diff --git a/THIRD_PARTY.md b/THIRD_PARTY.md new file mode 100644 index 0000000..5fcc85b --- /dev/null +++ b/THIRD_PARTY.md @@ -0,0 +1,30 @@ +# Third-Party Licenses + +## nomic-embed-code — Static Token Vectors + +**Used in:** `vendored/nomic/code_vectors.bin`, `vendored/nomic/code_tokens.txt` + +Static token embeddings extracted from [nomic-embed-code](https://huggingface.co/nomic-ai/nomic-embed-code) +(7B parameter code embedding model, Apache-2.0 license). + +### Extraction Process + +Token vectors are extracted via full inference from the nomic-embed-code model: +1. Load nomic-embed-code (7B, Qwen2.5-Coder-7B base) +2. Filter vocabulary to ~40K code-relevant alphanumeric tokens +3. Per-token inference → 768-dim float vectors +4. Simulated attention (K=32 neighbors, 3 iterations, α=0.3) +5. Mean centering (anisotropy fix) +6. Int8 quantization (×127 scaling) → ~12MB binary blob + +The 7B model is NOT bundled or used at runtime — only the pre-computed static vectors are included. + +### Source + +- Model: https://huggingface.co/nomic-ai/nomic-embed-code +- License: Apache-2.0 +- Vendored from: [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) (MIT license) + - Original extraction script: `scripts/extract_nomic_vectors.py` + - Pre-built vectors: `vendored/nomic/code_vectors.bin`, `vendored/nomic/code_tokens.txt` + +See `vendored/nomic/LICENSE` and `vendored/nomic/NOTICE` for full license text. \ No newline at end of file diff --git a/scripts/extract_code_tokens.py b/scripts/extract_code_tokens.py new file mode 100644 index 0000000..2db317a --- /dev/null +++ b/scripts/extract_code_tokens.py @@ -0,0 +1,303 @@ +#!/usr/bin/env python3 +""" +Extract token embeddings from nomic-embed-code (7B) for static lookup table. + +Adapted from CBM's extract_nomic_vectors.py for cora-code. +Outputs Rust-compatible format (code_tokens.rs + code_vectors.bin). + +Usage: + pip install torch transformers numpy + python3 scripts/extract_code_tokens.py [--output-dir vendored/nomic] + +Output: + code_vectors.bin — [int32 count][int32 dim] + count×dim int8 + code_tokens.txt — one token per line + +One-time extraction. ~2-3h on GPU, ~6-10h on CPU (float16, ~14GB RAM). +""" + +import argparse +import os +import re +import struct +import sys +import time +from pathlib import Path + +import numpy as np +import torch + +# Parallelize CPU inference across all cores BEFORE any torch ops +NUM_THREADS = min(os.cpu_count() * 2, 12) +torch.set_num_threads(NUM_THREADS) +torch.set_num_interop_threads(max(NUM_THREADS // 2, 1)) +os.environ.setdefault("OMP_NUM_THREADS", str(NUM_THREADS)) +os.environ.setdefault("MKL_NUM_THREADS", str(NUM_THREADS)) + +from transformers import AutoModel, AutoTokenizer + +# ── Configuration ────────────────────────────────────────────────────── + +MODEL_NAME = "nomic-ai/nomic-embed-code" +OUTPUT_DIM = 768 +SIM_ATTENTION_K = 32 +SIM_ATTENTION_ITERS = 3 +SIM_ATTENTION_ALPHA = 0.3 +BATCH_SIZE = 32 +CHECKPOINT_EVERY = 500 + + +# ── Token filtering ─────────────────────────────────────────────────── + +def is_code_relevant(token_str: str) -> bool: + """Filter vocabulary to code-relevant tokens.""" + s = token_str.strip() + if not s: + return False + clean = s.lstrip("\u0120\u2581") # Ġ, ▁ + if not clean: + return False + if clean.startswith("<") and clean.endswith(">"): + return False + if clean.startswith("[") and clean.endswith("]"): + return False + inner = clean.strip("_") + if not inner: + return False + if not re.match(r'^[a-zA-Z][a-zA-Z0-9_]*$', inner): + return False + if len(inner) < 2: + return False + return True + + +def clean_token(token_str: str) -> str: + """Normalize a BPE token to the form our runtime tokenizer produces.""" + s = token_str.strip() + s = s.lstrip("\u0120\u2581") + s = s.strip("_") + s = s.lower() + return s + + +# ── Simulated attention ────────────────────────────────────────────── + +def simulated_attention(vectors: np.ndarray, k: int, iterations: int, alpha: float) -> np.ndarray: + """Apply simulated self-attention.""" + n, d = vectors.shape + result = vectors.copy() + for iteration in range(iterations): + t0 = time.time() + chunk_size = 2048 + new_result = np.zeros_like(result) + for i in range(0, n, chunk_size): + end = min(i + chunk_size, n) + chunk = result[i:end] + sims = chunk @ result.T + for j in range(end - i): + global_idx = i + j + sim_row = sims[j].copy() + sim_row[global_idx] = -1.0 + if k < n - 1: + top_k_idx = np.argpartition(sim_row, -k)[-k:] + else: + top_k_idx = np.arange(n) + top_k_idx = top_k_idx[top_k_idx != global_idx] + neighbor_mean = result[top_k_idx].mean(axis=0) + blended = (1 - alpha) * result[global_idx] + alpha * neighbor_mean + norm = np.linalg.norm(blended) + if norm > 1e-8: + blended /= norm + new_result[global_idx] = blended + result = new_result + elapsed = time.time() - t0 + print(f" sim-attention iter {iteration + 1}/{iterations}: {elapsed:.1f}s") + return result + + +# ── Extraction ─────────────────────────────────────────────────────── + +def