## Major Achievements ### 1. CUDA Made Default & Mandatory (Agent 143) - CUDA now default feature in ml/Cargo.toml - All training requires GPU (no silent CPU fallback) - Added get_training_device() helper with fail-fast errors - Removed --use-gpu flags (GPU mandatory) - **Impact**: No more wasting time on accidental CPU training ### 2. TFT Training COMPLETE (Agent 144) - ✅ Training completed successfully in 7.6 minutes - ✅ Early stopping at epoch 100/200 (best val loss: 0.097318) - ✅ 11 checkpoints saved to ml/trained_models/production/tft/ - ✅ GPU Performance: 99% utilization, 367MB VRAM, 4.4s/epoch - ✅ 10x speedup vs CPU (4.4s vs 43-55s per epoch) - **Status**: PRODUCTION READY ### 3. TFT CUDA Tensor Contiguity Fix (Agent 142) - Fixed "matmul not supported for non-contiguous tensors" error - Added .contiguous() call after narrow() operation in QuantileLayer - Enabled CUDA-accelerated TFT training - **Files**: ml/src/tft/quantile_outputs.rs ### 4. MAMBA-2 CUDA Layer Normalization (Agent 145) - Created CudaLayerNorm wrapper for missing CUDA kernel - Implemented manual layer norm: γ * (x - μ) / sqrt(σ² + ε) + β - MAMBA-2 now runs on CUDA (no more "no cuda implementation" error) - **Files**: ml/src/mamba/mod.rs ### 5. TDD E2E Test Suite (Agent 146) ⭐ - Created comprehensive MAMBA-2 test suite (297 lines) - 7 tests: shapes, batches, CUDA, gradients, configs - **16x faster debugging**: 5s per iteration vs 80s - Already caught dtype mismatch bug (F32 vs F64) - **Files**: ml/tests/e2e_mamba2_training.rs ## Agent Summary (Agents 126-146) ### Code Fixes (Parallel - Agents 137-141) - **Agent 137**: MAMBA-2 batch dimension fix (streaming + batch loaders) - **Agent 138**: Liquid NN API fix (mutable loader, iterator fix) - **Agent 139**: PPO CheckpointMetadata fix (signature fields) - **Agent 140**: Paper trading executor (498 lines, 100ms polling) - **Agent 141**: Real model loading (RealDQNModel, RealPPOModel) ### Infrastructure (Agents 143-146) - **Agent 143**: CUDA mandatory (Cargo.toml, device helpers) - **Agent 144**: TFT verification (completion monitoring) - **Agent 145**: MAMBA-2 CUDA layer norm wrapper - **Agent 146**: TDD E2E test suite (16x faster debugging) ## Files Modified ### Core ML Infrastructure - ml/Cargo.toml: Added default = ["minimal-inference", "cuda"] - ml/src/lib.rs: Added get_training_device() helper (+109 lines) - ml/src/tft/quantile_outputs.rs: Fixed tensor contiguity - ml/src/mamba/mod.rs: Added CudaLayerNorm wrapper (+41 lines) ### Training Scripts - ml/examples/train_tft_dbn.rs: Removed --use-gpu flag - ml/examples/train_ppo.rs: Removed --use-gpu flag - ml/examples/train_mamba2_dbn.rs: Forced CUDA-only mode - ml/examples/train_liquid_dbn.rs: Fixed API usage ### Data Loaders - ml/src/data_loaders/dbn_sequence_loader.rs: Fixed batch dimensions - ml/src/data_loaders/streaming_dbn_loader.rs: Fixed batch dimensions ### Trading Service - services/trading_service/src/paper_trading_executor.rs: New executor (+498 lines) - services/trading_service/src/services/enhanced_ml.rs: Real model loading - services/trading_service/src/ensemble_coordinator.rs: Integration ### Tests - ml/tests/e2e_mamba2_training.rs: New TDD test suite (+297 lines) ### Trainers - ml/src/trainers/tft.rs: Fixed CheckpointMetadata signature fields ## Performance Metrics ### TFT Training - Duration: 7.6 minutes (100 epochs with early stopping) - GPU Utilization: 99% - GPU Memory: 367MB / 4GB (9%) - Epoch Time: 4.4 seconds (vs 43-55s on CPU) - Speedup: 10x vs CPU - Status: ✅ PRODUCTION READY ### TDD Testing - Test Execution: 5-10 seconds per test - Debugging Iteration: 5 seconds (vs 80 seconds before) - Speedup: 16x faster debugging - First Bug Found: <1 minute (dtype mismatch) ## Documentation - 21 comprehensive agent reports - TDD quick start guide - CUDA troubleshooting guide - Training verification procedures ## Next Steps 1. Fix MAMBA-2 dtype mismatch (F32→F64) - 2 minutes 2. Run MAMBA-2 tests until passing - 5-10 minutes 3. Launch full MAMBA-2 training - 200 epochs 4. Launch Liquid NN training ## System Status - TFT: ✅ COMPLETE (production ready) - MAMBA-2: 🧪 IN TESTING (TDD suite ready) - CUDA: ✅ DEFAULT (mandatory for training) - Tests: ✅ 16x faster debugging 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
API Gateway Integration Tests
Comprehensive integration tests for the 8-layer authentication pipeline.
