diff --git a/docs/拍摄约束放宽与标题更新-2026-10-12.md b/docs/拍摄约束放宽与标题更新-2026-10-12.md
new file mode 100644
index 0000000..3ff522b
--- /dev/null
+++ b/docs/拍摄约束放宽与标题更新-2026-10-12.md
@@ -0,0 +1,41 @@
+# 拍摄约束放宽与标题更新
+
+依据用户真实手机反馈：上一轮拍摄过于费劲，适度放宽前端门限，页面名称改为 `1'me肌肤状态检测`。此次不修改设计素材、评分、肌龄、推荐规则、微信登录流程或历史报告。
+
+## 参数对照
+
+参数版本由 `2026-10-12-fourth-v1` 升为 `2026-10-12-fourth-v2`；新报告后台保存新版本与配置快照，已有记录不回写。
+
+| 项目 | 上一轮 v1 | 本次 v2 |
+| --- | --- | --- |
+| 人脸置信度 | ≥0.5 | ≥0.4 |
+| 人脸框高占原帧 | 34%～64% | 30%～68% |
+| 水平偏离屏幕中心 | ≤12% 屏宽 | ≤16% 屏宽 |
+| 检测框边缘余量 | ≥2% 原帧 | ≥1% 原帧 |
+| 正脸 yaw/pitch | ≤10°/12° | ≤15°/18° |
+| 侧脸幅度/pitch | 35°～65°/≤15° | 30°～70°/≤20° |
+| 歪头 roll | ≤10° | ≤15° |
+| 脸部平均亮度 | 75～225 | 65～235 |
+| 稳定时长/检测帧数 | ≥650ms/≥3 帧 | ≥450ms/≥2 帧 |
+| yaw/pitch 漂移 | ≤5° | ≤8° |
+| 中心 x/y 漂移 | ≤原帧 3.5% | ≤原帧 5.5% |
+| 框高占比变化 | ≤4.5 个百分点 | ≤6.5 个百分点 |
+
+仍要求单人出镜、完整入镜、正确视角、基本距离/光线；最终 JPEG 必须通过同一套本地复验。没有删除质量检查、绕过检测、增加服务端质量拦截或网络往返。漏检/识别异常及超过 2 秒的检测间隔仍打断累计。已有模型不可用降级路径保持不变，后台明确标记未校验。
+
+最低稳定等待减少 200ms；慢设备从至少三次合格观察减为两次，减少持续保持姿势的难度。实际速度仍取决于手机模型推理耗时，不能保证所有机型和环境的检测合格率。
+
+## 标题
+
+`h5/index.html` 的 HTML title、Open Graph 分享标题及页面描述统一改为 `1'me肌肤状态检测`。首页 PSD 原组合图已经是「肌肤状态检测」，无需改图。
+
+## 验证与发布
+
+本地已通过：
+
+- 参数边界：上一版偏头/俯仰/偏位/亮度/轻微漂移等拒绝样例现在通过，多人/错误视角/裁切/大幅移动仍拒绝；450ms 两帧准确触发，短于 450ms 不触发，漏检/超时间隔重置。
+- 真实模型自动三连拍及最终 JPEG 本地复验，正脸不能冒充侧脸、错误方向不能推进，诊断照片归属正确，成功后释放摄像头。
+- 隔离服务器后台诊断保存 v2 配置快照；页面与分享标题正确；quality=3 不阻断报告，游客状态、历史快照、五种屏宽及实际一轮扫描动画通过。
+- 报告持久化、后台/H5/CSV 一致、账号隔离、皱纹原文；账号/OAuth 单测；原算法 86 条及推荐规则 126 用例；请求超时与震动安全回归。
+
+部署目标：`ubuntu@1me.xajuzi.com:/home/ubuntu/juzi`，部署基线 `3f165bf`，通过 Git bundle 快进同步、不代用户 push。重启 `juzi-h5.service` 以保存新版后端参数快照。生产验证仅 GET 请求及浏览器内存拦截，不创建线上账号/报告，不调用收费 Face++。
diff --git a/graphify-out/.graphify_labels.json b/graphify-out/.graphify_labels.json
index 861ac1b..e869d3e 100644
--- a/graphify-out/.graphify_labels.json
+++ b/graphify-out/.graphify_labels.json
@@ -4,20 +4,20 @@
"2": "app.js",
"3": "skin-score.js",
"4": "customer-feedback-second.js",
- "5": "r",
- "6": "extractFaces",
- "7": "customer-feedback-third.mjs",
+ "5": "n",
+ "6": "extractFaceTensors",
+ "7": ".forwardInput",
"8": "admin.js",
"9": "__awaiter",
- "10": "FaceLandmarks68",
+ "10": "wechat-browser.mjs",
"11": "lib/accounts.js",
"12": "server.js",
"13": "files",
"14": ".draw",
- "15": "getEnv",
+ "15": "extractFaces",
"16": "巨子测肤 · 1'me 在线肌肤测试 — UI 设计规范",
- "17": "k",
- "18": "1'me 在线肌肤测试 H5",
+ "17": "report-persistence.mjs",
+ "18": "1'me肌肤状态检测 H5",
"19": "customer-feedback-fourth.js",
"20": "build_fixtures.py",
"21": "disposeUnusedWeightTensors",
@@ -42,7 +42,7 @@
"40": "第四轮反馈修改与验收",
"41": "NeuralNetwork",
"42": "layer_at",
- "43": "convLayer",
+ "43": "normalize",
"44": "start-local.sh",
"45": "PredictAllAgeAndGenderWithFaceAlignmentTask",
"46": "PredictAllFaceExpressionsWithFaceAlignmentTask",
@@ -54,7 +54,7 @@
"52": "region-data.js",
"53": "护理建议（全量文本，按需求摘抄）",
"54": "UI 对齐 10.09 设计稿：调研与实施计划",
- "55": "i",
+ "55": "pn",
"56": "report-ui.js",
"57": "regression.js",
"58": ".dispose",
@@ -65,46 +65,46 @@
"63": "e2e-browser.mjs",
"64": "account-client.js",
"65": "微信登录接入与公网部署说明",
- "66": ".div",
+ "66": "FaceLandmarks68",
"67": "ui-20261009.mjs",
"68": "analyze-timeout.js",
"69": "misans/README.md",
"70": "extractConvParamsFactory",
- "71": ".predictAgeAndGender",
+ "71": "extractAllFacesAndComputeResults",
"72": "build_report_copy.py",
"73": "camera-geometry.js",
"74": "report-copy.js",
"75": "prepare_h5_assets.py",
- "76": "TinyYolov2Base",
- "77": "drawFaceExpressions",
- "78": "n",
+ "76": ".toString",
+ "77": ".runAndExtendWithFaceDetections",
+ "78": "i",
"79": "登录反馈与加载优化（2026-10-12）",
"80": "线上微信登录部署记录",
"81": "wechat-production.mjs",
- "82": ".forwardInput",
