airlabs-manage/backend/calculations.py
seaislee1209 087d4e1a6b
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feat: 新增「修改」「QC」工作类型 + EP集数追踪
- 工作类型新增「修改」(返工)和「QC」(质量审核),支持组长多角色工作记录
- 提交表单支持按集数(EP)归类,项目详情展示各集进度
- 热力图增加修改(橙色)、QC(绿色)颜色区分和图例
- 效率算法优化:产出按小时计算,损耗统计更精准
- 数据库自动迁移:episode_number字段 + work_type ENUM扩展

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-25 23:18:47 +08:00

436 lines
17 KiB
Python

"""
计算引擎 —— 所有成本分摊、损耗、效率计算逻辑集中在此模块
修改计算规则只需改此文件。
"""
from sqlalchemy.orm import Session
from sqlalchemy import func as sa_func, and_
from collections import defaultdict
from datetime import date, timedelta
from models import (
User, Project, Submission, AIToolCost, AIToolCostAllocation,
OutsourceCost, CostOverride, OverheadCost, WorkType, CostAllocationType
)
from config import WORKING_DAYS_PER_MONTH
# ──────────────────────────── 人力成本分摊 ────────────────────────────
def calc_labor_cost_for_project(project_id: int, db: Session) -> float:
"""
计算某项目的累计人力成本
规则:
- 有秒数的提交 → 按各项目产出秒数比例分摊日成本
- 无秒数的提交 → 按各项目提交条数比例分摊日成本
- 管理员手动调整优先
"""
# 找出所有给此项目提交过的人
submitters = db.query(Submission.user_id).filter(
Submission.project_id == project_id
).distinct().all()
submitter_ids = [s[0] for s in submitters]
total_labor = 0.0
for uid in submitter_ids:
user = db.query(User).filter(User.id == uid).first()
if not user:
continue
daily_cost = user.daily_cost
# 找这个人在此项目的所有提交日期
dates = db.query(Submission.submit_date).filter(
Submission.user_id == uid,
Submission.project_id == project_id,
).distinct().all()
for (d,) in dates:
# 检查是否有手动调整
override = db.query(CostOverride).filter(
CostOverride.user_id == uid,
CostOverride.date == d,
CostOverride.project_id == project_id,
).first()
if override:
total_labor += override.override_amount
continue
# 这个人这天所有项目的提交
day_subs = db.query(Submission).filter(
Submission.user_id == uid,
Submission.submit_date == d,
).all()
# 计算这天各项目的秒数和条数
project_seconds = defaultdict(float)
project_counts = defaultdict(int)
total_day_seconds = 0.0
total_day_count = 0
for s in day_subs:
project_seconds[s.project_id] += s.total_seconds
project_counts[s.project_id] += 1
total_day_seconds += s.total_seconds
total_day_count += 1
# 分摊
if total_day_seconds > 0:
# 有秒数 → 按秒数比例
ratio = project_seconds.get(project_id, 0) / total_day_seconds
elif total_day_count > 0:
# 无秒数 → 按条数比例
ratio = project_counts.get(project_id, 0) / total_day_count
else:
ratio = 0
total_labor += daily_cost * ratio
return round(total_labor, 2)
# ──────────────────────────── AI 工具成本 ────────────────────────────
def calc_ai_tool_cost_for_project(project_id: int, db: Session) -> float:
"""计算某项目的 AI 工具成本"""
total = 0.0
# 1. 直接指定项目的
direct = db.query(sa_func.sum(AIToolCost.amount)).filter(
AIToolCost.allocation_type == CostAllocationType.PROJECT,
AIToolCost.project_id == project_id,
).scalar() or 0
total += direct
# 2. 手动分摊的
manual = db.query(AIToolCostAllocation).filter(
AIToolCostAllocation.project_id == project_id,
).all()
for alloc in manual:
cost = db.query(AIToolCost).filter(AIToolCost.id == alloc.ai_tool_cost_id).first()
if cost:
total += cost.amount * alloc.percentage / 100
# 3. 内容组整体(按产出秒数比例分摊)
team_costs = db.query(AIToolCost).filter(
AIToolCost.allocation_type == CostAllocationType.TEAM,
).all()
if team_costs:
# 所有项目的总秒数
all_secs = db.query(sa_func.sum(Submission.total_seconds)).filter(
Submission.total_seconds > 0
).scalar() or 0
# 此项目的秒数
proj_secs = db.query(sa_func.sum(Submission.total_seconds)).filter(
Submission.project_id == project_id,
Submission.total_seconds > 0,
).scalar() or 0
if all_secs > 0:
ratio = proj_secs / all_secs
for c in team_costs:
total += c.amount * ratio
return round(total, 2)
# ──────────────────────────── 外包成本 ────────────────────────────
def calc_outsource_cost_for_project(project_id: int, db: Session) -> float:
"""计算某项目的外包成本"""
total = db.query(sa_func.sum(OutsourceCost.amount)).filter(
OutsourceCost.project_id == project_id,
).scalar() or 0
return round(total, 2)
# ──────────────────────────── 固定开支分摊 ────────────────────────────
def calc_overhead_cost_for_project(project_id: int, db: Session) -> float:
"""
计算某项目分摊的固定开支(办公室租金+水电费)
规则:按所有项目的产出秒数比例均摊
"""
total_overhead = db.query(sa_func.sum(OverheadCost.amount)).scalar() or 0
