mirror of
https://github.com/ruvnet/RuVector.git
synced 2026-08-03 13:33:56 +00:00
New crate crates/ruvector-turbovec implementing the scalar-reference milestone of ADR-194 — the 2/4-bit FastScan-style ANN regime ruvector lacked (rabitq is 1-bit; ruvllm's TurboQuant is a KV-cache codec, not a search index). Pipeline: normalize -> randomized Hadamard rotation (reused from ruvector-rabitq) -> TQ+ per-coordinate calibration -> Lloyd-Max 2/4-bit scalar quantization -> per-vector length-renormalized unbiased scoring. Implements the shared ruvector_rabitq::AnnIndex trait. Adds IdMapIndex with O(1) delete and allowlist-filtered search. Proof (cargo run --release -p ruvector-turbovec), n=5000 uniform-random vectors, dim=256, k=10, no f32 rerank, vs exact brute-force L2: 1-bit: recall@10 0.308, 25.6x compression, bias +0.0005 2-bit: recall@10 0.561, 14.2x compression, bias +0.0001 4-bit: recall@10 0.879, 7.5x compression, bias -0.0000 Recall rises monotonically with bit-width; mean cosine bias ~0 confirms the unbiased estimator. Determinism + IdMap delete/filter verified. 12 unit tests + 1 doc-test pass; build green; clippy clean. M2-M4 (FastScan nibble-LUT SIMD kernel, AVX-512, dispatcher) are future milestones; the scalar scorer here is their determinism oracle. https://claude.ai/code/session_012AzArCzBwxrJp8mUngUcH5
383 lines
14 KiB
TOML
383 lines
14 KiB
TOML
[workspace]
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exclude = ["external/ruqu", "external/rvdna", "examples/OSpipe", "examples/rvf", "crates/micro-hnsw-wasm", "crates/ruvector-hyperbolic-hnsw", "crates/ruvector-hyperbolic-hnsw-wasm", "examples/ruvLLM/esp32", "examples/ruvLLM/esp32-flash", "examples/edge-net", "examples/data", "examples/ruvLLM", "examples/delta-behavior", "crates/rvf", "crates/rvf/*", "crates/rvf/*/*", "examples/rvf-desktop", "crates/mcp-brain-server",
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# emergent-time-wasm: standalone cdylib with own opt-level=z, panic=abort
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"crates/emergent-time-wasm",
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# sonic-ct crates: self-contained detached workspaces
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"crates/sonic-ct", "crates/sonic-ct-wasm",
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# ruvector-postgres is a pgrx-based PostgreSQL extension. Its build script
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# requires `$PGRX_HOME` set up via `cargo install cargo-pgrx --version 0.12.9`
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# and `cargo pgrx init`, which downloads and builds multiple Postgres
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# versions. Keep it out of default workspace builds so `cargo build --workspace`
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# works in stock environments. Build it explicitly with `cargo build -p ruvector-postgres`
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# after running pgrx init.
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"crates/ruvector-postgres",
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# Iter 219 (closes ADR-178 Gap E folded into Gap B): the hailo
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# crates rejoined the workspace once the iter-218 ruvector-core
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# path dep + EmbeddingProvider impls landed. The `hailo` feature
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# stays opt-in (only `cargo build --features hailo,cpu-fallback`
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# pulls libhailort + candle), so workspace builds on stock x86
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# still compile without Pi-specific tooling.
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# ruos-thermal: Pi 5 thermal supervisor skeleton (ADR-174). Standalone
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# for now; joins workspace once daemon mode + Unix socket protocol
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# land in iters 92-97.
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"crates/ruos-thermal"]
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members = [
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"crates/ruvector-bounded-rag",
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"crates/ruvector-temporal-coherence",
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"crates/ruvector-acorn",
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"crates/ruvector-acorn-wasm",
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"crates/ruvector-coherence-hnsw",
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"crates/ruvector-rabitq",
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"crates/ruvector-rabitq-wasm",
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"crates/ruvector-turbovec",
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"crates/ruvector-rulake",
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"crates/ruvector-core",
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"crates/ruvector-node",
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"crates/ruvector-wasm",
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"crates/ruvector-cli",
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"crates/ruvector-bench",
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"crates/ruvector-metrics",
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"crates/ruvector-filter",
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"crates/ruvector-router-core",
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"crates/ruvector-router-cli",
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"crates/ruvector-router-ffi",
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"crates/ruvector-router-wasm",
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"crates/ruvector-server",
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"crates/ruvector-snapshot",
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"crates/ruvector-tiny-dancer-core",
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"crates/ruvector-tiny-dancer-wasm",
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"crates/ruvector-tiny-dancer-node",
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"crates/ruvector-collections",
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"crates/ruvector-cluster",
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"crates/ruvector-raft",
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"crates/ruvector-replication",
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"crates/ruvector-graph",
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"crates/ruvector-graph-node",
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"crates/ruvector-graph-wasm",
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"crates/ruvector-gnn",
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"crates/ruvector-proof-gate",
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"crates/ruvector-gnn-rerank",
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"crates/ruvector-gnn-node",
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"crates/ruvector-gnn-wasm",
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"crates/ruvector-attention",
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"crates/ruvector-attention-wasm",
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"crates/ruvector-attention-node",
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"crates/ruvector-cnn",
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"crates/ruvector-cnn-wasm",
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"crates/ruvector-mincut",
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"crates/ruvector-mincut-wasm",
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"crates/ruvector-mincut-node",
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"crates/ruvector-mincut-gated-transformer",
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"crates/ruvector-mincut-gated-transformer-wasm",
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# NOTE: ruvector-postgres is in workspace `exclude` (pgrx env requirement).
