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vendor/ruvector/npm/packages/rvdna/README.md
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# @ruvector/rvdna
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**DNA analysis in JavaScript.** Encode sequences, translate proteins, search genomes by similarity, and read the `.rvdna` AI-native file format — all from Node.js or the browser.
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Built on Rust via NAPI-RS for native speed. Falls back to pure JavaScript when native bindings aren't available.
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```bash
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npm install @ruvector/rvdna
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```
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## What It Does
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| Function | What It Does | Native Required? |
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| `encode2bit(seq)` | Pack DNA into 2-bit bytes (4 bases per byte) | No (JS fallback) |
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| `decode2bit(buf, len)` | Unpack 2-bit bytes back to DNA string | No (JS fallback) |
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| `translateDna(seq)` | Translate DNA to protein amino acids | No (JS fallback) |
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| `cosineSimilarity(a, b)` | Cosine similarity between two vectors | No (JS fallback) |
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| `fastaToRvdna(seq, opts)` | Convert FASTA to `.rvdna` binary format | Yes |
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| `readRvdna(buf)` | Parse a `.rvdna` file from a Buffer | Yes |
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| `isNativeAvailable()` | Check if native Rust bindings are loaded | No |
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## Quick Start
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```js
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const { encode2bit, decode2bit, translateDna, cosineSimilarity } = require('@ruvector/rvdna');
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// Encode DNA to compact 2-bit format (4 bases per byte)
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const packed = encode2bit('ACGTACGTACGT');
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console.log(packed); // <Buffer 1b 1b 1b>
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// Decode it back — lossless round-trip
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const dna = decode2bit(packed, 12);
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console.log(dna); // 'ACGTACGTACGT'
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// Translate DNA to protein (standard genetic code)
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const protein = translateDna('ATGGCCATTGTAATG');
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console.log(protein); // 'MAIV'
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// Compare two k-mer vectors
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const sim = cosineSimilarity([1, 2, 3], [1, 2, 3]);
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console.log(sim); // 1.0 (identical)
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```
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## API Reference
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### `encode2bit(sequence: string): Buffer`
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Packs a DNA string into 2-bit bytes. Each byte holds 4 bases: A=00, C=01, G=10, T=11. Ambiguous bases (N) map to A.
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```js
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encode2bit('ACGT') // <Buffer 1b> — one byte for 4 bases
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encode2bit('AAAA') // <Buffer 00>
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encode2bit('TTTT') // <Buffer ff>
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```
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### `decode2bit(buffer: Buffer, length: number): string`
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Decodes 2-bit packed bytes back to a DNA string. You must pass the original sequence length since the last byte may have padding.
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```js
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decode2bit(Buffer.from([0x1b]), 4) // 'ACGT'
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```
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### `translateDna(sequence: string): string`
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Translates a DNA string to a protein amino acid string using the standard genetic code. Stops at the first stop codon (TAA, TAG, TGA).
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```js
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translateDna('ATGGCCATTGTAATGGGCCGCTGAAAGGGTGCCCGA')
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// 'MAIVMGR' — stops at TGA stop codon
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```
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### `cosineSimilarity(a: number[], b: number[]): number`
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Returns cosine similarity between two numeric arrays. Result is between -1 and 1.
