feat: 实物期权计算器 — 后端BSM+二叉树API+前端交互页面

This commit is contained in:
Hermes CI Fix
2026-07-18 17:44:21 +08:00
parent 430d9f23fe
commit afa060bbfd
4 changed files with 328 additions and 0 deletions
+179
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@@ -152,3 +152,182 @@ def api_cvp_detailed(data: dict):
} }
except Exception as e: except Exception as e:
raise HTTPException(400, f"CVP详细分析失败: {str(e)}") raise HTTPException(400, f"CVP详细分析失败: {str(e)}")
# ── 实物期权计算器 ─────────────────────────────────────────────
import math
def _norm_cdf(x: float) -> float:
"""标准正态分布CDF — Abramowitz & Stegun 近似 (max error ≈ 1.5×10⁻⁷)"""
a1, a2, a3, a4, a5 = 0.254829592, -0.284496736, 1.421413741, -1.453152027, 1.061405429
p = 0.3275911
sign = 1.0
if x < 0:
sign = -1.0
x_abs = abs(x) / math.sqrt(2.0)
t = 1.0 / (1.0 + p * x_abs)
y = 1.0 - (((((a5 * t + a4) * t) + a3) * t + a2) * t + a1) * t * math.exp(-x_abs * x_abs)
return 0.5 * (1.0 + sign * y)
def _black_scholes_call(S0: float, X: float, t: float, r: float, sigma: float) -> dict:
"""BSM看涨期权定价(扩张期权/延迟期权)"""
sqrt_t = math.sqrt(t)
d1 = (math.log(S0 / X) + (r + 0.5 * sigma ** 2) * t) / (sigma * sqrt_t)
d2 = d1 - sigma * sqrt_t
nd1 = _norm_cdf(d1)
nd2 = _norm_cdf(d2)
call_value = max(S0 * nd1 - X * math.exp(-r * t) * nd2, 0.0)
return {"value": round(call_value, 4), "d1": round(d1, 4), "d2": round(d2, 4), "Nd1": round(nd1, 4), "Nd2": round(nd2, 4)}
def _black_scholes_put(S0: float, X: float, t: float, r: float, sigma: float) -> dict:
"""BSM看跌期权定价(放弃期权/收缩期权)"""
sqrt_t = math.sqrt(t)
d1 = (math.log(S0 / X) + (r + 0.5 * sigma ** 2) * t) / (sigma * sqrt_t)
d2 = d1 - sigma * sqrt_t
nd1 = _norm_cdf(-d1)
nd2 = _norm_cdf(-d2)
put_value = max(X * math.exp(-r * t) * nd2 - S0 * nd1, 0.0)
return {"value": round(put_value, 4), "d1": round(d1, 4), "d2": round(d2, 4), "N(-d1)": round(nd1, 4), "N(-d2)": round(nd2, 4)}
def _binomial_tree_call(S0: float, X: float, t: float, r: float, sigma: float, n: int = 100) -> float:
"""二叉树欧式看涨期权定价(延迟期权)"""
dt = t / n
u = math.exp(sigma * math.sqrt(dt))
d = 1.0 / u
p = (math.exp(r * dt) - d) / (u - d)
discount = math.exp(-r * dt)
prices = [S0 * (u ** (n - j)) * (d ** j) for j in range(n + 1)]
values = [max(p - X, 0.0) for p in prices]
for i in range(n - 1, -1, -1):
for j in range(i + 1):
values[j] = discount * (p * values[j] + (1 - p) * values[j + 1])
return max(values[0], 0.0)
def _binomial_tree_american_put(S0: float, X: float, t: float, r: float, sigma: float, n: int = 100) -> float:
"""二叉树美式看跌期权定价(可随时放弃的放弃期权)"""
dt = t / n
u = math.exp(sigma * math.sqrt(dt))
d = 1.0 / u
p = (math.exp(r * dt) - d) / (u - d)
discount = math.exp(-r * dt)
prices = [S0 * (u ** (n - j)) * (d ** j) for j in range(n + 1)]
values = [max(X - p, 0.0) for p in prices]
for i in range(n - 1, -1, -1):
for j in range(i + 1):
hold = discount * (p * values[j] + (1 - p) * values[j + 1])
exercise = X - (S0 * (u ** (i - j)) * (d ** j))
values[j] = max(hold, exercise)
return max(values[0], 0.0)
@router.post("/real-option")
def api_real_option(data: dict):
"""实物期权计算器"""
try:
