feat: 添加用户行为分析功能
This commit is contained in:
qzl
@@ -89,6 +89,11 @@ class RuntimeSettings(BaseModel):
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return self
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class AnalyticsSettings(BaseModel):
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data_path: str = "backend/data/analytics"
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password: str = "analytics-secret"
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class TaskiqSettings(BaseModel):
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broker_url: str | None = None
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result_backend_url: str | None = None
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@@ -274,6 +279,7 @@ class Settings(BaseSettings):
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taskiq: TaskiqSettings = TaskiqSettings()
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database: DatabaseSettings = DatabaseSettings()
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app_version: AppVersionSettings = AppVersionSettings()
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analytics: AnalyticsSettings = AnalyticsSettings()
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test: TestSettings = Field(default_factory=TestSettings)
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@computed_field
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@@ -0,0 +1,44 @@
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from fastapi import APIRouter, HTTPException, status
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from core.config.settings import config
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from core.logging import get_logger
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from v1.analytics.schemas import (
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AnalyticsBatchRequest,
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AnalyticsBatchResponse,
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AnalyticsLoginRequest,
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AnalyticsLoginResponse,
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)
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from v1.analytics.service import get_analytics_service
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from v1.analytics.tasks import write_analytics_events
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logger = get_logger("v1.analytics.router")
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router = APIRouter(prefix="/analytics", tags=["analytics"])
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@router.post("/events", response_model=AnalyticsBatchResponse)
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async def receive_events(request: AnalyticsBatchRequest) -> AnalyticsBatchResponse:
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"""接收埋点事件批次"""
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service = get_analytics_service()
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received = await service.enqueue_events(request)
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events, date = service.get_and_clear_buffer()
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if events:
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await write_analytics_events(batch=events, date=date)
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return AnalyticsBatchResponse(received=received, queued=True)
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@router.post("/login", response_model=AnalyticsLoginResponse)
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async def login(request: AnalyticsLoginRequest) -> AnalyticsLoginResponse:
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"""Analytics Dashboard 登录"""
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if request.password != config.analytics.password:
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logger.warning("Analytics login failed: invalid password")
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raise HTTPException(
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status_code=status.HTTP_401_UNAUTHORIZED,
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detail="Invalid password",
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)
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logger.info("Analytics login success")
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return AnalyticsLoginResponse(success=True)
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@@ -0,0 +1,54 @@
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from datetime import datetime
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from typing import Any, Literal
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from pydantic import BaseModel, Field
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class AnalyticsContext(BaseModel):
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network_type: str | None = None
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os_version: str | None = None
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device_model: str | None = None
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locale: str | None = None
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timezone: str | None = None
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class AnalyticsEvent(BaseModel):
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event_id: str
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event_type: str
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timestamp: datetime
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user_id: str
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device_id: str
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session_id: str
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platform: Literal["android", "ios", "web"]
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app_version: str
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app_build: str | None = None
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env: Literal["dev", "staging", "prod"]
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page_name: str | None = None
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trace_id: str | None = None
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request_id: str | None = None
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attributes: dict[str, Any] = Field(default_factory=dict)
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metrics: dict[str, int | float] = Field(default_factory=dict)
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context: AnalyticsContext | None = None
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class AnalyticsBatchRequest(BaseModel):
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client_time: datetime | None = None
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sdk_version: str | None = None
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events: list[AnalyticsEvent]
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class AnalyticsBatchResponse(BaseModel):
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received: int
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queued: bool = True
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class AnalyticsLoginRequest(BaseModel):
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password: str
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class AnalyticsLoginResponse(BaseModel):
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success: bool
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@@ -0,0 +1,60 @@
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from datetime import datetime, timezone
