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index 0000000..9a052c6 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,31 @@ +# syntax=docker/dockerfile:1.7 + +FROM rust:1.95-slim-bookworm AS builder +RUN apt-get update && apt-get install -y --no-install-recommends \ + pkg-config \ + libssl-dev \ + g++ \ + && rm -rf /var/lib/apt/lists/* +WORKDIR /app +COPY . . +RUN --mount=type=cache,target=/usr/local/cargo/registry \ + --mount=type=cache,target=/app/target \ + cargo build --release --bin embedding && \ + cp target/release/embedding /usr/local/bin/embedding + +FROM debian:bookworm-slim AS runtime +RUN apt-get update && apt-get install -y --no-install-recommends \ + ca-certificates \ + libssl3 \ + libstdc++6 \ + && rm -rf /var/lib/apt/lists/* + +RUN useradd --create-home --uid 10001 embedder +USER embedder +WORKDIR /home/embedder + +COPY --from=builder /usr/local/bin/embedding /usr/local/bin/embedding + +EXPOSE 3000 + +ENTRYPOINT ["/usr/local/bin/embedding"] diff --git a/README.md b/README.md index e69de29..efa5ae5 100644 --- a/README.md +++ b/README.md @@ -0,0 +1,42 @@ +# embedding + +A small Rust HTTP service for generating vector embeddings. + +## Quick start + +```bash +docker compose up --build +``` + +First request triggers the model download into `./models` (bind-mounted into the container); subsequent restarts reuse it. + +```bash +curl -X POST http://localhost:3000/embed \ + -H 'content-type: application/json' \ + -d '{"texts":["hello world","another piece of text"]}' +``` + +## API + +### `POST /embed` + +Request: + +```json +{ "texts": ["string", "..."] } +``` + +Response: + +```json +{ + "model": "NomicEmbedTextV15", + "embeddings": [[0.012, -0.034, ...], ...], + "tokens": 17 +} +``` + +Errors: + +- `400 Bad Request` — `texts` is empty. +- `500 Internal Server Error` — embedding or tokenizer failure (message in `error` field). diff --git a/docker-compose.yml b/docker-compose.yml new file mode 100644 index 0000000..c3b3ca1 --- /dev/null +++ b/docker-compose.yml @@ -0,0 +1,14 @@ +services: + embedding: + build: + context: . + dockerfile: Dockerfile + image: embedding:latest + container_name: embedding + ports: + - "3000:3000" + env_file: + - .env + volumes: + - ./models:/home/embedder/models + restart: unless-stopped diff --git a/src/embedding.rs b/src/embedding.rs new file mode 100644 index 0000000..97093e6 --- /dev/null +++ b/src/embedding.rs @@ -0,0 +1,533 @@ +use fastembed::{ + EmbeddingModel, ExecutionProviderDispatch, InitOptions, TextEmbedding, get_cache_dir, +}; +use hf_hub::api::sync::ApiBuilder; +use std::path::PathBuf; +use std::sync::{ + Arc, Mutex, + atomic::{AtomicUsize, Ordering}, +}; +use tokenizers::Tokenizer; + +#[derive(Debug, Clone)] +pub struct EmbeddingResult { + pub model: String, + pub embeddings: Vec>, + pub tokens: usize, +} + +#[derive(Debug, Clone)] +pub struct EmbeddingConfig { + pub model: EmbeddingModel, + pub show_download_progress: bool, + pub cache_dir: Option, + pub pool_size: usize, + pub execution_providers: Vec, + pub sub_batch_size: usize, +} + +fn default_pool_size() -> usize { + std::thread::available_parallelism() + .map(|n| n.get()) + .unwrap_or(2) +} + +fn next_index(counter: &AtomicUsize, len: usize) -> usize { + counter.fetch_add(1, Ordering::Relaxed) % len +} + +impl EmbeddingConfig { + pub fn from_env() -> Self { + let model = std::env::var("EMBEDDING_DEFAULT_MODEL") + .ok() + .and_then(|m| match m.to_lowercase().as_str() { + "embedding-gemma" => Some(EmbeddingModel::EmbeddingGemma300M), + "nomic-embed-text" | "nomic" => Some(EmbeddingModel::NomicEmbedTextV15), + "all-minilm" | "minilm" => Some(EmbeddingModel::AllMiniLML6V2), + "bge-small" | "bge" => Some(EmbeddingModel::BGESmallENV15), + _ => None, + }) + .unwrap_or(EmbeddingModel::NomicEmbedTextV15); + + let cache_dir = std::env::var("EMBEDDING_CACHE_DIR").ok(); + + let pool_size = std::env::var("EMBEDDING_POOL_SIZE") + .ok() + .and_then(|size| size.parse::().ok()) + .filter(|&n| n >= 1) + .unwrap_or_else(default_pool_size); + + Self { + model, + show_download_progress: true, + cache_dir, + pool_size, + execution_providers: Vec::new(), + sub_batch_size: 0, + } + } +} + +pub struct EmbeddingClient { + pool: Vec>>, + next: AtomicUsize, + dimension: usize, + model_name: String, + tokenizer: Arc, + sub_batch_override: usize, + gpu: bool, +} + +impl EmbeddingClient { + pub fn new(config: EmbeddingConfig) -> Result { + // ONNX model loading memory != actual inference memory. + // + // `TextEmbedding::try_new()` mainly loads: + // - model weights + // - tokenizer + // - ONNX graph/session + // + // However, ONNX Runtime lazily allocates most execution memory + // (attention buffers, tensor arenas, activations, kernel workspaces) + // only during the first real inference call. + // + // We therefore run a warmup inference before measuring memory usage, + // otherwise pool sizing would severely underestimate the true runtime + // footprint and may cause OOMs under load. + + let dimension = match config.model { + EmbeddingModel::NomicEmbedTextV15 => 768, + EmbeddingModel::NomicEmbedTextV1 => 768, + EmbeddingModel::AllMiniLML6V2 => 384, + EmbeddingModel::BGESmallENV15 => 384, + EmbeddingModel::BGEBaseENV15 => 768, + EmbeddingModel::BGELargeENV15 => 1024, + _ => 768, + }; + + let model_name = format!("{:?}", config.model); + let desired_pool_size = config.pool_size.max(1); + + // loading instance and measuring memory footprint + let mut sys = sysinfo::System::new(); + sys.refresh_memory(); + let mem_before_loading_model = sys.available_memory(); + + let has_gpu_providers = !config.execution_providers.is_empty(); + + let mut first_model = Self::init_model(&config)?; + + // Tokenizer is fetched from the same cache dir fastembed just populated, + // so this is a cache hit (no network) after the first model load. + let tokenizer = Arc::new(Self::load_tokenizer(&config)?); + + // Run a warmup inference so the ONNX Runtime arena is allocated before + // we measure memory. Without this, per_instance only captures model + // weights and misses the arena buffers. + let _ = first_model.embed(vec!["warmup"], None); + + sys.refresh_memory(); + let memory_after_loading_model = sys.available_memory(); + let per_instance_loaded = + mem_before_loading_model.saturating_sub(memory_after_loading_model); + + // ONNX Runtime uses arena allocation that grows with + // batch_size × sequence_length² (attention matrices) and is never + // released. The warmup above only allocates a minimal arena for a + // single short text. Apply a 3× multiplier to account for realistic + // inference workloads (batch=8-32 texts of 1000-2000 tokens each). + let per_instance_bytes = per_instance_loaded.saturating_mul(3); + + // determining pool size based on ram and capacity provided + let nproc = default_pool_size(); + // 60% of memory that was available before loading first model + let budget = mem_before_loading_model * 6 / 10; + let pool_size = if let Some(max_memory) = budget.checked_div(per_instance_bytes) { + let max_memory = (max_memory as usize).max(1); + let capped = max_memory.min(desired_pool_size); + tracing::info!