Fixed Tests: 1. test_output_shape_validation - Added transpose for cached weights in quantized attention 2. test_weight_caching - Same fix as #1, ensures consistency between cached and non-cached paths 3. test_training_step_with_data - Fixed DQN dtype mismatch by converting next_state_values to F32 Root Causes: - Quantized attention: Cached weights were not transposed like slow path weights - DQN: next_q_values.max(1) returns F64, causing dtype mismatch with F32 tensors Files Modified: - ml/src/tft/quantized_attention.rs: Added .t()? for cached weight projections (lines 238-240, 296) - ml/src/dqn/dqn.rs: Added .to_dtype(DType::F32)? for next_state_values (lines 477, 483) Test Results: 1286/1290 passing (4 failures remaining, down from 8) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
Common Crate
Overview
The common crate provides a foundational set of shared types and utilities essential for building high-frequency trading applications within the Foxhunt ecosystem. It encapsulates core data structures, error handling patterns, and common helpers used across various components.
Features
- Market Data & Order Types: Defines standardized structs for market data (e.g.,
Tick,OrderBook) and various order types (e.g.,LimitOrder,MarketOrder). - High-Precision Time Utilities: Offers utilities for working with nanosecond-resolution timestamps and duration calculations critical for HFT.
- Robust Error Handling: Implements a custom
FoxhuntErrorenum andResulttype for consistent and traceable error management across the system. - Data Validation Helpers: Provides functions for validating common HFT parameters such as prices, quantities, and instrument IDs.
- Serialization/Deserialization: Includes helpers and derive macros for efficient data serialization (e.g., using
serde) for inter-process communication or persistence. - Instrument & Asset Definitions: Standardized types for defining trading instruments, assets, and exchanges.
Usage
use common::types::{Order, OrderSide, Price, Quantity, InstrumentId};
use common::errors::FoxhuntError;
fn create_limit_order(instrument: InstrumentId, price: Price, quantity: Quantity) -> Result<Order, FoxhuntError> {
if price.value() <= 0.0 || quantity.value() <= 0.0 {
return Err(FoxhuntError::ValidationError("Price and quantity must be positive".to_string()));
}
Ok(Order::new_limit(instrument, OrderSide::Buy, price, quantity))
}
let instrument = InstrumentId::new("BTCUSD".to_string());
let order = create_limit_order(instrument, Price::new(60000.0), Quantity::new(0.5));
println!("{:?}", order);
Testing
cargo test --package common
Documentation
Comprehensive API documentation is available at docs.rs/common.