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@@ -0,0 +1,42 @@
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from __future__ import annotations
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import copy
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from pathlib import Path
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from typing import Any, Dict
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import yaml
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AGENT_DIR = Path(__file__).resolve().parent.parent
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def _deep_merge(base: Dict[str, Any], override: Dict[str, Any]) -> Dict[str, Any]:
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out = copy.deepcopy(base)
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for k, v in override.items():
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if k in out and isinstance(out[k], dict) and isinstance(v, dict):
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out[k] = _deep_merge(out[k], v)
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else:
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out[k] = copy.deepcopy(v)
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return out
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def default_config() -> Dict[str, Any]:
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example = AGENT_DIR / "config.example.yaml"
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if example.is_file():
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with example.open("r", encoding="utf-8") as f:
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return yaml.safe_load(f) or {}
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return {}
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def load_config() -> Dict[str, Any]:
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path = AGENT_DIR / "config.yaml"
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base = default_config()
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if not path.is_file():
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return base
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with path.open("r", encoding="utf-8") as f:
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user = yaml.safe_load(f) or {}
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return _deep_merge(base, user)
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def workspace_path(cfg: Dict[str, Any]) -> Path:
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rel = cfg.get("workspace_root", "..")
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return (AGENT_DIR / rel).resolve()
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@@ -0,0 +1,210 @@
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from __future__ import annotations
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import json
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import time
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import traceback
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from typing import Any, Dict, List
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from .config import load_config, workspace_path
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from .memory import append_journal, load_evolution, maybe_update_evolution, tail_journal
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from .ollama_client import chat
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from .tools import ToolExecutor, ToolError, parse_model_json
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ACTION_SCHEMA = r"""
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You must reply with ONLY a single raw JSON object (no markdown fences, no commentary) of this form:
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{
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"reflection": "short reasoning",
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"actions": [
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{"type": "list_dir", "path": "frontline/units"},
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{"type": "read_file", "path": "relative/path/from/repo/root.mq5"},
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{"type": "write_file", "path": "self-coding-agent/generated/example.txt", "content": "file contents"},
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{"type": "fetch_url", "url": "https://..."},
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{"type": "run_backtest", "strategy": "RSIReversalStrategy", "symbol": "XAUUSD", "start": "2023-01-01", "end": "2024-01-01", "timeframe": "H1"},
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{"type": "run_python", "script_relative": "backtesting/MT5/test_setup.py", "args": []}
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]
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}
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Rules:
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- Paths are relative to the repository root and must stay under allowed prefixes.
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- Prefer reading before writing; keep edits minimal and compile-friendly for MQL5.
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- Use fetch_url for MQL5 documentation pages when unsure about APIs.
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- run_backtest uses the repo's Python MT5 harness (MetaTrader 5 terminal must be installed/running).
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- If you only need to think, use an empty actions list.
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"""
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def build_system_message(cfg: Dict[str, Any]) -> str:
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mission = str(cfg.get("mission") or "").strip()
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prefixes = cfg.get("allowed_path_prefixes") or []
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return (
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mission
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+ "\n\nAllowed path prefixes (read/write/list):\n"
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+ "\n".join(f"- {p}" for p in prefixes)
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+ "\n\n"
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+ ACTION_SCHEMA
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)
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def build_user_message(
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iteration: int,
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last_results: str,
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journal_tail: str,
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evolution_hint: str,
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) -> str:
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parts = [
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f"Iteration: {iteration}",
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"Previous tool results (JSON):\n```json\n"
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+ last_results
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+ "\n```",
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]
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if journal_tail.strip():
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parts.append("Recent journal (tail):\n" + journal_tail)
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if evolution_hint.strip():
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parts.append("Evolution memory hint:\n" + evolution_hint)
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parts.append(
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"Plan the next improvements and output your JSON response. "
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"If this is iteration 1 and there is no parse error yet, prefer list_dir/read_file only; "
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"avoid run_backtest until you have read relevant code."
