feat: Add limit on goal tactic trials
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@ -1,6 +1,7 @@
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#!/usr/bin/env python3
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import subprocess, json, argparse
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from typing import Optional
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from pathlib import Path
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from pantograph.server import Server
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from pantograph.search import SearchResult
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@ -16,10 +17,16 @@ def read_test_data(use_valid: bool):
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with open(jsonl_path, 'r') as f:
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return [json.loads(l) for l in list(f)]
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def try_test_data(server, agent, entry: dict, max_steps: int) -> SearchResult:
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def try_test_data(server, agent, entry: dict, max_steps: int) -> Optional[SearchResult]:
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e = entry["formal_statement"]
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informal_stmt = entry["informal_stmt"]
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informal_proof = entry["informal_proof"]
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key_position = e.find('theorem')
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if key_position == -1:
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# Can't output anything for this one
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return None
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e = e[key_position:]
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key_theorem, name, e = e.split(' ', 2)
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e, tail = e.split(':=', 1)
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target = "forall " + ','.join(e.rsplit(':', 1))
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@ -45,7 +52,7 @@ if __name__ == '__main__':
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parser.add_argument('--use-hammer', action='store_true')
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parser.add_argument('--validation', action='store_true')
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parser.add_argument('--use-llm', action='store_true')
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parser.add_argument('-s', '--max-steps', default=1000)
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parser.add_argument('-s', '--max-steps', default=200)
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args = parser.parse_args()
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project_path, lean_path = get_project_and_lean_path()
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@ -56,7 +63,14 @@ if __name__ == '__main__':
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server = Server(imports=["Mathlib"], project_path=project_path, lean_path=lean_path)
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agent = LLMAgent(server, use_hammer=args.use_hammer, use_llm=args.use_llm)
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for datum in test_data:
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result = try_test_data(server, agent, datum, max_steps=args.max_steps)
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file_name = output_file_name(datum, args.use_hammer, args.use_llm)
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with open(file_name, 'w') as f:
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json.dump({ 'id': datum['id'], 'success': result.success, 'steps': result.steps }, f)
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if file_name.is_file():
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print(f"Skipping {datum['id']}")
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continue
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result = try_test_data(server, agent, datum, max_steps=args.max_steps)
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if result is None:
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with open(file_name + '-placeholder', 'w') as f:
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json.dump({ 'id': datum['id'] }, f)
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else:
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with open(file_name, 'w') as f:
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json.dump({ 'id': datum['id'], 'success': result.success, 'steps': result.steps }, f)
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@ -17,6 +17,13 @@ class SearchState:
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def __post_init__(self):
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assert len(self.priorities) == len(self.state.goals)
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self.solved = [False for _ in self.state.goals]
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self.trials = [0 for _ in self.state.goals]
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@property
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def next_goal_id(self) -> int:
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goal_id, _ = max([(i, prio) for i, prio in enumerate(self.priorities) if not self.solved[i]],
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key=lambda x:x[1])
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return goal_id
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@property
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def is_root(self) -> bool:
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@ -55,7 +62,8 @@ class Agent:
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target: Expr,
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informal_stmt: str = "",
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informal_proof: str = "",
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max_steps: int = 1000,
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max_steps: int = 100,
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max_trial_per_goal: int = 5,
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verbose: bool = False) -> SearchResult:
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search_stack = [SearchState(state=server.goal_start(target),
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@ -89,11 +97,15 @@ class Agent:
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continue
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# Find the unsolved goal with the highest priority
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goal_id, _ = max([(i, prio) for i, prio in enumerate(search_state.priorities) if not search_state.solved[i]],
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key=lambda x:x[1])
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goal_id = search_state.next_goal_id
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if search_state.trials[goal_id] > max_trial_per_goal:
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# force halt the search
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tactic = None
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else:
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# Generate tactic for this goal
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tactic = self.next_tactic(search_state.state, goal_id, informal_stmt, informal_proof)
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# Generate tactic for this goal
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tactic = self.next_tactic(search_state.state, goal_id, informal_stmt, informal_proof)
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print("????next tactic: ", tactic)
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if not tactic:
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# pop the current state and continue to the next
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@ -98,6 +98,7 @@ class Server:
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def goal_start(self, expr: Expr) -> GoalState:
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result = self.run('goal.start', {"expr": str(expr)})
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if "error" in result:
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print(f"Cannot start goal: {expr}")
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raise ServerError(result["desc"])
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return GoalState(state_id=result["stateId"], goals=[Goal.sentence(expr)], _sentinel=self.to_remove_goal_states)
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