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.gitignore

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+19

Cargo.toml

··· 1 1 + [package] 2 2 + name = "find-bufo" 3 3 + version = "0.1.0" 4 4 + edition = "2021" 5 5 + 6 6 + [dependencies] 7 7 + actix-web = "4" 8 8 + actix-files = "0.6" 9 9 + actix-cors = "0.7" 10 10 + serde = { version = "1.0", features = ["derive"] } 11 11 + serde_json = "1.0" 12 12 + tokio = { version = "1", features = ["full"] } 13 13 + reqwest = { version = "0.12", features = ["json", "multipart"] } 14 14 + anyhow = "1.0" 15 15 + thiserror = "1.0" 16 16 + dotenv = "0.15" 17 17 + env_logger = "0.11" 18 18 + log = "0.4" 19 19 + base64 = "0.22"

+30

Dockerfile

··· 1 1 + FROM rust:1.82-slim as builder 2 2 + 3 3 + WORKDIR /app 4 4 + 5 5 + RUN apt-get update && apt-get install -y \ 6 6 + pkg-config \ 7 7 + libssl-dev \ 8 8 + && rm -rf /var/lib/apt/lists/* 9 9 + 10 10 + COPY Cargo.toml Cargo.lock ./ 11 11 + COPY src ./src 12 12 + COPY static ./static 13 13 + 14 14 + RUN cargo build --release 15 15 + 16 16 + FROM debian:bookworm-slim 17 17 + 18 18 + RUN apt-get update && apt-get install -y \ 19 19 + ca-certificates \ 20 20 + libssl3 \ 21 21 + && rm -rf /var/lib/apt/lists/* 22 22 + 23 23 + WORKDIR /app 24 24 + 25 25 + COPY --from=builder /app/target/release/find-bufo /app/ 26 26 + COPY static ./static 27 27 + 28 28 + ENV RUST_LOG=info 29 29 + 30 30 + CMD ["./find-bufo"]

+79

README.md

··· 1 1 + # find-bufo 2 2 + 3 3 + semantic search for the bufo zone 4 4 + 5 5 + ## overview 6 6 + 7 7 + a one-page application for searching through all the bufos from [bufo.zone](https://bufo.zone/) using multi-modal embeddings and vector search. 8 8 + 9 9 + ## architecture 10 10 + 11 11 + - **backend**: rust (actix-web) 12 12 + - **frontend**: vanilla html/css/js 13 13 + - **embeddings**: voyage ai voyage-multimodal-3 14 14 + - **vector store**: turbopuffer 15 15 + - **deployment**: fly.io 16 16 + 17 17 + ## setup 18 18 + 19 19 + 1. install dependencies: 20 20 + - rust toolchain 21 21 + - python 3.11+ with uv 22 22 + 23 23 + 2. copy environment variables: 24 24 + ```bash 25 25 + cp .env.example .env 26 26 + ``` 27 27 + 28 28 + 3. set your api keys in `.env`: 29 29 + - `VOYAGE_API_TOKEN` - for generating embeddings 30 30 + - `TURBOPUFFER_API_KEY` - for vector storage 31 31 + 32 32 + ## ingestion 33 33 + 34 34 + to populate the vector store with bufos: 35 35 + 36 36 + ```bash 37 37 + uvx scripts/ingest_bufos.py 38 38 + ``` 39 39 + 40 40 + this will: 41 41 + 1. scrape all bufos from bufo.zone 42 42 + 2. download them to `data/bufos/` 43 43 + 3. generate embeddings for each image 44 44 + 4. upload to turbopuffer 45 45 + 46 46 + ## development 47 47 + 48 48 + run the server locally: 49 49 + 50 50 + ```bash 51 51 + cargo run 52 52 + ``` 53 53 + 54 54 + the app will be available at `http://localhost:8080` 55 55 + 56 56 + ## deployment 57 57 + 58 58 + deploy to fly.io: 59 59 + 60 60 + ```bash 61 61 + fly launch # first time 62 62 + fly secrets set VOYAGE_API_TOKEN=your_token 63 63 + fly secrets set TURBOPUFFER_API_KEY=your_key 64 64 + fly deploy 65 65 + ``` 66 66 + 67 67 + ## usage 68 68 + 69 69 + 1. open the app 70 70 + 2. enter a search query describing the bufo you want 71 71 + 3. see the top matching bufos with similarity scores 72 72 + 4. click any bufo to open it in a new tab 73 73 + 74 74 + ## how it works 75 75 + 76 76 + 1. **ingestion**: all bufo images are embedded using voyage ai's multimodal model 77 77 + 2. **search**: user queries are embedded with the same model 78 78 + 3. **retrieval**: turbopuffer finds the most similar bufos using cosine distance 79 79 + 4. **display**: results are shown with similarity scores

+27

fly.toml

··· 1 1 + app = "find-bufo" 2 2 + primary_region = "ewr" 3 3 + 4 4 + [build] 5 5 + dockerfile = "Dockerfile" 6 6 + 7 7 + [env] 8 8 + HOST = "0.0.0.0" 9 9 + PORT = "8080" 10 10 + TURBOPUFFER_NAMESPACE = "bufos" 11 11 + 12 12 + [http_service] 13 13 + internal_port = 8080 14 14 + force_https = true 15 15 + auto_stop_machines = true 16 16 + auto_start_machines = true 17 17 + min_machines_running = 0 18 18 + 19 19 + [http_service.concurrency] 20 20 + type = "requests" 21 21 + hard_limit = 250 22 22 + soft_limit = 200 23 23 + 24 24 + [[vm]] 25 25 + cpu_kind = "shared" 26 26 + cpus = 1 27 27 + memory_mb = 512