extract_embeddings(model, tokenizer, tokens: list, device: str, + batch_size: int = 64, checkpoint_path: str = None) -> np.ndarray: + """Run full model inference on each token string. Returns (N, D) float32.""" + start_idx = 0 + all_vecs = [] + if checkpoint_path and os.path.exists(checkpoint_path): + data = np.load(checkpoint_path) + all_vecs = list(data["vectors"]) + start_idx = len(all_vecs) + print(f" resuming from checkpoint: {start_idx}/{len(tokens)} tokens") + + model.eval() + total = len(tokens) + t0 = time.time() + with torch.no_grad(): + for batch_start in range(start_idx, total, batch_size): + batch_end = min(batch_start + batch_size, total) + batch_tokens = tokens[batch_start:batch_end] + texts = [f"search_query: {t}" for t in batch_tokens] + encoded = tokenizer( + texts, padding=True, truncation=True, max_length=64, return_tensors="pt" + ).to(device) + outputs = model(**encoded) + attention_mask = encoded["attention_mask"] + token_embeddings = outputs.last_hidden_state + input_mask_expanded = ( + attention_mask.unsqueeze(-1).expand(token_embeddings.size()).float() + ) + sum_embeddings = torch.sum(token_embeddings * input_mask_expanded, dim=1) + sum_mask = torch.clamp(input_mask_expanded.sum(dim=1), min=1e-9) + mean_pooled = sum_embeddings / sum_mask + if mean_pooled.shape[1] > OUTPUT_DIM: + mean_pooled = mean_pooled[:, :OUTPUT_DIM] + mean_pooled = torch.nn.functional.normalize(mean_pooled, p=2, dim=1) + vecs = mean_pooled.cpu().numpy() + all_vecs.extend(vecs) + done = batch_end + elapsed = time.time() - t0 + rate = (done - start_idx) / elapsed if elapsed > 0 else 0 + eta = (total - done) / rate if rate > 0 else 0 + print(f" [{done:>6}/{total}] {rate:.1f} tok/s ETA {eta / 60:.0f}m", flush=True) + if checkpoint_path and (done % CHECKPOINT_EVERY < batch_size): + np.savez_compressed(checkpoint_path, vectors=np.array(all_vecs, dtype=np.float32)) + print() + return np.array(all_vecs, dtype=np.float32) + + +# ── Output generation ──────────────────────────────────────────────── + +def write_bin(path: str, vectors: np.ndarray, dim: int): + """Write binary blob: [int32 count][int32 dim] + count×dim int8.""" + n = vectors.shape[0] + quantized = np.clip(np.round(vectors * 127.0), -127, 127).astype(np.int8) + with open(path, "wb") as f: + f.write(struct.pack(" OUTPUT_DIM: + vectors = vectors[:, :OUTPUT_DIM] + norms = np.linalg.norm(vectors, axis=1, keepdims=True) + norms = np.maximum(norms, 1e-8) + vectors = vectors / norms + + # Mean-center + mean_vec = vectors.mean(axis=0) + print(f" mean vector norm before centering: {np.linalg.norm(mean_vec):.4f}") + vectors = vectors - mean_vec + norms = np.linalg.norm(vectors, axis=1, keepdims=True) + norms = np.maximum(norms, 1e-8) + vectors = vectors / norms + print(f" mean vector norm after centering: {np.linalg.norm(vectors.mean(axis=0)):.6f}") + print() + + # Step 4: Simulated attention + if not args.skip_attention: + print(f"step 4: simulated attention (K={SIM_ATTENTION_K}, iters={SIM_ATTENTION_ITERS})...") + t0 = time.time() + vectors = simulated_attention(vectors, SIM_ATTENTION_K, SIM_ATTENTION_ITERS, SIM_ATTENTION_ALPHA) + print(f" completed in {time.time() - t0:.1f}s") + else: + print("step 4: simulated attention SKIPPED") + print() + + # Step 5: Write output + print("step 5: writing output files...") + dim = vectors.shape[1] + write_bin(str(out_dir / "code_vectors.bin"), vectors, dim) + write_tokens_txt(str(out_dir / "code_tokens.txt"), filtered_tokens) + + if os.path.exists(checkpoint_path): + os.remove(checkpoint_path) + + bin_size = os.path.getsize(str(out_dir / "code_vectors.bin")) + print() + print("=" * 60) + print(f" model: {MODEL_NAME}") + print(f" tokens: {len(filtered_tokens)}") + print(f" dimensions: {dim}") + print(f" blob size: {bin_size / (1024*1024):.1f} MB") + print("=" * 60) + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/src/embed/mod.rs b/src/embed/mod.rs new file mode 100644 index 0000000..0059787 --- /dev/null +++ b/src/embed/mod.rs @@ -0,0 +1,21 @@ +//! Bag-of-tokens embedding engine. +//! +//! Provides two backends: +//! +//! 1. **Hashing trick** (`tokens` module) — zero-dependency, 256-dim, fast but +//! low-quality. Suitable for dedup / near-duplicate detection. +//! +//! 2. **Pre-trained nomic-embed-code** (`token_vocab` module) — real 768-dim +//! embeddings distilled from [nomic-ai/nomic-embed-code](https://huggingface.co/nomic-ai/nomic-embed-code), +//! compiled into the binary via `include_bytes!` / `include_str!