opt_type = data.get("opt_type", "expansion") # expansion|abandon|delay|shrink
model = data.get("model", "bs") # bs|binomial
S0 = float(data.get("S0", 100.0))
X = float(data.get("X", 80.0))
t = float(data.get("t", 3.0))
r = float(data.get("r", 0.0174))
sigma = float(data.get("sigma", 0.30))
expansion_factor = float(data.get("expansion_factor", 1.5))
salvage_value = float(data.get("salvage_value", S0 * 0.3))
n_steps = int(data.get("n_steps", 100))
# 输入校验
if S0 <= 0 or X <= 0 or t <= 0 or sigma <= 0:
raise HTTPException(400, "参数必须为正数")
if sigma > 2.0:
raise HTTPException(400, "波动率σ不能超过200%")
result = {"option_type": opt_type, "model": model, "S0": S0, "X": X, "t": t, "r": r, "sigma": sigma}
# 计算期权价值
if opt_type in ("expansion", "delay") and model == "bs":
bs = _black_scholes_call(S0, X, t, r, sigma)
result["option_value"] = bs["value"]
result["intermediate"] = {k: v for k, v in bs.items() if k != "value"}
elif opt_type == "expansion" and model == "binomial":
adj_X = X / expansion_factor
bt_val = _binomial_tree_call(S0, adj_X, t, r, sigma, n_steps)
option_value = max(bt_val * expansion_factor, 0.0)
result["option_value"] = round(option_value, 4)
result["intermediate"] = {"expansion_factor": expansion_factor, "adjusted_X": round(adj_X, 4), "tree_value": round(bt_val, 4)}
elif opt_type == "delay" and model == "binomial":
option_value = _binomial_tree_call(S0, X, t, r, sigma, n_steps)
result["option_value"] = round(option_value, 4)
# Also compute BS for reference
bs = _black_scholes_call(S0, X, t, r, sigma)
result["intermediate"] = {"n_steps": n_steps, "bs_reference": round(bs["value"], 4)}
elif opt_type in ("abandon", "shrink") and model == "bs":
effective_X = salvage_value if opt_type == "abandon" else X
bs = _black_scholes_put(S0, effective_X, t, r, sigma)
result["option_value"] = bs["value"]
result["intermediate"] = {k: v for k, v in bs.items() if k != "value"}
if opt_type == "abandon":
result["intermediate"]["salvage_value"] = effective_X
elif opt_type == "abandon" and model == "binomial":
bt_val = _binomial_tree_american_put(S0, salvage_value, t, r, sigma, n_steps)
result["option_value"] = round(bt_val, 4)
result["intermediate"] = {"n_steps": n_steps, "salvage_value": salvage_value}
else:
raise HTTPException(400, f"不支持的组合: {opt_type} + {model}")
# 决策建议
val = result["option_value"]
if val > 0:
result["suggestion"] = "期权价值 > 0,管理弹性有价值,建议保留决策弹性,在有利时机行权"
result["suggestion_type"] = "positive"
else:
result["suggestion"] = "期权价值 ≈ 0,弹性无明显价值,建议按传统NPV决策,无需等待"
result["suggestion_type"] = "neutral"
# 扩展NPV(假设传统NPV = S0 - X
npv_without = S0 - X
expanded_npv = npv_without + val
result["npv_without_flexibility"] = round(npv_without, 4)
result["expanded_npv"] = round(expanded_npv, 4)
if expanded_npv > 0:
result["decision"] = "✅ 扩展NPV > 0,含弹性后项目整体值得投资"
else:
result["decision"] = "❌ 扩展NPV ≤ 0,含弹性后项目仍不值得投资"
# 敏感性分析数据(σ从10%~90%变化)
sensitivity = []
for s_pct in range(5, 96, 5):
s = s_pct / 100.0
if opt_type in ("expansion", "delay"):
if model == "bs":
v = _black_scholes_call(S0, X, t, r, s)["value"]
else:
bt = _binomial_tree_call(S0, X, t, r, s, n_steps)
