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import hashlib
import random
import re
import threading
import time
from collections import Counter, deque
from datetime import datetime, timezone
import urllib.parse
from typing import Any, Dict
import requests
from loguru import logger
import asyncio
import os
import sys
sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))
from orchestrator.agent_utils import get_llm, get_browser_with_auth
from browser_use import Agent
from .config import ServiceConfig
from .stability_controller import StabilityController, CaptchaSolverHook, CaptchaChallenge, CaptchaSolution
from .storage import LocalJsonStorage
from .tasks import CallbackState, CallbackStatus, TaskStatus
from engines import MediaCrawlerEngine, SpiderXHSEngine
class AgenticCaptchaSolver(CaptchaSolverHook):
def __init__(self):
super().__init__()
async def solve(self, challenge: CaptchaChallenge) -> CaptchaSolution:
logger.info(f"AgenticCaptchaSolver invoked for task {challenge.task_id}, engine: {challenge.engine_name}")
# Determine the storage state path based on payload
payload = challenge.payload
storage_state_path = payload.get("storage_state_path") or payload.get("storage_state")
llm = get_llm()
browser = get_browser_with_auth(storage_state_path)
prompt = """
页面出现验证码,请观察当前页面的截图。
如果是滑块验证码,请拖动滑块到缺口位置。
如果是点选验证码,请按顺序点击图中要求的文字。
如果成功通过验证码,请返回 success,否则返回 failed。
"""
agent = Agent(task=prompt, llm=llm, browser=browser)
try:
result = await agent.run()
final_text = result.final_result() if hasattr(result, 'final_result') else str(result)
ok = "success" in final_text.lower()
return CaptchaSolution(ok=ok, meta={"agent_result": final_text})
except Exception as e:
logger.error(f"AgenticCaptchaSolver failed: {e}")
return CaptchaSolution(ok=False, meta={"error": str(e)})
finally:
await browser.close()
class _RunnerCounters:
def __init__(self, *, recent_window_seconds: int = 300, recent_maxlen: int = 2000):
self._lock = threading.Lock()
self._recent_window_seconds = int(recent_window_seconds)
self._recent: deque[tuple[float, bool]] = deque(maxlen=int(recent_maxlen))
self._started_total = 0
self._succeeded_total = 0
self._failed_total = 0
self._engine_usage_total: Counter[str] = Counter()
self._engine_succeeded_total: Counter[str] = Counter()
self._engine_failed_total: Counter[str] = Counter()
def record_started(self) -> None:
with self._lock:
self._started_total += 1
def _prune_recent(self, now_ts: float) -> None:
window = float(self._recent_window_seconds)
while self._recent:
ts, _ = self._recent[0]
if now_ts - float(ts) <= window:
return
self._recent.popleft()
def record_finished(self, *, engine: str, ok: bool) -> None:
name = str(engine or "unknown")
now_ts = time.time()
with self._lock:
self._engine_usage_total[name] += 1
if bool(ok):
self._succeeded_total += 1
self._engine_succeeded_total[name] += 1
else:
self._failed_total += 1
self._engine_failed_total[name] += 1
self._recent.append((now_ts, bool(ok)))
self._prune_recent(now_ts)
def snapshot(self) -> Dict[str, Any]:
now_ts = time.time()
with self._lock:
self._prune_recent(now_ts)
recent_total = len(self._recent)
recent_failed = sum(1 for _, ok in self._recent if not ok)
recent_rate = float(recent_failed) / float(recent_total) if recent_total > 0 else 0.0
return {
"started_total": int(self._started_total),
"succeeded_total": int(self._succeeded_total),
"failed_total": int(self._failed_total),
"engine_usage_total": dict(self._engine_usage_total),
"engine_succeeded_total": dict(self._engine_succeeded_total),
"engine_failed_total": dict(self._engine_failed_total),
"recent_window_seconds": int(self._recent_window_seconds),
"recent_total": int(recent_total),
"recent_failed": int(recent_failed),
