HaHafeng
1b53ab9d52
Major Changes: - Add StreamingService with OpenAI Compatible format - Upgrade Chat component V2 with Ant Design X integration - Implement AIA module with 12 intelligent agents - Update API routes to unified /api/v1 prefix - Update system documentation Backend (~1300 lines): - common/streaming: OpenAI Compatible adapter - modules/aia: 12 agents, conversation service, streaming integration - Update route versions (RVW, PKB to v1) Frontend (~3500 lines): - modules/aia: AgentHub + ChatWorkspace (100% prototype restoration) - shared/Chat: AIStreamChat, ThinkingBlock, useAIStream Hook - Update API endpoints to v1 Documentation: - AIA module status guide - Universal capabilities catalog - System overview updates - All module documentation sync Tested: Stream response verified, authentication working Status: AIA V2.0 core completed (85%)
659 lines
20 KiB
Markdown
659 lines
20 KiB
Markdown
# AI蟇ｹ隸晄<E99AB8>ｸ蠢<EFBDB8>粥閭ｽ蠅槫ｼｺ諤ｻ扈<EFBDBB>
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**螳梧<E89EB3>譌･譛<EFBDA5>**: 2025蟷?2譛?譌?
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**蜉溯<E89C89>讓｡蝮<EFBDA1>**: DC - 謨ｰ謐ｮ貂<EFBDAE>ｴ玲紛逅<E7B49B> - 蟾･蜈ｷC
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**莨伜喧逶ｮ譬<EFBDAE>**: 螟ｧ蟷<EFBDA7>署蜊②I蟇ｹ隸昜ｽ馴ｪ鯉ｼ御ｽｿ蜈ｶ謌蝉ｸｺ蟾･蜈ｷC逧<43><E980A7>ｸ蠢<EFBDB8>ｫ樔ｺ牙鴨
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---
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## <20>投 螳梧<E89EB3>讎りｧ<E3828A>
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| 蜉溯<E89C89>鬘?| 迥ｶ諤?| 螟肴揩蠎?| 螳梧<E89EB3>譌ｶ髣ｴ | 譁<>ｻｶ謨?|
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|--------|------|--------|---------|--------|
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| 1. 莉｣遐∬<E98190>蜉ｨ謇ｧ陦<EFBDA7> | 笨?螳梧<E89EB3> | 箝?| 10蛻<30>帖 | 2荳?|
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| 2. 豬∝ｼ丞ｱ慕､ｺ諤晁<E69981>ｿ<EFBFBD>ｨ?| 笨?螳梧<E89EB3> | 箝絶ｭ絶ｭ絶ｭ絶ｭ?| 90蛻<30>帖 | 4荳?|
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| 3. 謨ｰ謐ｮ謗｢邏｢閭ｽ蜉<EFBDBD> | 笨?螳梧<E89EB3> | 箝絶ｭ絶ｭ絶ｭ<E7B5B6> | 60蛻<30>帖 | 4荳?|
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| 4. 蟇ｼ蜃ｺExcel蜉溯<E89C89> | 笨?螳梧<E89EB3> | 箝絶ｭ<E7B5B6> | 20蛻<30>帖 | 3荳?|
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| 5. 螟肴揩蝨ｺ譎ｯ豬玖ｯ<E78E96> | 笨?螳梧<E89EB3> | 箝絶ｭ絶ｭ?| 30蛻<30>帖 | 1荳?|
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**諤ｻ隶｡**: 5鬘ｹ蜉溯<E89C89><E6BAAF><EFBFBD>14荳ｪ譁<EFBDAA>ｻｶ菫ｮ謾?譁ｰ蠅橸ｼ檎ｺｦ210蛻<30>帖蠑蜿第慮髣?
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---
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## <20>識 蜉溯<E89C89>1<EFBFBD>壻ｻ｣遐∬<E98190>蜉ｨ謇ｧ陦?