`. +//! Higher quality at the cost of ~30 MB binary size. +//! +//! Re-exports will be added to this module in Phase 3 when `cora brain` +//! commands are wired up. + +// Phase 1: public API not yet consumed by any command. +// Clippy dead_code warnings are expected and will resolve in Phase 3. +#![allow(dead_code)] + +pub mod token_vocab; +pub mod tokens; diff --git a/src/embed/token_vocab.rs b/src/embed/token_vocab.rs new file mode 100644 index 0000000..cd676bb --- /dev/null +++ b/src/embed/token_vocab.rs @@ -0,0 +1,318 @@ +//! Pre-trained token vocabulary from nomic-embed-code. +//! +//! Provides real 768-dimensional code embeddings distilled from +//! [nomic-ai/nomic-embed-code](https://huggingface.co/nomic-ai/nomic-embed-code). +//! +//! ## Binary format +//! +//! `code_vectors.bin` starts with an 8-byte little-endian header: +//! ```text +//! [u32 LE: token_count] [u32 LE: dimensionality] +//! ``` +//! followed by `token_count × dimensionality` int8 values representing +//! unit-normalised vectors scaled by 127. +//! +//! `code_tokens.txt` contains one token string per line (exactly +//! `token_count` lines), in 1:1 correspondence with the vectors. +//! +//! ## Lookup strategy +//! +//! Tokens are loaded into a `HashMap` mapping token text → +//! vector index. At embed time, each code token is lowercased and looked up; +//! matched tokens contribute their pre-trained int8 vector (cast to f32 and +//! divided by 127.0) weighted by frequency. The result is L2-normalised. + +use std::collections::HashMap; + +// ─── Constants ─────────────────────────────────────────────────────────────── + +/// Number of tokens in the pre-trained vocabulary. +pub const VOCAB_SIZE: usize = 40_856; + +/// Dimensionality of each pre-trained vector. +pub const PRETRAINED_DIM: usize = 768; + +// ─── Vendored data (compiled into the binary) ──────────────────────────────── + +/// Raw binary blob: 8-byte header + VOCAB_SIZE × PRETRAINED_DIM int8 values. +static VECTORS_BIN: &[u8] = include_bytes!("../../vendored/nomic/code_vectors.bin"); + +/// Token vocabulary: one token per line, exactly VOCAB_SIZE lines. +static TOKENS_TXT: &str = include_str!("../../vendored/nomic/code_tokens.txt"); + +// ─── Lazy statics ──────────────────────────────────────────────────────────── + +/// Token → vector-index lookup table. Built once on first access. +static TOKEN_MAP: std::sync::OnceLock> = std::sync::OnceLock::new(); + +/// Returns the token → index lookup, initialising on first call. +/// +/// The vocabulary contains one duplicate (empty string appears 11 times); +/// the first occurrence wins. The map therefore has `VOCAB_SIZE - 10` +/// entries (40 846 unique keys). This is fine — duplicate vectors are +/// identical so any index gives the same result. +fn token_map() -> &'static HashMap { + TOKEN_MAP.get_or_init(|| { + let mut map = HashMap::with_capacity(VOCAB_SIZE); + for (i, line) in TOKENS_TXT.lines().enumerate() { + if i >= VOCAB_SIZE { + break; + } + // First occurrence wins for duplicate tokens. + map.entry(line.to_lowercase()).or_insert(i); + } + map + }) +} + +// ─── Public API ────────────────────────────────────────────────────────────── + +/// A 768-dimensional embedding using pre-trained nomic-embed-code vectors. +#[derive(Debug, Clone)] +pub struct PretrainedEmbedding { + vec: Vec, +} + +impl Default for PretrainedEmbedding { + fn default() -> Self { + Self { + vec: vec![0.0f32; PRETRAINED_DIM], + } + } +} + +impl PretrainedEmbedding { + /// Returns a reference to the underlying f32 vector. + pub fn as_slice(&self) -> &[f32] { + &self.vec + } + + /// Consumes self and returns the underlying vector. + pub fn into_vec(self) -> Vec { + self.vec + } +} + +/// Look up the pre-trained int8 vector for a token index (zero-copy into the +/// static binary blob). +/// +/// # Panics +/// Panics if `idx >= VOCAB_SIZE`. +#[inline] +fn pretrained_vec_at(idx: usize) -> &'static [i8] { + assert!( + idx < VOCAB_SIZE, + "token index {idx} out of range (vocab={VOCAB_SIZE})" + ); + let offset = 8 + idx * PRETRAINED_DIM; + // SAFETY: the static blob is exactly 8 + VOCAB_SIZE * PRETRAINED_DIM bytes + // and we just verified idx is in bounds. + let ptr = VECTORS_BIN[offset..].as_ptr() as *const i8; + unsafe { std::slice::from_raw_parts(ptr, PRETRAINED_DIM) } +} + +/// Embed a code snippet using the pre-trained nomic-embed-code vocabulary. +/// +/// 1. Tokenises the code with the same tokenizer as [`crate::embed::tokenize_code`]. +/// 2. Looks up each token (lowercased) in the pre-trained vocabulary. +/// 3. Accumulates matched vectors (int8 → f32 / 127.0) weighted by frequency. +/// 4. L2-normalises the result. +/// +/// Tokens not found in the vocabulary are silently skipped. +pub fn embed_pretrained(tokens: &HashMap) -> PretrainedEmbedding { + let map = token_map(); + let mut vec = vec![0.0f32; PRETRAINED_DIM]; + + for (token, count) in tokens { + if let Some(&idx) = map.get(token) { + let weight = *count as f32; + let int8_vec = pretrained_vec_at(idx); + for (v, &iv) in vec.iter_mut().zip(int8_vec.iter()) { + // int8 → f32, undo ×127 scaling + *v += weight * (iv as f32 / 127.0); + } + } + } + + // L2 normalise + let norm: f32 = vec.iter().map(|v| v * v).sum::().sqrt(); + if norm > 0.0 { + for v in vec.iter_mut() { + *v /= norm; + } + } + + PretrainedEmbedding { vec } +} + +/// Compute cosine similarity between two [`PretrainedEmbedding`]s. +/// +/// Because vectors are pre-normalised, this is just the dot product. +/// Returns a value in `[-1, 1]`. +pub fn pretrained_cosine_similarity(a: &PretrainedEmbedding, b: &PretrainedEmbedding) -> f32 { + a.vec.iter().zip(b.vec.iter()).map(|(x, y)| x * y).sum() +} + +// ─── Verification ──────────────────────────────────────────────────────────── + +/// Verify the binary blob header at runtime. +/// +/// Returns `Ok(())` if the header matches expected constants, or an error +/// describing the mismatch. Intended to be called in tests or at startup. +pub fn verify_binary_format() -> Result<(), String> { + if VECTORS_BIN.len() < 8 { + return Err(format!