"recent_failure_rate": float(recent_rate),
}
class TaskRunner:
def __init__(self, *, storage: LocalJsonStorage, config: ServiceConfig):
self.storage = storage
self.config = config
self._engine_api = SpiderXHSEngine(proxy=config.proxy)
self._engine_browser = MediaCrawlerEngine(
proxy=config.proxy,
storage_state_paths=config.mediacrawler_storage_state_paths,
)
self._ops_counters = _RunnerCounters()
self._stability = StabilityController(
engine_fallback_threshold=int(getattr(config, "engine_fallback_threshold", 3) or 3),
)
self._stability.set_captcha_solver(AgenticCaptchaSolver())
def get_ops_stats(self) -> Dict[str, Any]:
return self._ops_counters.snapshot()
@staticmethod
def _normalize_engine_choice(choice: str) -> str:
value = (choice or "").strip().lower()
if value in ("api", "spider_xhs", "xhs_api"):
return "api"
if value in ("browser", "mediacrawler", "xhs_browser"):
return "browser"
if value in ("auto", ""):
return "auto"
return value
@staticmethod
def _first_str(*values: Any) -> str | None:
for value in values:
if value is None:
continue
if isinstance(value, str):
v = value.strip()
if v != "":
return v
try:
v = str(value).strip()
if v != "":
return v
except Exception:
continue
return None
@staticmethod
def _extract_scope(task_type: str, payload: Dict[str, Any]) -> str:
url_candidate = TaskRunner._first_str(
payload.get("note_url"),
payload.get("url"),
payload.get("user_url"),
)
if url_candidate:
try:
parsed = urllib.parse.urlparse(url_candidate)
if parsed.hostname:
return parsed.hostname.lower()
except Exception:
pass
return (task_type or "unknown").strip().lower() or "unknown"
@staticmethod
def _safe_url_for_log(url: str | None) -> str:
if url is None:
return ""
u = str(url).strip()
if u == "":
return ""
try:
parsed = urllib.parse.urlparse(u)
host = parsed.hostname or ""
if parsed.port:
host = f"{host}:{parsed.port}"
if host == "":
return ""
scheme = parsed.scheme or "http"
path = parsed.path or ""
return f"{scheme}://{host}{path}"
except Exception:
return ""
@staticmethod
def _safe_error_text(text: Any) -> str:
if text is None:
return ""
raw = str(text)
if raw.strip() == "":
return ""
raw = re.sub(
r"https?://[^\s]+",
lambda m: TaskRunner._safe_url_for_log(m.group(0)) or "",
raw,
)
raw = re.sub(r"(?i)(xsec_token=)[^&\s]+", r"\1***", raw)
raw = re.sub(r"(?i)(cookies?=)[^&\s]+", r"\1***", raw)
raw = re.sub(r"(?i)(authorization:\s*)(bearer\s+)?[^\s]+", r"\1***", raw)
raw = raw.strip()
if len(raw) > 200:
return raw[:200] + "..."
return raw
def _safe_run_engine(self, engine: Any, task: Any) -> Dict[str, Any]:
try:
output = engine.run(task)
return output.to_dict()
except Exception as e:
payload = getattr(task, "payload", {}) or {}
source_type = getattr(task, "task_type", "") or ""
source_ref = str(
payload.get("note_url")
or payload.get("url")
or payload.get("query")
or payload.get("keyword")
or payload.get("user_id")
or ""
)
dedup_payload = f"{source_type}:{source_ref}".encode("utf-8", errors="ignore")
return {
"raw": None,
"normalized": None,
"meta": {
"task_id": getattr(task, "id", None) or "",
"source_engine": "api" if getattr(engine, "name", "") == "spider_xhs" else "browser",
"engine_name": getattr(engine, "name", None) or "",
"source_type": source_type,
"source_ref": source_ref,
"operator": "system",
"ingested_at": datetime.now(timezone.utc).isoformat(),
"dedup_key": hashlib.sha1(dedup_payload).hexdigest(),
"ok": False,
"error_kind": "parse",
"error_message": str(e),
},
}
def _persist_raw_html_snapshot(self, task_id: str, engine: Any, result: Dict[str, Any]) -> str | None:
engine_name = getattr(engine, "name", None)
if engine_name != getattr(self._engine_browser, "name", "mediacrawler"):
return None
raw = result.get("raw")
if not isinstance(raw, dict):
return None