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"crates/ruvector-nervous-system",
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# Iter 219 — hailo backend rejoined the workspace (closes
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# ADR-178 Gap E folded into Gap B). All three build clean on
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# x86 with default features; opting into the actual NPU path
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# requires `--features hailo` on a Pi 5 + AI HAT+.
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"crates/hailort-sys",
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"crates/ruvector-hailo",
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"crates/ruvector-mmwave",
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"crates/ruvector-hailo-cluster",
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"examples/refrag-pipeline",
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"examples/scipix",
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"examples/google-cloud",
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"examples/subpolynomial-time",
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"crates/sona",
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"crates/rvlite",
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"crates/ruvector-nervous-system",
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"crates/ruvector-dag",
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"crates/ruvector-dag-wasm",
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"crates/ruvector-nervous-system-wasm",
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"crates/ruvector-economy-wasm",
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"crates/ruvector-learning-wasm",
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"crates/ruvector-exotic-wasm",
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"crates/ruvector-attention-unified-wasm",
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"crates/ruvector-fpga-transformer",
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"crates/ruvector-fpga-transformer-wasm",
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"crates/ruvector-sparse-inference",
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"crates/ruvector-math",
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"crates/ruvector-math-wasm",
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"examples/benchmarks",
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"crates/cognitum-gate-kernel",
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"crates/cognitum-gate-tilezero",
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"crates/mcp-gate",
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"crates/mcp-brain",
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"crates/mcp-brain-server",
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"crates/ruvllm",
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"crates/ruvllm-cli",
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"crates/ruvllm-wasm",
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"crates/prime-radiant",
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"crates/ruvector-delta-core",
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"crates/ruvector-delta-wasm",
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"crates/ruvector-delta-index",
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"crates/ruvector-delta-graph",
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"crates/ruvector-delta-consensus",
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"crates/ruvector-crv",
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"crates/ruvector-temporal-tensor",
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"crates/ruvector-domain-expansion",
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"crates/ruvector-domain-expansion-wasm",
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"crates/ruvector-solver",
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"crates/ruvector-solver-wasm",
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"crates/ruvector-solver-node",
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"crates/ruvector-coherence",
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"crates/ruvector-profiler",
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"crates/ruvector-attn-mincut",
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"crates/ruvector-cognitive-container",
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"crates/ruvector-verified",
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"crates/ruvector-verified-wasm",
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"crates/ruvector-graph-transformer",
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"crates/ruvector-graph-transformer-wasm",
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"crates/ruvector-graph-transformer-node",
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"examples/rvf-kernel-optimized",
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"examples/verified-applications",
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"crates/thermorust",
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"crates/ruvector-dither",
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"crates/ruvector-robotics",
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"examples/robotics",
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"crates/neural-trader-core",
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"crates/neural-trader-coherence",
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"crates/neural-trader-replay",
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"crates/neural-trader-wasm",
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# Kalshi integration (ADR-153)
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"crates/ruvector-kalshi",
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"crates/neural-trader-strategies",
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# RuVix Cognition Kernel (organized under crates/ruvix/)
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"crates/ruvix/crates/types",
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"crates/ruvix/crates/region",
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"crates/ruvix/crates/queue",
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"crates/ruvix/crates/cap",
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"crates/ruvix/crates/proof",
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"crates/ruvix/crates/sched",
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"crates/ruvix/crates/boot",
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"crates/ruvix/crates/vecgraph",
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"crates/ruvix/crates/nucleus",
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# Phase B: Bare metal AArch64 support
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"crates/ruvix/crates/hal",
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"crates/ruvix/crates/aarch64",
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"crates/ruvix/crates/drivers",
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"crates/ruvix/tests",
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"crates/ruvix/benches",
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"crates/ruvix/examples/cognitive_demo",
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# rvAgent — AI Agent Framework (DeepAgents Rust conversion)
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"crates/rvAgent/rvagent-core",
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"crates/rvAgent/rvagent-backends",
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"crates/rvAgent/rvagent-middleware",
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"crates/rvAgent/rvagent-tools",
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"crates/rvAgent/rvagent-subagents",
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"crates/rvAgent/rvagent-cli",
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"crates/rvAgent/rvagent-acp",
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"crates/rvAgent/rvagent-mcp",