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from typing import Any
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from core.logging import get_logger
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from v1.analytics.schemas import AnalyticsBatchRequest
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logger = get_logger("v1.analytics.service")
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class AnalyticsService:
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def __init__(self) -> None:
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self._buffer: list[dict[str, Any]] = []
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self._buffer_date: str | None = None
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async def enqueue_events(self, request: AnalyticsBatchRequest) -> int:
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"""接收事件并放入内存缓冲，返回接收数量"""
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now = datetime.now(timezone.utc)
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received_count = 0
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for event in request.events:
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event_dict = event.model_dump(mode="json")
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self._buffer.append(event_dict)
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received_count += 1
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if self._buffer_date is None:
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self._buffer_date = now.strftime("%Y-%m-%d")
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logger.info(
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"Analytics events received",
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count=received_count,
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buffer_size=len(self._buffer),
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)
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return received_count
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def get_and_clear_buffer(self) -> tuple[list[dict[str, Any]], str]:
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"""获取当前缓冲并清空，返回 (events, date)"""
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if not self._buffer:
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return [], self._buffer_date or datetime.now(timezone.utc).strftime(
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"%Y-%m-%d"
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)
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events = self._buffer.copy()
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date = self._buffer_date or datetime.now(timezone.utc).strftime("%Y-%m-%d")
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self._buffer.clear()
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self._buffer_date = None
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return events, date
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_analytics_service: AnalyticsService | None = None
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def get_analytics_service() -> AnalyticsService:
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global _analytics_service
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if _analytics_service is None:
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_analytics_service = AnalyticsService()
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return _analytics_service
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@@ -0,0 +1,43 @@
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import json
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from pathlib import Path
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from core.config.settings import config
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from core.logging import get_logger
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from core.taskiq.app import worker_general_broker
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logger = get_logger("v1.analytics.tasks")
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def _get_analytics_data_path() -> Path:
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return Path(config.analytics.data_path)
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@worker_general_broker.task(task_name="v1.analytics.write_events")
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async def write_analytics_events(batch: list[dict], date: str) -> dict:
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"""批量写入事件到 JSONL 文件"""
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data_path = _get_analytics_data_path()
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data_path.mkdir(parents=True, exist_ok=True)
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events_by_type: dict[str, list[str]] = {}
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for event_dict in batch:
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event_type = event_dict.get("event_type", "unknown")
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if event_type not in events_by_type:
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events_by_type[event_type] = []
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events_by_type[event_type].append(json.dumps(event_dict, ensure_ascii=False))
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for event_type, lines in events_by_type.items():
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file_path = data_path / f"{date}.jsonl"
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with open(file_path, "a", encoding="utf-8") as f:
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for line in lines:
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f.write(line + "\n")
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logger.info(
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"Analytics events written",
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date=date,
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total_count=len(batch),
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types=list(events_by_type.keys()),
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)
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return {"written": len(batch), "date": date}
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@@ -0,0 +1,445 @@
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<!DOCTYPE html>
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<html lang="zh-CN">
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<head>
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<meta charset="UTF-8" />
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<meta name="viewport" content="width=device-width, initial-scale=1.0" />
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<title>Analytics Dashboard</title>
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<style>
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:root {
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--bg: #f3f4f6;
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--card: #ffffff;
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--text: #111827;
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--muted: #6b7280;
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--line: #e5e7eb;
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--primary: #0f766e;
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--danger: #b91c1c;
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}
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* { box-sizing: border-box; }
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body {
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margin: 0;
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font-family: "Segoe UI", "PingFang SC", "Microsoft YaHei", sans-serif;