html = raw.get("html")
if not isinstance(html, str) or html.strip() == "":
return None
path = self.storage.write_raw_html_snapshot(task_id, html)
try:
rel = path.relative_to(self.storage.base_dir)
return str(rel)
except Exception:
return str(path)
@staticmethod
def _to_dict(model: Any) -> Dict[str, Any]:
if hasattr(model, "model_dump"):
return model.model_dump()
if hasattr(model, "dict"):
return model.dict()
return dict(model)
@staticmethod
def _callback_idempotency_key(task_id: str, result: Dict[str, Any]) -> str:
meta = result.get("meta") if isinstance(result, dict) else None
dedup_key = meta.get("dedup_key") if isinstance(meta, dict) else None
payload = f"{task_id}:{dedup_key or ''}".encode("utf-8", errors="ignore")
return hashlib.sha256(payload).hexdigest()
@staticmethod
def _sleep_backoff(attempt: int, *, base_s: float = 0.6, max_s: float = 10.0) -> None:
exp = min(max_s, base_s * (2**attempt))
jitter = random.uniform(0.0, exp * 0.25)
time.sleep(exp + jitter)
def _push_callback(self, task_id: str, result: Dict[str, Any]) -> CallbackState | None:
callback_url = getattr(self.config, "callback_url", None)
if callback_url is None or str(callback_url).strip() == "":
return None
existing = self.storage.get_task(task_id)
existing_state = getattr(existing, "callback", None) if existing is not None else None
if existing_state is not None and getattr(existing_state, "status", None) == CallbackStatus.succeeded:
return existing_state
idempotency_key = self._callback_idempotency_key(task_id, result)
state = CallbackState(
status=CallbackStatus.pending,
callback_url=callback_url,
idempotency_key=idempotency_key,
attempts=int(getattr(existing_state, "attempts", 0) or 0),
last_attempt_at=getattr(existing_state, "last_attempt_at", None),
last_http_status=getattr(existing_state, "last_http_status", None),
last_error=getattr(existing_state, "last_error", None),
next_retry_at=getattr(existing_state, "next_retry_at", None),
)
self.storage.update_task(task_id, callback=state)
body = {"task_id": task_id, "result": result}
headers = {"Idempotency-Key": idempotency_key}
max_attempts = 5
safe_callback_url = self._safe_url_for_log(callback_url)
logger.bind(task_id=task_id, status="callback").info(
"callback_started callback_url={} attempts={}",
safe_callback_url,
int(state.attempts),
)
for attempt in range(max_attempts):
state.attempts = int(state.attempts) + 1
state.last_attempt_at = time.time()
state.next_retry_at = None
self.storage.update_task(task_id, callback=state)
try:
resp = requests.post(callback_url, json=body, headers=headers, timeout=(5.0, 20.0))
state.last_http_status = int(resp.status_code)
if 200 <= int(resp.status_code) < 300:
state.status = CallbackStatus.succeeded
state.last_error = None
state.next_retry_at = None
self.storage.update_task(task_id, callback=state)
self.storage.delete_callback_failure(task_id)
logger.bind(task_id=task_id, status="callback").info(
"callback_succeeded callback_url={} http_status={} attempts={}",
safe_callback_url,
int(resp.status_code),
int(state.attempts),
)
return state
state.last_error = f"http_status={resp.status_code}"
if int(resp.status_code) not in (429, 500, 502, 503, 504) and attempt >= 0:
break
except Exception as e:
state.last_http_status = None
state.last_error = str(e)
if attempt < max_attempts - 1:
self._sleep_backoff(attempt)
state.status = CallbackStatus.failed
state.next_retry_at = time.time() + 60.0
self.storage.update_task(task_id, callback=state)
self.storage.write_callback_failure(
task_id,
{
"task_id": task_id,
"callback_url": callback_url,
"idempotency_key": idempotency_key,
"body": body,
"callback": self._to_dict(state),
"saved_at": time.time(),
},
)
logger.bind(task_id=task_id, status="callback").warning(