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```js
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cosineSimilarity([1, 0, 0], [0, 1, 0]) // 0 (orthogonal)
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cosineSimilarity([1, 2, 3], [2, 4, 6]) // 1 (parallel)
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```
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### `fastaToRvdna(sequence: string, options?: RvdnaOptions): Buffer`
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Converts a raw DNA sequence to the `.rvdna` binary format with pre-computed k-mer vectors. **Requires native bindings.**
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```js
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const { fastaToRvdna, isNativeAvailable } = require('@ruvector/rvdna');
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if (isNativeAvailable()) {
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const rvdna = fastaToRvdna('ACGTACGT...', { k: 11, dims: 512, blockSize: 500 });
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require('fs').writeFileSync('output.rvdna', rvdna);
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}
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```
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| Option | Default | Description |
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| `k` | 11 | K-mer size for vector encoding |
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| `dims` | 512 | Vector dimensions per block |
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| `blockSize` | 500 | Bases per vector block |
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### `readRvdna(buffer: Buffer): RvdnaFile`
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Parses a `.rvdna` file. Returns the decoded sequence, k-mer vectors, variants, metadata, and file statistics. **Requires native bindings.**
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```js
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const fs = require('fs');
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const { readRvdna } = require('@ruvector/rvdna');
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const file = readRvdna(fs.readFileSync('sample.rvdna'));
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console.log(file.sequenceLength); // 430
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console.log(file.sequence.slice(0, 20)); // 'ATGGTGCATCTGACTCCTGA'
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console.log(file.kmerVectors.length); // number of vector blocks
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console.log(file.stats.bitsPerBase); // ~3.2
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console.log(file.stats.compressionRatio); // vs raw FASTA
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```
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**RvdnaFile fields:**
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| Field | Type | Description |
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| `version` | `number` | Format version |
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| `sequenceLength` | `number` | Number of bases |
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| `sequence` | `string` | Decoded DNA string |
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| `kmerVectors` | `Array` | Pre-computed k-mer vector blocks |
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| `variants` | `Array \| null` | Variant positions with genotype likelihoods |
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| `metadata` | `Record \| null` | Key-value metadata |
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| `stats.totalSize` | `number` | File size in bytes |
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| `stats.bitsPerBase` | `number` | Storage efficiency |
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| `stats.compressionRatio` | `number` | Compression vs raw |
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## The `.rvdna` File Format
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Traditional genomic formats (FASTA, FASTQ, BAM) store raw sequences. Every time an AI model needs that data, it re-encodes everything from scratch — vectors, attention matrices, features. This takes 30-120 seconds per file.
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`.rvdna` stores the sequence **and** pre-computed AI features together. Open the file and everything is ready — no re-encoding.
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```
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.rvdna file layout:
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[Magic: "RVDNA\x01\x00\x00"] 8 bytes — file identifier
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[Header] 64 bytes — version, flags, offsets
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[Section 0: Sequence] 2-bit packed DNA (4 bases/byte)
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[Section 1: K-mer Vectors] HNSW-ready embeddings
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[Section 2: Attention Weights] Sparse COO matrices
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[Section 3: Variant Tensor] f16 genotype likelihoods
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[Section 4: Protein Embeddings] GNN features + contact graphs
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[Section 5: Epigenomic Tracks] Methylation + clock data
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[Section 6: Metadata] JSON provenance + checksums
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```
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### Format Comparison
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| | FASTA | FASTQ | BAM | CRAM | **.rvdna** |
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| **Encoding** | ASCII (1 char/base) | ASCII + Phred | Binary + ref | Ref-compressed | 2-bit packed |
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| **Bits per base** | 8 | 16 | 2-4 | 0.5-2 | **3.2** (seq only) |
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| **Random access** | Scan from start | Scan from start | Index ~10 us | Decode ~50 us | **mmap <1 us** |
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| **AI features included** | No | No | No | No | **Yes** |
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| **Vector search ready** | No | No | No | No | **HNSW built-in** |
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| **Zero-copy mmap** | No | No | Partial | No | **Full** |
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| **Single file** | Yes | Yes | Needs .bai | Needs .crai | **Yes** |
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## Platform Support
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Native NAPI-RS bindings are available for these platforms:
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| Platform | Architecture | Package |
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| Linux | x64 (glibc) | `@ruvector/rvdna-linux-x64-gnu` |
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| Linux | ARM64 (glibc) | `@ruvector/rvdna-linux-arm64-gnu` |
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| macOS | x64 (Intel) | `@ruvector/rvdna-darwin-x64` |
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| macOS | ARM64 (Apple Silicon) | `@ruvector/rvdna-darwin-arm64` |
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| Windows | x64 | `@ruvector/rvdna-win32-x64-msvc` |
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These install automatically as optional dependencies. On unsupported platforms, basic functions (`encode2bit`, `decode2bit`, `translateDna`, `cosineSimilarity`) still work via pure JavaScript fallbacks.