v = bt * expansion_factor if opt_type == "expansion" else bt
else:
eff_X = salvage_value if opt_type == "abandon" else X
if model == "bs":
v = _black_scholes_put(S0, eff_X, t, r, s)["value"]
else:
v = _binomial_tree_american_put(S0, eff_X, t, r, s, n_steps)
sensitivity.append({"sigma": s_pct, "option_value": round(v, 4)})
result["sensitivity"] = sensitivity
# 警告提示
warnings = []
if t * sigma * sigma * 0.5 > r:
warnings.append("高波动+长时间,延迟价值显著")
if S0 < X:
warnings.append("价外期权,期权价值较低")
if S0 > X * 1.5:
warnings.append("深度价内,几乎确定行权")
if sigma < 0.10:
warnings.append("波动率过低,期权价值趋近于0")
if t > 10:
warnings.append("长期期权,贴现因子影响大")
result["warnings"] = warnings
return result
except HTTPException:
raise
except Exception as e:
raise HTTPException(400, f"实物期权计算失败: {str(e)}")
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@@ -61,6 +61,7 @@ export const MENU_ITEMS: MenuItem[] = [
// ══════════════════════════════════════════════════════════════ // ══════════════════════════════════════════════════════════════
{ path: '/maps-review', label: '战略回顾会', icon: 'TrendCharts', roles: ['ceo', 'finance'], group: '复盘与改进' }, { path: '/maps-review', label: '战略回顾会', icon: 'TrendCharts', roles: ['ceo', 'finance'], group: '复盘与改进' },
{ path: '/predict', label: '预测模拟', icon: 'DataLine', roles: ['ceo', 'finance', 'it'], group: '复盘与改进' }, { path: '/predict', label: '预测模拟', icon: 'DataLine', roles: ['ceo', 'finance', 'it'], group: '复盘与改进' },
{ path: '/real-options', label: '实物期权计算器', icon: 'TrendCharts', roles: ['ceo', 'finance'], group: '复盘与改进' },
// ══════════════════════════════════════════════════════════════ // ══════════════════════════════════════════════════════════════
// GROUP 5: 系统与支持(Infra // GROUP 5: 系统与支持(Infra
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@@ -27,6 +27,7 @@ const routes = [
{ path: 'deviations', name: 'DeviationDashboard', component: () => import('@/views/DeviationDashboard.vue'), meta: { title: '差异分析', roles: ['ceo', 'finance', 'business', 'it'] } }, { path: 'deviations', name: 'DeviationDashboard', component: () => import('@/views/DeviationDashboard.vue'), meta: { title: '差异分析', roles: ['ceo', 'finance', 'business', 'it'] } },
{ path: 'cost', name: 'CostDashboard', component: () => import('@/views/CostDashboard.vue'), meta: { title: '成本分析', roles: ['ceo', 'finance', 'it'] } }, { path: 'cost', name: 'CostDashboard', component: () => import('@/views/CostDashboard.vue'), meta: { title: '成本分析', roles: ['ceo', 'finance', 'it'] } },
{ path: 'predict', name: 'PredictDashboard', component: () => import('@/views/PredictDashboard.vue'), meta: { title: '预测模拟', roles: ['ceo', 'finance', 'it'] } }, { path: 'predict', name: 'PredictDashboard', component: () => import('@/views/PredictDashboard.vue'), meta: { title: '预测模拟', roles: ['ceo', 'finance', 'it'] } },
{ path: 'real-options', name: 'RealOptions', component: () => import('@/views/RealOptions.vue'), meta: { title: '实物期权计算器', roles: ['ceo', 'finance'] } },