"callback_failed callback_url={} attempts={} last_http_status={} last_error={}",
safe_callback_url,
int(state.attempts),
str(state.last_http_status) if state.last_http_status is not None else "",
self._safe_error_text(state.last_error),
)
return state
def import_extension_result(self, task_id: str, result: Dict[str, Any]) -> TaskRecord:
task = self.storage.get_task(task_id)
if task is None:
raise KeyError("task not found")
self.storage.write_result(task_id, result)
updated = self.storage.update_task(task_id, status=TaskStatus.rpa_imported, engine="extension_rpa", error=None)
try:
self._push_callback(task_id, result)
except Exception:
pass
return updated or self.storage.get_task(task_id) or task
def retry_callback(self, task_id: str) -> CallbackState:
callback_url = getattr(self.config, "callback_url", None)
if callback_url is None or str(callback_url).strip() == "":
raise ValueError("callback_url not configured")
task = self.storage.get_task(task_id)
if task is None:
raise KeyError("task not found")
result = self.storage.read_result(task_id)
if result is None:
raise RuntimeError("result not ready")
failure = self.storage.read_callback_failure(task_id) or {}
url = str(failure.get("callback_url") or callback_url)
body = failure.get("body")
if not isinstance(body, dict):
body = {"task_id": task_id, "result": result}
idempotency_key = str(
failure.get("idempotency_key") or self._callback_idempotency_key(task_id, result)
)
body_task_id = body.get("task_id")
if body_task_id != task_id:
body["task_id"] = task_id
if "result" not in body:
body["result"] = result
state = CallbackState(
status=CallbackStatus.pending,
callback_url=url,
idempotency_key=idempotency_key,
attempts=int(getattr(getattr(task, "callback", None), "attempts", 0) or 0),
)
self.storage.update_task(task_id, callback=state)
headers = {"Idempotency-Key": idempotency_key}
max_attempts = 5
safe_url = self._safe_url_for_log(url)
logger.bind(task_id=task_id, status="callback").info(
"callback_retry_started callback_url={} attempts={}",
safe_url,
int(state.attempts),
)
for attempt in range(max_attempts):
state.attempts = int(state.attempts) + 1
state.last_attempt_at = time.time()
state.next_retry_at = None
self.storage.update_task(task_id, callback=state)
try:
resp = requests.post(url, json=body, headers=headers, timeout=(5.0, 20.0))
state.last_http_status = int(resp.status_code)
if 200 <= int(resp.status_code) < 300:
state.status = CallbackStatus.succeeded
state.last_error = None
state.next_retry_at = None
self.storage.update_task(task_id, callback=state)
self.storage.delete_callback_failure(task_id)
logger.bind(task_id=task_id, status="callback").info(
"callback_retry_succeeded callback_url={} http_status={} attempts={}",
safe_url,
int(resp.status_code),
int(state.attempts),
)
return state
state.last_error = f"http_status={resp.status_code}"
if int(resp.status_code) not in (429, 500, 502, 503, 504) and attempt >= 0:
break
except Exception as e:
state.last_http_status = None
state.last_error = str(e)
if attempt < max_attempts - 1:
self._sleep_backoff(attempt)
state.status = CallbackStatus.failed
state.next_retry_at = time.time() + 60.0
self.storage.update_task(task_id, callback=state)
self.storage.write_callback_failure(
task_id,
{
"task_id": task_id,
"callback_url": url,
"idempotency_key": idempotency_key,
"body": body,
"callback": self._to_dict(state),
"saved_at": time.time(),
},
)
logger.bind(task_id=task_id, status="callback").warning(
"callback_retry_failed callback_url={} attempts={} last_http_status={} last_error={}",
safe_url,
int(state.attempts),
str(state.last_http_status) if state.last_http_status is not None else "",
self._safe_error_text(state.last_error),
)
return state
