//! 评分引擎 — 基于想法内容的多维度启发式评分 //! //! 各维度分数均为 0-10(IPC 层会 *10 缩放为 0-100 以匹配前端)。 //! 启发式依据:优先级、描述充实度、标签、关键词信号——保证稳定且有区分度。 //! TODO: 接入 AI 做语义级深度评分。 use crate::capture::Idea; /// 想法评分详情(重新导出 capture 模块中的定义) pub use crate::capture::IdeaScores; use df_core::types::Priority; /// 评分权重配置 #[derive(Debug, Clone)] pub struct ScoringWeights { pub feasibility: f64, pub impact: f64, pub urgency: f64, } impl Default for ScoringWeights { fn default() -> Self { Self { feasibility: 0.4, impact: 0.4, urgency: 0.2, } } } /// 评分引擎 pub struct ScoringEngine; impl ScoringEngine { /// 使用默认权重计算评分 pub fn compute_default(idea: &Idea) -> IdeaScores { Self::compute(idea, &ScoringWeights::default()) } /// 使用指定权重计算评分 pub fn compute(idea: &Idea, weights: &ScoringWeights) -> IdeaScores { let feasibility = Self::heuristic_feasibility(idea); let impact = Self::heuristic_impact(idea); let urgency = Self::heuristic_urgency(idea); let overall = feasibility * weights.feasibility + impact * weights.impact + urgency * weights.urgency; IdeaScores { feasibility, impact, urgency, overall, } } /// 启发式可行性评分(描述充实度 + 技术/资源信号词) fn heuristic_feasibility(idea: &Idea) -> f64 { let mut score = 5.0_f64; let desc = idea.description.trim(); if !desc.is_empty() { score += 1.5; } let len = desc.chars().count(); if (50..=500).contains(&len) { score += 1.0; } else if len > 500 { // 过长描述通常意味着实现复杂度上升 score -= 0.5; } // 可行性正向信号 let pos = count_any(desc, &[ "复用", "已有", "简单", "集成", "支持", "成熟", "基于", "现成", "脚手架", "模板", ]); score += (pos as f64) * 0.5; // 复杂度负向信号 let neg = count_any(desc, &[ "重构", "迁移", "大规模", "分布式", "重写", "从零", "全新架构", "高并发", "底层", ]); score -= (neg as f64) * 0.6; score.clamp(0.0, 10.0) } /// 启发式影响力评分(优先级 + 价值信号词 + 标签广度) fn heuristic_impact(idea: &Idea) -> f64 { let mut score = match idea.priority { Priority::Critical => 8.0, Priority::High => 6.5, Priority::Medium => 5.0, Priority::Low => 3.5, }; if !idea.tags.is_empty() { score += 0.5; // 标签越多影响面越广,上限 +1.0 score += (idea.tags.len().min(4) as f64) * 0.25; } let desc = idea.description.trim(); let value_hits = count_any(desc, &[ "用户", "增长", "收入", "效率", "体验", "核心", "关键", "痛点", "竞品", "留存", ]); score += (value_hits as f64) * 0.5; if desc.chars().count() > 100 { score += 0.5; } score.clamp(0.0, 10.0) } /// 启发式紧急度评分(优先级 + 时效信号词) fn heuristic_urgency(idea: &Idea) -> f64 { let mut score = match idea.priority { Priority::Critical => 9.0, Priority::High => 7.0, Priority::Medium => 5.0, Priority::Low => 3.0, }; let desc = idea.description.trim(); let time_hits = count_any(desc, &[ "立即", "马上", "紧急", "尽快", "本周", "上线", "deadline", "截止", "先行", "阻塞", ]); score += (time_hits as f64) * 0.5; score.clamp(0.0, 10.0) } } /// 统计 text 中命中任一关键词的数量(小写匹配,兼顾中英文) /// 局限:纯子串匹配,不识别"不复用""无用户增长"等否定前缀,接 LLM 后由语义层修正 fn count_any(text: &str, keywords: &[&str]) -> usize { let lower = text.to_lowercase(); keywords.iter().filter(|kw| lower.contains(*kw)).count() } #[cfg(test)] mod tests { use super::*; use crate::capture::Idea; use df_core::types::{IdeaStatus, Priority}; /// 辅助工厂:构造测试用 Idea(时间/ID 用默认值,不影响评分) fn make_idea(title: &str, desc: &str, priority: Priority, tags: Vec<&str>) -> Idea { Idea { id: "test-id".to_string(), title: title.to_string(), description: desc.to_string(), status: IdeaStatus::Draft, priority, scores: None, tags: tags.into_iter().map(String::from).collect(), source: None, related_ids: Vec::new(), created_at: chrono::Utc::now(), updated_at: chrono::Utc::now(), } } #[test] fn s1_empty_idea_baseline() { let idea = make_idea("测试想法", "", Priority::Medium, vec![]); let s = ScoringEngine::compute_default(&idea); println!