( + "binary blob too short: {} bytes (need at least 8 for header)", + VECTORS_BIN.len() + )); + } + + let count = u32::from_le_bytes(VECTORS_BIN[0..4].try_into().unwrap()) as usize; + let dim = u32::from_le_bytes(VECTORS_BIN[4..8].try_into().unwrap()) as usize; + let expected_size = 8 + count * dim; + + if count != VOCAB_SIZE { + return Err(format!( + "token count mismatch: header says {count}, expected {VOCAB_SIZE}" + )); + } + if dim != PRETRAINED_DIM { + return Err(format!( + "dimension mismatch: header says {dim}, expected {PRETRAINED_DIM}" + )); + } + if VECTORS_BIN.len() != expected_size { + return Err(format!( + "blob size mismatch: {} bytes, expected {expected_size} ({count} tokens × {dim} dims + 8 header)", + VECTORS_BIN.len() + )); + } + + Ok(()) +} + +// ─── Tests ─────────────────────────────────────────────────────────────────── + +#[cfg(test)] +mod tests { + use super::*; + use crate::embed::tokens::tokenize_code; + + #[test] + fn binary_format_is_valid() { + verify_binary_format().unwrap(); + } + + #[test] + fn token_map_size_matches_vocab() { + // 40856 lines minus 10 duplicate empty-string entries = 40846 unique keys + assert_eq!(token_map().len(), VOCAB_SIZE - 10); + } + + #[test] + fn known_tokens_in_vocab() { + let map = token_map(); + // These are first/last tokens in the file + assert!(map.contains_key("aa")); + assert!(map.contains_key("zzo")); + // Common code tokens + assert!(map.contains_key("fn")); + assert!(map.contains_key("let")); + assert!(map.contains_key("function")); + assert!(map.contains_key("return")); + assert!(map.contains_key("import")); + assert!(map.contains_key("class")); + } + + #[test] + fn embed_pretrained_dimension() { + let tokens = tokenize_code("fn main() {}"); + let emb = embed_pretrained(&tokens); + assert_eq!(emb.as_slice().len(), PRETRAINED_DIM); + } + + #[test] + fn embed_pretrained_is_normalised() { + let tokens = tokenize_code("fn add(a: i32, b: i32) -> i32 { a + b }"); + let emb = embed_pretrained(&tokens); + let norm: f32 = emb.as_slice().iter().map(|v| v * v).sum::().sqrt(); + assert!((norm - 1.0).abs() < 1e-6, "expected unit norm, got {norm}"); + } + + #[test] + fn identical_code_similarity_is_one() { + let tokens = tokenize_code("fn main() { println!(\"hello\"); }"); + let a = embed_pretrained(&tokens); + let b = embed_pretrained(&tokens); + let sim = pretrained_cosine_similarity(&a, &b); + assert!( + (sim - 1.0).abs() < 1e-4, + "identical code should have similarity ~1.0, got {sim}" + ); + } + + #[test] + fn similar_code_high_similarity() { + let a = embed_pretrained(&tokenize_code("fn add(a: i32, b: i32) -> i32 { a + b }")); + let b = embed_pretrained(&tokenize_code("fn add(x: i64, y: i64) -> i64 { x + y }")); + let sim = pretrained_cosine_similarity(&a, &b); + assert!( + sim > 0.8, + "similar functions should have high similarity, got {sim}" + ); + } + + #[test] + fn dissimilar_code_lower_similarity() { + let a = embed_pretrained(&tokenize_code("fn add(a: i32, b: i32) -> i32 { a + b }")); + let b = embed_pretrained(&tokenize_code( + "SELECT * FROM users WHERE email = 'test@example.com'", + )); + let sim = pretrained_cosine_similarity(&a, &b); + // With real embeddings, Rust vs SQL should be notably different + assert!( + sim < 0.95, + "dissimilar snippets should not be nearly identical, got {sim}" + ); + } + + #[test] + fn empty_tokens_embeds_to_zero() { + let tokens = HashMap::new(); + let emb = embed_pretrained(&tokens); + let norm: f32 = emb.as_slice().iter().map(|v| v * v).sum::().sqrt(); + assert!(norm < 1e-10, "empty input should produce zero vector"); + } + + #[test] + fn cosine_similarity_range() { + let a = embed_pretrained(&tokenize_code("fn foo() {}")); + let b = embed_pretrained(&tokenize_code("class Bar { constructor() {} }")); + let sim = pretrained_cosine_similarity(&a, &b); + assert!( + (-1.0..=1.0).contains(&sim), + "cosine similarity must be in [-1, 1], got {sim}" + ); + } + + #[test] + fn deterministic_embedding() { + let tokens = tokenize_code("hello world"); + let a = embed_pretrained(&tokens); + let b = embed_pretrained(&tokens); + assert_eq!(a.as_slice(), b.as_slice()); + } + + #[test] + fn vector_values_in_expected_range() { + // Spot-check that int8→f32 conversion produces reasonable values + let vec = pretrained_vec_at(0); + for &v in vec.iter().take(16) { + let f = v as f32 / 127.0; + assert!( + (-1.0..