def run_task(self, task_id: str) -> None:
task = self.storage.get_task(task_id)
if task is None:
return
payload = getattr(task, "payload", {}) or {}
scope = self._extract_scope(getattr(task, "task_type", "") or "", payload)
task_type = str(getattr(task, "task_type", "") or "")
engine_req = str(getattr(task, "engine", None) or "")
logger.bind(task_id=task_id, task_type=task_type, engine=engine_req, status="running").info(
"task_started scope={}",
scope,
)
self._ops_counters.record_started()
self.storage.update_task(task_id, status=TaskStatus.running)
try:
if (getattr(task, "task_type", "") or "").strip().lower() == "selftest":
operator = str(payload.get("operator") or "system")
dedup_payload = f"selftest:{task_id}".encode("utf-8", errors="ignore")
meta: Dict[str, Any] = {
"task_id": task_id,
"source_engine": "selftest",
"engine_name": "selftest",
"source_type": "selftest",
"source_ref": "",
"operator": operator,
"ingested_at": datetime.now(timezone.utc).isoformat(),
"dedup_key": hashlib.sha1(dedup_payload).hexdigest(),
"ok": True,
"primary_engine": "selftest",
"final_engine": "selftest",
}
result: Dict[str, Any] = {
"raw": {"message": "ok"},
"normalized": {"kind": "selftest"},
"meta": meta,
}
self.storage.update_task(task_id, engine="selftest")
self.storage.write_result(task_id, result)
self.storage.update_task(task_id, status=TaskStatus.succeeded, error=None)
self._ops_counters.record_finished(engine="selftest", ok=True)
logger.bind(task_id=task_id, task_type=task_type, engine="selftest", status="succeeded").info(
"task_succeeded"
)
try:
self._push_callback(task_id, result)
except Exception:
pass
return
engine_choice = self._normalize_engine_choice(task.engine or self.config.engine_strategy or "auto")
exec_state = self._stability.init_execution(
task_engine_choice=engine_choice,
scope=scope,
engine_api=self._engine_api,
engine_browser=self._engine_browser,
)
primary_name = str(getattr(exec_state.primary_engine, "name", exec_state.primary_key))
retry_count = int(getattr(task, "retry_count", 0) or 0)
final_engine = exec_state.primary_engine
final_name = primary_name
final_result: Dict[str, Any] | None = None
paused_status: TaskStatus | None = None
while True:
payload_now = getattr(task, "payload", {}) or {}
plan = self._stability.build_attempt_plan(state=exec_state, payload=payload_now)
if plan.status in (TaskStatus.retrying, TaskStatus.fallback_running):
retry_count += 1
self.storage.update_task(
task_id,
status=plan.status,
engine=plan.engine_name,
retry_count=retry_count,
payload=plan.payload,
)
task.payload = plan.payload
task.engine = plan.engine_name
result = self._safe_run_engine(plan.engine, task)
meta = result.get("meta") if isinstance(result.get("meta"), dict) else {}
ok = bool(meta.get("ok"))
error_kind = str(meta.get("error_kind") or "").strip().lower() or None
self._stability.observe_result(
state=exec_state,
engine_name=plan.engine_name,
ok=ok,
error_kind=error_kind,
)
if ok:
self._stability.report_success(resources=plan.resources)
final_engine = plan.engine
final_name = plan.engine_name
final_result = result
break
self._stability.report_failure(resources=plan.resources, error_kind=error_kind)
decision = self._stability.decide_after_failure(
state=exec_state,
engine_name=plan.engine_name,
error_kind=error_kind,
)
if decision.action == "pause" and error_kind in ("captcha", "risk"):
logger.info(f"Triggering AgenticCaptchaSolver for error_kind={error_kind}")
challenge = self._stability.build_captcha_challenge(
engine_name=plan.engine_name,
scope=scope,
task_id=task_id,
payload=plan.payload,
)
try:
solution = asyncio.run(self._stability.try_solve_captcha(challenge=challenge))
if solution and solution.ok:
logger.info("AgenticCaptchaSolver succeeded! Retrying task...")