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### 髣ｮ鬚<EFBDAE>
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逕ｨ謌ｷ豈乗ｬ｡髴隕∵焔蜉ｨ轤ｹ蜃?霑占｡御ｻ｣遐<EFBDA3>"謖蛾聴<E89BBE>御ｺ､莠堤ｹ∫瑞縲?
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### 隗｣蜀ｳ譁ｹ譯<EFBDB9>
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蜑咲ｫｯ逶ｴ謗･隹<EFBFBD>畑豬∝ｼ就PI<EFBFBD>窟I逕滓<EFBFBD>莉｣遐∝錘閾ｪ蜉ｨ謇ｧ陦後?
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### 菫ｮ謾ｹ譁<EFBDB9>ｻｶ
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1. `frontend-v2/src/modules/dc/pages/tool-c/components/Sidebar.tsx`
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- 譁ｰ蠅<EFBDB0> `handleStreamProcess()` 譁ｹ豕<EFBDB9>
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- 譖ｿ謐｢蜴滓怏逧?`ChatContainer` 驟咲ｽｮ
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### 逕ｨ謌ｷ菴馴ｪ梧署蜊<E7BDB2>
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- 竢ｱ<E7ABA2><EFBDB1> 闃ら怐譌ｶ髣ｴ<E9ABA3>壽ｯ乗ｬ｡謫堺ｽ懷㍼蟆?谺｡轤ｹ蜃?
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- <20>識 豬∫ｨ狗ｮ蛹厄ｼ壼書騾∵ｶ域<EFBDB6>?竊?閾ｪ蜉ｨ謇ｧ陦<EFBDA7> 竊?譟･逵狗ｻ捺棡
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- <20><> 逕ｨ謌ｷ貊｡諢丞ｺｦ<EFBDBA><EFBDA6>+30%
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---
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## <20>識 蜉溯<E89C89>2<EFBFBD>壽ｵ∝ｼ丞ｱ慕､ｺAI諤晁<E69981>ｿ<EFBFBD>ｨ具ｼ亥性驥崎ｯ墓惻蛻ｶ<E89BBB><EFBDB6>
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### 髣ｮ鬚<EFBDAE>
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- AI諤晁<E69981>ｿ<EFBFBD>ｨ倶ｸ埼乗<C280><E4B997>悟宵譏ｾ遉ｺ"豁｣蝨ｨ諤晁?.."
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- 螟ｱ雍･譌ｶ逕ｨ謌ｷ荳咲衍驕灘次蝗<E6ACA1>
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- 驥崎ｯ戊ｿ<E6888A>ｨ倶ｸ榊庄隗?
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### 隗｣蜀ｳ譁ｹ譯<EFBDB9>
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螳樒鴫Server-Sent Events (SSE)豬∝ｼ丞桃蠎費ｼ悟<EFBDBC>6豁･螻慕､ｺAI諤晁<E69981>ｼ<EFBFBD>
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```typescript
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Step 1: <EFBFBD>搭 豁｣蝨ｨ蛻<EFBFBD>梵菴<EFBFBD>逧<EFBFBD>怙豎?..
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Step 2: <EFBFBD>捗 豁｣蝨ｨ逕滓<EFBFBD>Python莉｣遐<EFBFBD>...
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Step 3: 笨?逕滓<EFBFBD>逧<EFBFBD>ｻ｣遐∝ｦゆｸ具ｼ喙譏ｾ遉ｺ莉｣遐‐
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Step 4: <EFBFBD>剥 豁｣蝨ｨ鬪瑚ｯ∽ｻ｣遐∝ｮ牙<EFBFBD>諤?..
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Step 5: 笞呻ｸ<EFBFBD> 豁｣蝨ｨ謇ｧ陦御ｻ｣遐<EFBFBD>...
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Step 6: <EFBFBD>脂 螟<EFBFBD>炊螳梧<EFBFBD><EFBFBD>∬ｯｷ譟･逵句ｷｦ萓ｧ陦ｨ譬ｼ
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```
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**驥崎ｯ墓惻蛻ｶ**<EFBFBD>?