( + per_instance_mb = per_instance_loaded / (1024 * 1024), + estimated_with_arena_mb = per_instance_bytes / (1024 * 1024), + available_mb = mem_before_loading_model / (1024 * 1024), + budget_mb = budget / (1024 * 1024), + nproc = nproc, + desired = desired_pool_size, + max_from_memory = max_memory, + capped = capped, + "Measured ONNX model memory footprint" + ); + capped + } else { + desired_pool_size + }; + + // loading remaining instances in the pool along with the first model + let mut pool = Vec::with_capacity(pool_size); + pool.push(Arc::new(Mutex::new(first_model))); + + for _ in 1..pool_size { + let model = Self::init_model(&config)?; + pool.push(Arc::new(Mutex::new(model))); + } + + let ep_label = if has_gpu_providers { + "GPU (CUDA)" + } else { + "CPU" + }; + tracing::info!( + "Initialized embedding model: {} ({}d, pool_size={}, execution_provider={})", + model_name, + dimension, + pool_size, + ep_label, + ); + + let sub_batch_override = config.sub_batch_size; + + Ok(Self { + pool, + next: AtomicUsize::new(0), + dimension, + model_name, + tokenizer, + sub_batch_override, + gpu: has_gpu_providers, + }) + } + + fn load_tokenizer(config: &EmbeddingConfig) -> Result { + let info = TextEmbedding::get_model_info(&config.model) + .map_err(|e| format!("get_model_info: {}", e))?; + let cache_dir: PathBuf = config + .cache_dir + .clone() + .map(PathBuf::from) + .unwrap_or_else(|| get_cache_dir().into()); + let api = ApiBuilder::new() + .with_cache_dir(cache_dir) + .with_progress(false) + .build() + .map_err(|e| format!("hf-hub init: {}", e))?; + let repo = api.model(info.model_code.clone()); + let path = repo + .get("tokenizer.json") + .map_err(|e| format!("fetch tokenizer.json: {}", e))?; + Tokenizer::from_file(&path).map_err(|e| format!("parse tokenizer.json: {}", e)) + } + + fn init_model(config: &EmbeddingConfig) -> Result { + let mut init_options = InitOptions::new(config.model.clone()) + .with_show_download_progress(config.show_download_progress); + + if let Some(cache_dir) = &config.cache_dir { + init_options = init_options.with_cache_dir(cache_dir.into()); + } + + if !config.execution_providers.is_empty() { + init_options = + init_options.with_execution_providers(config.execution_providers.clone()); + } + + TextEmbedding::try_new(init_options) + .map_err(|e| format!("Failed to initialize embedding model: {}", e)) + } + pub async fn embed(&self, texts: &[&str]) -> Result { + let sub_batch = if self.sub_batch_override > 0 { + self.sub_batch_override + } else { + Self::compute_sub_batch(self.dimension, self.gpu) + }; + + let mut handles = Vec::new(); + for chunk in texts.chunks(sub_batch) { + let model = self.acquire(); + let chunked_texts: Vec = chunk.iter().map(|text| (*text).to_owned()).collect(); + + handles.push(tokio::task::spawn_blocking(move || { + let mut model = model + .lock() + .map_err(|e| format!("Embedding model lock poisoned: {}", e))?; + + model + .embed(chunked_texts, None) + .map_err(|e| format!("Failed to generate embeddings: {}", e)) + })); + } + + let mut embeddings = Vec::with_capacity(texts.len()); + for handle in handles { + let mut batch_result = handle + .await + .map_err(|e| format!("Failed to join embedding task: {}", e))??; + embeddings.append(&mut batch_result); + } + + let tokenizer = self.tokenizer.clone(); + let owned_texts: Vec = texts.iter().map(|t| (t).to_string()).collect(); + let tokens = tokio::task::spawn_blocking(move || -> Result { + let encodings = tokenizer + .encode_batch(owned_texts, true) + .map_err(|e| format!("tokenize: {}", e))?; + Ok(encodings.iter().map(|e| e.get_ids().len()).sum()) + }) + .await + .map_err(|e| format!