+ "82": "拍摄约束放宽与标题更新",
"83": "10.09 新版 H5 实施与验收",
"84": "微信登录联调：2026-10-12",
"85": "test/accounts.js",
- "86": "normalize",
+ "86": "FaceExpressionNet",
"87": "产品推荐规则：肤龄基准与边界调整",
"88": "ui-20261012/manifest.json",
"89": "傅艳NEW与项思炼的会话 2026年10月12日.md",
"90": "customer-feedback.mjs",
"91": "wi",
"92": "客户反馈修改（2026-10-12）",
- "93": ".runAndExtendWithFaceDetections",
+ "93": ".runAndExtendWithFaceDetection",
"94": "第三轮反馈：PSD 对齐、验收及上线记录",
- "95": ".forwardInput",
- "96": ".run",
+ "95": "login-performance.mjs",
+ "96": "production-loop.mjs",
"97": "PredictSingleAgeAndGenderWithFaceAlignmentTask",
"98": "PredictSingleFaceExpressionsWithFaceAlignmentTask",
"99": "DetectSingleFaceLandmarksTask",
- "100": "extractAllFacesAndComputeResults",
- "101": ".toBatchTensor",
+ "100": "ComputeAllFaceDescriptorsTask",
+ "101": "drawFaceExpressions",
"102": "TinyYolov2",
"103": "第四轮反馈/傅艳NEW与项思炼的会话 2026年10月12日.md",
"104": "export_fourth_feedback_assets.py",
"105": "capture-quality-browser.mjs",
"106": "第三轮反馈20261012/傅艳NEW与项思炼的会话 2026年10月12日.md",
- "107": "rescaleAndNormalize"
+ "107": "ComputeSingleFaceDescriptorTask"
}
diff --git a/graphify-out/.graphify_labels.json.sig b/graphify-out/.graphify_labels.json.sig
index 4c6ca53..385553f 100644
--- a/graphify-out/.graphify_labels.json.sig
+++ b/graphify-out/.graphify_labels.json.sig
@@ -1 +1 @@
-{"0": "cd6fa4c897b52500", "1": "cb6ea50bd4e4a5ca", "2": "b159712c832c558e", "3": "1f737ca8edb978f2", "4": "56bf12952b0de42b", "5": "d50faa21d10efe9c", "6": "7162685b110caea8", "7": "325690c89d34f602", "8": "a689fcb62e7754af", "9": "1215838433447012", "10": "68c52c80f38f8b2c", "11": "7c739fd002680640", "12": "aeca274694e158d2", "13": "7e3b558a587a4ebe", "14": "bf75bfc99d4f9e34", "15": "bbd2902bccbcfc9c", "16": "95add6a975c0cb72", "17": "68c8c4a53446cb29", "18": "38bb0b185ceed116", "19": "39abb1eef19df707", "20": "aecf2fce44ba49c5", "21": "d4699b3ebc30431b", "22": "bb2dc34c7d87256a", "23": "90fac00055070ce2", "24": "f85b5b1634224c86", "25": "46e8db3e6e3f37ea", "26": "6039f82328197b7e", "27": "eab427ce9a5219e9", "28": "0018a4ff1d5fe668", "29": "c608f1c6492e1cb1", "30": "73c13793fca09f56", "31": "fbbcfc059751cc6a", "32": "f6bcf56c4589316b", "33": "75f750c5b7d9f63d", "34": "f024ff7942935690", "35": "0a737a97b7cae9fc", "36": "a7d375041779bad4", "37": "cb8f26249485324a", "38": "9a25b1230b5fe649", "39": "fdd95375b4a5ddb3", "40": "5e546676ab96de03", "41": "d96493a5f110bd4c", "42": "916170b9f5d7346b", "43": "4eaa3e8b9eed3bf1", "44": "852c1bb2446edd9c", "45": "92ab3e5134ed8685", "46": "65718282b3c32109", "47": "e594ecaa8e7d1538", "48": "cf2f2424bc00436f", "49": "1f976711cda158dc", "50": "bbb2b57d72922b16", "51": "eb6a182204867275", "52": "2ec3c8c088568ba9", "53": "68c45056378341a7", "54": "c58d41e8e580fdc6", "55": "a4d51d71a07be14b", "56": "9ee2ad45dc27851d", "57": "f2a40b5f1b29f669", "58": "55bfa752b54c63f4", "59": "891f59cda3708718", "60": "a505b7de6257a4e8", "61": "57344ed1fd5c260f", "62": "1366ae24c7e5897d", "63": "c256b43f75d7809e", "64": "ce0e68dab611f022", "65": "74ae017de0ffd36b", "66": "09b9b4b462ad944a", "67": "3e126d8deaf6e200", "68": "6b91f3679541de79", "69": "e511846eeba03076", "70": "af5864c4ac65160d", "71": "a2b13160223b5a98", "72": "c84f196a7bd35861", "73": "2b887bf601ccfb9f", "74": "ae2a154311e1f53a", "75": "69fdd23278518884", "76": "4880b6c8e510f062", "77": "d5ce16a18b491627", "78": "390555e7d7f0d203", "79": "c6cfdfe181232ecc", "80": "315325cde1352e98", "81": "37c559741825be74", "82": "315b401775d71d8e", "83": "1284897282eb47a3", "84": "d8bb296741d3d05c", "85": "4bc370be8afd7db1", "86": "8824c7a0092ee36e", "87": "e5fa7717989eda80", "88": "8b5ab5232cef3457", "89": "9e3363b80eeceeea", "90": "dd1c246e19a2d032", "91": "83b0fd3b14363e4d", "92": "fced244d93677d90", "93": "84a88fb74d1ce216", "94": "713d04996c4627df", "95": "5fec2bbca3634aec", "96": "1511ecae12413095", "97": "01f68dfc34a29d32", "98": "8c471c7baeaaca54", "99": "23f1d406f6c779ae", "100": "b8eb9c4c56ab3204", "101": "0c404de2055f9462", "102": "c96276581a8c98d4", "103": "6ffbe07b521a061b", "104": "e114a7aebaaca2f1", "105": "0567be4dc8048b9c", "106": "8bc72c179793e1c2", "107": "8d5f4e992bac9095"}