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)
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return "\n\n".join(parts)
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def run_loop(
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*,
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max_iterations: int | None = None,
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model: str | None = None,
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sleep_seconds: float | None = None,
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mt5_backtest_enabled: bool | None = None,
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) -> None:
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cfg = load_config()
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if mt5_backtest_enabled is not None:
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cfg.setdefault("mt5_backtest", {})["enabled"] = bool(mt5_backtest_enabled)
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ws = workspace_path(cfg)
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ex = ToolExecutor(cfg, ws)
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ollama = cfg.get("ollama") or {}
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base_url = str(ollama.get("base_url", "http://127.0.0.1:11434"))
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model_name = str(model or ollama.get("model", "llama3.2"))
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options = ollama.get("options") or {}
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loop_cfg = cfg.get("loop") or {}
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max_iters = int(max_iterations if max_iterations is not None else loop_cfg.get("max_iterations", 0))
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sleep_s = float(sleep_seconds if sleep_seconds is not None else loop_cfg.get("sleep_seconds", 2.0))
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err_limit = int(loop_cfg.get("consecutive_error_limit", 15))
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mem_cfg = cfg.get("memory") or {}
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journal_max = int(mem_cfg.get("journal_max_lines", 80))
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system = build_system_message(cfg)
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iteration = 0
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consecutive_errors = 0
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last_results_json = json.dumps({"info": "No previous tool results yet."})
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while True:
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iteration += 1
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if max_iters and iteration > max_iters:
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print(f"Stopping: reached max_iterations={max_iters}", flush=True)
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return
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ev = load_evolution(cfg)
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ev_notes = ev.get("notes") or []
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evolution_hint = ""
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if ev_notes:
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evolution_hint = json.dumps(ev_notes[-3:], ensure_ascii=False)
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journal_tail = tail_journal(cfg, journal_max)
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user = build_user_message(iteration, last_results_json, journal_tail, evolution_hint)
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messages: List[Dict[str, str]] = [
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{"role": "system", "content": system},
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{"role": "user", "content": user},
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]
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try:
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raw = chat(base_url, model_name, messages, options=options)
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try:
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plan = parse_model_json(raw)
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except json.JSONDecodeError:
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tail = raw if len(raw) <= 4000 else raw[:4000] + "\n...[truncated]..."
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print("Model returned non-JSON; raw (truncated):\n" + tail + "\n---", flush=True)
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raise
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actions = plan.get("actions") or []
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if not isinstance(actions, list):
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raise ValueError("actions must be a list")
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results: List[Dict[str, Any]] = []
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backtest_blob = ""
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max_actions = 12
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for i, action in enumerate(actions[:max_actions]):
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if not isinstance(action, dict):
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results.append({"ok": False, "error": "action must be an object"})
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continue
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try:
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r = ex.execute(action)
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results.append({"action": action, "result": r})
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if action.get("type") == "run_backtest":
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stdout = str((r or {}).get("stdout") or "")
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stderr = str((r or {}).get("stderr") or "")
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backtest_blob = stdout + "\n" + stderr
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except ToolError as e:
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results.append({"action": action, "result": {"ok": False, "error": str(e)}})
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except Exception as e:
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results.append(
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{"action": action, "result": {"ok": False, "error": f"{type(e).__name__}: {e}"}}
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)
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last_results_json = json.dumps(
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{
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"reflection": plan.get("reflection"),
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"parsed_ok": True,
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"tool_results": results,
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},
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ensure_ascii=False,
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)
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if backtest_blob.strip():
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maybe_update_evolution(cfg, iteration, backtest_blob)
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append_journal(
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cfg,
