=builder /build/ruvector-postgres/target/release/ruvector-pg16/usr/share/postgresql/16/extension/* /usr/share/postgresql/16/extension/
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COPY --from=builder /build/ruvector-postgres/target/release/ruvector-pg16/usr/lib/postgresql/16/lib/* /usr/lib/postgresql/16/lib/
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# Copy initialization script with proper permissions
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COPY --chmod=644 crates/ruvector-postgres/docker/init.sql /docker-entrypoint-initdb.d/
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# Set environment variables
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ENV POSTGRES_USER=ruvector
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ENV POSTGRES_PASSWORD=ruvector
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ENV POSTGRES_DB=ruvector_test
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# Health check
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HEALTHCHECK --interval=5s --timeout=5s --start-period=10s --retries=5 \
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CMD pg_isready -U $POSTGRES_USER -d $POSTGRES_DB || exit 1
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EXPOSE 5432
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