\ No newline at end of file
+{"0": "65cda48e6d2f67a3", "1": "cb6ea50bd4e4a5ca", "2": "b159712c832c558e", "3": "bcbfbc0b66f44357", "4": "56bf12952b0de42b", "5": "8e50b0e3c19c0a11", "6": "e154e5d8b03e5206", "7": "880a74c6d255e5cc", "8": "a689fcb62e7754af", "9": "63bb420d48d7a255", "10": "2b037735e1f5b0f6", "11": "4a490abd5e503318", "12": "aeca274694e158d2", "13": "7e3b558a587a4ebe", "14": "bf75bfc99d4f9e34", "15": "b1a71a621511068d", "16": "95add6a975c0cb72", "17": "e042d7fe7351bcb9", "18": "f93d5d85e671fcee", "19": "39abb1eef19df707", "20": "aecf2fce44ba49c5", "21": "59485c317afc6c2b", "22": "512a2535c88c4284", "23": "90fac00055070ce2", "24": "f85b5b1634224c86", "25": "46e8db3e6e3f37ea", "26": "041694c55d6f8a30", "27": "eab427ce9a5219e9", "28": "d3fab0fa540bd925", "29": "c608f1c6492e1cb1", "30": "73c13793fca09f56", "31": "fbbcfc059751cc6a", "32": "f6bcf56c4589316b", "33": "75f750c5b7d9f63d", "34": "f024ff7942935690", "35": "241be5abeab1da6f", "36": "a7d375041779bad4", "37": "cb8f26249485324a", "38": "9a25b1230b5fe649", "39": "fdd95375b4a5ddb3", "40": "5e546676ab96de03", "41": "d96493a5f110bd4c", "42": "916170b9f5d7346b", "43": "7986b9d5a423a3fc", "44": "852c1bb2446edd9c", "45": "92ab3e5134ed8685", "46": "65718282b3c32109", "47": "e594ecaa8e7d1538", "48": "cf2f2424bc00436f", "49": "1f976711cda158dc", "50": "bbb2b57d72922b16", "51": "eb6a182204867275", "52": "2ec3c8c088568ba9", "53": "68c45056378341a7", "54": "c58d41e8e580fdc6", "55": "82703230bd5ed1e1", "56": "9ee2ad45dc27851d", "57": "f2a40b5f1b29f669", "58": "803dac08b323abc2", "59": "891f59cda3708718", "60": "a505b7de6257a4e8", "61": "0890ad2144e37304", "62": "1366ae24c7e5897d", "63": "c256b43f75d7809e", "64": "ce0e68dab611f022", "65": "74ae017de0ffd36b", "66": "b6d6154e2dd14637", "67": "3e126d8deaf6e200", "68": "6b91f3679541de79", "69": "e511846eeba03076", "70": "af5864c4ac65160d", "71": "06e9a65e05e71d35", "72": "c84f196a7bd35861", "73": "2b887bf601ccfb9f", "74": "ae2a154311e1f53a", "75": "69fdd23278518884", "76": "74310612e8e059f4", "77": "2ee521497bb8506a", "78": "5cb44ae4ec05213b", "79": "c6cfdfe181232ecc", "80": "315325cde1352e98", "81": "37c559741825be74", "82": "200f25fbad7af8fb", "83": "1284897282eb47a3", "84": "d8bb296741d3d05c", "85": "4bc370be8afd7db1", "86": "e858d75e995c92e5", "87": "e5fa7717989eda80", "88": "8b5ab5232cef3457", "89": "9e3363b80eeceeea", "90": "dd1c246e19a2d032", "91": "83b0fd3b14363e4d", "92": "fced244d93677d90", "93": "8bd61518dd267641", "94": "713d04996c4627df", "95": "59c31f858c7b6970", "96": "4195478d5c528371", "97": "01f68dfc34a29d32", "98": "8c471c7baeaaca54", "99": "23f1d406f6c779ae", "100": "3dd68cce72af5314", "101": "a0bc88eb14b70170", "102": "29790cf710874dd0", "103": "6ffbe07b521a061b", "104": "e114a7aebaaca2f1", "105": "0567be4dc8048b9c", "106": "8bc72c179793e1c2", "107": "7ac475ea9bc280f8"}
\ No newline at end of file
diff --git a/graphify-out/GRAPH_REPORT.md b/graphify-out/GRAPH_REPORT.md
index fafd14c..31feb7e 100644
--- a/graphify-out/GRAPH_REPORT.md
+++ b/graphify-out/GRAPH_REPORT.md
@@ -1,16 +1,16 @@
# Graph Report - juzi (2026-10-12)
## Corpus Check
-- 92 files · ~4,888,834 words
+- 93 files · ~4,889,148 words
- Verdict: corpus is large enough that graph structure adds value.
