FlakeForge / __init__.py
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"""FlakeForge V3 — Unified Agent Architecture for Flaky Test Repair.
V3 Key Changes:
- Unified agent: single model generates <think> + <patch> in one pass
- No LLM judge: 6-signal verifiable reward from execution outcomes
- Deep flakiness detection: AST-based module cache, fixture, mock, import, async patterns
- Free-form patches: search/replace hunks instead of hardcoded 7-action space
- GRPO training: group-relative policy optimization with verifiable reward
"""
from .models import (
FlakeForgeAction,
FlakeForgeObservation,
FlakeForgeState,
RunRecord,
PatchRecord,
RewardBreakdown,
ROOT_CAUSE_TYPES,
failure_mode_entropy,
# Backward compatible aliases
FlakeforgeAction,
FlakeforgeObservation,
)
from .agent.unified_agent import (
UnifiedFlakeForgeAgent,
build_unified_prompt,
extract_think,
extract_patch,
extract_category_from_think,
)
from .server.FlakeForge_environment import (
FlakeForgeEnvironment,
create_flakeforge_environment,
)
from .server.reward import compute_verifiable_reward
from .server.patch_applier import apply_search_replace_patch, parse_search_replace_hunks
from .server.deep_flakiness import build_deep_observation_signals
from .client import FlakeForgeClient
__all__ = [
# Models
"FlakeForgeAction",
"FlakeForgeObservation",
"FlakeForgeState",
"RunRecord",
"PatchRecord",
"RewardBreakdown",
"ROOT_CAUSE_TYPES",
"failure_mode_entropy",
"FlakeforgeAction",
"FlakeforgeObservation",
# Agent
"UnifiedFlakeForgeAgent",
"build_unified_prompt",
"extract_think",
"extract_patch",
"extract_category_from_think",
# Environment
"FlakeForgeEnvironment",
"create_flakeforge_environment",
# Reward
"compute_verifiable_reward",
# Patch
"apply_search_replace_patch",
"parse_search_replace_hunks",
# Detection
"build_deep_observation_signals",
# Client
"FlakeForgeClient",
]