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{
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"iteration": iteration,
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"reflection": plan.get("reflection"),
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"actions": actions[:max_actions],
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"ok": True,
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},
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)
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consecutive_errors = 0
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print(
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f"[iter {iteration}] ok reflection={str(plan.get('reflection', ''))[:160]!r} "
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f"actions={len(actions[:max_actions])}",
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flush=True,
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)
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time.sleep(max(0.0, sleep_s))
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except KeyboardInterrupt:
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print("Interrupted by user; exiting.", flush=True)
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return
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except Exception as e:
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consecutive_errors += 1
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err_text = f"{type(e).__name__}: {e}\n{traceback.format_exc()[-4000:]}"
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print(err_text, flush=True)
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append_journal(
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cfg,
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{
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"iteration": iteration,
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"ok": False,
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"error": err_text,
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},
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)
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last_results_json = json.dumps({"parse_or_run_error": err_text}, ensure_ascii=False)
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backoff = min(300.0, float(2 ** min(consecutive_errors, 8)))
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if consecutive_errors >= err_limit:
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print(
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f"Many consecutive errors ({consecutive_errors}); sleeping {backoff:.1f}s before retry.",
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flush=True,
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)
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time.sleep(backoff)
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@@ -0,0 +1,83 @@
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from __future__ import annotations
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import json
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from datetime import datetime, timezone
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from pathlib import Path
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from typing import Any, Dict, List
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from .config import AGENT_DIR
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def _utc_now_iso() -> str:
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return datetime.now(timezone.utc).replace(microsecond=0).isoformat()
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def journal_path(cfg: Dict[str, Any]) -> Path:
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return AGENT_DIR / "state" / "journal.jsonl"
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def evolution_path(cfg: Dict[str, Any]) -> Path:
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rel = (cfg.get("memory") or {}).get("evolution_path", "state/evolution.json")
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return (AGENT_DIR / rel).resolve()
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def append_journal(cfg: Dict[str, Any], record: Dict[str, Any]) -> None:
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p = journal_path(cfg)
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p.parent.mkdir(parents=True, exist_ok=True)
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line = json.dumps(record, ensure_ascii=False) + "\n"
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with p.open("a", encoding="utf-8") as f:
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f.write(line)
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def tail_journal(cfg: Dict[str, Any], max_lines: int) -> str:
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p = journal_path(cfg)
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if not p.is_file():
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return ""
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lines: List[str] = []
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with p.open("r", encoding="utf-8") as f:
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for line in f:
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lines.append(line.rstrip("\n"))
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tail = lines[-max_lines:] if max_lines > 0 else lines
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return "\n".join(tail)
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def load_evolution(cfg: Dict[str, Any]) -> Dict[str, Any]:
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p = evolution_path(cfg)
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if not p.is_file():
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return {
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"version": 1,
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"created": _utc_now_iso(),
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"best": None,
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"notes": [],
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}
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with p.open("r", encoding="utf-8") as f:
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return json.load(f)
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def save_evolution(cfg: Dict[str, Any], data: Dict[str, Any]) -> None:
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p = evolution_path(cfg)
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p.parent.mkdir(parents=True, exist_ok=True)
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with p.open("w", encoding="utf-8") as f:
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json.dump(data, f, indent=2, ensure_ascii=False)
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def maybe_update_evolution(
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cfg: Dict[str, Any],
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iteration: int,
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backtest_stdout: str,
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) -> str:
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"""
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Heuristic: if stdout mentions profit / return, store snippet for self-improve prompts.
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"""
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ev = load_evolution(cfg)