+322

scripts/ingest_bufos.py

··· 1 1 + #!/usr/bin/env python3 2 2 + # /// script 3 3 + # requires-python = ">=3.11" 4 4 + # dependencies = [ 5 5 + # "httpx", 6 6 + # "beautifulsoup4", 7 7 + # "rich", 8 8 + # "python-dotenv", 9 9 + # "pillow", 10 10 + # ] 11 11 + # /// 12 12 + """ 13 13 + Scrape all bufos from bufo.zone, generate embeddings, and upload to turbopuffer. 14 14 + """ 15 15 + 16 16 + import asyncio 17 17 + import base64 18 18 + import hashlib 19 19 + import os 20 20 + import re 21 21 + from io import BytesIO 22 22 + from pathlib import Path 23 23 + from typing import List 24 24 + 25 25 + import httpx 26 26 + from bs4 import BeautifulSoup 27 27 + from PIL import Image 28 28 + from rich.console import Console 29 29 + from rich.progress import Progress, SpinnerColumn, TextColumn 30 30 + from dotenv import load_dotenv 31 31 + 32 32 + console = Console() 33 33 + 34 34 + # Load .env from project root 35 35 + load_dotenv(Path(__file__).parent.parent / ".env") 36 36 + 37 37 + 38 38 + async def fetch_bufo_urls() -> set[str]: 39 39 + """Fetch all unique bufo URLs from bufo.zone""" 40 40 + console.print("[cyan]fetching bufo list from bufo.zone...[/cyan]") 41 41 + 42 42 + async with httpx.AsyncClient() as client: 43 43 + response = await client.get("https://bufo.zone", timeout=30.0) 44 44 + response.raise_for_status() 45 45 + 46 46 + soup = BeautifulSoup(response.text, "html.parser") 47 47 + 48 48 + urls = set() 49 49 + for img in soup.find_all("img"): 50 50 + src = img.get("src", "") 51 51 + if "all-the.bufo.zone" in src: 52 52 + urls.add(src) 53 53 + 54 54 + pattern = re.compile( 55 55 + r"https://all-the\.bufo\.zone/[^\"'>\s]+\.(png|gif|jpg|jpeg|webp)" 56 56 + ) 57 57 + for match in pattern.finditer(response.text): 58 58 + urls.add(match.group(0)) 59 59 + 60 60 + console.print(f"[green]found {len(urls)} unique bufo images[/green]") 61 61 + return urls 62 62 + 63 63 + 64 64 + async def download_bufo(client: httpx.AsyncClient, url: str, output_dir: Path) -> str | None: 65 65 + """Download a single bufo and return filename""" 66 66 + filename = url.split("/")[-1] 67 67 + output_path = output_dir / filename 68 68 + 69 69 + if output_path.exists() and output_path.stat().st_size > 0: 70 70 + return filename 71 71 + 72 72 + try: 73 73 + response = await client.get(url, timeout=30.0) 74 74 + response.raise_for_status() 75 75 + output_path.write_bytes(response.content) 76 76 + return filename 77 77 + except Exception as e: 78 78 + console.print(f"[red]error downloading {url}: {e}[/red]") 79 79 + return None 80 80 + 81 81 + 82 82 + async def download_all_bufos(urls: set[str], output_dir: Path) -> List[Path]: 83 83 + """Download all bufos concurrently""" 84 84 + output_dir.mkdir(parents=True, exist_ok=True) 85 85 + 86 86 + downloaded_files = [] 87 87 + 88 88 + async with httpx.AsyncClient() as client: 89 89 + with Progress( 90 90 + SpinnerColumn(), 91 91 + TextColumn("[progress.description]{task.description}"), 92 92 + console=console, 93 93 + ) as progress: 94 94 + task = progress.add_task( 95 95 + f"[cyan]downloading {len(urls)} bufos...", total=len(urls) 96 96 + ) 97 97 + 98 98 + batch_size = 10 99 99 + urls_list = list(urls) 100 100 + 101 101 + for i in range(0, len(urls_list), batch_size): 102 102 + batch = urls_list[i : i + batch_size] 103 103 + tasks = [download_bufo(client, url, output_dir) for url in batch] 104 104 + results = await asyncio.gather(*tasks, return_exceptions=True) 105 105 + 106 106 + for filename in results: 107 107 + if filename and not isinstance(filename, Exception): 108 108 + downloaded_files.append(output_dir / filename) 109 109 + 110 110 + progress.update(task, advance=len(batch)) 111 111 + 112 112 + if i + batch_size < len(urls_list): 113 113 + await asyncio.sleep(0.5) 114 114 + 115 115 + console.print(f"[green]downloaded {len(downloaded_files)} bufos[/green]") 116 116 + return downloaded_files 117 117 + 118 118 + 119 119 + async def embed_image(client: httpx.AsyncClient, image_path: Path, api_key: str, max_retries: int = 3) -> List[float] | None: 120 120 + """Generate embedding for an image using Voyage AI with retry logic""" 121 121 + for attempt in range(max_retries): 122 122 + try: 123 123 + image = Image.open(image_path) 124 124 + 125 125 + # check if this is an animated image 126 126 + is_animated = hasattr(image, 'n_frames') and image.n_frames > 1 127 127 + 128 128 + if is_animated: 129 129 + # for animated GIFs, extract multiple keyframes for temporal representation 130 130 + num_frames = image.n_frames 131 131 + # extract up to 5 evenly distributed frames 132 132 + max_frames = min(5, num_frames) 133 133 + frame_indices = [int(i * (num_frames - 1) / (max_frames - 1)) for i in range(max_frames)] 134 134 + 135 135 + # extract each frame as base64 image 136 136 + content = [] 137 137 + for frame_idx in frame_indices: 138 138 + image.seek(frame_idx) 139 139 + buffered = BytesIO() 140 140 + image.convert("RGB").save(buffered, format="WEBP", lossless=True) 141 141 + img_base64 = base64.b64encode(buffered.getvalue()).decode("utf-8") 142 142 + content.append({ 143 143 + "type": "image_base64", 144 144 + "image_base64": f"data:image/webp;base64,{img_base64}", 145 145 + }) 146 146 + else: 147 147 + # for static images, just send the single image 148 148 + buffered = BytesIO() 149 149 + image.convert("RGB").save(buffered, format="WEBP", lossless=True) 150 150 + img_base64 = base64.b64encode(buffered.getvalue()).decode("utf-8") 151 151 + content = [{ 152 152 + "type": "image_base64", 153 153 + "image_base64": f"data:image/webp;base64,{img_base64}", 154 154 + }] 155 155 + 156 156 + response = await client.post( 157 157 + "https://api.voyageai.com/v1/multimodalembeddings", 158 158 + headers={ 159 159 + "Authorization": f"Bearer {api_key}", 160 160 + "Content-Type": "application/json", 