## Summary
-- 1382 nodes · 2810 edges · 108 communities (84 shown, 24 thin omitted)
+- 1387 nodes · 2814 edges · 108 communities (82 shown, 26 thin omitted)
- Extraction: 93% EXTRACTED · 7% INFERRED · 0% AMBIGUOUS · INFERRED: 189 edges (avg confidence: 0.54)
- Token cost: 0 input · 0 output
## Graph Freshness
-- Built from commit: `92a3965b`
+- Built from commit: `3f165bf9`
- Run `git rev-parse HEAD` and compare to check if the graph is stale.
- Run `graphify update .` after code changes (no API cost).
@@ -20,20 +20,20 @@
- app.js
- skin-score.js
- customer-feedback-second.js
-- r
-- extractFaces
-- customer-feedback-third.mjs
+- n
+- extractFaceTensors
+- .forwardInput
- admin.js
- __awaiter
-- FaceLandmarks68
+- wechat-browser.mjs
- lib/accounts.js
- server.js
- files
- .draw
-- getEnv
+- extractFaces
- 巨子测肤 · 1'me 在线肌肤测试 — UI 设计规范
-- k
-- 1'me 在线肌肤测试 H5
+- report-persistence.mjs
+- 1'me肌肤状态检测 H5
- customer-feedback-fourth.js
- build_fixtures.py
- disposeUnusedWeightTensors
@@ -56,7 +56,7 @@
- 第四轮反馈修改与验收
- NeuralNetwork
- layer_at
-- convLayer
+- normalize
- start-local.sh
- PredictAllAgeAndGenderWithFaceAlignmentTask
- PredictAllFaceExpressionsWithFaceAlignmentTask
@@ -66,7 +66,7 @@
- call_skinanalyze_3view.sh
- 护理建议（全量文本，按需求摘抄）
- UI 对齐 10.09 设计稿：调研与实施计划
-- i
+- pn
- report-ui.js
- regression.js
- .dispose
@@ -76,42 +76,42 @@
- e2e-browser.mjs
- account-client.js
- 微信登录接入与公网部署说明
-- .div
+- FaceLandmarks68
- ui-20261009.mjs
- analyze-timeout.js
- misans/README.md
- extractConvParamsFactory
-- .predictAgeAndGender
+- extractAllFacesAndComputeResults
- build_report_copy.py
-- TinyYolov2Base
-- drawFaceExpressions
-- n
+- .toString
+- .runAndExtendWithFaceDetections
+- i
- 登录反馈与加载优化（2026-10-12）
- 线上微信登录部署记录
- wechat-production.mjs
-- .forwardInput
+- 拍摄约束放宽与标题更新
- 10.09 新版 H5 实施与验收
- 微信登录联调：2026-10-12
- test/accounts.js
-- normalize
+- FaceExpressionNet
- 产品推荐规则：肤龄基准与边界调整
- ui-20261012/manifest.json
- 傅艳NEW与项思炼的会话 2026年10月12日.md
- wi
- 客户反馈修改（2026-10-12）
-- .runAndExtendWithFaceDetections
+- .runAndExtendWithFaceDetection
- 第三轮反馈：PSD 对齐、验收及上线记录
-- .forwardInput
-- .run
+- login-performance.mjs
+- production-loop.mjs
- PredictSingleAgeAndGenderWithFaceAlignmentTask
- PredictSingleFaceExpressionsWithFaceAlignmentTask
- DetectSingleFaceLandmarksTask
-- extractAllFacesAndComputeResults
-- .toBatchTensor
+- ComputeAllFaceDescriptorsTask
+- drawFaceExpressions
- TinyYolov2
- 第四轮反馈/傅艳NEW与项思炼的会话 2026年10月12日.md
- 第三轮反馈20261012/傅艳NEW与项思炼的会话 2026年10月12日.md
-- rescaleAndNormalize
+- ComputeSingleFaceDescriptorTask
## God Nodes (most connected - your core abstractions)
1. `__awaiter()` - 59 edges
@@ -140,11 +140,11 @@
## Import Cycles
- None detected.
