jgrusewski d980fdedf7 feat(generalization): #7 counterfactual + #20 lottery ticket + remove enable_ flags ...

Task 7 — Counterfactual Experience Augmentation:
Every timestep writes BOTH original AND mirror experience to output.
Mirror action: exposure_idx → (b0_size-1) - exposure_idx (L100↔S100).
Mirror reward: -reward. Output buffers are 2x for counterfactual.
Always active — no enable_ flag. Doubles effective data diversity.

Task 20 — Lottery Ticket Pruning:
lottery_ticket_mask kernel: zeros pruned weights in f32 + bf16 after Adam.
lottery_ticket_compute_mask kernel: magnitude threshold → binary mask.
At pruning epoch (50): read all weights, sort by |w|, bottom 70% → mask=0.
After that: mask applied every training step (one kernel launch).
Invalidates CUDA graphs on mask creation (new step structure).

Enable_ flag removal:
ALL enable_ conditionals removed from hot paths. One production path.
- enable_domain_randomization → removed (always randomize)
- enable_mirror_universe → removed (always mirror odd epochs)
- enable_vol_normalization → removed (always normalize)
- enable_anti_lr → removed (always anti-intuitive LR)
- enable_gradient_vaccine → removed (always project gradients)
- enable_causal_intervention → removed (always run interventions)
- enable_adversarial_self_play → removed (always saboteur active)
- enable_counterfactual → never added (always counterfactual)

Domain randomization GPU kernels: removed enable_jitter and enable_dr
parameters from CUDA kernel signatures. Kernels always randomize.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

2026-03-30 12:34:17 +02:00

..

backtesting

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

common

feat: gradient stability + 9-agent audit bug fixes

2026-03-27 19:52:44 +01:00

config

fix(ci): clippy test-gate uses --lib, fix pre-existing lint errors

2026-03-12 19:10:18 +01:00

ctrader-openapi

fix: tune log levels across workspace — demote noisy warn to debug/trace

2026-03-14 11:35:15 +01:00

data

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

database

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

market-data

docs: create/update README.md for all 17 crates

2026-03-01 22:47:39 +01:00

ml

feat(generalization): #7 counterfactual + #20 lottery ticket + remove enable_ flags

2026-03-30 12:34:17 +02:00

ml-asset-selection

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-backtesting

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-checkpoint

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-core

fix(cuda): remove --use_fast_math, eliminate cross-stream NaN race, f32 rewards/dones

2026-03-29 16:18:37 +02:00

ml-data

docs: create/update README.md for all 17 crates

2026-03-01 22:47:39 +01:00

ml-data-validation

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-dqn

feat(generalization): #30 native f32 experience pipeline — zero bf16 truncation

2026-03-30 12:08:34 +02:00

ml-ensemble

feat(ensemble): GPU-native ensemble reduce kernel, remove CPU fallbacks

2026-03-29 22:35:37 +02:00

ml-explainability

feat(ensemble): GPU-native ensemble reduce kernel, remove CPU fallbacks

2026-03-29 22:35:37 +02:00

ml-features

fix(ml): BF16/F32 boundary alignment, GPU-resident ops across all ML crates

2026-03-15 11:59:31 +01:00

ml-hyperopt

refactor: LHS is the correct algorithm for small budgets, not a fallback

2026-03-29 19:18:47 +02:00

ml-labeling

fix(clippy): ml-supervised + ml-core + thin crates — 34 errors fixed

2026-03-19 00:39:03 +01:00

ml-observability

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-paper-trading

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-ppo

fix(cuda): remove --use_fast_math, eliminate cross-stream NaN race, f32 rewards/dones

2026-03-29 16:18:37 +02:00

ml-regime

refactor(cuda): eliminate all CPU fallbacks — CUDA mandatory across ML stack

2026-03-16 21:01:28 +01:00

ml-regime-detection

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-risk

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-security

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-stress-testing

fix(clippy): achieve zero warnings across entire workspace

2026-03-10 13:18:57 +01:00

ml-supervised

feat(bf16): ml-dqn, ml-ppo, ml-supervised, ml-ensemble, ml-explainability compile clean

2026-03-28 01:51:45 +01:00

ml-universe

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

ml-validation

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

model_loader

fix(clippy): resolve all clippy warnings across entire workspace (--all-targets)

2026-03-13 10:18:35 +01:00

risk

refactor: eliminate candle from entire workspace — tests, examples, Cargo.toml

2026-03-18 00:53:47 +01:00

risk-data

fix: tune log levels across workspace — demote noisy warn to debug/trace

2026-03-14 11:35:15 +01:00

storage

docs: create/update README.md for all 17 crates

2026-03-01 22:47:39 +01:00

trading_engine

fix(ml): BF16/F32 boundary alignment, GPU-resident ops across all ML crates

2026-03-15 11:59:31 +01:00

trading-data

docs: create/update README.md for all 17 crates

2026-03-01 22:47:39 +01:00

training_uploader

feat: implement all 15 fxt CLI commands with real gRPC calls

2026-03-03 22:16:35 +01:00