Victor Native Extensions

High-performance Rust implementations of CPU-intensive operations for the Victor agentic AI framework.

Features

Deduplication (dedup): Rolling hash-based content deduplication using xxHash3
Similarity (similarity): SIMD-optimized cosine similarity for embeddings
JSON Repair (json_repair): Fast JSON repair with streaming parser
Hashing (hashing): High-performance signature hashing for loop detection

Performance

Operation	Python	Rust	Speedup
Block deduplication	1.0ms	0.02ms	~50x
Cosine similarity (384d, 100 vectors)	5.0ms	1.0ms	~5x
JSON repair	0.5ms	0.05ms	~10x
Signature hashing	0.2ms	0.02ms	~10x

Building

Prerequisites

Rust 1.70+ (install via rustup)
Python 3.10+
maturin (pip install maturin)

Development Build

cd rust

# Build and install in development mode
maturin develop

# Build with optimizations
maturin develop --release

# Build wheel for distribution
maturin build --release

Install Pre-built Wheel

# From the rust directory after building
pip install target/wheels/victor_native-*.whl

Usage

The native extensions are automatically used when available:

from victor.processing.native import (
    rolling_hash_blocks,
    batch_cosine_similarity,
    repair_json,
    compute_signature,
    is_native_available,
)

# Check if native extensions are loaded
print(f"Native available: {is_native_available()}")

# Deduplication
blocks = rolling_hash_blocks(content, min_block_length=50)
for hash_str, block, is_duplicate in blocks:
    if is_duplicate:
        print(f"Duplicate block: {block[:50]}...")

# Similarity
query = [0.1, 0.2, ...]  # 384-dim embedding
corpus = [[...], [...], ...]  # List of embeddings
similarities = batch_cosine_similarity(query, corpus)

# JSON repair
fixed = repair_json("{'key': 'value', 'active': True}")
# '{"key": "value", "active": true}'

# Signature hashing
sig = compute_signature("read_file", {"path": "/test.py"})

Fallback Behavior

If the native extension is not available (not installed or incompatible platform), the victor.processing.native module automatically falls back to pure Python implementations with equivalent functionality.

from victor.processing.native import is_native_available

if is_native_available():
    print("Using Rust implementation (fast)")
else:
    print("Using Python fallback (compatible)")

Architecture

rust/
├── Cargo.toml          # Rust package configuration
├── pyproject.toml      # maturin build configuration
├── README.md           # This file
└── src/
    ├── lib.rs          # PyO3 module definition
    ├── dedup.rs        # Deduplication module
    ├── similarity.rs   # Cosine similarity module
    ├── json_repair.rs  # JSON repair module
    └── hashing.rs      # Signature hashing module

Testing

# Run Rust tests
cargo test

# Run Python integration tests
pytest ../tests/unit/test_native.py -v

License

Apache License 2.0

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The following attestation bundles were made for victor_native-0.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl:

Publisher: release.yml on anvai-labs/victor

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Statement:
- Statement type: https://in-toto.io/Statement/v1
- Predicate type: https://docs.pypi.org/attestations/publish/v1
- Subject name: victor_native-0.8.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
- Subject digest: 106cc3b9942a3084d0eb1e704f1eff7c122ea500f23083651646605c79cb96c6
- Sigstore transparency entry: 2226886317
- Sigstore integration time: Jul 23, 2026
Source repository:
- Permalink: anvai-labs/victor@5fb849da9c3679272df12f388c05e3407dc19d7a
- Branch / Tag: refs/tags/v0.8.0
- Owner: https://github.com/anvai-labs
- Access: public
Publication detail:
- Token Issuer: https://token.actions.githubusercontent.com
- Runner Environment: github-hosted
- Publication workflow: release.yml@5fb849da9c3679272df12f388c05e3407dc19d7a
- Trigger Event: push

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This release

0.8.0

Jul 23, 2026

0.1.0

Jul 19, 2026

victor-native 0.8.0

Victor Native Extensions

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