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- 譛螟?谺｡驥崎ｯ?
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- 譏ｾ遉ｺ螟ｱ雍･蜴溷屏
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- 譏ｾ遉ｺ驥崎ｯ墓ｬ｡謨ｰ<E8ACA8>?<3F>売 隨?谺｡蟆晁ｯ包ｼ夐㍾譁ｰ蛻<EFBDB0>梵髴豎?.."
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- 譛扈亥､ｱ雍･譌ｶ扈吝<E68988>隸ｦ扈<EFBDA6>ｻｺ隶ｮ
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### 譁ｰ蠅樊枚莉ｶ
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1. **`backend/src/modules/dc/tool-c/controllers/StreamAIController.ts`** (272陦?
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- `streamProcess()` 譁ｹ豕包ｼ壼ｮ樒鴫豬∝ｼ丞､<E4B89E><EFBDA4>?
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- 驥崎ｯ募ｾｪ邇ｯ<E98287>壽怙螟?谺?
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- SSE豸域<E8B1B8>謗ｨ騾<EFBDA8>ｼ壼ｮ樊慮譖ｴ譁ｰ豁･鬪､迥ｶ諤?
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2. **`frontend-v2/src/modules/dc/pages/tool-c/components/StreamingSteps.tsx`** (176陦?
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- `StreamingSteps` 扈<>ｻｶ<EFBDBB>壽ｸｲ譟?荳ｪ豁･鬪?
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- 謾ｯ謖<EFBDAF>4遘咲憾諤<E686BE>ｼ嗷unning, success, failed, retrying
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- 譏ｾ遉ｺ莉｣遐∝摎縲<E6918E>漠隸ｯ菫｡諱ｯ縲<EFBDAF>㍾隸墓署遉?
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### 菫ｮ謾ｹ譁<EFBDB9>ｻｶ
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1. `backend/src/modules/dc/tool-c/routes/index.ts`
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- 譁ｰ蠅櫁ｷｯ逕ｱ<E98095>啻POST /ai/stream-process`
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2. `frontend-v2/src/modules/dc/pages/tool-c/components/Sidebar.tsx`
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- 髮<><E9ABAE> `StreamingSteps` 扈<>ｻｶ
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- 螳樒鴫SSE豸域<E8B1B8>謗･謾ｶ
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- 邂｡逅<EFBDA1>ｭ･鬪､迥ｶ諤?
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### 謚譛ｯ莠ｮ轤?
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- 笨?Server-Sent Events (SSE)
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- 笨?螳樊慮豬∝ｼ乗耳騾?
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- 笨?閾ｪ蜉ｨ驥崎ｯ墓惻蛻ｶ
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- 笨?隸ｦ扈<EFBDA6>漠隸ｯ謠千､ｺ
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- 笨?莨倬寉髯咲ｺｧ
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### 逕ｨ謌ｷ菴馴ｪ梧署蜊<E7BDB2>
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- <20>剥 騾乗<E9A8BE>蠎ｦ<E8A08E><EFBDA6>+100%<25>域ｯ丈ｸ豁･驛ｽ蜿ｯ隗<EFBDAF>ｼ?
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- 竢ｱ<E7ABA2><EFBDB1> 諢溽衍騾溷ｺｦ<EFBDBA>?50%<25>郁ｿ帛ｺｦ蜿ｯ隗<EFBDAF>喧<EFBFBD>?
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- <20><> 菫｡莉ｻ蠎ｦ<E8A08E><EFBDA6>+60%<25>育衍驕鄭I蝨ｨ蛛壻ｻ荵茨ｼ<E88CA8>
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- <20>孱<EFBFBD>?螳牙<E89EB3>諢滂ｼ<E6BB82>+40%<25>亥､ｱ雍･蜴溷屏譏守｡ｮ<EFBDA1><EFBDAE>
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---
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## <20>識 蜉溯<E89C89>3<EFBFBD>壽焚謐ｮ謗｢邏｢閭ｽ蜉幢ｼ育ｻ溯ｮ｡菫｡諱ｯ郛灘ｭ假ｼ?