161 161 + }, 162 162 + json={ 163 163 + "inputs": [{"content": content}], 164 164 + "model": "voyage-multimodal-3", 165 165 + }, 166 166 + timeout=60.0, 167 167 + ) 168 168 + response.raise_for_status() 169 169 + result = response.json() 170 170 + return result["data"][0]["embedding"] 171 171 + except httpx.HTTPStatusError as e: 172 172 + if e.response.status_code == 429: 173 173 + # rate limited - exponential backoff 174 174 + wait_time = (2 ** attempt) * 2 # 2s, 4s, 8s 175 175 + if attempt < max_retries - 1: 176 176 + await asyncio.sleep(wait_time) 177 177 + continue 178 178 + # show actual error response for 400s 179 179 + error_detail = e.response.text if e.response.status_code == 400 else str(e) 180 180 + console.print(f"[red]error embedding {image_path.name} ({e.response.status_code}): {error_detail}[/red]") 181 181 + return None 182 182 + except Exception as e: 183 183 + console.print(f"[red]error embedding {image_path.name}: {e}[/red]") 184 184 + return None 185 185 + return None 186 186 + 187 187 + 188 188 + async def generate_embeddings( 189 189 + image_paths: List[Path], api_key: str 190 190 + ) -> dict[str, List[float]]: 191 191 + """Generate embeddings for all images with controlled concurrency""" 192 192 + embeddings = {} 193 193 + 194 194 + # limit to 50 concurrent requests to stay well under 2000/min rate limit 195 195 + semaphore = asyncio.Semaphore(50) 196 196 + 197 197 + async def embed_with_semaphore(client, image_path): 198 198 + async with semaphore: 199 199 + embedding = await embed_image(client, image_path, api_key) 200 200 + return (image_path.name, embedding) 201 201 + 202 202 + async with httpx.AsyncClient() as client: 203 203 + with Progress( 204 204 + SpinnerColumn(), 205 205 + TextColumn("[progress.description]{task.description}"), 206 206 + console=console, 207 207 + ) as progress: 208 208 + task = progress.add_task( 209 209 + f"[cyan]generating embeddings for {len(image_paths)} images...", 210 210 + total=len(image_paths), 211 211 + ) 212 212 + 213 213 + # process all images concurrently with semaphore 214 214 + tasks = [embed_with_semaphore(client, img) for img in image_paths] 215 215 + results = await asyncio.gather(*tasks) 216 216 + 217 217 + for name, embedding in results: 218 218 + if embedding: 219 219 + embeddings[name] = embedding 220 220 + progress.update(task, advance=1) 221 221 + 222 222 + console.print(f"[green]generated {len(embeddings)} embeddings[/green]") 223 223 + return embeddings 224 224 + 225 225 + 226 226 + async def upload_to_turbopuffer( 227 227 + embeddings: dict[str, List[float]], 228 228 + bufo_urls: dict[str, str], 229 229 + api_key: str, 230 230 + namespace: str, 231 231 + ): 232 232 + """Upload embeddings to turbopuffer""" 233 233 + console.print("[cyan]uploading to turbopuffer...[/cyan]") 234 234 + 235 235 + ids = [] 236 236 + vectors = [] 237 237 + urls = [] 238 238 + names = [] 239 239 + filenames = [] 240 240 + 241 241 + for filename, embedding in embeddings.items(): 242 242 + # use hash as ID to stay under 64 byte limit 243 243 + file_hash = hashlib.sha256(filename.encode()).hexdigest()[:16] 244 244 + ids.append(file_hash) 245 245 + vectors.append(embedding) 246 246 + urls.append(bufo_urls.get(filename, "")) 247 247 + names.append(filename.rsplit(".", 1)[0]) 248 248 + filenames.append(filename) 249 249 + 250 250 + async with httpx.AsyncClient() as client: 251 251 + response = await client.post( 252 252 + f"https://api.turbopuffer.com/v1/vectors/{namespace}", 253 253 + headers={ 254 254 + "Authorization": f"Bearer {api_key}", 255 255 + "Content-Type": "application/json", 256 256 + }, 257 257 + json={ 258 258 + "ids": ids, 259 259 + "vectors": vectors, 260 260 + "distance_metric": "cosine_distance", 261 261 + "attributes": { 262 262 + "url": urls, 263 263 + "name": names, 264 264 + "filename": filenames, 265 265 + }, 266 266 + "schema": { 267 267 + "name": { 268 268 + "type": "string", 269 269 + "full_text_search": True, 270 270 + }, 271 271 + "filename": { 272 272 + "type": "string", 273 273 + "full_text_search": True, 274 274 + }, 275 275 + }, 276 276 + }, 277 277 + timeout=120.0, 278 278 + ) 279 279 + if response.status_code != 200: 280 280 + console.print(f"[red]turbopuffer error: {response.text}[/red]") 281 281 + response.raise_for_status() 282 282 + 283 283 + console.print( 284 284 + f"[green]uploaded {len(ids)} bufos to turbopuffer namespace '{namespace}'[/green]" 285 285 + ) 286 286 + 287 287 + 288 288 + async def main(): 289 289 + """Main function""" 290 290 + console.print("[bold cyan]bufo ingestion pipeline[/bold cyan]\n") 291 291 + 292 292 + voyage_api_key = os.getenv("VOYAGE_API_TOKEN") 293 293 + if not voyage_api_key: 294 294 + console.print("[red]VOYAGE_API_TOKEN not set[/red]") 295 295 + return 296 296 + 297 297 + tpuf_api_key = os.getenv("TURBOPUFFER_API_KEY") 298 298 + if not tpuf_api_key: 299 299 + console.print("[red]TURBOPUFFER_API_KEY not set[/red]") 300 300 + return 301 301 + 302 302 + tpuf_namespace = os.getenv("TURBOPUFFER_NAMESPACE", "bufos") 303 303 + 304 304 + script_dir = Path(__file__).parent 305 305 + project_root = script_dir.parent 306 306 + output_dir = project_root / "data" / "bufos" 307 307 + 308 308 + bufo_urls_raw = await fetch_bufo_urls() 309 309 + 310 310 + bufo_urls_map = {url.split("/")[-1]: url for url in bufo_urls_raw} 311 311 + 312 312 + image_paths = await download_all_bufos(bufo_urls_raw, output_dir) 313 313 + 314 314 + embeddings = await generate_embeddings(image_paths, voyage_api_key) 315 315 + 316 316 + await upload_to_turbopuffer(embeddings, bufo_urls_map, tpuf_api_key, tpuf_namespace) 317 317 + 318 318 + console.print("\n[bold green]ingestion complete![/bold green]") 319 319 + 320 320 + 321 321 + if __name__ == "__main__": 322 322 + asyncio.run(main())