if total_overhead == 0:
return 0.0
all_secs = db.query(sa_func.sum(Submission.total_seconds)).filter(
Submission.total_seconds > 0
).scalar() or 0
proj_secs = db.query(sa_func.sum(Submission.total_seconds)).filter(
Submission.project_id == project_id,
Submission.total_seconds > 0,
).scalar() or 0
if all_secs > 0:
ratio = proj_secs / all_secs
return round(total_overhead * ratio, 2)
return 0.0
# ──────────────────────────── 工作日计算工具 ────────────────────────────
def _working_days_between(start_date, end_date) -> int:
"""计算两个日期之间的工作日数(不含周末)"""
if not start_date or not end_date:
return 0
from datetime import timedelta, date as date_type
# 统一为 date 类型
if hasattr(start_date, 'date'):
start_date = start_date.date()
if hasattr(end_date, 'date'):
end_date = end_date.date()
if end_date <= start_date:
return 0
days = 0
current = start_date
while current < end_date:
current += timedelta(days=1)
if current.weekday() < 5: # 周一~周五
days += 1
return days
# ──────────────────────────── 里程碑损耗计算 ────────────────────────────
def _calc_milestone_waste(milestones, today=None) -> tuple:
"""
计算里程碑的工时损耗(预估天数 vs 实际天数)
返回: (waste_hours, details_list)
"""
from datetime import date as date_type, timedelta
if today is None:
today = date_type.today()
waste_hours = 0.0
details = []
for ms in milestones:
if not ms.estimated_days or not ms.start_date:
continue
# 计算实际天数
end = ms.completed_at if ms.is_completed and ms.completed_at else today
actual_days = _working_days_between(ms.start_date, end)
if actual_days > ms.estimated_days:
overrun = actual_days - ms.estimated_days
waste_h = overrun * 8
waste_hours += waste_h
details.append({
"milestone": ms.name,
"estimated_days": ms.estimated_days,
"actual_days": actual_days,
"overrun_days": overrun,
"waste_hours": waste_h,
})
return waste_hours, details
# ──────────────────────────── 损耗计算(三阶段) ────────────────────────────
def calc_waste_for_project(project_id: int, db: Session) -> dict:
"""
三阶段损耗计算:
- 前期:里程碑工时制(预估天数 vs 实际天数)
- 制作:秒数制(产出 vs 目标,含修补镜头)
- 后期:剪辑=工时制,修补镜头=秒数(归入制作),配音/音效=不计
"""
from models import (
ProjectStatus, ProjectMilestone, ContentType, PhaseGroup
)
project = db.query(Project).filter(Project.id == project_id).first()
if not project:
return {}
target = project.target_total_seconds
# 全部有秒数的提交总量
total_submitted = db.query(sa_func.sum(Submission.total_seconds)).filter(
Submission.project_id == project_id,
Submission.total_seconds > 0,
).scalar() or 0
# ── 废弃项目:全部产出记为损耗 ──
if project.status == ProjectStatus.ABANDONED:
return {
"target_seconds": target,
"total_submitted_seconds": round(total_submitted, 1),
"pre_waste": {"waste_hours": 0, "details": []},
"production_waste": {
"test_waste_seconds": 0,
"overproduction_waste_seconds": round(total_submitted, 1),
"total_waste_seconds": round(total_submitted, 1),
},
"post_waste": {"days_waste_hours": 0, "details": []},
"total_waste_seconds": round(total_submitted, 1),
"total_waste_hours": 0,
"waste_rate": 100.0 if total_submitted > 0 else 0.0,
"test_waste_seconds": 0,
"overproduction_waste_seconds": round(total_submitted, 1),
}
# ── 前期损耗(工时制) ──
pre_milestones = db.query(ProjectMilestone).filter(
ProjectMilestone.project_id == project_id,
ProjectMilestone.phase == PhaseGroup.PRE,
).all()
pre_waste_hours, pre_details = _calc_milestone_waste(pre_milestones)
# ── 制作损耗(秒数制) ──
# 制作阶段的提交
production_total_secs = db.query(sa_func.sum(Submission.total_seconds)).filter(
Submission.project_id == project_id,
Submission.total_seconds > 0,
Submission.project_phase == PhaseGroup.PRODUCTION,
).scalar() or 0
# 制作阶段的测试损耗
test_waste = db.query(sa_func.sum(Submission.total_seconds)).filter(
Submission.project_id == project_id,
Submission.work_type == WorkType.TEST,
Submission.project_phase == PhaseGroup.PRODUCTION,
).scalar() or 0
# 修补镜头(后期秒数,归入制作目标对比)
shot_repair_secs = db.query(sa_func.sum(Submission.total_seconds)).filter(
Submission.project_id == project_id,
Submission.content_type == ContentType.SHOT_REPAIR,
Submission.total_seconds > 0,
).scalar() or 0
# 制作产出 = 制作阶段非测试 + 修补镜头
production_output = (production_total_secs - test_waste) + shot_repair_secs
overproduction_waste = max(0, production_output - target)
production_total_waste = test_waste + overproduction_waste