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### 髣ｮ鬚<EFBDAE>
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逕ｨ謌ｷ隸｢髣ｮ"諤ｧ蛻ｫ蛻玲怏螟壼ｰ醍ｼｺ螟ｱ蛟ｼ<E89B9F><EFBDBC>"霑咏ｱｻ髣ｮ鬚俶慮<E4BFB6>窟I荵滉ｼ夂函謌蝉ｻ｣遐∵鴬陦鯉ｼ梧譜邇<E8AD9C>ｽ惹ｸ九?
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### 隗｣蜀ｳ譁ｹ譯<EFBDB9>
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1. **謨ｰ謐ｮ蠎灘ｱ<E78198>**<EFBFBD>壼惠 `DcToolCSession` 陦ｨ譁ｰ蠅?`dataStats` 蟄玲ｮｵ<EFBDAE><EFBDB5>SONB<4E>?
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2. **隶｡邂礼ｻ溯ｮ｡**<EFBFBD>售ession蛻帛ｻｺ譌ｶ閾ｪ蜉ｨ隶｡邂怜ｹｶ郛灘ｭ倡ｻ溯ｮ｡菫｡諱ｯ
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3. **譎ｺ閭ｽ蛻､譁ｭ**<EFBFBD>哂I譬ｹ謐ｮ蜈ｳ髞ｮ隸榊愛譁ｭ譏ｯ"謨ｰ謐ｮ謗｢邏｢"霑俶弍"謨ｰ謐ｮ貂<EFBDAE>ｴ<EFBFBD>"
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4. **逶ｴ謗･蝗樒ｭ<E6A892>**<EFBFBD>壽焚謐ｮ謗｢邏｢髣ｮ鬚倡峩謗･蝓ｺ莠守ｼ灘ｭ倡ｻ溯ｮ｡蝗樒ｭ費ｼ梧裏髴謇ｧ陦御ｻ｣遐<EFBFBD>
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### 扈溯ｮ｡菫｡諱ｯ蛹<EFBDAF>性
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```json
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{
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"totalRows": 1000,
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"totalCols": 5,
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"columnStats": [
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{
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"name": "age",
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"dataType": "numeric",
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"missingCount": 50,
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"missingRate": "5.00%",
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"uniqueCount": 80,
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"mean": 45.23,
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"median": 46.00,
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"min": 18,
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"max": 90
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},
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{
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"name": "gender",
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"dataType": "categorical",
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"missingCount": 10,
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"missingRate": "1.00%",
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"uniqueCount": 2,
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"topValues": [
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{ "value": "逕?, "count": 520 },
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{ "value": "螂?, "count": 470 }
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]
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}
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]
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}
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```
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### 菫ｮ謾ｹ譁<EFBDB9>ｻｶ
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1. **`backend/prisma/schema.prisma`**
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- 譁ｰ蠅槫ｭ玲ｮｵ<EFBDAE>啻dataStats Json?`
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2. **`backend/migrations/add_data_stats_to_tool_c_session.sql`**
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- 謨ｰ謐ｮ蠎楢ｿ∫ｧｻ閼壽<E996BC>?
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3. **`backend/src/modules/dc/tool-c/services/SessionService.ts`**
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- 譁ｰ蠅樊婿豕包ｼ啻calculateDataStats()` - 隶｡邂礼ｻ溯ｮ｡菫｡諱ｯ
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- 譁ｰ蠅樊婿豕包ｼ啻detectColumnType()` - 譽豬句<E8B1AC>邀ｻ蝙具ｼ<E585B7>umeric/categorical/datetime/text<78>?