+29

src/config.rs

··· 1 1 + use anyhow::{Context, Result}; 2 2 + use std::env; 3 3 + 4 4 + #[derive(Clone, Debug)] 5 5 + pub struct Config { 6 6 + pub host: String, 7 7 + pub port: u16, 8 8 + pub turbopuffer_api_key: String, 9 9 + pub turbopuffer_namespace: String, 10 10 + pub voyage_api_key: String, 11 11 + } 12 12 + 13 13 + impl Config { 14 14 + pub fn from_env() -> Result<Self> { 15 15 + Ok(Config { 16 16 + host: env::var("HOST").unwrap_or_else(|_| "0.0.0.0".to_string()), 17 17 + port: env::var("PORT") 18 18 + .unwrap_or_else(|_| "8080".to_string()) 19 19 + .parse() 20 20 + .context("failed to parse PORT")?, 21 21 + turbopuffer_api_key: env::var("TURBOPUFFER_API_KEY") 22 22 + .context("TURBOPUFFER_API_KEY must be set")?, 23 23 + turbopuffer_namespace: env::var("TURBOPUFFER_NAMESPACE") 24 24 + .unwrap_or_else(|_| "bufos".to_string()), 25 25 + voyage_api_key: env::var("VOYAGE_API_TOKEN") 26 26 + .context("VOYAGE_API_TOKEN must be set")?, 27 27 + }) 28 28 + } 29 29 + }

+98

src/embedding.rs

··· 1 1 + use anyhow::{Context, Result}; 2 2 + use reqwest::Client; 3 3 + use serde::{Deserialize, Serialize}; 4 4 + 5 5 + #[derive(Debug, Serialize)] 6 6 + struct VoyageEmbeddingRequest { 7 7 + inputs: Vec<MultimodalInput>, 8 8 + model: String, 9 9 + } 10 10 + 11 11 + #[derive(Debug, Serialize)] 12 12 + struct MultimodalInput { 13 13 + content: Vec<ContentSegment>, 14 14 + } 15 15 + 16 16 + #[derive(Debug, Serialize)] 17 17 + #[serde(tag = "type", rename_all = "snake_case")] 18 18 + enum ContentSegment { 19 19 + Text { text: String }, 20 20 + } 21 21 + 22 22 + #[derive(Debug, Deserialize)] 23 23 + struct VoyageEmbeddingResponse { 24 24 + data: Vec<VoyageEmbeddingData>, 25 25 + } 26 26 + 27 27 + #[derive(Debug, Deserialize)] 28 28 + struct VoyageEmbeddingData { 29 29 + embedding: Vec<f32>, 30 30 + } 31 31 + 32 32 + pub struct EmbeddingClient { 33 33 + client: Client, 34 34 + api_key: String, 35 35 + } 36 36 + 37 37 + impl EmbeddingClient { 38 38 + pub fn new(api_key: String) -> Self { 39 39 + Self { 40 40 + client: Client::new(), 41 41 + api_key, 42 42 + } 43 43 + } 44 44 + 45 45 + pub async fn embed_text(&self, text: &str) -> Result<Vec<f32>> { 46 46 + let request = VoyageEmbeddingRequest { 47 47 + inputs: vec![MultimodalInput { 48 48 + content: vec![ContentSegment::Text { 49 49 + text: text.to_string(), 50 50 + }], 51 51 + }], 52 52 + model: "voyage-multimodal-3".to_string(), 53 53 + }; 54 54 + 55 55 + let json_body = serde_json::to_string(&request)?; 56 56 + log::debug!("Sending request body: {}", json_body); 57 57 + 58 58 + let response = self 59 59 + .client 60 60 + .post("https://api.voyageai.com/v1/multimodalembeddings") 61 61 + .header("Authorization", format!("Bearer {}", self.api_key)) 62 62 + .json(&request) 63 63 + .send() 64 64 + .await 65 65 + .context("failed to send embedding request")?; 66 66 + 67 67 + if !response.status().is_success() { 68 68 + let status = response.status(); 69 69 + let body = response.text().await.unwrap_or_default(); 70 70 + anyhow::bail!("voyage api error ({}): {}", status, body); 71 71 + } 72 72 + 73 73 + let embedding_response: VoyageEmbeddingResponse = response 74 74 + .json() 75 75 + .await 76 76 + .context("failed to parse embedding response")?; 77 77 + 78 78 + let embedding = embedding_response 79 79 + .data 80 80 + .into_iter() 81 81 + .next() 82 82 + .map(|d| d.embedding) 83 83 + .context("no embedding returned")?; 84 84 + 85 85 + log::debug!( 86 86 + "Generated embedding for '{}': dimension={}, first 5 values=[{:.4}, {:.4}, {:.4}, {:.4}, {:.4}]", 87 87 + text, 88 88 + embedding.len(), 89 89 + embedding.get(0).unwrap_or(&0.0), 90 90 + embedding.get(1).unwrap_or(&0.0), 91 91 + embedding.get(2).unwrap_or(&0.0), 92 92 + embedding.get(3).unwrap_or(&0.0), 93 93 + embedding.get(4).unwrap_or(&0.0) 94 94 + ); 95 95 + 96 96 + Ok(embedding) 97 97 + } 98 98 + }