Test Structure
tests/
├── integration_tests.rs # Main test harness
├── auth_flow_tests.rs # Authentication flow tests (11 tests)
├── rate_limiting_tests.rs # Rate limiting tests (9 tests)
├── service_proxy_tests.rs # Backend proxy tests (8 tests)
├── common/ # Test utilities
│ └── mod.rs # JWT generation, Redis helpers
├── docker-compose.yml # Test dependencies (Redis, PostgreSQL)
└── README.md # This file
Prerequisites
Start Test Dependencies
cd services/api_gateway/tests
docker-compose up -d
This starts:
- Redis on port 6380 (for JWT revocation and rate limiting)
- PostgreSQL on port 5433 (for configuration, if needed)
Verify Services
# Check Redis
docker exec api_gateway_test_redis redis-cli ping
# Check PostgreSQL
docker exec api_gateway_test_postgres pg_isready
Running Tests
All Integration Tests
cargo test --test integration_tests
Specific Test Modules
# Authentication flow tests only
cargo test --test integration_tests auth_flow
# Rate limiting tests only
cargo test --test integration_tests rate_limiting
# Service proxy tests only
cargo test --test integration_tests service_proxy
Specific Tests
# Single test
cargo test --test integration_tests test_successful_authentication
# Tests matching pattern
cargo test --test integration_tests test_rate_limit
With Output
# Show println! output
cargo test --test integration_tests -- --nocapture
# Show test names
cargo test --test integration_tests -- --show-output
Test Coverage
Authentication Flow Tests (11 tests)
test_successful_authentication- Complete 8-layer auth pipelinetest_missing_jwt_rejected- Missing Authorization headertest_revoked_jwt_rejected- Blacklisted JWTtest_expired_jwt_rejected- Expired tokentest_invalid_signature_rejected- Wrong signaturetest_rbac_permission_denied- Missing permissionstest_rate_limit_exceeded- Rate limitingtest_8_layer_auth_performance- Performance metrics (P50/P99)test_concurrent_authentication- Concurrent requeststest_user_context_injection- Metadata enrichmenttest_malformed_authorization_header- Invalid headers
Rate Limiting Tests (9 tests)
test_rate_limiter_basic- Basic rate limitingtest_rate_limiter_per_user- Per-user isolationtest_rate_limiter_concurrent_requests- Concurrent handlingtest_rate_limiter_performance- <50ns targettest_rate_limiter_reset_behavior- Window resettest_rate_limiter_multiple_users- 10 independent userstest_rate_limiter_burst_handling- Burst requeststest_rate_limiter_edge_cases- Low/high limitstest_rate_limiter_sustained_load- 2-second load test
Service Proxy Tests (8 tests)
test_ml_training_proxy_config- Default configurationtest_ml_training_proxy_custom_config- Custom settingstest_circuit_breaker_config_validation- CB validationtest_connection_timeout_behavior- Timeout handlingtest_service_proxy_error_handling- Error scenariostest_backend_config_serialization- Debug/Clonetest_multiple_backend_configs- Multi-environmenttest_proxy_performance_overhead- Config creation <10μs
Performance Targets
| Component | Target | Measured By |
|---|---|---|
| Total auth overhead | <10μs | test_8_layer_auth_performance |
| JWT validation | <1μs | Included in total |
| Revocation check | <500ns | Redis in-memory |
| Authorization | <100ns | Cached permissions |
| Rate limiting | <50ns | test_rate_limiter_performance |
| Context injection | <100ns | Metadata write |
Test Utilities
JWT Generation
use common::{generate_test_token, generate_expired_token};
// Valid token
let (token, jti) = generate_test_token(
"user123",
vec!["trader".to_string()],
vec!["api.access".to_string()],
3600, // TTL in seconds
)?;
// Expired token
let expired = generate_expired_token("user456")?;
Redis Cleanup
use common::{wait_for_redis, cleanup_redis};
// Wait for Redis to be ready
wait_for_redis("redis://localhost:6380", 50).await?;
// Clean up test data
cleanup_redis("redis://localhost:6380").await?;
CI/CD Integration
GitHub Actions
- name: Start test dependencies
run: |
cd services/api_gateway/tests
docker-compose up -d
sleep 5
- name: Run integration tests
run: cargo test --test integration_tests
- name: Stop test dependencies
run: |
cd services/api_gateway/tests
docker-compose down -v
Troubleshooting
Redis Connection Failed
# Check if Redis is running
docker ps | grep api_gateway_test_redis
# View Redis logs
docker logs api_gateway_test_redis
# Restart Redis
docker-compose restart redis
Port Conflicts
If ports 6380 or 5433 are already in use:
# Edit docker-compose.yml to use different ports
# Then restart
docker-compose down
docker-compose up -d
Performance Tests Failing
Performance tests may fail in CI/CD environments due to:
- Shared CPU resources
- Network latency
- Docker overhead
Consider adjusting thresholds or using #[ignore] for strict performance tests.
Adding New Tests
- Create test file in
tests/ - Add module declaration to
integration_tests.rs - Use
common::utilities for setup - Document performance expectations
Example:
// tests/new_feature_tests.rs
mod common;
#[tokio::test]
async fn test_new_feature() -> Result<()> {
println!("\n=== Test: New Feature ===");
// Setup
let auth = setup_auth_components().await?;
// Test logic
// ...
println!(" ✓ Test passed");
Ok(())
}
Clean Up
# Stop and remove test containers
cd services/api_gateway/tests
docker-compose down -v
# Remove test data volumes
docker volume prune -f