=1.0).contains(&f), + "int8 {v} → f32 {f} out of [-1, 1]" + ); + } + } +} diff --git a/src/embed/tokens.rs b/src/embed/tokens.rs new file mode 100644 index 0000000..9730a15 --- /dev/null +++ b/src/embed/tokens.rs @@ -0,0 +1,516 @@ +//! Bag-of-tokens embedding via hashing trick. +//! +//! Pure-Rust, zero-dependency code embedding. Each token is hashed into a +//! fixed-dimension vector; the final embedding is the L2-normalised sum +//! (bag-of-words) of those per-token vectors. +//! +//! This is the fast / lightweight backend. For higher quality, use +//! [`crate::embed::token_vocab`] (pre-trained 768-dim vectors from +//! nomic-embed-code). + +use std::collections::HashMap; + +// ─── Constants ─────────────────────────────────────────────────────────────── + +/// Dimensionality of the hashing-trick embedding vectors. +pub const EMBEDDING_DIM: usize = 256; + +/// Maximum number of distinct tokens kept per snippet. Keeps memory bounded +/// and acts as light denoising. +const MAX_TOKENS: usize = 512; + +/// Seed for the deterministic hash-to-vector mapping. +const HASH_SEED: u64 = 0xC07A_C0DE_C0DE_C0DE; + +/// Punctuation / operators that appear in virtually all code and add no +/// discriminative signal — they are dropped during tokenisation. +const STOP_PUNCTUATION: &[char] = &[ + '(', ')', '{', '}', '[', ']', ',', ';', '.', ':', '\'', '"', '`', +]; + +// ─── Public types ──────────────────────────────────────────────────────────── + +/// A fixed-length (256-dim) embedding vector with utility methods. +#[derive(Debug, Clone)] +pub struct TokenEmbedding { + vec: Vec, +} + +impl Default for TokenEmbedding { + fn default() -> Self { + Self { + vec: vec![0.0; EMBEDDING_DIM], + } + } +} + +impl TokenEmbedding { + /// Returns a reference to the underlying vector. + pub fn as_slice(&self) -> &[f64] { + &self.vec + } + + /// Consumes self and returns the underlying vector. + pub fn into_vec(self) -> Vec { + self.vec + } +} + +/// Split a single identifier into subwords on camelCase and snake_case boundaries. +/// +/// - `calculateHash` → `["calculate", "Hash"]` +/// - `hello_world` → `["hello", "world"]` +/// - `HTTPServer` → `["HTTP", "Server"]` +/// - `simple` → `["simple"]` +/// - `_leading` → `["leading"]` +/// - `trailing_` → `["trailing"]` +/// +/// Consecutive uppercase letters before a lowercase are grouped (acronyms). +fn split_identifier(ident: &str) -> Vec<&str> { + let bytes = ident.as_bytes(); + if bytes.is_empty() { + return Vec::new(); + } + + let mut parts = Vec::new(); + let mut part_start = 0; + + // Skip leading underscores + while part_start < bytes.len() && bytes[part_start] == b'_' { + part_start += 1; + } + if part_start >= bytes.len() { + return Vec::new(); + } + + for i in (part_start + 1)..bytes.len() { + let prev = bytes[i - 1]; + let curr = bytes[i]; + + // snake_case boundary: underscore + if curr == b'_' { + if i > part_start { + parts.push(&ident[part_start..i]); + } + part_start = i + 1; + continue; + } + + // camelCase boundary: lowercase→uppercase + if prev.is_ascii_lowercase() && curr.is_ascii_uppercase() { + parts.push(&ident[part_start..i]); + part_start = i; + continue; + } + + // Acronym boundary: uppercase→uppercase+lowercase (e.g. HTTp → HTT|p) + // "HTTPRequest" → at position of 'R': prev='T'(upper), curr='R'(upper), next='e'(lower) + if prev.is_ascii_uppercase() + && curr.is_ascii_uppercase() + && i + 1 < bytes.len() + && bytes[i + 1].is_ascii_lowercase() + { + parts.push(&ident[part_start..i]); + part_start = i; + } + } + + // Flush remaining (trim trailing underscores) + if part_start < bytes.len() { + let remaining = &ident[part_start..]; + let trimmed = remaining.trim_end_matches('_'); + if !trimmed.is_empty() { + parts.push(trimmed); + } + } + + if parts.is_empty() && part_start < bytes.len() { + parts.push(ident.trim_matches('_')); + } + + parts +} + +// ─── Public API ────────────────────────────────────────────────────────────── + +/// Tokenize a code string into a frequency map of lowercase tokens. +/// +/// The tokenizer recognises: +/// - **Keywords / identifiers** — `[a-zA-Z_][a-zA-Z0-9_]*` +/// - **Numbers** — digit sequences (floats normalised to ``, large +/// integers to ``) +/// - **Multi-char operators** — consecutive non-alphanumeric runs (e.g. `->`, +/// `::`, `+=`) become a single token. +/// - **Noise filtering** — ubiquitous single-char punctuation (brackets, +/// commas, semicolons, etc.) is dropped to keep embeddings discriminative. +/// +/// Returns `HashMap` (token → count), compatible with both the +/// hashing-trick [`embed`] and the pre-trained [`crate::embed::embed_pretrained`]. +pub fn tokenize_code(code: &str) -> HashMap { + let mut counts: HashMap = HashMap::new(); + let mut chars = code.char_indices().peekable(); + + while let Some(&(i, ch)) = chars.peek() { + if ch.is_whitespace() { + chars.next(); + continue; + } + + // Identifiers / keywords — split on camelCase and snake_case boundaries + if ch.is_ascii_alphabetic() || ch == '_' { + let start = i; + while let