+49

src/main.rs

··· 1 1 + mod config; 2 2 + mod embedding; 3 3 + mod search; 4 4 + mod turbopuffer; 5 5 + 6 6 + use actix_cors::Cors; 7 7 + use actix_files as fs; 8 8 + use actix_web::{middleware, web, App, HttpResponse, HttpServer}; 9 9 + use anyhow::Result; 10 10 + use config::Config; 11 11 + 12 12 + async fn index() -> HttpResponse { 13 13 + HttpResponse::Ok() 14 14 + .content_type("text/html; charset=utf-8") 15 15 + .body(include_str!("../static/index.html")) 16 16 + } 17 17 + 18 18 + #[actix_web::main] 19 19 + async fn main() -> Result<()> { 20 20 + dotenv::dotenv().ok(); 21 21 + env_logger::init(); 22 22 + 23 23 + let config = Config::from_env()?; 24 24 + let host = config.host.clone(); 25 25 + let port = config.port; 26 26 + 27 27 + log::info!("starting bufo search server on {}:{}", host, port); 28 28 + 29 29 + HttpServer::new(move || { 30 30 + let cors = Cors::permissive(); 31 31 + 32 32 + App::new() 33 33 + .wrap(middleware::Logger::default()) 34 34 + .wrap(cors) 35 35 + .app_data(web::Data::new(config.clone())) 36 36 + .route("/", web::get().to(index)) 37 37 + .service( 38 38 + web::scope("/api") 39 39 + .route("/search", web::post().to(search::search)) 40 40 + .route("/health", web::get().to(|| async { HttpResponse::Ok().body("ok") })) 41 41 + ) 42 42 + .service(fs::Files::new("/static", "./static").show_files_listing()) 43 43 + }) 44 44 + .bind((host.as_str(), port))? 45 45 + .run() 46 46 + .await?; 47 47 + 48 48 + Ok(()) 49 49 + }