-## Communities (108 total, 24 thin omitted)
+## Communities (108 total, 26 thin omitted)
### Community 0 - "face-api.js"
Cohesion: 0.02
-Nodes (34): boxPredictionLayer(), cn(), createBrowserEnv(), createFileSystem(), createNodejsEnv(), decodeBoxesLayer(), depthwiseConvLayer(), dr() (+26 more)
+Nodes (51): bgrToRgbTensor(), cn(), computeReshapedDimensions(), createBrowserEnv(), createFaceDetectionNet(), createSsdMobilenetv1(), Dimensions(), dr() (+43 more)
### Community 1 - "线上闭环测试（不含真实微信授权）"
Cohesion: 0.25
@@ -155,36 +155,40 @@ Cohesion: 0.05
Nodes (85): applyMirror(), armNudge(), beginDetect(), bindBackdropClose(), busyWithFlow(), captureFromVideo(), captureHaptic(), checkStill() (+77 more)
### Community 3 - "skin-score.js"
-Cohesion: 0.12
+Cohesion: 0.11
Nodes (45): acneGrade(), buildViewModel(), calcAcne(), calcContour(), calcSens(), calcSmooth(), calcTone(), calcWrinkles() (+37 more)
### Community 4 - "customer-feedback-second.js"
Cohesion: 0.17
Nodes (10): assert, context, face, fs, geometry, original, path, source (+2 more)
-### Community 5 - "r"
-Cohesion: 0.14
-Nodes (34): a(), ae(), bf(), cf(), d(), drawContour(), dt(), ea() (+26 more)
+### Community 5 - "n"
+Cohesion: 0.12
+Nodes (43): a(), ae(), ba(), bf(), cf(), d(), da(), drawContour() (+35 more)
-### Community 6 - "extractFaces"
-Cohesion: 0.10
-Nodes (15): bgrToRgbTensor(), Box(), DetectAllFaceLandmarksTask(), Dimensions(), extendWithFaceLandmarks(), extractFaces(), extractFaceTensors(), imageTensorToCanvas() (+7 more)
+### Community 6 - "extractFaceTensors"
+Cohesion: 0.16
+Nodes (5): Box(), extendWithFaceLandmarks(), extractFaceTensors(), FaceLandmarks(), minBbox()
-### Community 7 - "customer-feedback-third.mjs"
-Cohesion: 0.14
-Nodes (9): actualLines(), errors, guideLines, manifest, rect(), requests, root, widths (+1 more)
+### Community 7 - ".forwardInput"
+Cohesion: 0.22
+Nodes (9): boxPredictionLayer(), decodeBoxesLayer(), depthwiseConvLayer(), getCenterCoordinatesAndSizesLayer(), getStridesForLayerIdx(), mobileNetV1(), outputLayer(), pointwiseConvLayer() (+1 more)
### Community 8 - "admin.js"
Cohesion: 0.20
Nodes (29): ageText(), api(), bind(), captureQualityHtml(), closeDetail(), collectFilters(), dimsHtml(), doRetry() (+21 more)
### Community 9 - "__awaiter"
-Cohesion: 0.14
-Nodes (13): __awaiter(), ComposableTask(), fetchImage(), fetchJson(), fetchNetWeights(), fetchOrThrow(), __generator(), getModelUris() (+5 more)
+Cohesion: 0.12
+Nodes (14): __awaiter(), bufferToImage(), ComposableTask(), extendWithFaceExpressions(), fetchImage(), fetchJson(), fetchNetWeights(), fetchOrThrow() (+6 more)
+
+### Community 10 - "wechat-browser.mjs"
+Cohesion: 0.22
+Nodes (6): createAccounts, h5, ReportUI, require, root, SkinScore
### Community 11 - "lib/accounts.js"
-Cohesion: 0.06
-Nodes (37): atomic(), body(), cookie(), cookies(), crypto, fs, json(), login() (+29 more)
+Cohesion: 0.17
+Nodes (20): atomic(), body(), cookie(), cookies(), crypto, fs, json(), login() (+12 more)
### Community 12 - "server.js"
Cohesion: 0.08
@@ -194,21 +198,21 @@ Nodes (52): accounts, appendRecord(), callFacepp(), CaptureDiagnostics, CRED, cr
Cohesion: 0.12
Nodes (15): files, analyze-fail, analyzing, countdown-321, hint-far, hint-front, hint-hold, hint-near (+7 more)
-### Community 15 - "getEnv"
-Cohesion: 0.27
-Nodes (14): awaitMediaLoaded(), bufferToImage(), createCanvas(), createCanvasFromMedia(), extractImagePatches(), getContext2dOrThrow(), getEnv(), getMediaDimensions() (+6 more)
+### Community 15 - "extractFaces"
+Cohesion: 0.24
+Nodes (15): awaitMediaLoaded(), createCanvas(), createCanvasFromMedia(), extractFaces(), extractImagePatches(), getContext2dOrThrow(), getEnv(), getMediaDimensions() (+7 more)
### Community 16 - "巨子测肤 · 1'me 在线肌肤测试 — UI 设计规范"
Cohesion: 0.15
Nodes (12): 1. 基准与尺寸换算, 2. 色彩规范, 3. 字体规范, 4. 组件切图(assets/svg/), 5. 图片素材(assets/images/,共 15 张), 6. 页面清单(design/ 下有整屏 PNG 预览), 7. 目录结构, 8. 还原建议 (+4 more)