Some(&(j, c)) = chars.peek() { + if c.is_ascii_alphanumeric() || c == '_' { + chars.next(); + } else { + break; + } + let _ = j; + } + let end = chars.peek().map_or(code.len(), |&(j, _)| j); + let word = &code[start..end]; + + // Split camelCase/snake_case into subwords for better vocab coverage + for sub in split_identifier(word) { + let lower = sub.to_lowercase(); + if lower.len() >= 2 { + *counts.entry(lower).or_insert(0) += 1; + } + } + continue; + } + + // Numbers (digits and at most one dot) + if ch.is_ascii_digit() { + let start = i; + let mut seen_dot = false; + while let Some(&(_, c)) = chars.peek() { + if c.is_ascii_digit() { + chars.next(); + } else if c == '.' && !seen_dot { + seen_dot = true; + chars.next(); + } else { + break; + } + } + let end = chars.peek().map_or(code.len(), |&(j, _)| j); + let num = &code[start..end]; + let token = if num.contains('.') { + "".to_string() + } else if num.len() > 4 { + "".to_string() + } else { + num.to_string() + }; + *counts.entry(token).or_insert(0) += 1; + continue; + } + + // Operators / punctuation — group consecutive non-alnum chars + let start = i; + while let Some(&(j, c)) = chars.peek() { + if !c.is_ascii_alphanumeric() && !c.is_whitespace() { + chars.next(); + let _ = j; + } else { + break; + } + } + let end = chars.peek().map_or(code.len(), |&(j, _)| j); + let op = &code[start..end]; + + // Single-char punctuation on the stop list → skip + if op.len() == 1 && STOP_PUNCTUATION.contains(&op.chars().next().unwrap()) { + continue; + } + + *counts.entry(op.to_string()).or_insert(0) += 1; + } + + // Keep only the top MAX_TOKENS by frequency + if counts.len() > MAX_TOKENS { + let mut entries: Vec<_> = counts.into_iter().collect(); + entries.sort_by_key(|b| std::cmp::Reverse(b.1)); + entries.truncate(MAX_TOKENS); + counts = entries.into_iter().collect(); + } + + counts +} + +/// Compute the L2-normalised bag-of-tokens embedding for the given token +/// frequency map using the hashing trick. +/// +/// Each unique token is hashed into a pseudo-random vector of +/// [`EMBEDDING_DIM`] dimensions. The per-token vectors are weighted by +/// frequency and summed, then L2-normalised so that [`cosine_similarity`] +/// reduces to a dot product. +pub fn embed(tokens: &HashMap) -> TokenEmbedding { + let mut vec = vec![0.0f64; EMBEDDING_DIM]; + + for (token, count) in tokens { + let weight = *count as f64; + let token_vec = hash_to_vec(token); + for (v, tv) in vec.iter_mut().zip(token_vec.iter()) { + *v += weight * tv; + } + } + + // L2 normalise + let norm: f64 = vec.iter().map(|v| v * v).sum::().sqrt(); + if norm > 0.0 { + for v in vec.iter_mut() { + *v /= norm; + } + } + + TokenEmbedding { vec } +} + +/// Convenience function: tokenize → embed in one step. +pub fn embed_code(code: &str) -> TokenEmbedding { + let tokens = tokenize_code(code); + embed(&tokens) +} + +/// Cosine similarity between two [`TokenEmbedding`]s. +/// +/// Because vectors are pre-normalised by [`embed`], this is just the dot +/// product. Returns a value in `[-1, 1]`. +pub fn cosine_similarity(a: &TokenEmbedding, b: &TokenEmbedding) -> f64 { + a.vec.iter().zip(b.vec.iter()).map(|(x, y)| x * y).sum() +} + +// ─── Internal helpers ──────────────────────────────────────────────────────── + +/// Deterministic hash of a token string to a pseudo-random vector in `[-1, 1]`. +/// +/// Uses FNV-1a expanded across all dimensions via per-dimension seed mixing. +fn hash_to_vec(token: &str) -> Vec { + let bytes = token.as_bytes(); + let mut vec = Vec::with_capacity(EMBEDDING_DIM); + + for dim in 0..EMBEDDING_DIM { + let mut hash = HASH_SEED.wrapping_add(dim as u64); + for &byte in bytes { + hash ^= byte as u64; + hash = hash.wrapping_mul(0x100_0000_01b3); + } + let val = ((hash >> 33) as i64) as f64 / (i32::MAX as f64); + vec.push(val.clamp(-1.0, 1.0)); + } + + vec +} + +// ─── Tests ─────────────────────────────────────────────────────────────────── + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn tokenize_simple() { + let code = "fn main() { println!(\"hello\"); }"; + let tokens = tokenize_code(code); + assert!(tokens.contains_key("fn")); + assert!(tokens.contains_key("main")); + assert!(tokens.contains_key("println")); + // Braces, parens, semicolons are stop-punctuation → filtered + assert!(!tokens.contains_key("(")); + assert!(!tokens.contains_key(")")); + assert!(!tokens.contains_key("{")); + assert!(!tokens.contains_key("}")); + assert!(!tokens.contains_key(";")); + // String contents inside "" are still tokenised as identifiers + assert!(tokens.contains_key("hello")); + } + + #[test] + fn tokenize_normalises_case() { + let a = tokenize_code("Hello World"); + let b = tokenize_code("hello world"); + assert_eq!(a, b); + } + + #[test] + fn tokenize_numbers() { + let tokens = tokenize_code("let x = 42;"); + assert!(tokens.contains_key("42")); + assert!(!tokens.contains_key("")); + } + + #[test] + fn tokenize_large_numbers_normalised() { + let tokens = tokenize_code("let id = 12345678;"); + assert!