+145

src/search.rs

··· 1 1 + use crate::config::Config; 2 2 + use crate::embedding::EmbeddingClient; 3 3 + use crate::turbopuffer::{QueryRequest, TurbopufferClient}; 4 4 + use actix_web::{web, HttpResponse, Result as ActixResult}; 5 5 + use serde::{Deserialize, Serialize}; 6 6 + 7 7 + #[derive(Debug, Deserialize)] 8 8 + pub struct SearchQuery { 9 9 + pub query: String, 10 10 + #[serde(default = "default_top_k")] 11 11 + pub top_k: usize, 12 12 + } 13 13 + 14 14 + fn default_top_k() -> usize { 15 15 + 10 16 16 + } 17 17 + 18 18 + #[derive(Debug, Serialize)] 19 19 + pub struct SearchResponse { 20 20 + pub results: Vec<BufoResult>, 21 21 + } 22 22 + 23 23 + #[derive(Debug, Serialize)] 24 24 + pub struct BufoResult { 25 25 + pub id: String, 26 26 + pub url: String, 27 27 + pub name: String, 28 28 + pub score: f32, // normalized 0-1 score for display 29 29 + } 30 30 + 31 31 + pub async fn search( 32 32 + query: web::Json<SearchQuery>, 33 33 + config: web::Data<Config>, 34 34 + ) -> ActixResult<HttpResponse> { 35 35 + let embedding_client = EmbeddingClient::new(config.voyage_api_key.clone()); 36 36 + let tpuf_client = TurbopufferClient::new( 37 37 + config.turbopuffer_api_key.clone(), 38 38 + config.turbopuffer_namespace.clone(), 39 39 + ); 40 40 + 41 41 + // Run vector search 42 42 + let query_embedding = embedding_client 43 43 + .embed_text(&query.query) 44 44 + .await 45 45 + .map_err(|e| { 46 46 + log::error!("failed to generate embedding: {}", e); 47 47 + actix_web::error::ErrorInternalServerError(format!( 48 48 + "failed to generate embedding: {}", 49 49 + e 50 50 + )) 51 51 + })?; 52 52 + 53 53 + let vector_request = QueryRequest { 54 54 + rank_by: vec![ 55 55 + serde_json::json!("vector"), 56 56 + serde_json::json!("ANN"), 57 57 + serde_json::json!(query_embedding), 58 58 + ], 59 59 + top_k: query.top_k * 2, // get more results for fusion 60 60 + include_attributes: Some(vec!["url".to_string(), "name".to_string(), "filename".to_string()]), 61 61 + }; 62 62 + 63 63 + let vector_results = tpuf_client.query(vector_request).await.map_err(|e| { 64 64 + log::error!("failed to query turbopuffer (vector): {}", e); 65 65 + actix_web::error::ErrorInternalServerError(format!( 66 66 + "failed to query turbopuffer (vector): {}", 67 67 + e 68 68 + )) 69 69 + })?; 70 70 + 71 71 + // Run BM25 text search 72 72 + let bm25_results = tpuf_client.bm25_query(&query.query, query.top_k * 2).await.map_err(|e| { 73 73 + log::error!("failed to query turbopuffer (BM25): {}", e); 74 74 + actix_web::error::ErrorInternalServerError(format!( 75 75 + "failed to query turbopuffer (BM25): {}", 76 76 + e 77 77 + )) 78 78 + })?; 79 79 + 80 80 + // Combine results using Reciprocal Rank Fusion (RRF) 81 81 + use std::collections::HashMap; 82 82 + let mut rrf_scores: HashMap<String, f32> = HashMap::new(); 83 83 + let k = 60.0; // RRF constant 84 84 + 85 85 + // Add vector search rankings 86 86 + for (rank, row) in vector_results.iter().enumerate() { 87 87 + let score = 1.0 / (k + (rank as f32) + 1.0); 88 88 + *rrf_scores.entry(row.id.clone()).or_insert(0.0) += score; 89 89 + } 90 90 + 91 91 + // Add BM25 search rankings 92 92 + for (rank, row) in bm25_results.iter().enumerate() { 93 93 + let score = 1.0 / (k + (rank as f32) + 1.0); 94 94 + *rrf_scores.entry(row.id.clone()).or_insert(0.0) += score; 95 95 + } 96 96 + 97 97 + // Collect all unique results 98 98 + let mut all_results: HashMap<String, crate::turbopuffer::QueryRow> = HashMap::new(); 99 99 + for row in vector_results.into_iter().chain(bm25_results.into_iter()) { 100 100 + all_results.entry(row.id.clone()).or_insert(row); 101 101 + } 102 102 + 103 103 + // Sort by RRF score and take top_k 104 104 + let mut scored_results: Vec<(String, f32)> = rrf_scores.into_iter().collect(); 105 105 + scored_results.sort_by(|a, b| b.1.partial_cmp(&a.1).unwrap()); 106 106 + scored_results.truncate(query.top_k); 107 107 + 108 108 + // Normalize scores to 0-0.95 range 109 109 + let max_score = scored_results.first().map(|(_, s)| *s).unwrap_or(1.0); 110 110 + let min_score = scored_results.last().map(|(_, s)| *s).unwrap_or(0.0); 111 111 + let score_range = (max_score - min_score).max(0.001); // avoid division by zero 112 112 + 113 113 + let results: Vec<BufoResult> = scored_results 114 114 + .into_iter() 115 115 + .filter_map(|(id, raw_score)| { 116 116 + all_results.get(&id).map(|row| { 117 117 + let url = row 118 118 + .attributes 119 119 + .get("url") 120 120 + .and_then(|v| v.as_str()) 121 121 + .unwrap_or("") 122 122 + .to_string(); 123 123 + 124 124 + let name = row 125 125 + .attributes 126 126 + .get("name") 127 127 + .and_then(|v| v.as_str()) 128 128 + .unwrap_or(&row.id) 129 129 + .to_string(); 130 130 + 131 131 + // Normalize score to 0-0.95 range 132 132 + let normalized_score = ((raw_score - min_score) / score_range) * 0.95; 133 133 + 134 134 + BufoResult { 135 135 + id: row.id.clone(), 136 136 + url, 137 137 + name, 138 138 + score: normalized_score, 139 139 + } 140 140 + }) 141 141 + }) 142 142 + .collect(); 143 143 + 144 144 + Ok(HttpResponse::Ok().json(SearchResponse { results })) 145 145 + }