{ path: 'action-plans', name: 'ActionPlans', component: () => import('@/views/ActionPlanLibrary.vue'), meta: { title: '改善行动', roles: ['ceo', 'finance', 'business', 'it'] } }, { path: 'action-plans', name: 'ActionPlans', component: () => import('@/views/ActionPlanLibrary.vue'), meta: { title: '改善行动', roles: ['ceo', 'finance', 'business', 'it'] } },
{ path: 'reports', name: 'ReportCenter', component: () => import('@/views/ReportCenter.vue'), meta: { title: '管理报表', roles: ['ceo', 'finance', 'business'] } }, { path: 'reports', name: 'ReportCenter', component: () => import('@/views/ReportCenter.vue'), meta: { title: '管理报表', roles: ['ceo', 'finance', 'business'] } },
{ path: 'alignment', name: 'KPIAlignment', component: () => import('@/views/KPIAlignment.vue'), meta: { title: '战略执行看板', roles: ['ceo', 'finance', 'business', 'it'] } }, { path: 'alignment', name: 'KPIAlignment', component: () => import('@/views/KPIAlignment.vue'), meta: { title: '战略执行看板', roles: ['ceo', 'finance', 'business', 'it'] } },
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@@ -0,0 +1,147 @@
<template>
<div class="page-view">
<div class="page-header">
<h3 class="page-title">实物期权计算器</h3>
</div>
<el-row :gutter="16">
<el-col :span="10">
<el-card>
<template #header><span>📋 参数设置</span></template>
<el-form label-width="120px" size="small">
<el-form-item label="期权类型">
<el-select v-model="form.option_type" style="width:100%">
<el-option value="expansion" label="扩张期权(看涨)" />
<el-option value="abandon" label="放弃期权(看跌)" />
<el-option value="delay" label="延迟期权(看涨)" />
</el-select>
</el-form-item>
<el-form-item label="计算模型">
<el-select v-model="form.model" style="width:100%">
<el-option value="bs" label="Black-Scholes" />
<el-option value="binomial" label="二叉树" />
</el-select>
</el-form-item>
<el-form-item label="标的资产 S₀ (万元)">
<el-input-number v-model="form.S0" :min="1" :step="10" style="width:100%" />
</el-form-item>
<el-form-item label="执行价格 X (万元)">
<el-input-number v-model="form.X" :min="1" :step="10" style="width:100%" />
</el-form-item>
<el-form-item label="到期时间 t (年)">
<el-input-number v-model="form.t" :min="0.1" :step="0.5" :precision="1" style="width:100%" />
</el-form-item>
<el-form-item label="无风险利率 r (%)">
<el-input-number v-model="form.r" :min="0.1" :step="0.5" :precision="2" style="width:100%" />
</el-form-item>
<el-form-item label="波动率 σ (%)">
<el-input-number v-model="form.sigma" :min="5" :step="5" :precision="0" style="width:100%" />
</el-form-item>
<el-form-item>
<el-button type="primary" @click="calculate" :loading="loading" style="width:100%">计算</el-button>
</el-form-item>
<el-form-item>
<el-button @click="resetDefaults" size="small">重置默认值</el-button>
</el-form-item>
</el-form>
</el-card>
</el-col>
<el-col :span="14">
<el-card v-if="result">
<template #header><span>📊 计算结果</span></template>
<div style="text-align:center;padding:20px 0;">
<div style="font-size:12px;color:#999;">期权价值</div>
<div style="font-size:48px;font-weight:700;" :style="{ color: result.option_value > 0 ? '#67c23a' : '#f56c6c' }">
{{ result.option_value.toFixed(2) }} <span style="font-size:16px;font-weight:400;">万元</span>
</div>
</div>
<el-descriptions :column="2" border size="small">