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color: var(--text);
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background: linear-gradient(180deg, #e6fffb 0%, var(--bg) 240px);
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min-height: 100vh;
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}
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.container {
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width: min(1100px, 92vw);
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margin: 24px auto 40px;
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}
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.card {
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background: var(--card);
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border: 1px solid var(--line);
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border-radius: 12px;
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padding: 16px;
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box-shadow: 0 6px 24px rgba(15, 118, 110, 0.08);
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}
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.grid {
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display: grid;
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gap: 12px;
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}
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.stats {
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grid-template-columns: repeat(auto-fit, minmax(180px, 1fr));
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}
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.toolbar {
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display: flex;
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flex-wrap: wrap;
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gap: 12px;
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align-items: end;
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margin-bottom: 12px;
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}
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.field {
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display: flex;
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flex-direction: column;
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gap: 6px;
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min-width: 170px;
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}
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input {
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border: 1px solid #d1d5db;
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border-radius: 8px;
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padding: 8px 10px;
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font-size: 14px;
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}
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button {
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border: 0;
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border-radius: 8px;
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padding: 9px 14px;
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font-size: 14px;
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cursor: pointer;
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color: #fff;
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background: var(--primary);
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}
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button[disabled] { opacity: 0.6; cursor: not-allowed; }
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.btn-ghost {
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background: #374151;
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}
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.value {
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margin-top: 8px;
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font-size: 26px;
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font-weight: 700;
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}
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.muted { color: var(--muted); }
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.danger { color: var(--danger); }
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table {
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width: 100%;
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border-collapse: collapse;
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margin-top: 10px;
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font-size: 14px;
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}
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th, td {
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border-bottom: 1px solid var(--line);
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padding: 8px;
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text-align: left;
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white-space: nowrap;
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}
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.chart-row {
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display: flex;
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align-items: center;
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gap: 10px;
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margin: 8px 0;
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}
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.bar {
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height: 10px;
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background: linear-gradient(90deg, #14b8a6, #0f766e);
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border-radius: 999px;
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min-width: 2px;
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}
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.hidden { display: none; }
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</style>
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</head>
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<body>
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<div class="container">
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<div id="loginCard" class="card" style="max-width: 420px; margin: 100px auto;">
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<h2 style="margin: 0 0 12px;">Analytics 登录</h2>
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<p class="muted" style="margin-top: 0;">输入密码进入聚合分析页面</p>
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<form id="loginForm">
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<div class="field">
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<label for="password">密码</label>
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<input id="password" type="password" required />
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</div>
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<div style="margin-top: 12px; display: flex; gap: 10px;">
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<button id="loginBtn" type="submit">登录</button>
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</div>
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<p id="loginError" class="danger" style="margin-bottom: 0;"></p>
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</form>
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</div>
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<div id="dashboard" class="hidden">
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<div style="display: flex; justify-content: space-between; align-items: center; margin-bottom: 12px;">
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<h1 style="margin: 0;">Analytics 聚合看板</h1>