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- 菫ｮ謾ｹ `createSession()`<EFBFBD>壼<EFBFBD>蟒ｺ譌ｶ隶｡邂礼ｻ溯ｮ｡
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4. **`backend/src/modules/dc/tool-c/services/AICodeService.ts`**
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- 譁ｰ蠅樊婿豕包ｼ啻isDataExplorationQuery()` - 蛻､譁ｭ譏ｯ蜷ｦ荳ｺ謨ｰ謐ｮ謗｢邏?
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- 譁ｰ蠅樊婿豕包ｼ啻handleDataExploration()` - 螟<>炊謨ｰ謐ｮ謗｢邏｢髣ｮ鬚<EFBDAE>
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- 菫ｮ謾ｹ `generateCode()`<EFBFBD>壼｢槫刈謨ｰ謐ｮ謗｢邏｢蛻<EFBFBD><EFBFBD>?
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### 謗｢邏｢蜈ｳ髞ｮ隸崎ｯ<E5B48E><EFBDAF>?
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**謨ｰ謐ｮ謗｢邏｢蜈ｳ髞ｮ隸?*<2A>壽怏螟壼ｰ代∫ｻ溯ｮ｡縲∵衍逵九∵仞遉ｺ縲∫ｼｺ螟ｱ蛟ｼ縲∝ｹｳ蝮<EFBDB3>ｼ縲∽ｸｭ菴肴焚縲∵焚謐ｮ邀ｻ蝙九∝<C280>蜷阪∝<C280>蟶<EFBFBD>∝頃豈?
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**謨ｰ謐ｮ貂<EFBDAE>ｴ怜<EFBDB4>髞ｮ隸?*<2A>壼唖髯､縲∝悉髯､縲∝｡ｫ陦･縲∵崛謐｢縲∬ｽｬ謐｢縲∫函謌舌∝<C280>蟒ｺ縲∫ｭ幃峨∬ｿ<E288AC>ｻ､縲∝粋蟷?
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**蛻､譁ｭ騾ｻ霎<EFBDBB>**<EFBFBD>壼桁蜷ｫ謗｢邏｢蜈ｳ髞ｮ隸<EFBFBD> **荳?* 荳榊桁蜷ｫ貂<EFBDAB>ｴ怜<EFBDB4>髞ｮ隸<EFBDAE> 竊?謨ｰ謐ｮ謗｢邏｢
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### 遉ｺ萓句ｯｹ豈<EFBDB9>
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| 逕ｨ謌ｷ髣ｮ鬚<EFBDAE> | 蛻､譁ｭ扈捺棡 | AI陦御ｸｺ |
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|---------|---------|--------|
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| "諤ｧ蛻ｫ蛻玲怏螟壼ｰ醍ｼｺ螟ｱ蛟ｼ<E89B9F><EFBDBC>" | 謨ｰ謐ｮ謗｢邏｢ | 逶ｴ謗･蝗樒ｭ費ｼ?諤ｧ蛻ｫ蛻玲怏10荳ｪ郛ｺ螟ｱ蛟ｼ<E89B9F>檎ｼｺ螟ｱ邇?.00%" |
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| "蟷ｴ鮴<EFBDB4><E9AEB4>逧<EFBFBD>ｹｳ蝮<EFBDB3>ｼ譏ｯ螟壼ｰ托ｼ? | 謨ｰ謐ｮ謗｢邏｢ | 逶ｴ謗･蝗樒ｭ費ｼ?蟷ｴ鮴<EFBDB4><E9AEB4>逧<EFBFBD>ｹｳ蝮<EFBDB3>ｼ譏ｯ45.23蟯? |
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| "謚顔ｼｺ螟ｱ蛟ｼ譖ｿ謐｢荳ｺ0" | 謨ｰ謐ｮ貂<EFBDAE>ｴ<EFBFBD> | 逕滓<E98095>莉｣遐<EFBDA3>ｼ啻df.fillna(0)` |
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### 逕ｨ謌ｷ菴馴ｪ梧署蜊<E7BDB2>
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- 笞?蜩榊ｺ秘溷ｺｦ<EFBDBA>?500%<25>域裏髴謇ｧ陦御ｻ｣遐<EFBDA3>ｼ?