-### Community 17 - "k"
-Cohesion: 0.15
-Nodes (15): b(), ba(), ca(), da(), fa(), k(), ne(), pa() (+7 more)
+### Community 17 - "report-persistence.mjs"
+Cohesion: 0.29
+Nodes (6): child, dataRoot, fx, h5, ReportUI, require
-### Community 18 - "1'me 在线肌肤测试 H5"
+### Community 18 - "1'me肌肤状态检测 H5"
Cohesion: 0.13
-Nodes (15): 10.09 更新, 1'me 在线肌肤测试 H5, Admin API(统一返回 `{ok:false,message}` 错误), Windows 本机部署(提测用), 后台查看(admin.html), 密钥配置, 已知占位清单, 技术说明 (+7 more)
+Nodes (15): 10.09 更新, 1'me肌肤状态检测 H5, Admin API(统一返回 `{ok:false,message}` 错误), Windows 本机部署(提测用), 后台查看(admin.html), 密钥配置, 已知占位清单, 技术说明 (+7 more)
### Community 19 - "customer-feedback-fourth.js"
Cohesion: 0.06
@@ -219,7 +223,7 @@ Cohesion: 0.40
Nodes (9): build_case1(), build_case2(), build_truth(), col(), dump(), main(), parse_value(), set_path() (+1 more)
### Community 21 - "disposeUnusedWeightTensors"
-Cohesion: 0.09
+Cohesion: 0.10
Nodes (24): disposeUnusedWeightTensors(), extractorsFactory$3(), extractorsFactory$5(), extractorsFactory$7(), extractorsFactory$9(), extractParamsFromWeigthMap(), extractParamsFromWeigthMap$1(), extractParamsFromWeigthMap$2() (+16 more)
### Community 23 - "facepp-skinanalyze（旷视皮肤分析专业版调用技能）"
@@ -235,8 +239,8 @@ Cohesion: 0.20
Nodes (16): _arrayLikeToArray(), _arrayWithHoles(), _arrayWithoutHoles(), _classCallCheck(), _createClass(), _defineProperties(), h(), _iterableToArray() (+8 more)
### Community 26 - ".extractWeights"
-Cohesion: 0.12
-Nodes (16): createFaceDetectionNet(), createFaceRecognitionNet(), createMtcnn(), createSsdMobilenetv1(), createTinyFaceDetector(), createTinyYolov2(), extractFCParamsFactory(), extractorsFactory$2() (+8 more)
+Cohesion: 0.14
+Nodes (14): createFaceRecognitionNet(), createMtcnn(), createTinyFaceDetector(), createTinyYolov2(), extractFCParamsFactory(), extractorsFactory$2(), extractorsFactory$4(), extractorsFactory$8() (+6 more)
### Community 27 - "gen_voice.py"
Cohesion: 0.30
@@ -244,7 +248,7 @@ Nodes (11): ndarray, Path, gen_countdown(), main(), normalize_clip(), 倒计时
### Community 28 - "C"
Cohesion: 0.09
-Nodes (34): ao(), Bo(), C(), cd(), cl(), co(), Do(), eo() (+26 more)
+Nodes (36): ao(), Bo(), C(), cd(), cl(), co(), Do(), e() (+28 more)
### Community 29 - "face-api.js 本地化依赖（h5/vendor/faceapi/）"
Cohesion: 0.29
@@ -259,8 +263,8 @@ Cohesion: 0.60
Nodes (4): main(), 递归缩放 result 内全部坐标:{left,top,width,height} 矩形与 {x,y} 点,与原数据同为整数。, scale_coords(), to_data_url()
### Community 35 - "customer-feedback.js"
-Cohesion: 0.11
-Nodes (18): alternate, approved, assert, crop, details, excellent, fs, model (+10 more)
+Cohesion: 0.06
+Nodes (27): alternate, approved, assert, crop, details, excellent, fs, model (+19 more)
### Community 37 - "UI 外发版 10.09 图片资源"
Cohesion: 0.40
@@ -278,9 +282,9 @@ Nodes (8): PSD 来源, 前端参数及限制, 后台校准留痕, 已确认并
Cohesion: 0.18
Nodes (11): list, bounds(), layer_at(), main(), save_image(), composite(), main(), sha256() (+3 more)
-### Community 43 - "convLayer"
-Cohesion: 0.23
-Nodes (11): convLayer(), convWithBatchNorm(), depthwiseSeparableConv$1(), fullyConnectedLayer(), leaky(), ONet(), PNet(), prelu() (+3 more)
+### Community 43 - "normalize"
+Cohesion: 0.07
+Nodes (28): conv(), conv$1(), convDown(), convLayer(), convLayer$1(), convNoRelu(), convWithBatchNorm(), denseBlock3() (+20 more)
### Community 44 - "start-local.sh"
Cohesion: 0.50
@@ -302,9 +306,9 @@ Nodes (19): 5\.1 轮廓（紧塑力）, 5\.2 皱纹（紧塑力）, 5\.3 肤色
Cohesion: 0.11
Nodes (17): 1. 结论和依据, 2. 统一比较口径, 3. 逐页差异和调整内容, 4. 报告数据如何接到新 UI, 5. 登录与“我的报告”的真实能力缺口, 6. 原稿中需要整理的内容, 7. 实施顺序与交付物, 8. 验收定义 (+9 more)
-### Community 55 - "i"
-Cohesion: 0.09
-Nodes (22): bn(), dn(), ee(), Ef(), et(), fn(), i(), je() (+14 more)
+### Community 55 - "pn"
+Cohesion: 0.25
+Nodes (8): bn(), fn(), ln(), pd(), pn(), un(), wn(), xn()
### Community 56 - "report-ui.js"
Cohesion: 0.50
@@ -315,8 +319,8 @@ Cohesion: 0.60
Nodes (5): diffCtx(), loadJSON(), main(), okNum(), okStr()