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snippet = backtest_stdout[-6000:] if backtest_stdout else ""
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note = {
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"t": _utc_now_iso(),
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"iteration": iteration,
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"stdout_tail": snippet[-2000:],
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}
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notes = ev.get("notes") or []
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notes.append(note)
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ev["notes"] = notes[-200:]
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save_evolution(cfg, ev)
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return json.dumps(note, ensure_ascii=False)
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@@ -0,0 +1,32 @@
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from __future__ import annotations
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import json
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from typing import Any, Dict, List, Optional
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|
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import httpx
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def chat(
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base_url: str,
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model: str,
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messages: List[Dict[str, str]],
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options: Optional[Dict[str, Any]] = None,
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timeout: float = 600.0,
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) -> str:
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url = base_url.rstrip("/") + "/api/chat"
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payload: Dict[str, Any] = {
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"model": model,
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"messages": messages,
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"stream": False,
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}
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if options:
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payload["options"] = options
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with httpx.Client(timeout=timeout) as client:
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r = client.post(url, json=payload)
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r.raise_for_status()
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data = r.json()
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msg = data.get("message") or {}
|
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content = msg.get("content")
|
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if not isinstance(content, str):
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raise RuntimeError(f"Unexpected Ollama response: {json.dumps(data)[:800]}")
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return content
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@@ -0,0 +1,201 @@
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from __future__ import annotations
|
||||
|
||||
import json
|
||||
import subprocess
|
||||
import re
|
||||
from pathlib import Path
|
||||
from typing import Any, Dict
|
||||
from urllib.parse import urlparse
|
||||
|
||||
import httpx
|
||||
|
||||
from .config import AGENT_DIR
|
||||
|
||||
|
||||
class ToolError(Exception):
|
||||
pass
|
||||
|
||||
|
||||
def _norm_rel(p: str) -> str:
|
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return p.replace("\\", "/").strip().lstrip("/")
|
||||
|
||||
|
||||
class ToolExecutor:
|
||||
def __init__(self, cfg: Dict[str, Any], workspace: Path):
|
||||
self.cfg = cfg
|
||||
self.workspace = workspace
|
||||
prefixes = cfg.get("allowed_path_prefixes") or []
|
||||
self.prefixes = tuple(_norm_rel(x) for x in prefixes)
|
||||
|
||||
def _resolve_under_workspace(self, rel: str) -> Path:
|
||||
rel_n = _norm_rel(rel)
|
||||
if rel_n.startswith("..") or "/../" in f"/{rel_n}/":
|
||||
raise ToolError("Path traversal is not allowed")
|
||||
path = (self.workspace / rel_n).resolve()
|
||||
try:
|
||||
path.relative_to(self.workspace)
|
||||
except ValueError as e:
|
||||
raise ToolError("Path escapes workspace") from e
|
||||
ok = any(
|
||||
rel_n == pref.rstrip("/") or rel_n.startswith(pref.rstrip("/") + "/")
|
||||
for pref in self.prefixes
|
||||
)
|
||||
if not ok:
|
||||
raise ToolError(f"Path not allowed by allowed_path_prefixes: {rel_n}")
|
||||
return path
|
||||
|
||||
def execute(self, action: Dict[str, Any]) -> Dict[str, Any]:
|
||||
t = action.get("type")
|
||||
if t == "read_file":
|
||||
return self._read_file(str(action.get("path", "")))
|
||||
if t == "write_file":
|
||||
return self._write_file(str(action.get("path", "")), str(action.get("content", "")))
|
||||
if t == "list_dir":
|
||||
return self._list_dir(str(action.get("path", "")))
|
||||
if t == "fetch_url":
|
||||
return self._fetch_url(str(action.get("url", "")))
|
||||
if t == "run_backtest":
|
||||
return self._run_backtest(action)
|
||||
if t == "run_python":
|
||||
return self._run_python(action)
|
||||
raise ToolError(f"Unknown action type: {t!r}")
|
||||
|
||||
def _read_file(self, rel: str) -> Dict[str, Any]:
|
||||
path = self._resolve_under_workspace(rel)
|
||||
if not path.is_file():
|
||||
return {"ok": False, "error": f"Not a file: {rel}"}
|
||||
text = path.read_text(encoding="utf-8", errors="replace")
|
||||
if len(text) > 120_000:
|
||||
text = text[:120_000] + "\n\n...[truncated]..."
|
||||
return {"ok": True, "path": rel, "content": text}
|
||||
|
||||
def _write_file(self, rel: str, content: str) -> Dict[str, Any]:
|
||||
path = self._resolve_under_workspace(rel)
|
||||
path.parent.mkdir(parents=True, exist_ok=True)
|
||||
path.write_text(content, encoding="utf-8")
|
||||
cursor_cfg = (self.cfg.get("cursor") or {})
|
||||
if cursor_cfg.get("open_in_cursor_after_write"):
|
||||
try:
|
||||
subprocess.Popen(
|
||||
["cursor", str(path)],
|
||||
cwd=str(self.workspace),
|
||||
stdout=subprocess.DEVNULL,
|
||||
stderr=subprocess.DEVNULL,
|
||||
)
|
||||
except OSError:
|
||||
pass
|
||||
return {"ok": True, "path": rel, "bytes": len(content.encode("utf-8"))}
|
||||
|
||||
def _list_dir(self, rel: str) -> Dict[str, Any]:
|
||||
path = self._resolve_under_workspace(rel)
|
||||
if not path.is_dir():
|
||||
return {"ok": False, "error": f"Not a directory: {rel}"}
|
||||
names = sorted(p.name for p in path.iterdir())
|
||||
return {"ok": True, "path": rel, "entries": names[:500]}
|
||||
|
||||
def _fetch_url(self, url: str) -> Dict[str, Any]:
|
||||
web = self.cfg.get("web") or {}
|
||||
timeout = float(web.get("fetch_timeout_seconds", 25))
|
||||
max_bytes = int(web.get("max_response_bytes", 400_000))
|
||||
u = urlparse(url)
|
||||
if u.scheme not in ("http", "https") or not u.netloc:
|
||||
raise ToolError("Only http(s) URLs with a host are allowed")
|
||||
with httpx.Client(timeout=timeout, follow_redirects=True) as client:
|
||||
r = client.get(url, headers={"User-Agent": "self-coding-agent/1.0"})
|
||||
r.raise_for_status()
|
||||
body = r.content[:max_bytes]
|
||||
ctype = r.headers.get("content-type", "")
|
||||
text = body.decode("utf-8", errors="replace")
|
||||
if len(text) > 80_000:
|
||||
text = text[:80_000] + "\n\n...[truncated]..."