("Failed to join tokenizer task: {}", e))??; + + Ok(EmbeddingResult { + model: self.model_name.clone(), + embeddings, + tokens, + }) + } + + /// Round-robin acquire a model instance from the pool. + fn acquire(&self) -> Arc> { + let idx = next_index(&self.next, self.pool.len()); + self.pool[idx].clone() + } + + /// Compute sub-batch size based on available system memory. + /// + /// Uses 50% of available RAM as a budget. Falls back to 32 if sysinfo + /// reports 0. + /// When GPU is enabled, the upper clamp is raised to 256 (GPU VRAM can + /// handle much larger batches than CPU). + /// TODO: add here the config batch size + fn compute_sub_batch(dimension: usize, gpu: bool) -> usize { + let mut sys = sysinfo::System::new(); + sys.refresh_memory(); + let available_mb = sys.available_memory() / (1024 * 1024); + + if available_mb == 0 { + return 32; + } + + // Per-text memory estimate for ONNX inference. Attention matrices + // dominate: heads × seq² × 4 bytes. For 768-dim BERT-like models + // (12 heads) processing ~1000-2000 token code chunks, attention alone + // is 50-200 MB per text. The estimate below is conservative so the + // sub-batch stays small enough to prevent arena over-allocation. + let mb_per_text: u64 = if dimension >= 768 { 100 } else { 40 }; + let budget_mb = available_mb / 2; + let max_batch = if gpu { 256 } else { 16 }; + (budget_mb / mb_per_text).clamp(4, max_batch) as usize + } +} + +#[cfg(test)] +mod tests { + use super::*; + use std::sync::Mutex; + + static ENV_LOCK: Mutex<()> = Mutex::new(()); + + const ENV_KEYS: [&str; 3] = [ + "EMBEDDING_DEFAULT_MODEL", + "EMBEDDING_CACHE_DIR", + "EMBEDDING_POOL_SIZE", + ]; + + /// Holds the env mutex and restores the original values on drop. Tests that + /// touch `std::env` must hold one of these — env state is process-global, so + /// parallel cargo-test threads would otherwise stomp each other. + struct EnvGuard { + saved: Vec<(&'static str, Option)>, + _lock: std::sync::MutexGuard<'static, ()>, + } + + impl Drop for EnvGuard { + fn drop(&mut self) { + for (k, v) in &self.saved { + unsafe { + match v { + Some(val) => std::env::set_var(k, val), + None => std::env::remove_var(k), + } + } + } + } + } + + fn isolate_env() -> EnvGuard { + let lock = ENV_LOCK.lock().unwrap_or_else(|e| e.into_inner()); + let saved: Vec<(&'static str, Option)> = ENV_KEYS + .iter() + .map(|k| (*k, std::env::var(k).ok())) + .collect(); + for k in ENV_KEYS { + unsafe { + std::env::remove_var(k); + } + } + EnvGuard { saved, _lock: lock } + } + + fn set(k: &str, v: &str) { + unsafe { + std::env::set_var(k, v); + } + } + + #[test] + fn from_env_uses_nomic_when_unset() { + let _g = isolate_env(); + let cfg = EmbeddingConfig::from_env(); + assert!(matches!(cfg.model, EmbeddingModel::NomicEmbedTextV15)); + assert_eq!(cfg.cache_dir, None); + assert!(cfg.pool_size >= 1); + assert!(cfg.show_download_progress); + assert!(cfg.execution_providers.is_empty()); + assert_eq!(cfg.sub_batch_size, 0); + } + + #[test] + fn from_env_parses_gemma_alias() { + let _g = isolate_env(); + set("EMBEDDING_DEFAULT_MODEL", "embedding-gemma"); + let cfg = EmbeddingConfig::from_env(); + assert!(matches!(cfg.model, EmbeddingModel::EmbeddingGemma300M)); + } + + #[test] + fn from_env_parses_nomic_aliases() { + for alias in ["nomic-embed-text", "nomic", "NOMIC"] { + let _g = isolate_env(); + set("EMBEDDING_DEFAULT_MODEL", alias); + let cfg = EmbeddingConfig::from_env(); + assert!( + matches!(cfg.model, EmbeddingModel::NomicEmbedTextV15), + "alias `{}` should map to nomic", + alias + ); + } + } + + #[test] + fn from_env_parses_minilm_aliases() { + for alias in ["all-minilm", "minilm", "MiniLM"] { + let _g = isolate_env(); + set("EMBEDDING_DEFAULT_MODEL", alias); + let cfg = EmbeddingConfig::from_env(); + assert!( + matches!