("\n[s1] 空想法 (Medium / 无描述 / 无标签)"); println!(" 可行性={:.2} 影响力={:.2} 紧急度={:.2} 综合={:.2}", s.feasibility, s.impact, s.urgency, s.overall); assert!((s.overall - 5.0).abs() < 0.01, "空想法 overall 应为 5.0, 实际 {:.2}", s.overall); } #[test] fn s2_high_priority_value_desc() { let desc = "面向用户的核心功能,带来显著增长,大幅提升效率。集成成熟方案,复用已有组件,快速交付价值。".repeat(3); let idea = make_idea("增长引擎", &desc, Priority::Critical, vec!["增长", "核心"]); let s = ScoringEngine::compute_default(&idea); println!("\n[s2] 高优先级 + 价值描述 (Critical / ~120字 / 含价值词)"); println!(" 可行性={:.2} 影响力={:.2} 紧急度={:.2} 综合={:.2}", s.feasibility, s.impact, s.urgency, s.overall); assert!(s.impact >= 7.0, "impact 应≥7.0, 实际 {:.2}", s.impact); assert!(s.urgency >= 8.0, "urgency 应≥8.0, 实际 {:.2}", s.urgency); } #[test] fn s3_low_priority_short_desc() { let idea = make_idea("小优化", "一句话", Priority::Low, vec![]); let s = ScoringEngine::compute_default(&idea); println!("\n[s3] 低优先级 + 短描述 (Low / 3字)"); println!(" 可行性={:.2} 影响力={:.2} 紧急度={:.2} 综合={:.2}", s.feasibility, s.impact, s.urgency, s.overall); assert!((s.overall - 4.6).abs() < 0.01, "overall 应为 4.6, 实际 {:.2}", s.overall); } #[test] fn s4_feasibility_positive_signals() { let idea = make_idea("复用方案", "复用已有组件,简单集成现成脚手架", Priority::Medium, vec![]); let s = ScoringEngine::compute_default(&idea); println!("\n[s4] 可行性正向信号 (含 复用/已有/简单/集成/现成/脚手架)"); println!(" 可行性={:.2} (预期 9.5)", s.feasibility); assert!((s.feasibility - 9.5).abs() < 0.01, "正向信号 feasibility 应为 9.5, 实际 {:.2}", s.feasibility); } #[test] fn s5_feasibility_negative_signals() { let idea = make_idea("大重构", "大规模重构迁移,分布式重写从零开始", Priority::Medium, vec![]); let s = ScoringEngine::compute_default(&idea); println!("\n[s5] 可行性负向信号 (含 大规模/重构/迁移/分布式/重写/从零)"); println!(" 可行性={:.2} (预期 ≤5.0)", s.feasibility); assert!(s.feasibility <= 5.0, "负向信号 feasibility 应≤5.0, 实际 {:.2}", s.feasibility); } #[test] fn s6_custom_weights() { let idea = make_idea("高可行低影响", "复用已有简单集成现成", Priority::Low, vec![]); let custom = ScoringWeights { feasibility: 0.7, impact: 0.2, urgency: 0.1 }; let s_custom = ScoringEngine::compute(&idea, &custom); let s_default = ScoringEngine::compute_default(&idea); let manual = s_custom.feasibility * 0.7 + s_custom.impact * 0.2 + s_custom.urgency * 0.1; println!("\n[s6] 自定义权重 (feas:0.7 / impact:0.2 / urg:0.1)"); println!(" 自定义综合={:.2} 默认综合={:.2} 手算加权={:.2}", s_custom.overall, s_default.overall, manual); assert!((s_custom.overall - manual).abs() < 0.01, "overall 应等于手算加权"); assert!(s_custom.overall > s_default.overall, "高 feas 配高权重应让综合更高"); } #[test] fn s7_clamp_upper_bound() { let desc = "复用已有简单集成现成成熟基于脚手架模板支持".repeat(20); let idea = make_idea("满分想法", &desc, Priority::Critical, vec!["a", "b", "c", "d"]); let s = ScoringEngine::compute_default(&idea); println!("\n[s7] clamp 上限 (堆正向词 + 超长描述 + Critical)"); println!(" 可行性={:.2} 影响力={:.2} 紧急度={:.2} 综合={:.2}", s.feasibility, s.impact, s.urgency, s.overall); assert!(s.feasibility <= 10.0 && s.impact <= 10.0 && s.urgency <= 10.0, "所有维度应≤10"); } #[test] fn s8_clamp_lower_bound() { let desc = "重构迁移大规模分布式重写从零全新架构高并发底层".repeat(20); let idea = make_idea("灾难想法", &desc, Priority::Low, vec![]); let s = ScoringEngine::compute_default(&idea); println!("\n[s8] clamp 下限 (堆负向词 + Low)"); println!(" 可行性={:.2} 影响力={:.2} 紧急度={:.2} 综合={:.2}", s.feasibility, s.impact, s.urgency, s.overall); assert!(s.feasibility >= 0.0 && s.impact >= 0.0 && s.urgency >= 0.0, "所有维度应≥0"); } }