### Community 58 - ".dispose"
-Cohesion: 0.17
-Nodes (12): computeReshapedDimensions(), extractBoundingBoxes(), iou(), isEven(), nonMaxSuppression(), nonMaxSuppression$1(), pyramidDown(), scale() (+4 more)
+Cohesion: 0.15
+Nodes (9): FaceRecognitionNet(), NetInput(), nonMaxSuppression(), scale(), SsdMobilenetv1(), stage1(), stage2(), stage3() (+1 more)
### Community 62 - "提交前 Review（2026-10-11）"
Cohesion: 0.40
@@ -334,9 +338,9 @@ Nodes (5): browser(), init(), read(), rememberKind(), request()
Cohesion: 0.22
Nodes (7): 公网服务器配置, 公网真机验收清单, 反向代理与后台保护, 已完成的链路, 微信登录接入与公网部署说明, 数据、迁移与备份, 本机开发环境限制（不代表线上状态）
-### Community 66 - ".div"
-Cohesion: 0.21
-Nodes (4): FaceLandmark68NetBase(), FaceLandmarks5(), getCenterPoint(), Point()
+### Community 66 - "FaceLandmarks68"
+Cohesion: 0.10
+Nodes (8): FaceLandmark68NetBase(), FaceLandmarks5(), FaceLandmarks68(), getCenterPoint(), Point(), pt(), vt(), wl()
### Community 68 - "analyze-timeout.js"
Cohesion: 0.20
@@ -346,21 +350,21 @@ Nodes (7): assert, end, fs, path, source, start, vm
Cohesion: 0.20
Nodes (9): extractConvParamsFactory(), extractorsFactory(), extractorsFactory$1(), extractorsFactory$6(), extractParams(), extractParams$2(), extractParams$6(), extractParamsTiny() (+1 more)
-### Community 71 - ".predictAgeAndGender"
-Cohesion: 0.28
-Nodes (4): extendWithAge(), extendWithGender(), PredictAllAgeAndGenderTask(), PredictSingleAgeAndGenderTask()
+### Community 71 - "extractAllFacesAndComputeResults"
+Cohesion: 0.29
+Nodes (5): extendWithAge(), extendWithFaceDescriptor(), extendWithGender(), extractAllFacesAndComputeResults(), extractSingleFaceAndComputeResult()
-### Community 76 - "TinyYolov2Base"
-Cohesion: 0.40
-Nodes (3): sigmoid(), TinyYolov2Base(), validateConfig()
+### Community 76 - ".toString"
+Cohesion: 0.33
+Nodes (5): createFileSystem(), createNodejsEnv(), FaceMatch(), la(), pr()
-### Community 77 - "drawFaceExpressions"
-Cohesion: 0.22
-Nodes (8): DrawBox(), drawDetections(), drawFaceExpressions(), DrawFaceLandmarks(), FaceExpressions(), isWithFaceDetection(), isWithFaceExpressions(), isWithFaceLandmarks()
+### Community 77 - ".runAndExtendWithFaceDetections"
+Cohesion: 0.18
+Nodes (8): DetectAllFacesTask(), DrawBox(), drawDetections(), DrawFaceLandmarks(), extendWithFaceDetection(), isWithFaceDetection(), isWithFaceLandmarks(), resizeResults()
-### Community 78 - "n"
-Cohesion: 0.10
-Nodes (33): be(), bi(), ce(), de(), e(), er(), fe(), Ie() (+25 more)
+### Community 78 - "i"
+Cohesion: 0.06
+Nodes (45): b(), be(), bi(), ca(), ce(), de(), dn(), ee() (+37 more)
### Community 79 - "登录反馈与加载优化（2026-10-12）"
Cohesion: 0.25
@@ -374,9 +378,9 @@ Nodes (6): 初次部署时的凭据查找记录（现已由用户提供）, 初
Cohesion: 0.60
Nodes (4): api(), base, callback(), start()
-### Community 82 - ".forwardInput"
-Cohesion: 0.31
-Nodes (6): conv(), denseBlock4(), depthwiseSeparableConv(), mainBlock(), reductionBlock(), TinyXception()
+### Community 82 - "拍摄约束放宽与标题更新"
+Cohesion: 0.40
+Nodes (4): 参数对照, 拍摄约束放宽与标题更新, 标题, 验证与发布
### Community 83 - "10.09 新版 H5 实施与验收"
Cohesion: 0.29
@@ -390,10 +394,6 @@ Nodes (6): 后续真机确认与体验优化, 微信登录联调：2026-10-12,
Cohesion: 0.22
Nodes (9): assert, create, fs, http, os, path, ReportUI, SkinScore (+1 more)
-### Community 86 - "normalize"
-Cohesion: 0.20
-Nodes (5): denseBlock3(), FaceFeatureExtractor(), normalize(), __spreadArrays(), TinyFaceFeatureExtractor()
-
### Community 87 - "产品推荐规则：肤龄基准与边界调整"
Cohesion: 0.33
Nodes (6): 产品推荐规则：肤龄基准与边界调整, 决策顺序, 后台与前端一致性, 实施与验证范围, 已明确的要求, 已确认的三个条件
@@ -410,44 +410,36 @@ Nodes (9): Ci(), Ei(), Fi(), Ii(), ki(), pe(), ri(), wi() (+1 more)
Cohesion: 0.33
Nodes (5): 公网部署与复测, 客户反馈修改（2026-10-12）, 皱纹数据说明, 逐项处理, 验证
-### Community 93 - ".runAndExtendWithFaceDetections"
-Cohesion: 0.19
-Nodes (8): allFacesMtcnn(), allFacesSsdMobilenetv1(), allFacesTinyYolov2(), detectAllFaces(), DetectAllFacesTask(), DetectSingleFaceTask(), extendWithFaceDetection(), resizeResults()
+### Community 93 - ".runAndExtendWithFaceDetection"