(cfg.model, EmbeddingModel::AllMiniLML6V2), + "alias `{}` should map to minilm", + alias + ); + } + } + + #[test] + fn from_env_parses_bge_aliases() { + for alias in ["bge-small", "bge", "BGE"] { + let _g = isolate_env(); + set("EMBEDDING_DEFAULT_MODEL", alias); + let cfg = EmbeddingConfig::from_env(); + assert!( + matches!(cfg.model, EmbeddingModel::BGESmallENV15), + "alias `{}` should map to bge", + alias + ); + } + } + + #[test] + fn from_env_unknown_model_falls_back_to_nomic() { + let _g = isolate_env(); + set("EMBEDDING_DEFAULT_MODEL", "completely-made-up"); + let cfg = EmbeddingConfig::from_env(); + assert!(matches!(cfg.model, EmbeddingModel::NomicEmbedTextV15)); + } + + #[test] + fn from_env_reads_cache_dir() { + let _g = isolate_env(); + set("EMBEDDING_CACHE_DIR", "/tmp/embedding-cache"); + let cfg = EmbeddingConfig::from_env(); + assert_eq!(cfg.cache_dir.as_deref(), Some("/tmp/embedding-cache")); + } + + #[test] + fn from_env_parses_pool_size() { + let _g = isolate_env(); + set("EMBEDDING_POOL_SIZE", "7"); + let cfg = EmbeddingConfig::from_env(); + assert_eq!(cfg.pool_size, 7); + } + + #[test] + fn from_env_rejects_zero_pool_size() { + let _g = isolate_env(); + set("EMBEDDING_POOL_SIZE", "0"); + let cfg = EmbeddingConfig::from_env(); + assert_eq!(cfg.pool_size, default_pool_size()); + } + + #[test] + fn from_env_rejects_non_numeric_pool_size() { + let _g = isolate_env(); + set("EMBEDDING_POOL_SIZE", "not-a-number"); + let cfg = EmbeddingConfig::from_env(); + assert_eq!(cfg.pool_size, default_pool_size()); + } + + #[test] + fn compute_sub_batch_cpu_768_within_clamp() { + let result = EmbeddingClient::compute_sub_batch(768, false); + // 32 is the sysinfo-zero fallback; otherwise the CPU clamp is [4, 16]. + assert!( + result == 32 || (4..=16).contains(&result), + "got {} for cpu/768", + result + ); + } + + #[test] + fn compute_sub_batch_cpu_384_within_clamp() { + let result = EmbeddingClient::compute_sub_batch(384, false); + assert!( + result == 32 || (4..=16).contains(&result), + "got {} for cpu/384", + result + ); + } + + #[test] + fn compute_sub_batch_gpu_raises_ceiling() { + let result = EmbeddingClient::compute_sub_batch(768, true); + assert!( + result == 32 || (4..=256).contains(&result), + "got {} for gpu/768", + result + ); + } + + #[test] + fn next_index_round_robins_through_pool() { + let counter = AtomicUsize::new(0); + let observed: Vec = (0..7).map(|_| next_index(&counter, 3)).collect(); + assert_eq!(observed, vec![0, 1, 2, 0, 1, 2, 0]); + } + + #[test] + fn next_index_pool_of_one_always_zero() { + let counter = AtomicUsize::new(0); + for _ in 0..5 { + assert_eq!(next_index(&counter, 1), 0); + } + } + + #[test] + fn next_index_continues_from_existing_counter_value() { + let counter = AtomicUsize::new(5); + // 5 % 3 = 2, then 6 % 3 = 0, then 7 % 3 = 1 + assert_eq!(next_index(&counter, 3), 2); + assert_eq!(next_index(&counter, 3), 0); + assert_eq!(next_index(&counter, 3), 1); + } + + #[test] + fn default_pool_size_is_positive() { + assert!(default_pool_size() >= 1); + } +} diff --git a/src/lib.rs b/src/lib.rs new file mode 100644 index 0000000..5c59eb2 --- /dev/null +++ b/src/lib.rs @@ -0,0 +1,4 @@ +mod embedding; + +pub use embedding::{EmbeddingClient, EmbeddingConfig, EmbeddingResult}; +pub use fastembed::{EmbeddingModel, ExecutionProviderDispatch}; diff --git a/src/main.rs b/src/main.rs new file mode 100644 index 0000000..00d78c9 --- /dev/null +++ b/src/main.rs @@ -0,0 +1,85 @@ +use std::sync::Arc; + +use axum::{ + Json, Router, + extract::State, + http::StatusCode, + response::{IntoResponse, Response}, + routing::post, +}; +use serde::{Deserialize, Serialize}; + +use embedding::{EmbeddingClient, EmbeddingConfig}; + +#[derive(Clone)] +struct AppState { + client: Arc, +} + +#[derive(Deserialize)] +struct EmbedRequest { + texts: Vec, +} + +#[derive(Serialize)] +struct EmbedResponse { + model: String, + embeddings: Vec>, + tokens: usize, +} + +struct AppError(StatusCode, String); + +impl IntoResponse for AppError { + fn into_response(self) -> Response { + (self.0, Json(serde_json::json!