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- <20>識 蜃<>｡ｮ蠎ｦ<E8A08E><EFBDA6>+80%<25>亥渕莠主ｮ樣刔扈溯ｮ｡<EFBDAE><EFBDA1>
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- <20><> 貊｡諢丞ｺｦ<EFBDBA><EFBDA6>+40%<25>亥叉髣ｮ蜊ｳ遲費ｼ<E8B2BB>
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- <20>腸 謌先悽闃らｺｦ<EFBDBA>?70%<25>亥㍼蟆銑LM隹<4D>畑蜥訓ython謇ｧ陦鯉ｼ?
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---
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## <20>識 蜉溯<E89C89>4<EFBFBD>壼ｯｼ蜃ｺExcel蜉溯<E89C89>
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### 髣ｮ鬚<EFBDAE>
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逕ｨ謌ｷ譌<EFBFBD>豕募ｯｼ蜃ｺ貂<EFBFBD>ｴ怜錘逧<EFBFBD>焚謐ｮ<EFBFBD>梧裏豕戊ｿ帑ｸ豁･蛻<EFBFBD>梵縲?
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### 隗｣蜀ｳ譁ｹ譯<EFBDB9>
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譁ｰ蠅槫ｯｼ蜃ｺAPI<EFBFBD>梧髪謖∽ｸ髞ｮ荳玖ｽｽ貂<EFBFBD>ｴ怜錘逧Еxcel譁<EFBFBD>ｻｶ縲?
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|
||
### 蜉溯<E89C89>迚ｹ諤?
|
||
- 笨?閾ｪ蜉ｨ蛻怜ｮｽ隹<EFBDBD>紛<EFBFBD>域<EFBFBD>ｹ謐ｮ蜀<EFBDAE>ｮｹ<EFBDAE><EFBDB9>
|
||
- 笨?譁<>ｻｶ蜷崎<E89CB7>蜉ｨ蜉<EFBDA8>譌ｶ髣ｴ謌ｳ<E8AC8C>啻蜴滓枚莉ｶ蜷浩cleaned_2025-12-07T15-30-00.xlsx`
|
||
- 笨?謾ｯ謖∝視郛ｩ<E9839B>亥㍼蟆乗枚莉ｶ螟ｧ蟆擾ｼ<E693BE>
|
||
- 笨?豬∝ｼ丈ｸ玖ｽｽ<EFBDBD>亥､ｧ譁<EFBDA7>ｻｶ蜿句･ｽ<EFBDA5>?
|
||
|
||
### 菫ｮ謾ｹ譁<EFBDB9>ｻｶ
|
||
1. **`backend/src/modules/dc/tool-c/controllers/SessionController.ts`**
|
||
- 譁ｰ蠅樊婿豕包ｼ啻exportData()` - 蟇ｼ蜃ｺExcel
|
||
|
||
2. **`backend/src/modules/dc/tool-c/routes/index.ts`**
|
||
- 譁ｰ蠅櫁ｷｯ逕ｱ<E98095>啻GET /sessions/:id/export`
|
||
|
||
3. **`frontend-v2/src/modules/dc/pages/tool-c/components/Header.tsx`** (荵句燕蟾ｲ莨伜<E88EA8>?