+138

src/turbopuffer.rs

··· 1 1 + use anyhow::{Context, Result}; 2 2 + use reqwest::Client; 3 3 + use serde::{Deserialize, Serialize}; 4 4 + 5 5 + #[derive(Debug, Serialize)] 6 6 + pub struct UpsertRequest { 7 7 + pub ids: Vec<String>, 8 8 + pub vectors: Vec<Vec<f32>>, 9 9 + pub attributes: serde_json::Value, 10 10 + } 11 11 + 12 12 + #[derive(Debug, Serialize)] 13 13 + pub struct QueryRequest { 14 14 + pub rank_by: Vec<serde_json::Value>, 15 15 + pub top_k: usize, 16 16 + #[serde(skip_serializing_if = "Option::is_none")] 17 17 + pub include_attributes: Option<Vec<String>>, 18 18 + } 19 19 + 20 20 + pub type QueryResponse = Vec<QueryRow>; 21 21 + 22 22 + #[derive(Debug, Deserialize, Serialize, Clone)] 23 23 + pub struct QueryRow { 24 24 + pub id: String, 25 25 + pub dist: Option<f32>, 26 26 + pub attributes: serde_json::Map<String, serde_json::Value>, 27 27 + } 28 28 + 29 29 + pub struct TurbopufferClient { 30 30 + client: Client, 31 31 + api_key: String, 32 32 + namespace: String, 33 33 + } 34 34 + 35 35 + impl TurbopufferClient { 36 36 + pub fn new(api_key: String, namespace: String) -> Self { 37 37 + Self { 38 38 + client: Client::new(), 39 39 + api_key, 40 40 + namespace, 41 41 + } 42 42 + } 43 43 + 44 44 + pub async fn upsert(&self, request: UpsertRequest) -> Result<()> { 45 45 + let url = format!( 46 46 + "https://api.turbopuffer.com/v1/vectors/{}", 47 47 + self.namespace 48 48 + ); 49 49 + 50 50 + let response = self 51 51 + .client 52 52 + .post(&url) 53 53 + .header("Authorization", format!("Bearer {}", self.api_key)) 54 54 + .json(&request) 55 55 + .send() 56 56 + .await 57 57 + .context("failed to send upsert request")?; 58 58 + 59 59 + if !response.status().is_success() { 60 60 + let status = response.status(); 61 61 + let body = response.text().await.unwrap_or_default(); 62 62 + anyhow::bail!( 63 63 + "turbopuffer upsert failed with status {}: {}", 64 64 + status, 65 65 + body 66 66 + ); 67 67 + } 68 68 + 69 69 + Ok(()) 70 70 + } 71 71 + 72 72 + pub async fn query(&self, request: QueryRequest) -> Result<QueryResponse> { 73 73 + let url = format!( 74 74 + "https://api.turbopuffer.com/v1/vectors/{}/query", 75 75 + self.namespace 76 76 + ); 77 77 + 78 78 + let request_json = serde_json::to_string_pretty(&request)?; 79 79 + log::debug!("turbopuffer query request: {}", request_json); 80 80 + 81 81 + let response = self 82 82 + .client 83 83 + .post(&url) 84 84 + .header("Authorization", format!("Bearer {}", self.api_key)) 85 85 + .json(&request) 86 86 + .send() 87 87 + .await 88 88 + .context("failed to send query request")?; 89 89 + 90 90 + if !response.status().is_success() { 91 91 + let status = response.status(); 92 92 + let body = response.text().await.unwrap_or_default(); 93 93 + anyhow::bail!("turbopuffer query failed with status {}: {}", status, body); 94 94 + } 95 95 + 96 96 + let body = response.text().await.context("failed to read response body")?; 97 97 + log::debug!("turbopuffer response: {}", body); 98 98 + 99 99 + serde_json::from_str(&body) 100 100 + .context(format!("failed to parse query response: {}", body)) 101 101 + } 102 102 + 103 103 + pub async fn bm25_query(&self, query_text: &str, top_k: usize) -> Result<QueryResponse> { 104 104 + let url = format!( 105 105 + "https://api.turbopuffer.com/v1/vectors/{}/query", 106 106 + self.namespace 107 107 + ); 108 108 + 109 109 + let request = serde_json::json!({ 110 110 + "rank_by": ["name", "BM25", query_text], 111 111 + "top_k": top_k, 112 112 + "include_attributes": ["url", "name", "filename"], 113 113 + }); 114 114 + 115 115 + log::debug!("turbopuffer BM25 query request: {}", serde_json::to_string_pretty(&request)?); 116 116 + 117 117 + let response = self 118 118 + .client 119 119 + .post(&url) 120 120 + .header("Authorization", format!("Bearer {}", self.api_key)) 121 121 + .json(&request) 122 122 + .send() 123 123 + .await 124 124 + .context("failed to send BM25 query request")?; 125 125 + 126 126 + if !response.status().is_success() { 127 127 + let status = response.status(); 128 128 + let body = response.text().await.unwrap_or_default(); 129 129 + anyhow::bail!("turbopuffer BM25 query failed with status {}: {}", status, body); 130 130 + } 131 131 + 132 132 + let body = response.text().await.context("failed to read response body")?; 133 133 + log::debug!("turbopuffer BM25 response: {}", body); 134 134 + 135 135 + serde_json::from_str(&body) 136 136 + .context(format!("failed to parse BM25 query response: {}", body)) 137 137 + } 138 138 + }