<el-descriptions-item label="d₁">{{ result.d1?.toFixed(4) || '-' }}</el-descriptions-item>
<el-descriptions-item label="d₂">{{ result.d2?.toFixed(4) || '-' }}</el-descriptions-item>
<el-descriptions-item label="N(d₁)">{{ result.Nd1?.toFixed(4) || '-' }}</el-descriptions-item>
<el-descriptions-item label="N(d₂)">{{ result.Nd2?.toFixed(4) || '-' }}</el-descriptions-item>
<el-descriptions-item label="模型" :span="2">{{ form.model === 'bs' ? 'Black-Scholes' : '二叉树' }}</el-descriptions-item>
</el-descriptions>
<el-alert :type="result.option_value > 0 ? 'success' : 'warning'" show-icon style="margin-top:12px;">
<template #title>{{ result.suggestion }}</template>
</el-alert>
</el-card>
<el-card v-else>
<el-empty description="设置参数后点击「计算」查看结果" />
</el-card>
<el-card v-if="result?.sensitivity?.length" style="margin-top:12px;">
<template #header><span>📈 波动率敏感性</span></template>
<div ref="chartRef" style="height:200px;"></div>
</el-card>
</el-col>
</el-row>
</div>
</template>
<script setup lang="ts">
import { ref, reactive, nextTick } from 'vue'
import { ElMessage } from 'element-plus'
import api from '../api/index'
const loading = ref(false)
const result = ref<any>(null)
const chartRef = ref<HTMLElement | null>(null)
const form = reactive({
option_type: 'expansion',
model: 'bs',
S0: 100, X: 80, t: 3, r: 2.8, sigma: 30
})
async function calculate() {
loading.value = true
result.value = null
try {
const payload = {
option_type: form.option_type,
model: form.model,
S0: form.S0,
X: form.X,
t: form.t,
r: form.r / 100,
sigma: form.sigma / 100,
}
const r: any = await api.post('/predict/real-option', payload)
result.value = r
nextTick(() => drawChart())
} catch (e) {
ElMessage.error('计算失败')
}
loading.value = false
}
function resetDefaults() {
form.S0 = 100; form.X = 80; form.t = 3
form.r = 2.8; form.sigma = 30
form.option_type = 'expansion'; form.model = 'bs'
result.value = null
}
function drawChart() {
if (!result.value?.sensitivity?.length || !chartRef.value) return
const points = result.value.sensitivity
const svg = `<svg width="100%" height="200" viewBox="0 0 600 200">
<text x="10" y="20" font-size="12" fill="#999">期权价值(万)</text>
<text x="580" y="195" font-size="12" fill="#999" text-anchor="end">波动率(%)</text>
<polyline fill="none" stroke="#409eff" stroke-width="2"
points="${points.map((p: any, i: number) => `${(i / (points.length - 1)) * 580},${180 - (p.value / Math.max(...points.map((x: any) => x.value))) * 160}`).join(' ')}" />
${points.map((p: any, i: number) => {
const x = (i / (points.length - 1)) * 580
const y = 180 - (p.value / Math.max(...points.map((x: any) => x.value))) * 160
return `<circle cx="${x}" cy="${y}" r="3" fill="#409eff"/><text x="${x}" y="${y - 8}" font-size="10" text-anchor="middle">${p.sigma_pct}%</text>`
}).join('')}
<line x1="0" y1="180" x2="580" y2="180" stroke="#e0e0e0" stroke-width="1"/>
<line x1="0" y1="20" x2="0" y2="180" stroke="#e0e0e0" stroke-width="1"/>
</svg>`
chartRef.value.innerHTML = svg
}
</script>
<style scoped>
.el-card { margin-bottom:12px; }
.el-form-item { margin-bottom:12px; }
</style>