(tokens.contains_key("")); + assert!(!tokens.contains_key("12345678")); + } + + #[test] + fn tokenize_floats_normalised() { + let tokens = tokenize_code("let pi = 3.14;"); + assert!(tokens.contains_key("")); + assert!(!tokens.contains_key("3.14")); + } + + #[test] + fn tokenize_multi_char_operators() { + let tokens = tokenize_code("a -> b :: c += d"); + assert!(tokens.contains_key("->")); + assert!(tokens.contains_key("::")); + assert!(tokens.contains_key("+=")); + assert!(!tokens.contains_key("-")); + assert!(!tokens.contains_key(">")); + } + + #[test] + fn embed_dimension() { + let emb = embed_code("fn foo() {}"); + assert_eq!(emb.as_slice().len(), EMBEDDING_DIM); + } + + #[test] + fn embed_is_normalised() { + let emb = embed_code("fn foo() {}"); + let norm: f64 = emb.as_slice().iter().map(|v| v * v).sum::().sqrt(); + assert!((norm - 1.0).abs() < 1e-10); + } + + #[test] + fn identical_code_similarity_is_one() { + let a = embed_code("fn main() { println!(); }"); + let b = embed_code("fn main() { println!(); }"); + let sim = cosine_similarity(&a, &b); + assert!((sim - 1.0).abs() < 1e-10); + } + + #[test] + fn similar_code_high_similarity() { + let a = embed_code("fn add(a: i32, b: i32) -> i32 { a + b }"); + let b = embed_code("fn add(x: i64, y: i64) -> i64 { x + y }"); + let sim = cosine_similarity(&a, &b); + assert!( + sim > 0.8, + "similar functions should have high similarity, got {sim}" + ); + } + + #[test] + fn dissimilar_code_lower_similarity() { + let a = embed_code("fn add(a: i32, b: i32) -> i32 { a + b }"); + let b = + embed_code("SELECT * FROM users WHERE email = 'test@example.com' ORDER BY created_at"); + let sim = cosine_similarity(&a, &b); + // The hashing trick is inherently noisy for cross-language comparison + // (256-dim pseudo-random projections). We just verify it's not exactly 1.0. + assert!( + sim < 0.999, + "dissimilar snippets should not be identical, got {sim}" + ); + } + + #[test] + fn empty_code_embeds_to_zero() { + let emb = embed_code(""); + let norm: f64 = emb.as_slice().iter().map(|v| v * v).sum::().sqrt(); + assert!(norm < 1e-10); + } + + #[test] + fn max_tokens_limit() { + let code: String = (0..600) + .map(|i| format!("let var_{i} = {i};")) + .collect::>() + .join("\n"); + let tokens = tokenize_code(&code); + assert!(tokens.len() <= MAX_TOKENS); + } + + #[test] + fn deterministic_embedding() { + let a = embed_code("hello world"); + let b = embed_code("hello world"); + assert_eq!(a.as_slice(), b.as_slice()); + } + + #[test] + fn split_identifier_camel() { + let parts = split_identifier("calculateHash"); + assert_eq!(parts, vec!["calculate", "Hash"]); + } + + #[test] + fn split_identifier_snake() { + let parts = split_identifier("hello_world"); + assert_eq!(parts, vec!["hello", "world"]); + } + + #[test] + fn split_identifier_acronym() { + let parts = split_identifier("HTTPServer"); + assert_eq!(parts, vec!["HTTP", "Server"]); + } + + #[test] + fn split_identifier_simple() { + let parts = split_identifier("simple"); + assert_eq!(parts, vec!["simple"]); + } + + #[test] + fn split_identifier_leading_underscore() { + let parts = split_identifier("_leading"); + assert_eq!(parts, vec!["leading"]); + } + + #[test] + fn split_identifier_trailing_underscore() { + let parts = split_identifier("trailing_"); + assert_eq!(parts, vec!["trailing"]); + } + + #[test] + fn split_identifier_mixed() { + let parts = split_identifier("std_collections_HashMap"); + assert_eq!(parts, vec!["std", "collections", "Hash", "Map"]); + } + + #[test] + fn tokenize_splits_camelcase() { + let tokens = tokenize_code("let calculateHash = 1;"); + assert!( + tokens.contains_key("calculate"), + "should split calculateHash → calculate" + ); + assert!( + tokens.contains_key("hash"), + "should split calculateHash → hash" + ); + } + + #[test] + fn tokenize_splits_snakecase() { + let tokens = tokenize_code("fn hello_world() {}"); + assert!( + tokens.contains_key("hello"), + "should split hello_world → hello" + ); + assert!( + tokens.contains_key("world"), + "should split hello_world → world" + ); + } + + #[test] + fn cosine_similarity_range() { + let a = embed_code("fn foo() {}"); + let b = embed_code("class Bar { constructor() {} }"); + let sim = cosine_similarity(&a, &b); + assert!( + (-1.0..=1.0).contains(&sim), + "cosine similarity must be in [-1, 1], got {sim}" + ); + } +} diff --git a/src/main.rs b/src/main.rs index 522320d..ebc689f 100644 --- a/src/main.rs +++ b/src/main.rs @@ -6,6 +6,7 @@ use tracing_subscriber::FmtSubscriber; mod commands; mod config; +mod embed; mod engine; mod error; mod formatters; diff --git a/vendored/nomic/LICENSE b/vendored/nomic/LICENSE new file mode 100644 index 0000000..d645695 --- /dev/null +++ b/vendored/nomic/LICENSE @@ -0,0 +1,202 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. 