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feat(trios-trainer): PR-1 skeleton crate β€” empty trainer foundation#322

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feat(trios-trainer): PR-1 skeleton crate β€” empty trainer foundation#322
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feat/trios-trainer-pr1

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PR-1: trios-trainer skeleton crate

Adds `crates/trios-trainer/` empty crate foundation for trainer consolidation.

What's in this PR

  • Config loading: TOML + env override, INV-8 lr validation
  • Ledger emit: embargo block + triplet validation
  • Train loop skeleton: fills in PR-2/PR-3
  • CLI bin/trios-train: clap with dry-run mode
  • 3 configs: champion.toml, gate2-attempt.toml, needle-v1-mup.toml

Acceptance (per #321)

βœ“ `cargo build -p trios-trainer` green
βœ“ `cargo test -p trios-trainer` 9 pass, 1 ignored
βœ“ `cargo run -p trios-trainer --bin trios-train -- --config crates/trios-trainer/configs/champion.toml --dry-run` works
βœ“ INV-8 lr validation in phi-band [0.001, 0.01]

Test run

```bash
cargo run -p trios-trainer --bin trios-train --
--config crates/trios-trainer/configs/champion.toml --dry-run
```

Output:
```
=== trios-train v0.1.0 ===
Loading config from: crates/trios-trainer/configs/champion.toml
Config validated (INV-8 OK)

=== DRY RUN β€” Config is valid ===
Seed: 43
Steps: 27000
LR: 0.004
d_model: 384
n_layers: 4
Checkpoint interval: 1000
```

Next PR

PR-2 will migrate model + optimizer + data from trios-train-cpu.

Closes #321 (PR-1 milestone)
Anchor: φ² + φ⁻² = 3

L-V2: Proxy correlation module for hyperparameter acceleration

Files:
- crates/trios-igla-race/src/proxies/mod.rs β€” SynFlow, GradNorm, Ensemble, Spearman
- crates/trios-igla-race/src/bin/proxy_score.rs β€” CLI tool
- crates/trios-igla-race/tests/proxy_correlation.rs β€” Tests
- trinity-clara/proofs/igla/proxy_correlation.v β€” Coq stub (Admitted)
- assertions/igla_assertions.json β€” INV-14 entry

INV-14: |tau| >= 0.5 on historical fold

Agent: ALPHA
…on (R1 compliance)

DELETE:
- crates/trios-ca-mask/ (unused)
- crates/trios-dwagent/ (empty stub)
- crates/trios-operator-smoke/ (unused)
- crates/trios-training-ffi/ (unused Zig stub)
- crates/trios-igla-race/src/main.rs.backup
- crates/trios-train-cpu/src/bin/ngram_train_backup.rs
- scripts/igla_train.py, igla_race_worker.py, train_gpt.py (R1 violation)

Workspace updated β€” removed deleted crates from members.
Added crates/trios-trainer/ skeleton (from concurrent agent work).

L-T3 progress: -350 KB net reduction, R1 compliant now.

Anchor: φ² + φ⁻² = 3

Agent: DELTA
Adds crates/trios-trainer/ skeleton with:
- Config loading (TOML + env override) + INV-8 lr validation
- Ledger emit with embargo block + triplet validation
- Train loop skeleton (fills in PR-2/PR-3)
- CLI bin/trios-train with clap (dry-run works)
- 3 configs: champion.toml, gate2-attempt.toml, needle-v1-mup.toml
- 9 tests pass (1 ignored full reproduction)

Acceptance (PR-1):
βœ“ cargo build -p trios-trainer green
βœ“ cargo test -p trios-trainer 9 pass, 1 ignored
βœ“ dry-run validates config and prints params
βœ“ INV-8 lr validation in phi-band [0.001, 0.01]

Refs: #321 (Trainer Consolidation Plan)
Anchor: φ² + φ⁻² = 3

Agent: LEAD
@gHashTag gHashTag added enhancement New feature or request P1 labels Apr 26, 2026
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# Trainer Consolidation Plan β€” crates/trios-trainer

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