TaskRunner._sleep_backoff(int(exec_state.attempts_by_key.get(exec_state.current_key, 1) or 1))
continue
else:
logger.warning(f"AgenticCaptchaSolver failed. Solution: {solution}")
except Exception as e:
logger.error(f"Failed to run AgenticCaptchaSolver: {e}")
if decision.action == "retry":
TaskRunner._sleep_backoff(int(exec_state.attempts_by_key.get(exec_state.current_key, 1) or 1))
continue
if decision.action == "fallback" and decision.next_key is not None:
self._stability.switch_to(state=exec_state, key=decision.next_key, fallback_reason=decision.fallback_reason)
continue
final_engine = plan.engine
final_name = plan.engine_name
final_result = result
if decision.action == "pause":
paused_status = decision.status or TaskStatus.waiting_rpa
break
if final_result is None:
raise RuntimeError("runner_no_result")
meta = final_result.get("meta") if isinstance(final_result.get("meta"), dict) else {}
meta = dict(meta or {})
meta["primary_engine"] = primary_name
meta["final_engine"] = str(final_name)
if exec_state.fallback_reason is not None:
meta["fallback_reason"] = exec_state.fallback_reason
raw_html_path = self._persist_raw_html_snapshot(task.id, final_engine, final_result)
if raw_html_path is not None:
meta["raw_html_path"] = raw_html_path
final_result["meta"] = meta
self.storage.write_result(task.id, final_result)
if paused_status is not None:
err_msg = str(meta.get("error_message") or "engine_failed")
err_kind = str(meta.get("error_kind") or "parse")
self.storage.update_task(
task_id,
status=paused_status,
error={"kind": err_kind, "message": err_msg, "engine": str(final_name)},
)
return
if bool(meta.get("ok")):
self.storage.update_task(task_id, status=TaskStatus.succeeded, error=None)
self._ops_counters.record_finished(engine=str(final_name), ok=True)
logger.bind(task_id=task_id, task_type=task_type, engine=str(final_name), status="succeeded").info(
"task_succeeded"
)
else:
err_msg = str(meta.get("error_message") or "engine_failed")
err_kind = str(meta.get("error_kind") or "parse")
self.storage.update_task(
task_id,
status=TaskStatus.failed,
error={"kind": err_kind, "message": err_msg, "engine": str(final_name)},
)
self._ops_counters.record_finished(engine=str(final_name), ok=False)
logger.bind(task_id=task_id, task_type=task_type, engine=str(final_name), status="failed").error(
"task_failed error_kind={} error_message={}",
str(meta.get("error_kind") or ""),
self._safe_error_text(err_msg),
)
try:
existing = self.storage.get_task(task_id)
if paused_status is None and existing is not None and existing.status != TaskStatus.waiting_rpa:
self._push_callback(task_id, final_result)
except Exception:
pass
except Exception as e:
source_type = getattr(task, "task_type", "") if task is not None else ""
source_ref = ""
engine_choice = "auto"
try:
engine_choice = self._normalize_engine_choice(
getattr(task, "engine", None) or self.config.engine_strategy or "auto"
)
except Exception:
engine_choice = "auto"
primary_engine = self._engine_api
if engine_choice == "browser":
primary_engine = self._engine_browser
try:
payload = getattr(task, "payload", {}) or {}
source_ref = str(
payload.get("note_url")
or payload.get("url")
or payload.get("query")
or payload.get("keyword")
or payload.get("user_id")
or ""
)
except Exception:
source_ref = ""
dedup_payload = f"{source_type}:{source_ref}".encode("utf-8", errors="ignore")
primary_name = getattr(primary_engine, "name", "spider_xhs")
result = {
"raw": None,
"normalized": None,
"meta": {
"task_id": task_id,
"source_engine": "api" if primary_name == "spider_xhs" else "browser",
"engine_name": primary_name,
"source_type": source_type,
"source_ref": source_ref,
"operator": "system",
"ingested_at": datetime.now(timezone.utc).isoformat(),
"dedup_key": hashlib.sha1(dedup_payload).hexdigest(),
"ok": False,
"primary_engine": primary_name,
"final_engine": primary_name,
"fallback_reason": "runner_exception",
"error_kind": "parse",
"error_message": str(e),
},
}
self.storage.write_result(task_id, result)
self.storage.update_task(task_id, status=TaskStatus.failed, error={"kind": "parse", "message": str(e)})
self._ops_counters.record_finished(engine=str(primary_name), ok=False)
logger.bind(task_id=task_id, task_type=task_type, engine=str(primary_name), status="failed").error(
"task_failed error_kind=parse error_message={}",
self._safe_error_text(str(e)),
)
try:
self._push_callback(task_id, result)
except Exception:
pass
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