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…tLimitCallback) - Add callbacks.py: AbstractCallback base, CallbackList dispatcher, ConsoleProgressCallback, BudgetLimitCallback - Wire CallbackList into ExpArgs.run() at 5 lifecycle points (on_exp_start, on_step_start, on_action_selected, on_step_end, on_exp_end) - Add callbacks field to ExpArgs dataclass (default=[]) -- 100% backward-compatible - Export public API from experiments/__init__.py - Add 24 unit tests in tests/experiments/test_callbacks.py (all passing)
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@Surya-5555 kindly review the integrations.......!!! |
sriram687
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Experiment Lifecycle Callbacks
Summary
ExpArgs.run()now broadcasts structured events at five hook points, so researchers can attach monitoring, safety guardrails, and dashboard integrations without modifying any core loop code.Motivation
As described in #417, the existing loop is a closed, synchronous black box. In practice this causes three problems:
Backward Compatibility
No existing behaviour changes. The
callbacksfield defaults to[], soCallbackListiterates over an empty list — zero overhead. All existing tests pass unchanged.Verification
Usage Example
PROOF OF WORK