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## WASM (WebAssembly)
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rvDNA can run entirely in the browser via WebAssembly. No server needed, no data leaves the user's device.
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### Browser Setup
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```bash
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# Build from the Rust source
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cd examples/dna
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wasm-pack build --target web --release
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```
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This produces a `pkg/` directory with `.wasm` and `.js` glue code.
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### Using in HTML
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```html
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<script type="module">
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import init, { encode2bit, translateDna } from './pkg/rvdna.js';
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await init(); // Load the WASM module
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// Encode DNA
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const packed = encode2bit('ACGTACGTACGT');
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console.log('Packed bytes:', packed);
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// Translate to protein
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const protein = translateDna('ATGGCCATTGTAATG');
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console.log('Protein:', protein); // 'MAIV'
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</script>
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```
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### Using with Bundlers (Webpack, Vite)
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```bash
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# For bundler targets
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wasm-pack build --target bundler --release
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```
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```js
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// In your app
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import { encode2bit, translateDna, fastaToRvdna } from '@ruvector/rvdna-wasm';
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const packed = encode2bit('ACGTACGT');
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const protein = translateDna('ATGGCCATT');
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```
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### WASM Features
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| Feature | Status | Description |
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| 2-bit encode/decode | Available | Pack/unpack DNA sequences |
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| Protein translation | Available | Standard genetic code |
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| Cosine similarity | Available | Vector comparison |
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| `.rvdna` read/write | Planned | Full format support in browser |
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| HNSW search | Planned | K-mer similarity search |
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| Variant calling | Planned | Client-side mutation detection |
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**Target WASM binary size:** <2 MB gzipped
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### Privacy
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WASM runs entirely client-side. DNA data never leaves the browser. This makes it suitable for:
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- Clinical genomics dashboards
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- Patient-facing genetic reports
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- Educational tools
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- Offline/edge analysis on devices with no internet
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## TypeScript
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Full TypeScript definitions are included. Import types directly:
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```ts
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import {
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encode2bit,
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decode2bit,
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translateDna,
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cosineSimilarity,
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fastaToRvdna,
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readRvdna,
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isNativeAvailable,
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RvdnaOptions,
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RvdnaFile,
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} from '@ruvector/rvdna';
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```
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## Speed
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The native (Rust) backend handles these operations on real human gene data:
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| Operation | Time | What It Does |
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| Single SNP call | **155 ns** | Bayesian genotyping at one position |
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| Protein translation (1 kb) | **23 ns** | DNA to amino acids |
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| K-mer vector (1 kb) | **591 us** | Full pipeline with HNSW indexing |
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| Complete analysis (5 genes) | **12 ms** | All stages including `.rvdna` output |
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### vs Traditional Tools
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| Task | Traditional Tool | Their Time | rvDNA | Speedup |
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| K-mer counting | Jellyfish | 15-30 min | 2-5 sec | **180-900x** |
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| Sequence similarity | BLAST | 1-5 min | 5-50 ms | **1,200-60,000x** |
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| Variant calling | GATK | 30-90 min | 3-10 min | **3-30x** |
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| Methylation age | R/Bioconductor | 5-15 min | 0.1-0.5 sec | **600-9,000x** |
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## Rust Crate
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The full Rust crate with all algorithms is available on crates.io:
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```toml
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[dependencies]
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rvdna = "0.1"
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```
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See the [Rust documentation](https://docs.rs/rvdna) for the complete API including Smith-Waterman alignment, Horvath clock, CYP2D6 pharmacogenomics, and more.
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## Links
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- [GitHub](https://github.com/ruvnet/ruvector/tree/main/examples/dna) - Source code
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- [crates.io](https://crates.io/crates/rvdna) - Rust crate
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- [RuVector](https://github.com/ruvnet/ruvector) - Parent vector computing platform
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## License
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MIT
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