Files
foxhunt/data/examples/download_mbp10_data.rs
jgrusewski 3a880bae61 feat: Phase 1 Feature Reduction - 46-feature extraction with Proxy OFI
WAVE 20: Complete TDD implementation of 46-feature extraction system

Changes: 225→46 features (81% bloat removed), 3 Proxy OFI, RegimeConditionalDQN fix, 8 TRUE OFI features, 880MB MBP-10 data downloaded

Tests: 36/36 passing, 1μs extraction (500x target)

Expected: Sharpe 0.77→1.4-2.2 (+82-185%)

Generated with Claude Code

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-23 00:03:58 +01:00

290 lines
9.0 KiB
Rust

//! Download MBP-10 (Market By Price, 10 levels) data from Databento
//!
//! This example downloads Level-2 order book data (MBP-10) for ES.FUT
//! to support TLOB neural network training.
//!
//! ## Usage
//!
//! ```bash
//! export DATABENTO_API_KEY="your_api_key_here"
//! cargo run --example download_mbp10_data --release
//! ```
//!
//! ## Data Specifications
//!
//! - **Dataset**: GLBX.MDP3 (CME Globex MDP 3.0)
//! - **Schema**: mbp-10 (Market By Price, 10 levels)
//! - **Symbols**: ES.c.0 (E-mini S&P 500 continuous front month)
//! - **Date Range**: 2024-01-02 to 2024-01-10 (7 trading days)
//! - **Encoding**: dbn (Databento Binary Encoding v2)
//! - **Compression**: zstd (Zstandard)
//! - **Expected Size**: ~50-70 GB compressed
use anyhow::{Context, Result};
use reqwest::Client;
use serde::{Deserialize, Serialize};
use std::env;
use std::fs::File;
use std::io::Write;
use std::path::PathBuf;
use std::time::Duration;
use tokio::time::sleep;
#[derive(Debug, Deserialize)]
struct BatchSubmitResponse {
id: String,
}
#[derive(Debug, Deserialize)]
struct BatchStatusResponse {
id: String,
state: String,
record_count: Option<u64>,
actual_size: Option<u64>,
}
#[derive(Debug, Deserialize)]
struct BatchFileUrls {
https: String,
ftp: String,
}
#[derive(Debug, Deserialize)]
struct BatchFileInfo {
filename: String,
size: u64,
hash: String,
urls: BatchFileUrls,
}
const DATABENTO_API_BASE: &str = "https://hist.databento.com/v0";
#[tokio::main]
async fn main() -> Result<()> {
tracing_subscriber::fmt()
.with_max_level(tracing::Level::INFO)
.init();
// Get API key from environment
let api_key =
env::var("DATABENTO_API_KEY").context("DATABENTO_API_KEY environment variable not set")?;
// Create output directory
let output_dir = PathBuf::from("test_data/mbp10");
std::fs::create_dir_all(&output_dir).context("Failed to create output directory")?;
println!("=== Databento MBP-10 Data Download ===\n");
println!("Dataset: GLBX.MDP3");
println!("Schema: mbp-10 (Market By Price, 10 levels)");
println!("Symbol: ES.c.0");
println!("Date Range: 2024-01-02 to 2024-01-10 (7 trading days)");
println!("Output: {}", output_dir.display());
println!("\n{}", "=".repeat(50));
// Step 1: Submit batch download job
println!("\n[1/4] Submitting batch download job...");
let job_id = submit_batch_job(&api_key).await?;
println!("✓ Job submitted successfully: {}", job_id);
// Step 2: Poll for job completion
println!("\n[2/4] Waiting for job to complete...");
poll_job_status(&api_key, &job_id).await?;
println!("✓ Job completed successfully");
// Step 3: Get file list and download all files
println!("\n[3/4] Getting file list...");
let files = list_batch_files(&api_key, &job_id).await?;
let data_files: Vec<_> = files
.iter()
.filter(|f| f.filename.ends_with(".dbn.zst"))
.collect();
println!("✓ Found {} data files", data_files.len());
println!("\n[4/4] Downloading data files...");
for (i, file) in data_files.iter().enumerate() {
println!("\n [{}/{}] {}", i + 1, data_files.len(), file.filename);
let output_file = output_dir.join(&file.filename);
download_file(&api_key, &file.urls.https, &output_file).await?;
}
println!("✓ Download completed successfully");
println!("\n{}", "=".repeat(50));
println!("SUCCESS: MBP-10 data downloaded to {}", output_dir.display());
println!("\nNext Steps:");
println!("1. Decompress files: for f in {}/*.dbn.zst; do zstd -d $f; done", output_dir.display());
println!("2. Validate schema: cargo run --example validate_dbn_schema");
println!("3. Implement MBP-10 parser in data/src/providers/databento/");
Ok(())
}