+249

static/index.html

··· 1 1 + <!DOCTYPE html> 2 2 + <html lang="en"> 3 3 + <head> 4 4 + <meta charset="UTF-8"> 5 5 + <meta name="viewport" content="width=device-width, initial-scale=1.0"> 6 6 + <title>find bufo</title> 7 7 + <style> 8 8 + * { 9 9 + margin: 0; 10 10 + padding: 0; 11 11 + box-sizing: border-box; 12 12 + } 13 13 + 14 14 + body { 15 15 + font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif; 16 16 + background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); 17 17 + min-height: 100vh; 18 18 + display: flex; 19 19 + justify-content: center; 20 20 + align-items: center; 21 21 + padding: 20px; 22 22 + } 23 23 + 24 24 + .container { 25 25 + max-width: 800px; 26 26 + width: 100%; 27 27 + } 28 28 + 29 29 + .header { 30 30 + text-align: center; 31 31 + margin-bottom: 40px; 32 32 + } 33 33 + 34 34 + h1 { 35 35 + color: white; 36 36 + font-size: 3em; 37 37 + font-weight: 700; 38 38 + margin-bottom: 10px; 39 39 + text-shadow: 2px 2px 4px rgba(0,0,0,0.2); 40 40 + } 41 41 + 42 42 + .subtitle { 43 43 + color: rgba(255, 255, 255, 0.9); 44 44 + font-size: 1.1em; 45 45 + } 46 46 + 47 47 + .search-box { 48 48 + background: white; 49 49 + border-radius: 12px; 50 50 + padding: 20px; 51 51 + box-shadow: 0 10px 40px rgba(0,0,0,0.2); 52 52 + margin-bottom: 30px; 53 53 + } 54 54 + 55 55 + .search-input-wrapper { 56 56 + display: flex; 57 57 + gap: 10px; 58 58 + } 59 59 + 60 60 + input[type="text"] { 61 61 + flex: 1; 62 62 + padding: 15px; 63 63 + border: 2px solid #e0e0e0; 64 64 + border-radius: 8px; 65 65 + font-size: 16px; 66 66 + transition: border-color 0.3s; 67 67 + } 68 68 + 69 69 + input[type="text"]:focus { 70 70 + outline: none; 71 71 + border-color: #667eea; 72 72 + } 73 73 + 74 74 + button { 75 75 + padding: 15px 30px; 76 76 + background: #667eea; 77 77 + color: white; 78 78 + border: none; 79 79 + border-radius: 8px; 80 80 + font-size: 16px; 81 81 + font-weight: 600; 82 82 + cursor: pointer; 83 83 + transition: background 0.3s; 84 84 + } 85 85 + 86 86 + button:hover { 87 87 + background: #5568d3; 88 88 + } 89 89 + 90 90 + button:disabled { 91 91 + background: #ccc; 92 92 + cursor: not-allowed; 93 93 + } 94 94 + 95 95 + .results { 96 96 + display: grid; 97 97 + grid-template-columns: repeat(auto-fill, minmax(150px, 1fr)); 98 98 + gap: 20px; 99 99 + } 100 100 + 101 101 + .bufo-card { 102 102 + background: white; 103 103 + border-radius: 12px; 104 104 + padding: 15px; 105 105 + box-shadow: 0 4px 6px rgba(0,0,0,0.1); 106 106 + transition: transform 0.2s, box-shadow 0.2s; 107 107 + cursor: pointer; 108 108 + text-align: center; 109 109 + } 110 110 + 111 111 + .bufo-card:hover { 112 112 + transform: translateY(-5px); 113 113 + box-shadow: 0 8px 12px rgba(0,0,0,0.15); 114 114 + } 115 115 + 116 116 + .bufo-image { 117 117 + width: 100%; 118 118 + height: 120px; 119 119 + object-fit: contain; 120 120 + margin-bottom: 10px; 121 121 + } 122 122 + 123 123 + .bufo-name { 124 124 + font-size: 0.9em; 125 125 + color: #333; 126 126 + font-weight: 500; 127 127 + word-break: break-word; 128 128 + } 129 129 + 130 130 + .bufo-score { 131 131 + font-size: 0.8em; 132 132 + color: #888; 133 133 + margin-top: 5px; 134 134 + } 135 135 + 136 136 + .loading { 137 137 + text-align: center; 138 138 + color: white; 139 139 + font-size: 1.2em; 140 140 + } 141 141 + 142 142 + .error { 143 143 + background: #ff6b6b; 144 144 + color: white; 145 145 + padding: 15px; 146 146 + border-radius: 8px; 147 147 + margin-bottom: 20px; 148 148 + } 149 149 + 150 150 + .no-results { 151 151 + text-align: center; 152 152 + color: white; 153 153 + font-size: 1.2em; 154 154 + padding: 40px; 155 155 + } 156 156 + </style> 157 157 + </head> 158 158 + <body> 159 159 + <div class="container"> 160 160 + <div class="header"> 161 161 + <h1>find bufo</h1> 162 162 + <p class="subtitle">search the bufo zone</p> 163 163 + </div> 164 164 + 165 165 + <div class="search-box"> 166 166 + <div class="search-input-wrapper"> 167 167 + <input 168 168 + type="text" 169 169 + id="searchInput" 170 170 + placeholder="describe the bufo you seek..." 171 171 + autocomplete="off" 172 172 + > 173 173 + <button id="searchButton">search</button> 174 174 + </div> 175 175 + </div> 176 176 + 177 177 + <div id="error" class="error" style="display: none;"></div> 178 178 + <div id="loading" class="loading" style="display: none;">searching...</div> 179 179 + <div id="results" class="results"></div> 180 180 + </div> 181 181 + 182 182 + <script> 183 183 + const searchInput = document.getElementById('searchInput'); 184 184 + const searchButton = document.getElementById('searchButton'); 185 185 + const resultsDiv = document.getElementById('results'); 186 186 + const loadingDiv = document.getElementById('loading'); 187 187 + const errorDiv = document.getElementById('error'); 188 188 + 189 189 + async function search() { 190 190 + const query = searchInput.value.trim(); 191 191 + if (!query) return; 192 192 + 193 193 + searchButton.disabled = true; 194 194 + loadingDiv.style.display = 'block'; 195 195 + resultsDiv.innerHTML = ''; 196 196 + errorDiv.style.display = 'none'; 197 197 + 198 198 + try { 199 199 + const response = await fetch('/api/search', { 200 200 + method: 'POST', 201 201 + headers: { 202 202 + 'Content-Type': 'application/json', 203 203 + }, 204 204 + body: JSON.stringify({ query, top_k: 20 }), 205 205 + }); 206 206 + 207 207 + if (!response.ok) { 208 208 + throw new Error(`search failed: ${response.statusText}`); 209 209 + } 210 210 + 211 211 + const data = await response.json(); 212 212 + displayResults(data.results); 213 213 + } catch (error) { 214 214 + errorDiv.textContent = error.message; 215 215 + errorDiv.style.display = 'block'; 216 216 + } finally { 217 217 + searchButton.disabled = false; 218 218 + loadingDiv.style.display = 'none'; 219 219 + } 220 220 + } 221 221 + 222 222 + function displayResults(results) { 223 223 + if (results.length === 0) { 224 224 + resultsDiv.innerHTML = '<div class="no-results">no bufos found</div>'; 225 225 + return; 226 226 + } 227 227 + 228 228 + results.forEach(bufo => { 229 229 + const card = document.createElement('div'); 230 230 + card.className = 'bufo-card'; 231 231 + card.onclick = () => window.open(bufo.url, '_blank'); 232 232 + 233 233 + card.innerHTML = ` 234 234 + <img src="${bufo.url}" alt="${bufo.name}" class="bufo-image" loading="lazy"> 235 235 + <div class="bufo-name">${bufo.name}</div> 236 236 + <div class="bufo-score">${(bufo.score * 100).toFixed(1)}%</div> 237 237 + `; 238 238 + 239 239 + resultsDiv.appendChild(card); 240 240 + }); 241 241 + } 242 242 + 243 243 + searchButton.addEventListener('click', search); 244 244 + searchInput.addEventListener('keypress', (e) => { 245 245 + if (e.key === 'Enter') search(); 246 246 + }); 247 247 + </script> 248 248 + </body> 249 249 + </html>