+Cohesion: 0.23
+Nodes (6): allFacesMtcnn(), allFacesSsdMobilenetv1(), allFacesTinyYolov2(), DetectAllFaceLandmarksTask(), detectAllFaces(), DetectSingleFaceTask()
### Community 94 - "第三轮反馈：PSD 对齐、验收及上线记录"
Cohesion: 0.33
Nodes (5): 原稿与导出可追溯性, 已完成, 本地验证, 生产部署及只读验收, 第三轮反馈：PSD 对齐、验收及上线记录
-### Community 95 - ".forwardInput"
-Cohesion: 0.48
-Nodes (6): conv$1(), convDown(), convLayer$1(), convNoRelu(), residual(), residualDown()
+### Community 96 - "production-loop.mjs"
+Cohesion: 0.50
+Nodes (3): artifacts, errors, samples
-### Community 96 - ".run"
-Cohesion: 0.29
-Nodes (3): extendWithFaceExpressions(), PredictAllFaceExpressionsTask(), PredictSingleFaceExpressionsTask()
-
-### Community 100 - "extractAllFacesAndComputeResults"
-Cohesion: 0.11
-Nodes (8): ComputeAllFaceDescriptorsTask(), ComputeSingleFaceDescriptorTask(), extendWithFaceDescriptor(), extractAllFacesAndComputeResults(), extractSingleFaceAndComputeResult(), FaceLandmarks(), FaceRecognitionNet(), minBbox()
-
-### Community 107 - "rescaleAndNormalize"
-Cohesion: 0.67
-Nodes (3): getSizesForScale(), normalize$1(), rescaleAndNormalize()
+### Community 101 - "drawFaceExpressions"
+Cohesion: 0.50
+Nodes (3): drawFaceExpressions(), FaceExpressions(), isWithFaceExpressions()
## Knowledge Gaps
-- **285 isolated node(s):** `source`, `document_size`, `pages`, `assets`, `layers` (+280 more)
+- **288 isolated node(s):** `source`, `document_size`, `pages`, `assets`, `layers` (+283 more)
These have ≤1 connection - possible missing edges or undocumented components.
-- **24 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
+- **26 thin communities (<3 nodes) omitted from report** — run `graphify query` to explore isolated nodes.
## Suggested Questions
_Questions this graph is uniquely positioned to answer:_
-- **Why does `v()` connect `r` to `report-ui.js`, `face-api.js`, `app.js`, `C`?**
- _High betweenness centrality (0.069) - this node is a cross-community bridge._
-- **Why does `k()` connect `k` to `face-api.js`, `app.js`, `r`, `lib/accounts.js`, `n`, `C`?**
- _High betweenness centrality (0.063) - this node is a cross-community bridge._
-- **Why does `fill()` connect `report-ui.js` to `r`?**
- _High betweenness centrality (0.055) - this node is a cross-community bridge._
+- **Why does `v()` connect `n` to `report-ui.js`, `face-api.js`, `app.js`, `C`?**
+ _High betweenness centrality (0.068) - this node is a cross-community bridge._
+- **Why does `k()` connect `n` to `face-api.js`, `app.js`, `lib/accounts.js`, `i`, `C`?**
+ _High betweenness centrality (0.062) - this node is a cross-community bridge._
+- **Why does `fill()` connect `report-ui.js` to `n`?**
+ _High betweenness centrality (0.054) - this node is a cross-community bridge._
- **Are the 24 inferred relationships involving `n()` (e.g. with `newRecordId()` and `ae()`) actually correct?**
_`n()` has 24 INFERRED edges - model-reasoned connections that need verification._
- **Are the 27 inferred relationships involving `r()` (e.g. with `handleExport()` and `handleRecordsQuery()`) actually correct?**
@@ -455,4 +447,4 @@ _Questions this graph is uniquely positioned to answer:_
- **Are the 9 inferred relationships involving `i()` (e.g. with `da()` and `f()`) actually correct?**
_`i()` has 9 INFERRED edges - model-reasoned connections that need verification._
- **What connects `source`, `document_size`, `pages` to the rest of the system?**
- _285 weakly-connected nodes found - possible documentation gaps or missing edges._
\ No newline at end of file
+ _288 weakly-connected nodes found - possible documentation gaps or missing edges._
\ No newline at end of file
diff --git a/graphify-out/graph.html b/graphify-out/graph.html
index 0a95dd4..bedbc05 100644
--- a/graphify-out/graph.html
+++ b/graphify-out/graph.html
@@ -63,12 +63,12 @@
- 1382 nodes · 2810 edges · 108 communities
+ 1387 nodes · 2814 edges · 108 communities