Reinforcement Learning
Transformers
English
post-training
distillation
agentic-coding
composer-2.5
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Instructions to use Codeseys/composer-replication-framework with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Codeseys/composer-replication-framework with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("Codeseys/composer-replication-framework", dtype="auto") - Notebooks
- Google Colab
- Kaggle
File size: 1,720 Bytes
7a55e1e bd0c358 7a55e1e bd0c358 7a55e1e bd0c358 7a55e1e bd0c358 7a55e1e | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 | """composer_replication.safety — run-level collapse safeguards.
The #2 collapse safeguard for the self-evolving RL flywheel: a held-out disjoint
eval + a depth/generation kill-switch. The per-task controls live in
``composer_replication.datagen`` (4-gate validator, ``HackMonitor`` provenance,
sandbox denylist); this package adds the missing ACROSS-GENERATION / run-level
control that watches in-loop (proxy) reward against a disjoint held-out (real)
eval and HALTS the run when collapse / reward-hacking is caught in the act.
Public surface:
- HeldOutGuard — the stateful kill-switch (kill_switch.py)
- TripwireStatus — the structured per-update verdict (.fire / .halt / .reason /
.proxy_real_gap)
- CollapseStopError — typed exception for exception-based trainer control flow
- kl_token_trust_filter — per-token KL trust-region mask (torchrl KL-Mask analog)
- HeldoutSplit / HeldoutOverlapError — the train/held-out set-disjointness
enforcer (holdout.py) that keeps the guard's proxy-real gap
signal meaningful (a held-out set that drifts into the train
set makes the gap meaningless).
Pure-Python, no torch / cloud deps. See docs/adrs/ADR-015-holdout-killswitch.md.
"""
from __future__ import annotations
from composer_replication.safety.holdout import (
HeldoutOverlapError,
HeldoutSplit,
)
from composer_replication.safety.kill_switch import (
CollapseStopError,
HeldOutGuard,
TripwireStatus,
kl_token_trust_filter,
)
__all__ = [
"HeldOutGuard",
"TripwireStatus",
"CollapseStopError",
"kl_token_trust_filter",
"HeldoutSplit",
"HeldoutOverlapError",
]
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