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"crates/rvAgent/rvagent-wasm",
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"crates/rvAgent/rvagent-a2a",
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# ADR-159 a2a-swarm demo
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"examples/a2a-swarm",
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# ETL pipeline example
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"examples/train-discoveries",
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# RuView SkyGraph appliance core (ADR-199 Phases 1-4, synthetic ADS-B)
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"examples/sky-monitor",
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# Browser-facing WASM projection engine for the SkyGraph dashboard (ADR-199 presentation plane)
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"examples/sky-monitor/wasm",
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# Spectral graph sparsification
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"crates/ruvector-sparsifier",
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"crates/ruvector-sparsifier-wasm",
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# Consciousness metrics (IIT Φ, causal emergence)
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"crates/ruvector-consciousness",
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"crates/ruvector-consciousness-wasm",
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"examples/cmb-consciousness",
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"examples/gw-consciousness",
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"examples/ecosystem-consciousness",
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"examples/quantum-consciousness",
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"examples/gene-consciousness",
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"examples/climate-consciousness",
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# JS bundle decompiler (ADR-135)
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"crates/ruvector-decompiler",
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"crates/ruvector-decompiler-wasm",
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# DiskANN / Vamana (ADR-143)
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"crates/ruvector-diskann",
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"crates/ruvector-diskann-node",
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# Boundary-first scientific discovery PoC
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"examples/boundary-discovery",
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# CMB Cold Spot boundary-first discovery
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"examples/cmb-boundary-discovery",
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# FRB population boundary discovery (CHIME-like data)
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"examples/frb-boundary-discovery",
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# Cosmic void boundary information content
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"examples/void-boundary-discovery",
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# Multi-regime temporal attractor boundary detection
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"examples/temporal-attractor-discovery",
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# Music genre boundary discovery via spectral graph bisection
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"examples/music-boundary-discovery",
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# Weather regime boundary detection (variance/correlation precedes temperature)
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"examples/weather-boundary-discovery",
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# Market regime boundary discovery via correlation structure
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"examples/market-boundary-discovery",
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# Health state boundary detection from wearable sensor data
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"examples/health-boundary-discovery",
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# SETI exotic signals gallery: boundary-first detection of sub-threshold signals
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"examples/seti-exotic-signals",
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# SETI boundary-first discovery: sub-noise signal detection via coherence graphs
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"examples/seti-boundary-discovery",
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# Earthquake precursor detection via inter-station correlation boundary shifts
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"examples/earthquake-boundary-discovery",
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# Pandemic outbreak detection 60 days before case counts via correlation boundaries
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"examples/pandemic-boundary-discovery",
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# Infrastructure failure prediction via sensor correlation boundaries
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"examples/infrastructure-boundary-discovery",
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# Pre-seizure detection via brain correlation boundary shifts
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"examples/brain-boundary-discovery",
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# Clinical-publication-grade pre-seizure detection report with CSV output
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"examples/seizure-clinical-report",
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# Closed-loop seizure detection + therapeutic response simulation
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"examples/seizure-therapeutic-sim",
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# Real EEG analysis: CHB-MIT PhysioNet data with boundary-first detection
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"examples/real-eeg-analysis",
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# Multi-seizure cross-patient analysis: all 7 chb01 seizures
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"examples/real-eeg-multi-seizure",
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# ruvllm sparse attention kernel for Hailo-10H cluster (ADR-183 – ADR-190)
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"crates/ruvllm_sparse_attention",
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# Generic retrieval LM + masked discrete diffusion built on the kernel
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"crates/ruvllm_retrieval_diffusion",
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# RAIRS IVF: Redundant Assignment + Amplified Inverse Residual (ADR-193)
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"crates/ruvector-rairs",
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# Hybrid sparse-dense search: BM25 + ANN + RRF / RSF / ScoreFusion (ADR-256)
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"crates/ruvector-hybrid",
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# LSM-ANN: write-optimized streaming vector index for agent memory (ADR-264)
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"crates/ruvector-lsm-ann",
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# Structure-preserving graph condensation via dynamic min-cut communities
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"crates/ruvector-graph-condense",
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"crates/ruvector-graph-condense-wasm",
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# Perception substrate: delta -> boundary -> coherence -> proof -> action
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"crates/ruvector-perception",
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# Calculus of emergent / relational time (Wheeler-DeWitt, Page-Wootters,
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# entropic, thermal) + Structural Proper Time for agentic systems.
