Files
foxhunt/WAVE_7.6_HOT_SWAP_TEST_FIX.md
jgrusewski 7ac4ca7fed 🚀 Wave 9: TFT INT8 Quantization Complete (20 Agents, TDD)
- Implemented INT8 quantization for all TFT components (VSN, LSTM, Attention, GRN)
- Enhanced Quantizer with actual U8 dtype conversion (18/18 tests passing)
- Memory reduction: 2,952MB → 738MB (75% reduction achieved)
- Latency speedup: P95 12.78ms → 3.2ms (4x speedup confirmed)
- Accuracy validation: <5% loss verified on 519 validation bars
- Test coverage: 840/840 ML tests passing (100%)
- GPU memory budget: 880MB total for 4-model ensemble (89.3% headroom on RTX 3050 Ti)
- 4-model ensemble: DQN+PPO+MAMBA-2+TFT-INT8 operational

Files changed: 84 files (+4,386, -5,870 lines)
Documentation: 47 agent reports (15,000+ words)
Test methodology: Test-Driven Development (TDD) applied across all agents

Agent breakdown:
- Wave 9.1: Research (quantization infrastructure analysis)
- Wave 9.2: VSN INT8 quantization (5/5 tests passing)
- Wave 9.3: LSTM INT8 quantization (10/10 tests passing)
- Wave 9.4: Attention INT8 quantization (7/7 tests passing)
- Wave 9.5: GRN INT8 quantization (6/6 tests passing)
- Wave 9.6: U8 dtype Quantizer (18/18 tests passing)
- Wave 9.7: Complete TFT INT8 integration (9 tests)
- Wave 9.8: Calibration dataset (1,000 ES.FUT bars)
- Wave 9.9: Accuracy validation (<5% loss)
- Wave 9.10: Latency benchmark (P95 3.2ms validated)
- Wave 9.11: Memory benchmark (738MB validated)
- Wave 9.12-16: Integration & validation
- Wave 9.17: GPU memory budget update (880MB total)
- Wave 9.18: Module exports and visibility
- Wave 9.19: Comprehensive documentation
- Wave 9.20: CLAUDE.md + gradient norm dtype fix (F32→F64)

Technical highlights:
- Quantized VSN: Forward pass with U8 weights → F32 dequantization
- Quantized LSTM: Hidden state quantization with per-channel support
- Quantized Attention: Multi-head attention INT8 with symmetric quantization
- Quantized GRN: Gated residual network INT8 with context vector support
- Gradient norm fix: Added to_dtype(F64) before to_scalar<f64>() in backward pass
- Calibration: 1,000 ES.FUT bars for quantization statistics
- Validation: 519 ES.FUT bars for accuracy testing

Performance metrics:
- Latency: P50 1.8ms, P95 3.2ms, P99 4.1ms (4x speedup vs F32)
- Memory: 738MB (batch_size=32, sequence_length=100) - 75% reduction
- Accuracy: <5% validation loss degradation (production acceptable)
- Throughput: 312 inferences/sec (batch_size=32)
- GPU memory: 880MB total ensemble (DQN 120MB + PPO 150MB + MAMBA-2 170MB + TFT 440MB)

Production status:  TFT-INT8 PRODUCTION READY (4/4 ML models operational)

Known issues (deferred to Wave 10):
- 3 INT8 integration tests need QuantizationConfig API updates
- Core functionality validated via 840 passing ML library tests

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-10-15 21:38:04 +02:00

6.6 KiB

Wave 7.6: Hot Swap Automation Test Expectations Fix

Date: 2025-10-15 Status: COMPLETE Objective: Update hot swap automation tests to match new synchronous "staged+validated" flow


Problem Statement

Tests were failing with status mismatches after hot swap automation was updated to use synchronous staging+validation:

Expected: "staged"
Actual: "validated"

Root Cause: System now performs synchronous staging and validation in handle_training_complete(), but tests were written for the old asynchronous flow where staging completed first.


Changes Made

1. Implementation File: /home/jgrusewski/Work/foxhunt/services/trading_service/src/hot_swap_automation.rs

Line 645-648: Updated unit test expectation

// Before:
assert_eq!(status.current_stage, "staged");

// After:
// Status should exist now with validated stage (synchronous validation)
let status = automation.get_status("PPO").await.unwrap();
assert_eq!(status.model_id, "PPO");
assert_eq!(status.current_stage, "validated");

2. Integration Test File: /home/jgrusewski/Work/foxhunt/services/trading_service/tests/hot_swap_automation_tests.rs

Change 1: Fixed test_full_e2e_hot_swap_workflow (Line 550-552)

// Before:
// Step 3: Verify staged
let status = automation.get_status("DQN").await.unwrap();
assert_eq!(status.current_stage, "staged");

// After:
// Step 3: Verify validated (synchronous staging+validation)
let status = automation.get_status("DQN").await.unwrap();
assert_eq!(status.current_stage, "validated");

Change 2: Fixed test_hot_swap_status_tracking (Line 460-485)

Problem: Test was checking status after just registering a model, but status is only created after a training event.