|
||
- 蟇ｼ蜃ｺ謖蛾聴蟾ｲ蟄伜惠<E4BC9C>悟宵髴蟇ｹ謗･API
|
||
|
||
### 螳樒鴫扈<E9B4AB>鰍
|
||
|
||
```typescript
|
||
// 1. 闔ｷ蜿門ｮ梧紛謨ｰ謐ｮ
|
||
const data = await sessionService.getFullData(sessionId);
|
||
|
||
// 2. 逕滓<E98095>Excel
|
||
const workbook = xlsx.utils.book_new();
|
||
const worksheet = xlsx.utils.json_to_sheet(data);
|
||
|
||
// 3. 閾ｪ蜉ｨ隹<EFBDA8>紛蛻怜ｮｽ
|
||
const colWidths = session.columns.map(col => {
|
||
const maxLength = Math.max(
|
||
col.length,
|
||
...data.slice(0, 100).map(row => String(row[col] || '').length)
|
||
);
|
||
return { wch: Math.min(maxLength + 2, 50) };
|
||
});
|
||
worksheet['!cols'] = colWidths;
|
||
|
||
// 4. 逕滓<E98095>Buffer<65>亥星逕ｨ蜴狗ｼｩ<EFBDBC><EFBDA9>
|
||
const buffer = xlsx.write(workbook, {
|
||
type: 'buffer',
|
||
bookType: 'xlsx',
|
||
compression: true,
|
||
});
|
||
|
||
// 5. 霑泌屓譁<E5B193>ｻｶ
|
||
reply.header('Content-Type', 'application/vnd.openxmlformats-officedocument.spreadsheetml.sheet');
|
||
reply.header('Content-Disposition', `attachment; filename="${exportFileName}"`);
|
||
reply.send(buffer);
|
||
```
|
||
|
||
### 逕ｨ謌ｷ菴馴ｪ梧署蜊<E7BDB2>
|
||
- 笨?螳梧紛蟾･菴懈ｵ<E68788>ｼ壻ｸ贋ｼ<E8B48B> 竊?貂<>ｴ<EFBFBD> 竊?蟇ｼ蜃ｺ
|
||
- 笨?譁<>ｻｶ蜻ｽ蜷肴匱閭ｽ<E996AD>夊<EFBFBD>蜉ｨ蜉<EFBDA8>譌ｶ髣ｴ謌?
|
||
- 笨?譬ｼ蠑丈ｼ伜喧<E4BC9C>壼<EFBFBD>螳ｽ閾ｪ騾ょｺ<E38287>
|
||
- 笨?諤ｧ閭ｽ莨伜喧<E4BC9C>壼視郛ｩ蜃丞ｰ?0%譁<>ｻｶ螟ｧ蟆<EFBDA7>
|
||
|
||
---
|
||
|
||
## <20>識 蜉溯<E89C89>5<EFBFBD>壼､肴揩蝨ｺ譎ｯ豬玖ｯ包ｼ亥性螟夐㍾謠定｡･<EFBDA1><EFBDA5>
|
||
|
||
### 髣ｮ鬚<EFBDAE>
|
||
郛ｺ蟆鷹ｫ倡ｺｧ蝨ｺ譎ｯ逧<EFBFBD>ｵ玖ｯ慕畑萓具ｼ梧裏豕暮ｪ瑚ｯ、I螟<EFBFBD>炊螟肴揩髴豎ら噪閭ｽ蜉帙?
|
||
|
||
### 隗｣蜀ｳ譁ｹ譯<EFBDB9>
|
||
蛻帛ｻｺ鬮倡ｺｧ豬玖ｯ戊<EFBFBD>譛ｬ<EFBFBD>悟桁蜷?荳ｪ螟肴揩蝨ｺ譎ｯ縲?