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"crates/emergent-time",
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# PhotonLayer: learned optical-frontend computing simulator (ADR-260)
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"crates/photonlayer-core",
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"crates/photonlayer-bench",
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"crates/photonlayer-ruvector",
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"crates/photonlayer-cli",
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"crates/photonlayer-wasm",
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# Matryoshka coarse-to-fine ANN search: three-variant funnel with recall/latency tradeoffs (ADR-264)
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"crates/ruvector-matryoshka",
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# PQ-ADC: Product Quantization with Asymmetric Distance Computation (64× compression)
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"crates/ruvector-pq-search",
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# SOTA benchmark suite (ADR-265)
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"crates/ruvector-sota-bench",
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# Capability-gated ANN: per-vector read access control with bitset tokens (ADR-268)
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"crates/ruvector-capgated",
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# Diverse beam ANN: MMR and coherence-pruned beam search variants (ADR-272)
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"crates/ruvector-diverse-beam",
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# Threshold-driven ANN with empirical recall measurement (ADR-272)
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"crates/ruvector-recall-bounded",
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# Adaptive recall-targeted ANN: auto-calibrated ef for user-specified recall targets (ADR-272)
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"crates/ruvector-adaptive-ann",
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# SPANN partition spilling for boundary-safe ANN (ADR-268)
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"crates/ruvector-spann",
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# ColBERT-style multi-vector MaxSim late-interaction search
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"crates/ruvector-maxsim",
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# TimesFM 1.0 200M decoder-only patched time-series Transformer (candle, ADR-189/191)
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"crates/timesfm",
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# RuVector integration for TimesFM: Forecaster + anomaly bands + sweep early-stopping
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"crates/ruvector-timesfm",
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# Speculative ANN search: draft-verify with adaptive candidate multiplier (ADR-272)
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"crates/ruvector-speculative-ann",
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]
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resolver = "2"
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[workspace.lints.clippy]
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unused_unit = "allow"
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[workspace.package]
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version = "2.3.0"
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edition = "2021"
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rust-version = "1.77"
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license = "MIT"
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authors = ["Ruvector Team"]
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repository = "https://github.com/ruvnet/ruvector"
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[workspace.dependencies]
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# Core functionality
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redb = "2.1"
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memmap2 = "0.9"
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hnsw_rs = "0.3"
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simsimd = "5.9"
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rayon = "1.10"
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crossbeam = "0.8"
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# Serialization
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rkyv = "0.8"
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bincode = { version = "2.0.0-rc.3", features = ["serde"] }
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serde = { version = "1.0", features = ["derive"] }
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serde_json = "1.0"
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# Node.js bindings
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napi = { version = "2.16", default-features = false, features = ["napi9", "async", "tokio_rt"] }
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napi-derive = "2.16"
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# WASM
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wasm-bindgen = "0.2"
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wasm-bindgen-futures = "0.4"
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js-sys = "0.3"
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web-sys = { version = "0.3", features = ["Worker", "MessagePort", "console"] }
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getrandom = { version = "0.3", features = ["wasm_js"] }
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# Async runtime
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tokio = { version = "1.41", features = ["rt-multi-thread", "sync", "macros"] }
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futures = "0.3"
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# Error handling and utilities
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thiserror = "2.0"
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anyhow = "1.0"
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tracing = "0.1"
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tracing-subscriber = { version = "0.3", features = ["env-filter"] }
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# Math and numerics
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nalgebra = { version = "0.33", default-features = false, features = ["std"] }
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ndarray = "0.16"
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rand = "0.8"
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rand_distr = "0.4"
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# Time and UUID
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chrono = { version = "0.4", features = ["serde"] }
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uuid = { version = "1.11", features = ["v4", "serde", "js"] }
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# CLI
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clap = { version = "4.5", features = ["derive", "cargo"] }
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indicatif = "0.17"
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console = "0.15"
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# Testing and benchmarking
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criterion = { version = "0.5", features = ["html_reports"] }
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proptest = "1.5"
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mockall = "0.13"
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# Formal verification
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lean-agentic = "=0.1.0"
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# Performance
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dashmap = "6.1"
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parking_lot = "0.12"
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once_cell = "1.20"
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[profile.release]
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opt-level = 3
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lto = "fat"
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codegen-units = 1
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strip = true
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panic = "unwind"
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[profile.bench]
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inherits = "release"
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debug = true
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[profile.dev]
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opt-level = 0
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debug = true
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[profile.test]
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# Patch hnsw_rs to use rand 0.8 instead of 0.9 for WASM compatibility
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# This resolves the getrandom version conflict (0.2 vs 0.3)
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[patch.crates-io]
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hnsw_rs = { path = "./patches/hnsw_rs" }
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