jgrusewski ed1a9fa59d feat(ml): wire dead GPU optimizations — data preloading + PPO mixed precision forward ...

Quality audit found 2 dead code paths in the GPU optimization commit:

1. Data caching: preload_data() was defined on all 10 hyperopt adapters
   but never called. Now wired in both hyperopt binaries (RL + supervised)
   before the trial loop. Each model preloads training data once into
   Arc<Vec<...>>, eliminating per-trial disk I/O.

2. PPO mixed precision: config.mixed_precision was stored but never used
   in forward passes. Added forward_mixed() to PolicyNetwork and
   ValueNetwork (same BF16/FP16 pattern as DQN's NetworkLayers). Stored
   on network structs and auto-applied via forward(). Wired in
   PPO::with_device() for MLP networks.

Also fixes missing mixed_precision field in 2 test files and
trading_service PPOConfig literal.

5 files changed, +152/-20. 2418 tests pass, workspace compiles clean.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>

2026-03-01 18:23:03 +01:00

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common

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edge_cases

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fixtures

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integration

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regression

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unit

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validation

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ab_testing_integration.rs

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action_loader_real_csv_test.rs

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action_masking_smoke_test.rs

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activation_tests.rs

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adx_features_test.rs

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async_data_loading_benchmark.rs

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barrier_optimization_test.rs

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bayesian_changepoint_test.rs

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bessel_correction_test.rs

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bug16_portfolio_features_test.rs

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bug18_cash_reserve_solvency_test.rs

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bug20_portfolio_normalization_test.rs

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bug21_bug22_bug23_compilation_fixes_test.rs

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bug24_bug25_compilation_fixes_test.rs

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bug28_unused_import_test.rs

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cash_accounting_fix_test.rs

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cash_reserve_requirement_test.rs

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checkpoint_test.rs

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configurable_capital_test.rs

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contract_multiplier_test.rs

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cusum_test.proptest-regressions

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debug_position_delta_test.rs

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diffusion_integration.rs

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dqn_accumulation_convergence_test.rs

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dqn_action_dependent_reward_test.rs

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dqn_action_masking_integration_test.rs

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dqn_action_position_sign_convention_test.rs

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dqn_activity_penalty_fix_test.rs

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dqn_adapter_paths_test.rs

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dqn_advanced_metrics_integration_test.rs

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dqn_barrier_integration_debug_test.rs

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dqn_c51_shape_validation_test.rs

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dqn_checkpoint_loading_test.rs

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dqn_diagnostic_logging_test.rs

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dqn_diversity_penalty_test.rs

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dqn_dueling_batched_wave62_test.rs

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dqn_early_stopping_termination_test.rs

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dqn_episode_boundaries_test.rs

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dqn_feature_cache_test.rs

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dqn_feature_defaults_test.rs

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dqn_gradient_accumulation_test.rs

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dqn_gradient_collapse_root_cause_test.rs

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dqn_gradient_dtype_simple_test.rs

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dqn_hyperopt_json_export_test.rs

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dqn_hyperopt_test.rs

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dqn_hyperparams_kelly_fields_test.rs

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dqn_inference_test.rs

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dqn_kelly_regime_integration_test.rs

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dqn_logit_clipping_bug12_test.rs

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dqn_long_training_test.rs

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dqn_pnl_calculation_tests.rs

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dqn_rainbow_config_test.rs

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dqn_rainbow_test.rs

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dqn_reward_calculation_test.rs

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dqn_tensor_shape_validation.rs

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dqn_transaction_costs_test.rs

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dqn_use_double_dqn_test.rs

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dropout_scheduler_tests.rs

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ensemble_4_models_integration.rs

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ensemble_hyperopt_tests.rs

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feature_normalization_test.rs

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gradient_accumulation_tests.rs

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huber_loss_test.rs

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hyperopt_action_masking_test.rs

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mbp10_parsing_test.rs

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pnl_realism_tests.rs

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portfolio_value_normalization_test.rs

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ppo_45_action_network_tests.rs

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ppo_recurrent_integration_tests.rs

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ppo_recurrent_performance_tests.rs

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recovery_tests.rs

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regime_transition_features_test.rs

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risk_position_limit_integration_test.rs

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scatter_add_gradient_test.rs

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softmax_exploration_test.rs

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streaming_pipeline_edge_cases.rs

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target_update_tests.rs

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test_dbn_sequence_256_features.rs

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test_dqn_cuda_device.rs

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test_extract_256_dim_features.rs

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test_grn_weight_initialization.rs

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test_quantile_output_standalone.rs

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test_quantized_exports.rs

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test_scatter_source_gradients.rs

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test_sell_bug.rs

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test_streaming_loader.rs

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test_tft_weight_cache.rs

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test_var_gradient_flow.rs

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test_var_source_gradients.rs

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tft_adapter_paths_test.rs

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tft_causal_masking_validation.rs

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tft_hyperopt_real_metrics_test.rs

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tft_inference_latency_benchmark.rs

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tft_lru_cache_test.rs

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tft_quantile_loss_validation.rs

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tft_real_dbn_data_test.rs

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TFT_TEST_REPORT.md

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tft_test.rs

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tft_tests.rs

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training_chaos_tests.rs

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training_edge_cases.rs

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transaction_cost_application_test.rs

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transition_matrix_test.rs

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triple_barrier_test.rs

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validation_harness_integration_test.rs

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validation_real_data_test.rs

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varmap_weight_extraction_test.rs

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volatility_epsilon_test.rs

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wave16_checkpoint_regression_test.rs

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wave16q_ohlcv_mutation_test.rs

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wave16r_position_limits_test.rs

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wave16s_price_validation_test.rs

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wave_d_e2e_nq_fut_225_features_enhanced_test.rs

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wave_d_e2e_nq_fut_225_features_test.rs

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wave_d_edge_cases_test.rs

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xlstm_integration.rs

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