async fn submit_batch_job(api_key: &str) -> Result<String> {
let client = Client::new();
// Build form data (API expects application/x-www-form-urlencoded, not JSON)
let form_data = [
("dataset", "GLBX.MDP3"),
("schema", "mbp-10"),
("symbols", "ES.c.0"),
("stype_in", "continuous"),
("start", "2024-01-02"),
("end", "2024-01-10"),
("encoding", "dbn"),
("compression", "zstd"),
];
let url = format!("{}/batch.submit_job", DATABENTO_API_BASE);
let response = client
.post(&url)
.basic_auth(api_key, Some(""))
.form(&form_data)
.send()
.await
.context("Failed to submit batch job")?;
if !response.status().is_success() {
let status = response.status();
let body = response.text().await.unwrap_or_default();
anyhow::bail!("API request failed: {} - {}", status, body);
}
let result: BatchSubmitResponse = response
.json()
.await
.context("Failed to parse batch submit response")?;
Ok(result.id)
}
async fn poll_job_status(api_key: &str, job_id: &str) -> Result<()> {
let client = Client::new();
let url = format!("{}/batch.list_jobs", DATABENTO_API_BASE);
loop {
let response = client
.get(&url)
.basic_auth(api_key, Some(""))
.send()
.await
.context("Failed to check job status")?;
if !response.status().is_success() {
let status = response.status();
let body = response.text().await.unwrap_or_default();
anyhow::bail!("API request failed: {} - {}", status, body);
}
let jobs: Vec<BatchStatusResponse> = response
.json()
.await
.context("Failed to parse batch list response")?;
// Find our job in the list
let job = jobs
.iter()
.find(|j| j.id == job_id)
.context("Job not found in batch list")?;
match job.state.as_str() {
"done" => {
if let Some(size) = job.actual_size {
let size_mb = size as f64 / 1_048_576.0;
println!(" • Size: {:.2} MB", size_mb);
}
if let Some(records) = job.record_count {
println!(" • Records: {}", records);
}
return Ok(());
},
"error" => {
anyhow::bail!("Job failed with error state");
},
state => {
print!("\r • Status: {} ... ", state);
std::io::stdout().flush()?;
sleep(Duration::from_secs(5)).await;
},
}
}
}
async fn list_batch_files(api_key: &str, job_id: &str) -> Result<Vec<BatchFileInfo>> {
let client = Client::new();
let url = format!("{}/batch.list_files?job_id={}", DATABENTO_API_BASE, job_id);
let response = client
.get(&url)
.basic_auth(api_key, Some(""))
.send()
.await
.context("Failed to list batch files")?;
if !response.status().is_success() {
let status = response.status();
let body = response.text().await.unwrap_or_default();
anyhow::bail!("API request failed: {} - {}", status, body);
}
let files: Vec<BatchFileInfo> = response.json().await.context("Failed to parse file list")?;
Ok(files)
}
async fn download_file(api_key: &str, download_url: &str, output_path: &PathBuf) -> Result<()> {
let client = Client::new();
let response = client
.get(download_url)
.basic_auth(api_key, Some(""))
.send()
.await
.context("Failed to start download")?;
if !response.status().is_success() {
let status = response.status();
let body = response.text().await.unwrap_or_default();
anyhow::bail!("Download failed: {} - {}", status, body);
}
let total_size = response.content_length().unwrap_or(0);
let mut file = File::create(output_path).context("Failed to create output file")?;
let mut downloaded: u64 = 0;
// Use chunk() method for reqwest 0.12 (replaces bytes_stream())
let mut response = response;
while let Some(chunk) = response.chunk().await.context("Failed to read chunk")? {
file.write_all(&chunk)
.context("Failed to write chunk to file")?;
downloaded += chunk.len() as u64;
if total_size > 0 {
let percent = (downloaded as f64 / total_size as f64) * 100.0;
print!(
"\r • Progress: {:.2}% ({:.2} MB / {:.2} MB)",
percent,
downloaded as f64 / 1_048_576.0,
total_size as f64 / 1_048_576.0
);
std::io::stdout().flush()?;
}
}
println!();
Ok(())
}
fn validate_file(path: &PathBuf) -> Result<()> {
let metadata = std::fs::metadata(path).context("Failed to read file metadata")?;
let size_mb = metadata.len() as f64 / 1_048_576.0;
println!(" • File size: {:.2} MB", size_mb);
if size_mb < 1.0 {
anyhow::bail!("File is suspiciously small (< 1 MB), may be corrupted");
}
println!(" • File appears valid");
Ok(())
}