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<button id="logoutBtn" class="btn-ghost">退出</button>
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</div>
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<div class="card" style="margin-bottom: 12px;">
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<div class="toolbar">
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<div class="field">
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<label for="startDate">开始日期</label>
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<input id="startDate" type="date" />
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</div>
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<div class="field">
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<label for="endDate">结束日期</label>
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<input id="endDate" type="date" />
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</div>
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<button id="loadBtn" type="button">加载数据</button>
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</div>
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<div id="status" class="muted"></div>
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</div>
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<div class="grid stats" id="summaryCards"></div>
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<div class="card" style="margin-top: 12px;">
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<h3 style="margin-top: 0;">按天趋势</h3>
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<div id="dailyBars"></div>
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</div>
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<div class="card" style="margin-top: 12px; overflow-x: auto;">
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<h3 style="margin-top: 0;">按天明细</h3>
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<table>
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<thead>
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<tr>
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<th>日期</th>
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<th>DAU</th>
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<th>登录数</th>
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<th>对话完成数</th>
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<th>平均停留(ms)</th>
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</tr>
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</thead>
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<tbody id="dailyTable"></tbody>
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</table>
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</div>
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</div>
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</div>
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<script>
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const loginCard = document.getElementById("loginCard");
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const dashboard = document.getElementById("dashboard");
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const loginForm = document.getElementById("loginForm");
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const loginBtn = document.getElementById("loginBtn");
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const loginError = document.getElementById("loginError");
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const logoutBtn = document.getElementById("logoutBtn");
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const loadBtn = document.getElementById("loadBtn");
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const startDateInput = document.getElementById("startDate");
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const endDateInput = document.getElementById("endDate");
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const statusEl = document.getElementById("status");
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const summaryCards = document.getElementById("summaryCards");
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const dailyBars = document.getElementById("dailyBars");
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const dailyTable = document.getElementById("dailyTable");
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const AUTH_KEY = "analytics_logged_in";
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function formatDate(date) {
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const y = date.getUTCFullYear();
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const m = String(date.getUTCMonth() + 1).padStart(2, "0");
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const d = String(date.getUTCDate()).padStart(2, "0");
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return `${y}-${m}-${d}`;
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}
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function dateRange(startDate, endDate) {
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const list = [];
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const cursor = new Date(`${startDate}T00:00:00Z`);
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const end = new Date(`${endDate}T00:00:00Z`);
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while (cursor <= end) {
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list.push(formatDate(cursor));
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cursor.setUTCDate(cursor.getUTCDate() + 1);
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}
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return list;
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}
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function parseJsonl(text) {
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if (!text.trim()) return [];
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return text
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.split("\n")
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.map((line) => line.trim())
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.filter(Boolean)
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.map((line) => {
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try {
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return JSON.parse(line);
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} catch {
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return null;
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}
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})
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.filter(Boolean);
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}
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async function fetchDayEvents(date) {
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const res = await fetch(`/analytics-data/${date}.jsonl`, {
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method: "GET",
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});
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if (res.status === 404) {
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return [];
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}
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if (!res.ok) {
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throw new Error(`读取 ${date} 失败: ${res.status}`);
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}
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return parseJsonl(await res.text());
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}
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function aggregateDay(events) {
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const users = new Set();