({ "error": self.1 }))).into_response() + } +} + +async fn embed( + State(state): State, + Json(req): Json, +) -> Result, AppError> { + if req.texts.is_empty() { + return Err(AppError( + StatusCode::BAD_REQUEST, + "texts must not be empty".to_string(), + )); + } + + let refs: Vec<&str> = req.texts.iter().map(|s| s.as_str()).collect(); + let result = state + .client + .embed(&refs) + .await + .map_err(|e| AppError(StatusCode::INTERNAL_SERVER_ERROR, e))?; + + Ok(Json(EmbedResponse { + model: result.model, + embeddings: result.embeddings, + tokens: result.tokens, + })) +} + +#[tokio::main] +async fn main() -> Result<(), Box> { + tracing_subscriber::fmt() + .with_env_filter( + tracing_subscriber::EnvFilter::try_from_default_env() + .unwrap_or_else(|_| tracing_subscriber::EnvFilter::new("info")), + ) + .init(); + + let config = EmbeddingConfig::from_env(); + let client = Arc::new(EmbeddingClient::new(config)?); + let state = AppState { client }; + + let app = Router::new().route("/embed", post(embed)).with_state(state); + + let addr = std::env::var("BIND_ADDR").unwrap_or_else(|_| "0.0.0.0:3000".to_string()); + let listener = tokio::net::TcpListener::bind(&addr).await?; + tracing::info!("listening on {}", addr); + axum::serve(listener, app).await?; + + Ok(()) +} diff --git a/tests/embed_e2e.rs b/tests/embed_e2e.rs new file mode 100644 index 0000000..72b3403 --- /dev/null +++ b/tests/embed_e2e.rs @@ -0,0 +1,50 @@ +use embedding::{EmbeddingClient, EmbeddingConfig, EmbeddingModel}; + +fn small_model_config(pool_size: usize) -> EmbeddingConfig { + EmbeddingConfig { + model: EmbeddingModel::AllMiniLML6V2, + show_download_progress: false, + cache_dir: None, + pool_size, + execution_providers: Vec::new(), + sub_batch_size: 0, + } +} + +#[tokio::test(flavor = "multi_thread")] +#[ignore = "downloads the AllMiniLML6V2 ONNX model on first run"] +async fn embed_single_text_returns_expected_dimension() { + let client = EmbeddingClient::new(small_model_config(1)).expect("client init"); + let result = client + .embed(&["hello world"]) + .await + .expect("embed should succeed"); + assert_eq!(result.embeddings.len(), 1); + assert_eq!(result.embeddings[0].len(), 384); + assert!(result.tokens > 0); + assert!(result.model.contains("MiniLM")); +} + +#[tokio::test(flavor = "multi_thread")] +#[ignore = "downloads the AllMiniLML6V2 ONNX model on first run"] +async fn embed_batch_produces_one_vector_per_input() { + let client = EmbeddingClient::new(small_model_config(2)).expect("client init"); + let texts = vec!["alpha", "beta", "gamma", "delta"]; + let result = client.embed(&texts).await.expect("embed should succeed"); + assert_eq!(result.embeddings.len(), texts.len()); + for embedding in &result.embeddings { + assert_eq!(embedding.len(), 384); + } +} + +#[tokio::test(flavor = "multi_thread")] +#[ignore = "downloads the AllMiniLML6V2 ONNX model on first run"] +async fn embed_distinct_inputs_produce_distinct_vectors() { + let client = EmbeddingClient::new(small_model_config(1)).expect("client init"); + let result = client + .embed(&["the cat sat on the mat", "rust is a systems language"]) + .await + .expect("embed should succeed"); + assert_eq!(result.embeddings.len(), 2); + assert_ne!(result.embeddings[0], result.embeddings[1]); +}