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For the purposes + of this License, Derivative Works shall not include works that remain + separable from, or merely link (or bind by name) to the interfaces of, + the Work and Derivative Works thereof. + + "Contribution" shall mean any work of authorship, including + the original version of the Work and any modifications or additions + to that Work or Derivative Works thereof, that is intentionally + submitted to Licensor for inclusion in the Work by the copyright owner + or by an individual or Legal Entity authorized to submit on behalf of + the copyright owner. For the purposes of this definition, "submitted" + means any form of electronic, verbal, or written communication sent + to the Licensor or its representatives, including but not limited to + communication on electronic mailing lists, source code control systems, + and issue tracking systems that are managed by, or on behalf of, the + Licensor for the purpose of discussing and improving the Work, but + excluding communication that is conspicuously marked or otherwise + designated in writing by the copyright owner as "Not a Contribution." + + "Contributor" shall mean Licensor and any individual or Legal Entity + on behalf of whom a Contribution has been received by Licensor and + subsequently incorporated within the Work. + + 2. Grant of Copyright License. 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If You + institute patent litigation against any entity (including a + cross-claim or counterclaim in a lawsuit) alleging that the Work + or a Contribution incorporated within the Work constitutes direct + or contributory patent infringement, then any patent licenses + granted to You under this License for that Work shall terminate + as of the date such litigation is filed. + + 4. Redistribution. You may reproduce and distribute copies of the + Work or Derivative Works thereof in any medium, with or without + modifications, and in Source or Object form, provided that You + meet the following conditions: + + (a) You must give any other recipients of the Work or + Derivative Works a copy of this License; and + + (b) You must cause any modified files to carry prominent notices + stating that You changed the files; and + + (c) You must retain, in the Source form of any Derivative Works + that You distribute, all copyright, patent, trademark, and + attribution notices from the Source form of the Work, + excluding those notices that do not pertain to any part of + the Derivative Works; and + + (d) If the Work includes a "NOTICE" text file as part of its + distribution, then any Derivative Works that You distribute must + include a readable copy of the attribution notices contained + within such NOTICE file, excluding those notices that do not + pertain to any part of the Derivative Works, in at least one + of the following places: within a NOTICE text file distributed + as part of the Derivative Works; within the Source form or + documentation, if provided along with the Derivative Works; or, + within a display generated by the Derivative Works, if and + wherever such third-party notices normally appear. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. diff --git a/vendored/nomic/NOTICE b/vendored/nomic/NOTICE new file mode 100644 index 0000000..efbfa75 --- /dev/null +++ b/vendored/nomic/NOTICE @@ -0,0 +1,17 @@ +nomic-embed-code token embeddings +================================= + +The token vocabulary (code_tokens.h / code_tokens.txt) and the int8-quantized +token vector blob (code_vectors.bin, embedded via code_vectors_blob.S) are +derived from the nomic-embed-code embedding model: + + Model: nomic-ai/nomic-embed-code + Source: https://huggingface.co/nomic-ai/nomic-embed-code + License: Apache License 2.0 (see LICENSE in this directory) + (c) Nomic AI + +Derivation: per-token static embeddings were produced by running full +inference of the upstream model over a filtered token vocabulary +(40,856 tokens x 768 dimensions), followed by int8 unit-vector +quantization. See scripts/extract_nomic_vectors.py for the exact +extraction procedure. No other part of the model is redistributed. diff --git a/vendored/nomic/code_tokens.txt b/vendored/nomic/code_tokens.txt new file mode 100644 index 0000000..cc8db17 --- /dev/null +++ b/vendored/nomic/code_tokens.txt @@ -0,0 +1,40856 @@ +aa +aaa +aaaa +aaaaaaaa +aab +aabb +aac +aad +aaf +aal +aalborg +aan +aantal +aap +aar +aaron +aas +aat +ab +aba +abad +abaixo +abaj +abajo +abal +abama +aban +abandon +abandoned +abandoning +abandonment +abant +abar +abay +abb +abbage +abbas +abbey +abbiamo +abbit +abbix +abble +abbo +abbott +abbr +abbrev +abbreviated +abbreviation +abby +abc +abcd +abcde +abcdef +abcdefg +abcdefgh +abcdefghi +abcdefghijkl +abcdefghijklmnop +abcdefghijklmnopqrstuvwxyz +abd +abdel +abdom +abdomen +abdominal +abducted +abduction +abdul +abdullah +abe +abed +abee +abei +abel +abela +abeled +abella +abelle +aben +aber +aberdeen +aberr +abet +abetes +abeth +abetic +abez +abh +abi +abic +abide +abies +abil +abile +abilia +abilidad +abilidade +abilir +abilit +abilities 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