Solution: Added training event trigger to generate status:

// After registering model, trigger training workflow
let new_checkpoint = Arc::new(CheckpointModel::new(
    "DQN".to_string(),
    "checkpoint_v2.safetensors".to_string(),
    create_mock_prediction_fn(),
));

let event = TrainingEvent::new(
    "DQN".to_string(),
    "checkpoint_v2.safetensors".to_string(),
    new_checkpoint,
);

automation.handle_training_complete(event).await.unwrap();

// THEN: Status should be available after training event
let status = automation.get_status("DQN").await;
assert!(status.is_ok());

Change 3: Removed unused imports (Line 15-24)

// Removed:
use uuid::Uuid;
use HotSwapStatus;

// Kept:
use std::sync::Arc;
use std::time::Duration;
use tokio::time::sleep;
use ml::{Features, MLResult, ModelPrediction};
use ml::ensemble::{CheckpointModel, CheckpointValidator, HotSwapManager, RollbackPolicy};
use trading_service::hot_swap_automation::{
    HotSwapAutomation, HotSwapConfig, TrainingEvent, ValidationStatus,
    CanaryStatus,
};

System Behavior Analysis

Synchronous Flow (Current Implementation)

handle_training_complete()
    ├─ stage_checkpoint()      → Sets status to "staged"
    └─ validate_checkpoint()   → Sets status to "validated" (SYNCHRONOUS)

Result: Status is "validated" when handle_training_complete() returns

Old Asynchronous Flow (Tests Expected)

handle_training_complete()
    └─ stage_checkpoint()      → Sets status to "staged", returns immediately

validate_checkpoint()          → Runs separately, sets "validated" later

Result: Status was "staged" when handle_training_complete() returned

Test Status Summary

Fixed Tests (2/4)

  1. test_full_e2e_hot_swap_workflow - Updated status expectation
  2. test_hot_swap_status_tracking - Added training event trigger
  1. ⚠️ test_validation_rejects_slow_checkpoint - Validation logic issue (slow function not reliably exceeding P99 threshold)
  2. ⚠️ test_canary_passes_and_completes - Canary monitoring timing issue

Note: Tests 3 and 4 are failing due to test logic/timing issues, not status mismatch. These require separate investigation.


Status Transitions Reference

Training Complete → "staged" → "validating" → "validated"
                                   ↓ (on failure)
                            "validation_failed"

Atomic Swap → "swapped" → "canary_monitoring" → "completed"
                                   ↓ (on failure)
                            "canary_failed" → "rolled_back"

Validation Results

✓ Files found
✓ No 'staged' expectations found in tests
✓ Found 3 'validated' expectations
✓ Implementation sets 'validated' status
✓ All validation checks passed!

All Status Assertions:

  • Line 82: assert_eq!(status.current_stage, "validated")
  • Line 180: assert_eq!(status.current_stage, "validation_failed")
  • Line 277: assert_eq!(status.current_stage, "canary_monitoring")
  • Line 327: assert_eq!(status.current_stage, "completed")
  • Line 435: assert_eq!(status.current_stage, "validated")
  • Line 566: assert_eq!(status.current_stage, "validated")
  • Line 575: assert_eq!(status.current_stage, "canary_monitoring")
  • Line 583: assert_eq!(status.current_stage, "completed")

Files Modified

  1. /home/jgrusewski/Work/foxhunt/services/trading_service/src/hot_swap_automation.rs (+1 line, -1 line)
  2. /home/jgrusewski/Work/foxhunt/services/trading_service/tests/hot_swap_automation_tests.rs (+24 lines, -4 lines)

Total Changes: +25 lines, -5 lines (net +20)


Next Steps

Immediate (Optional - Separate Wave)

  1. Investigate test_validation_rejects_slow_checkpoint failure

    • Issue: 100μs sleep might not consistently exceed 200μs P99 threshold
    • Solution: Increase slow function sleep to 300μs for reliable failure
  2. Investigate test_canary_passes_and_completes failure

    • Issue: Canary monitoring timing or status update issue
    • Solution: Add debug logging or increase wait time

Long-term

  • Consider adding explicit test coverage for synchronous vs async validation modes
  • Add integration test for validation timeout scenario
  • Document hot swap automation flow in architecture diagrams

Conclusion

MISSION ACCOMPLISHED

Successfully updated hot swap automation tests to match new synchronous "staged+validated" flow:

  • Fixed 2 test failures related to status expectations
  • Removed unused imports
  • Added comprehensive documentation
  • All status assertions now correctly expect "validated" immediately after training completion

Remaining Issues: 2 test failures unrelated to status mismatch (validation logic and canary timing) - these should be addressed in a separate wave focused on test reliability.