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