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let loginCount = 0;
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let chatCount = 0;
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let staySum = 0;
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let stayCnt = 0;
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for (const event of events) {
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if (event.user_id) users.add(event.user_id);
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if (event.event_type === "session.login") loginCount += 1;
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if (event.event_type === "agent.chat_completed") chatCount += 1;
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if (event.event_type === "page.view") {
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const stay = event.metrics && event.metrics.stay_duration_ms;
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if (typeof stay === "number") {
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staySum += stay;
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stayCnt += 1;
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}
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}
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}
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return {
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dau: users.size,
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loginCount,
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chatCount,
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avgStay: stayCnt ? staySum / stayCnt : 0,
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};
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}
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function renderSummary(rows) {
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const allUsers = new Set();
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let totalLogins = 0;
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let totalChats = 0;
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let staySum = 0;
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let stayCnt = 0;
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rows.forEach((row) => {
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row.users.forEach((u) => allUsers.add(u));
|
||||
totalLogins += row.loginCount;
|
||||
totalChats += row.chatCount;
|
||||
staySum += row.staySum;
|
||||
stayCnt += row.stayCnt;
|
||||
});
|
||||
|
||||
const cards = [
|
||||
{ label: "DAU(区间去重)", value: allUsers.size },
|
||||
{ label: "总登录次数", value: totalLogins },
|
||||
{ label: "总对话完成数", value: totalChats },
|
||||
{ label: "平均停留(ms)", value: Math.round(stayCnt ? staySum / stayCnt : 0) },
|
||||
];
|
||||
|
||||
summaryCards.innerHTML = cards
|
||||
.map((card) => `<div class="card"><div class="muted">${card.label}</div><div class="value">${card.value}</div></div>`)
|
||||
.join("");
|
||||
}
|
||||
|
||||
function renderDaily(rows) {
|
||||
const maxLogin = Math.max(1, ...rows.map((r) => r.loginCount));
|
||||
|
||||
dailyBars.innerHTML = rows
|
||||
.map((r) => {
|
||||
const width = Math.max(2, Math.round((r.loginCount / maxLogin) * 100));
|
||||
return `<div class="chart-row"><div style="width:92px">${r.date}</div><div class="bar" style="width:${width}%"></div><div class="muted">登录 ${r.loginCount}</div></div>`;
|
||||
})
|
||||
.join("");
|
||||
|
||||
dailyTable.innerHTML = rows
|
||||
.map(
|
||||
(r) => `<tr>
|
||||
<td>${r.date}</td>
|
||||
<td>${r.dau}</td>
|
||||
<td>${r.loginCount}</td>
|
||||
<td>${r.chatCount}</td>
|
||||
<td>${Math.round(r.avgStay)}</td>
|
||||
</tr>`,
|
||||
)
|
||||
.join("");
|
||||
}
|
||||
|
||||
async function loadData() {
|
||||
const startDate = startDateInput.value;
|
||||
const endDate = endDateInput.value;
|
||||
if (!startDate || !endDate || startDate > endDate) {
|
||||
statusEl.textContent = "请选择有效日期区间";
|
||||
return;
|
||||
}
|
||||
|
||||
loadBtn.disabled = true;
|
||||
statusEl.textContent = "正在读取并聚合数据...";
|
||||
|
||||
try {
|
||||
const dates = dateRange(startDate, endDate);
|
||||
const rows = [];
|
||||
|
||||
for (const date of dates) {
|
||||
const events = await fetchDayEvents(date);
|
||||
const users = new Set();
|
||||
let loginCount = 0;
|
||||
let chatCount = 0;
|
||||
let staySum = 0;
|
||||
let stayCnt = 0;
|
||||
|
||||
for (const event of events) {
|
||||
if (event.user_id) users.add(event.user_id);
|
||||
if (event.event_type === "session.login") loginCount += 1;
|
||||
if (event.event_type === "agent.chat_completed") chatCount += 1;
|
||||
if (event.event_type === "page.view") {
|
||||
const stay = event.metrics && event.metrics.stay_duration_ms;
|
||||
if (typeof stay === "number") {
|
||||
staySum += stay;
|
||||
stayCnt += 1;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
rows.push({
|
||||
date,
|
||||
users,
|
||||
dau: users.size,
|
||||
loginCount,
|
||||
chatCount,
|
||||
staySum,
|
||||
stayCnt,
|
||||
avgStay: stayCnt ? staySum / stayCnt : 0,
|
||||
});
|
||||
}
|
||||
|
||||
renderSummary(rows);
|
||||
renderDaily(rows);
|
||||
statusEl.textContent = `加载完成，共 ${rows.length} 天`;
|
||||
} catch (err) {
|
||||
statusEl.textContent = err.message || "加载失败";
|
||||
} finally {
|
||||
loadBtn.disabled = false;
|
||||
}
|
||||
}
|
||||
|
||||
async function login(password) {
|
||||
const res = await fetch("/api/v1/analytics/login", {
|
||||
method: "POST",
|
||||
headers: { "Content-Type": "application/json" },
|
||||
body: JSON.stringify({ password }),
|
||||
});
|
||||
if (!res.ok) {
|
||||
throw new Error("密码错误");
|
||||
}
|
||||
sessionStorage.setItem(AUTH_KEY, "1");
|
||||
}
|
||||
|
||||
function enterDashboard() {
|
||||
loginCard.classList.add("hidden");
|
||||
dashboard.classList.remove("hidden");
|
||||
}
|
||||
|
||||
function exitDashboard() {
|
||||
sessionStorage.removeItem(AUTH_KEY);
|
||||
dashboard.classList.add("hidden");
|
||||
loginCard.classList.remove("hidden");
|
||||
}
|
||||
|
||||
loginForm.addEventListener("submit", async (event) => {
|
||||
event.preventDefault();
|
||||
loginError.textContent = "";
|
||||
loginBtn.disabled = true;
|
||||
try {
|
||||
const password = document.getElementById("password").value;
|
||||
await login(password);
|
||||
enterDashboard();
|
||||
await loadData();
|
||||
} catch (err) {
|
||||
loginError.textContent = err.message || "登录失败";
|
||||
} finally {
|
||||
loginBtn.disabled = false;
|
||||
}
|
||||
});
|
||||
|
||||
loadBtn.addEventListener("click", loadData);
|
||||
logoutBtn.addEventListener("click", exitDashboard);
|
||||
|
||||
(function init() {
|
||||
const today = new Date();
|
||||
const start = new Date(today.getTime() - 7 * 24 * 60 * 60 * 1000);
|
||||
startDateInput.value = formatDate(start);
|
||||
endDateInput.value = formatDate(today);
|
||||
if (sessionStorage.getItem(AUTH_KEY) === "1") {
|
||||
enterDashboard();
|
||||
loadData();
|
||||
}
|
||||
})();
|
||||
</script>
|
||||
</body>
|
||||
</html>
|
||||
@@ -3,6 +3,7 @@ from __future__ import annotations
|
||||
from fastapi import APIRouter
|
||||
|
||||
from v1.agent.router import router as agent_router
|
||||
from v1.analytics.router import router as analytics_router
|
||||
from v1.app.router import router as app_router
|
||||
from v1.automation_jobs.router import router as automation_jobs_router
|
||||
from v1.auth.router import router as auth_router
|
||||
@@ -18,6 +19,7 @@ router = APIRouter(prefix="/api/v1")
|
||||
router.include_router(app_router)
|
||||
router.include_router(auth_router)
|
||||
router.include_router(agent_router)
|
||||
router.include_router(analytics_router)
|
||||
router.include_router(automation_jobs_router)
|
||||
router.include_router(friendships_router)
|
||||
router.include_router(memories_router)
|
||||
|
||||
Reference in New Issue
Block a user