35feadf55e
## 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>
89 lines
2.2 KiB
YAML
89 lines
2.2 KiB
YAML
# Prometheus Configuration for Foxhunt API Gateway
|
|
#
|
|
# This configuration scrapes metrics from:
|
|
# - API Gateway (authentication, proxy, config)
|
|
# - Trading Service
|
|
# - Backtesting Service
|
|
# - ML Training Service
|
|
|
|
global:
|
|
scrape_interval: 5s
|
|
evaluation_interval: 5s
|
|
external_labels:
|
|
cluster: 'foxhunt-hft'
|
|
env: 'production'
|
|
|
|
# Alertmanager configuration
|
|
alerting:
|
|
alertmanagers:
|
|
- static_configs:
|
|
- targets:
|
|
- 'alertmanager:9093'
|
|
|
|
# Load alert rules
|
|
rule_files:
|
|
- 'alerts/api_gateway_alerts.yml'
|
|
- 'alerts/trading_service_alerts.yml'
|
|
- 'alerts/ml_training_alerts.yml'
|
|
- 'alerts/backtesting_alerts.yml'
|
|
- 'alerts/system_alerts.yml'
|
|
- 'alerts/ensemble_ml_alerts.yml'
|
|
|
|
# Scrape configurations
|
|
scrape_configs:
|
|
# API Gateway metrics
|
|
- job_name: 'api_gateway'
|
|
static_configs:
|
|
- targets: ['api-gateway:9090']
|
|
metric_relabel_configs:
|
|
# Keep only API Gateway metrics
|
|
- source_labels: [__name__]
|
|
regex: 'api_gateway_.*'
|
|
action: keep
|
|
|
|
# Trading Service metrics
|
|
- job_name: 'trading_service'
|
|
static_configs:
|
|
- targets: ['trading-service:9091']
|
|
metric_relabel_configs:
|
|
- source_labels: [__name__]
|
|
regex: 'trading_.*'
|
|
action: keep
|
|
|
|
# Backtesting Service metrics
|
|
- job_name: 'backtesting_service'
|
|
static_configs:
|
|
- targets: ['backtesting-service:9092']
|
|
metric_relabel_configs:
|
|
- source_labels: [__name__]
|
|
regex: 'backtesting_.*'
|
|
action: keep
|
|
|
|
# ML Training Service metrics
|
|
- job_name: 'ml_training_service'
|
|
static_configs:
|
|
- targets: ['ml-training-service:9093']
|
|
metric_relabel_configs:
|
|
- source_labels: [__name__]
|
|
regex: 'ml_training_.*'
|
|
action: keep
|
|
|
|
# PostgreSQL exporter (for NOTIFY/config events)
|
|
- job_name: 'postgresql'
|
|
static_configs:
|
|
- targets: ['postgres-exporter:9187']
|
|
|
|
# Redis exporter (for JWT revocation)
|
|
- job_name: 'redis'
|
|
static_configs:
|
|
- targets: ['redis-exporter:9121']
|
|
|
|
# Node exporter (system metrics)
|
|
- job_name: 'node'
|
|
static_configs:
|
|
- targets:
|
|
- 'api-gateway-node:9100'
|
|
- 'trading-service-node:9100'
|
|
- 'backtesting-service-node:9100'
|
|
- 'ml-training-service-node:9100'
|