~g5i"dZddlmZddlmZddlmZddlmZm Z ddl m Z eGdd Z eGd d Z Gd d Zy)z(KPI bottleneck and performance analyzer.) annotations) dataclass)Any)KPITreeKPINode) KPICalculatorcteZdZUdZded<ded<ded<ded<ded<ded <d ed <d ed <d ed<ddZy)BottleneckInfoz#Information about a KPI bottleneck.strnode_id node_name float | Noneactualtargetachievement_rategapfloat impact_scoreparent_contributionintdepthc |j|j|j|j|j|j |j |j|jd S)Convert to dictionary. r rrrrrrrrrselfs e/var/www/tkim.planitai.co.jp/gemegg/20251207-make-pdf-report/project/planitai-kpi/src/kpi/analyzer.pyto_dictzBottleneckInfo.to_dictsS||kkkk $ 5 588 --#'#;#;ZZ  Nreturnzdict[str, Any]__name__ __module__ __qualname____doc____annotations__rr rr r s=- LN  ""  J  r r cjeZdZUdZded<ded<ded<ded<ded<ded <ded <ded <dd Zy )PerformanceInfoz#Performance information for a node.r r rcategoryrrrrtrendunitc |j|j|j|j|j|j |j |jdS)rr rr,rrrr-r.r0rs rrzPerformanceInfo.to_dict6sH|| kkkk $ 5 5ZZII  r Nr!r#r)r rr+r+)s5- LNM  "" J I  r r+cTeZdZdZd d dZd ddZddZddZddZddZ dd Z dd Z y) KPIAnalyzerz-Analyzer for KPI performance and bottlenecks.Nc:||_|xs t||_y)zInitialize analyzer. Args: tree: KPI tree to analyze. calculator: Optional calculator instance. N)treer calculator)rr4r5s r__init__zKPIAnalyzer.__init__Gs $; d(;r cg}|jjjD]}|j |j|j }|+||ks1|j |}|j|}|jt|j|j|j|j||j|||j |jdd|S)aFind KPIs that are bottlenecking performance. Args: threshold: Achievement rate threshold (default 100%). Nodes below this are considered bottlenecks. Returns: List of bottleneck information, sorted by impact. rc|jSN)r)bs rz.KPIAnalyzer.find_bottlenecks..zs q~~r T)keyreverse)r4nodesvaluesrvaluer_calculate_impact_score_calculate_parent_contributionappendr idnamerrsort)r threshold bottlenecksnode achievementimpact contributions rfind_bottleneckszKPIAnalyzer.find_bottlenecksQs-/ IIOO**, D{{"djj&8//K"Y&55d;#BB4H """ $"&))#zz#{{)4 HH%+,8"jj   : 5tDr c.|jytdd|jdz z }|dz}tdd|jz dz dz}ddd d d d d d }|j|jj d }|d z}||z|z}t d|S)zCalculate impact score for a node (0-10 scale). Impact is based on: - How far below target - Depth in tree (shallower = more impact) - Category weight rrdg?g?gffffff?g333333?g?)financesales marketingcustomerproducthr operationg$@)rmaxrgetr,r@min) rrI gap_ratio base_scoredepth_modifiercategory_weightscategory_weightcategory_modifiertotals rrAz#KPIAnalyzer._calculate_impact_score~s  (1 5 5 ;<= ] QDJJ/!3a7 +..t}}/B/BCH+a/^+.??4r c|j |jy|j}|j|jdk(ry|j}|j|_|jj |j |ji}||_|j |j |j}|jdk(ry||jz |jz dz}|S)zCalculate how much this node contributes to parent's performance. Uses simulation to determine the effect of achieving target. rOrrP)parentrr@r5simulaterDr\)rrIrforiginal_value new_resultsnew_parent_valuerLs rrBz*KPIAnalyzer._calculate_parent_contributions ;; $++"5 << 6<<1#4[[ oo../EF $ '??699fllC <<1 (6<<76<<G#M r c^g}|jjjD]}|jt |j |j |jj|j|j|j|j||j|S)z|Get performance summary for all nodes. Returns: List of performance information for each node. r0) r4r>r?rCr+rDrEr,r@rr_calculate_trendr.)r performancesrIs rget_performance_summaryz#KPIAnalyzer.get_performance_summarys /1 IIOO**, D    GG"ii!]]00::;;%)%:%://5   r c^|jy|jdk\ry|jdkryy)zCalculate trend for a node. Note: This is a placeholder. In production, this would analyze historical data. stablen improvingZ declining)r)rrIs rrlzKPIAnalyzer._calculate_trends8  (  C '  " "R 'r c|jj}|j|j|j|j |j |jdS)z`Get KGI summary information. Returns: Dictionary with KGI summary. )rErrrrr.)r4rootrEr@rrrr.)rkgis rget_kgi_summaryzKPIAnalyzer.get_kgi_summarysI iinnHHiijj # 4 477HH   r c i}|jjjD]5}|jj}||vrg||<||j |7i}|j D]\}}|Dcgc]}|j|j}}t||rt|t|z nd|r t|nd|r t|ndt|Dcgc] }|dks | c}d||<|Scc}wcc}w)zyGet performance summary by category. Returns: Dictionary mapping category to summary stats. NrP) node_countavg_achievementmin_achievementmax_achievementbottleneck_count) r4r>r?r,r@rCitemsrlensumr]r[) r categoriesrIcatsummaryr>nachievement_ratesrs rget_category_summaryz KPIAnalyzer.get_category_summarys% 02 IIOO**, )D--%%C*$"$ 3 sO " "4 (  ) .0$**, JC,1!'(Q5G5G5S""! ! "%j))*S1B-CC=N3'8#9TX=N3'8#9TX$' 1=1QWQ=% GCL  &%!>s;D D& D 1D r9)r4rr5zKPICalculator | None)gY@)rGrr"zlist[BottleneckInfo])rIrr"r)r"zlist[PerformanceInfo])rIrr"r r!)r"zdict[str, dict[str, Any]]) r$r%r&r'r6rMrArBrnrlrxrr)r rr2r2Ds/7<+Z  D<0" "#r r2N)r' __future__r dataclassesrtypingrr4rrr5r r r+r2r)r rrsU."!"%     8     4WWr