|
||||
return {"ok": True, "url": url, "status": r.status_code, "content_type": ctype, "text": text}
|
||||
|
||||
def _run_backtest(self, action: Dict[str, Any]) -> Dict[str, Any]:
|
||||
mt5cfg = self.cfg.get("mt5_backtest") or {}
|
||||
if not mt5cfg.get("enabled", True):
|
||||
return {"ok": False, "skipped": True, "reason": "mt5_backtest.enabled is false"}
|
||||
py = str(mt5cfg.get("python_executable", "python"))
|
||||
script_rel = str(mt5cfg.get("script_relative", "backtesting/MT5/run_backtest.py"))
|
||||
script = (self.workspace / _norm_rel(script_rel)).resolve()
|
||||
try:
|
||||
script.relative_to(self.workspace)
|
||||
except ValueError as e:
|
||||
raise ToolError("Backtest script outside workspace") from e
|
||||
if not script.is_file():
|
||||
return {"ok": False, "error": f"Missing script: {script}"}
|
||||
|
||||
strategy = str(action.get("strategy") or mt5cfg.get("default_strategy", "RSIReversalStrategy"))
|
||||
symbol = str(action.get("symbol") or mt5cfg.get("default_symbol", "XAUUSD"))
|
||||
start = str(action.get("start") or mt5cfg.get("default_start", "2023-01-01"))
|
||||
end = str(action.get("end") or mt5cfg.get("default_end", "2024-01-01"))
|
||||
timeframe = str(action.get("timeframe") or "H1")
|
||||
|
||||
cmd = [
|
||||
py,
|
||||
str(script),
|
||||
"--strategy",
|
||||
strategy,
|
||||
"--symbol",
|
||||
symbol,
|
||||
"--start",
|
||||
start,
|
||||
"--end",
|
||||
end,
|
||||
"--timeframe",
|
||||
timeframe,
|
||||
]
|
||||
proc = subprocess.run(
|
||||
cmd,
|
||||
cwd=str(self.workspace),
|
||||
capture_output=True,
|
||||
text=True,
|
||||
encoding="utf-8",
|
||||
errors="replace",
|
||||
)
|
||||
out = (proc.stdout or "") + ("\n" + proc.stderr if proc.stderr else "")
|
||||
return {
|
||||
"ok": proc.returncode == 0,
|
||||
"returncode": proc.returncode,
|
||||
"stdout": proc.stdout[-20000:] if proc.stdout else "",
|
||||
"stderr": proc.stderr[-20000:] if proc.stderr else "",
|
||||
}
|
||||
|
||||
def _run_python(self, action: Dict[str, Any]) -> Dict[str, Any]:
|
||||
rel = _norm_rel(str(action.get("script_relative", "")))
|
||||
if not rel.endswith(".py"):
|
||||
raise ToolError("run_python only supports .py scripts")
|
||||
script = self._resolve_under_workspace(rel)
|
||||
if not script.is_file():
|
||||
return {"ok": False, "error": f"Missing script: {rel}"}
|
||||
args = action.get("args") or []
|
||||
if not isinstance(args, list) or not all(isinstance(a, str) for a in args):
|
||||
raise ToolError("args must be a list of strings")
|
||||
py = str((self.cfg.get("mt5_backtest") or {}).get("python_executable", "python"))
|
||||
cmd = [py, str(script), *args]
|
||||
proc = subprocess.run(
|
||||
cmd,
|
||||
cwd=str(self.workspace),
|
||||
capture_output=True,
|
||||
text=True,
|
||||
encoding="utf-8",
|
||||
errors="replace",
|
||||
)
|
||||
return {
|
||||
"ok": proc.returncode == 0,
|
||||
"returncode": proc.returncode,
|
||||
"stdout": (proc.stdout or "")[-20000:],
|
||||
"stderr": (proc.stderr or "")[-20000:],
|
||||
}
|
||||
|
||||
|
||||
def parse_model_json(text: str) -> Dict[str, Any]:
|
||||
s = text.strip().lstrip("\ufeff")
|
||||
fence = re.search(r"```(?:json)?\s*([\s\S]*?)\s*```", s, re.IGNORECASE)
|
||||
if fence:
|
||||
s = fence.group(1).strip()
|
||||
if not s.lstrip().startswith("{"):
|
||||
start = s.find("{")
|
||||
end = s.rfind("}")
|
||||
if start != -1 and end != -1 and end > start:
|
||||
s = s[start : end + 1]
|
||||
return json.loads(s)
|
||||
Reference in New Issue
Block a user