# ── 后期损耗 ──
post_milestones = db.query(ProjectMilestone).filter(
ProjectMilestone.project_id == project_id,
ProjectMilestone.phase == PhaseGroup.POST,
).all()
# 只计算剪辑里程碑的工时损耗(配音/音效不计,修补镜头已在秒数中)
editing_milestones = [m for m in post_milestones if m.name == "剪辑"]
post_days_waste_hours, post_details = _calc_milestone_waste(editing_milestones)
# ── 汇总 ──
total_waste_seconds = production_total_waste
total_waste_hours = pre_waste_hours + post_days_waste_hours
waste_rate = round(total_waste_seconds / target * 100, 1) if target > 0 else 0
return {
"target_seconds": target,
"total_submitted_seconds": round(total_submitted, 1),
# 分阶段明细
"pre_waste": {
"waste_hours": pre_waste_hours,
"details": pre_details,
},
"production_waste": {
"test_waste_seconds": round(test_waste, 1),
"overproduction_waste_seconds": round(overproduction_waste, 1),
"total_waste_seconds": round(production_total_waste, 1),
},
"post_waste": {
"days_waste_hours": post_days_waste_hours,
"details": post_details,
},
# 汇总
"total_waste_seconds": round(total_waste_seconds, 1),
"total_waste_hours": total_waste_hours,
"waste_rate": waste_rate,
# 兼容旧字段
"test_waste_seconds": round(test_waste, 1),
"overproduction_waste_seconds": round(overproduction_waste, 1),
}
# ──────────────────────────── 团队效率 ────────────────────────────
def calc_team_efficiency(project_id: int, db: Session) -> list:
"""
时均产出效率法(展示日均):
- 效率对比用时均产出 = 累计秒数 ÷ 累计工时(跨项目公平)
- 前端展示日均产出 = 累计秒数 ÷ 提交天数(直观)
"""
from sqlalchemy import distinct
per_user = db.query(
Submission.user_id,
sa_func.sum(Submission.total_seconds).label("total_secs"),
sa_func.sum(Submission.hours_spent).label("total_hours"),
sa_func.count(distinct(Submission.submit_date)).label("days"),
sa_func.count(Submission.id).label("count"),
).filter(
Submission.project_id == project_id,
Submission.total_seconds > 0,
).group_by(Submission.user_id).all()
if not per_user:
return []
user_data = []
for user_id, total_secs, total_hours, days, count in per_user:
user = db.query(User).filter(User.id == user_id).first()
daily_avg = total_secs / days if days > 0 else 0
hourly_output = total_secs / total_hours if total_hours and total_hours > 0 else 0
user_data.append({
"user_id": user_id,
"user_name": user.name if user else "未知",
"total_seconds": round(total_secs, 1),
"submission_count": count,
"total_hours": round(total_hours or 0, 1),
"active_days": days,
"daily_avg": round(daily_avg, 1),
"hourly_output": round(hourly_output, 1),
})
# 效率对比用时均产出(公平)
team_hourly_avg = sum(d["hourly_output"] for d in user_data) / len(user_data)
for d in user_data:
diff = d["hourly_output"] - team_hourly_avg
d["team_hourly_avg"] = round(team_hourly_avg, 1)
d["efficiency_rate"] = round(diff / team_hourly_avg * 100, 1) if team_hourly_avg > 0 else 0
user_data.sort(key=lambda x: x["hourly_output"], reverse=True)
return user_data
# ──────────────────────────── 项目完整结算 ────────────────────────────
def calc_project_settlement(project_id: int, db: Session) -> dict:
"""生成项目结算报告"""
project = db.query(Project).filter(Project.id == project_id).first()
if not project:
return {}
labor = calc_labor_cost_for_project(project_id, db)
ai_tool = calc_ai_tool_cost_for_project(project_id, db)
outsource = calc_outsource_cost_for_project(project_id, db)
overhead = calc_overhead_cost_for_project(project_id, db)
total_cost = labor + ai_tool + outsource + overhead
waste = calc_waste_for_project(project_id, db)
efficiency = calc_team_efficiency(project_id, db)
result = {
"project_id": project.id,
"project_name": project.name,
"project_type": project.project_type.value if hasattr(project.project_type, 'value') else project.project_type,
"labor_cost": labor,
"ai_tool_cost": ai_tool,
"outsource_cost": outsource,
"overhead_cost": overhead,
"total_cost": round(total_cost, 2),
**waste,
"team_efficiency": efficiency,
}
# 客户正式项目计算盈亏
pt = project.project_type.value if hasattr(project.project_type, 'value') else project.project_type
if pt == "客户正式项目" and project.contract_amount:
result["contract_amount"] = project.contract_amount
result["profit_loss"] = round(project.contract_amount - total_cost, 2)
else:
result["contract_amount"] = None
result["profit_loss"] = None
return result