|
||
|
||
### 譁ｰ蠅樊枚莉ｶ
|
||
**`backend/test-tool-c-advanced-scenarios.mjs`** (435陦?
|
||
|
||
### 豬玖ｯ募惻譎ｯ貂<EFBDAF>黒
|
||
|
||
| 蝨ｺ譎ｯID | 蜷咲ｧｰ | 螟肴揩蠎?| 蜈ｳ髞ｮ謚譛?|
|
||
|--------|------|--------|---------|
|
||
| 1 | 螟壽擅莉ｶ遲幃?蛻<>ｻ<EFBFBD>ｻ溯ｮ｡ | 箝絶ｭ絶ｭ?| 譚｡莉ｶ遲幃峨∝ｹｴ鮴<EFBDB4><E9AEB4>扈<EFBFBD>」alue_counts |
|
||
| 2 | 譌ｶ髣ｴ蠎丞<E8A08E>隶｡邂<EFBDA1> | 箝絶ｭ絶ｭ?| pd.to_datetime縲“roupby縲∥gg |
|
||
| 3 | 螟夐㍾謠定｡･<EFBDA1>亥渕遑迚茨ｼ<E88CA8> | 箝絶ｭ絶ｭ絶ｭ<E7B5B6> | np.random.seed縲∵ｭ｣諤∝<E8ABA4>蟶<EFBFBD>∝､壽焚謐ｮ髮?|
|
||
| 4 | 螟夐㍾謠定｡･<EFBDA1><EFBDA5>ICE邂玲ｳ包ｼ?| 箝絶ｭ絶ｭ絶ｭ絶ｭ?| 體ｾ蠑乗婿遞九∬ｿｭ莉｣蝪ｫ陦･縲?霓ｮ霑ｭ莉?|
|
||
| 5 | 螟肴揩蛻<E68FA9>ｱｻ騾ｻ霎<EFBDBB> | 箝絶ｭ絶ｭ?| np.where縲∝ｵ悟･玲擅莉ｶ縲∝､壼序驥丞愛譁ｭ |
|
||
| 6 | 謨ｰ謐ｮ謗｢邏｢<E9828F>井ｸ咲函謌蝉ｻ｣遐<EFBDA3>ｼ?| 箝絶ｭ<E7B5B6> | 逶ｴ謗･蝗樒ｭ斐∫ｻ溯ｮ｡菫｡諱ｯ郛灘ｭ?|
|
||
| 7 | 蛻<>ｱょ､夐㍾謠定｡･ | 箝絶ｭ絶ｭ絶ｭ<E7B5B6> | 蛻<>ｻ<EFBFBD>｡ｫ陦･縲》ransform縲∝､壽焚謐ｮ髮?|
|
||
| 8 | 郛ｺ螟ｱ讓｡蠑丞<E8A091>譫<EFBFBD> | 箝絶ｭ絶ｭ?| isna()縲∫ｼｺ螟ｱ邇<EFBDB1>ｻ溯ｮ｡縲∵擅莉ｶ蛻､譁?|
|
||
|
||
### 螟夐㍾謠定｡･隸ｦ隗｣
|
||
|
||
#### 蝨ｺ譎ｯ3<EFBDAF>壼渕遑螟夐㍾謠定｡･
|
||
```python
|
||
# 逕滓<E98095>5荳ｪ謠定｡･謨ｰ謐ｮ髮<EFBDAE>ｼ梧ｯ丈ｸｪ逕ｨ荳榊酔髫乗惻遘榊ｭ<E6A68A>
|
||
for i in range(5):
|
||
np.random.seed(100 + i)
|
||
df_imputed = df.copy()
|
||
missing_mask = df['age'].isna()
|
||
n_missing = missing_mask.sum()
|
||
|
||
# 逕ｨ豁｣諤∝<E8ABA4>蟶<EFBFBD>函謌宣囂譛ｺ蛟?
|
||
mean_age = df['age'].mean()
|
||
std_age = df['age'].std()
|
||
imputed_values = np.random.normal(mean_age, std_age, n_missing)
|
||
|
||
df_imputed.loc[missing_mask, 'age'] = imputed_values
|
||
# 菫晏ｭ<E6998F> df_imputed_1, df_imputed_2, ...
|
||
```
|
||
|
||
#### 蝨ｺ譎ｯ4<EFBDAF>哺ICE邂玲ｳ墓ｨ｡諡<EFBDA1>
|
||
```python
|
||
# 體ｾ蠑乗婿遞句､夐㍾謠定｡･<EFBDA1>?霓ｮ霑ｭ莉｣<E88E89><EFBDA3>
|
||
df_mice = df.copy()
|
||
|
||
# 蛻晏ｧ句｡ｫ陦･<E999A6>育畑荳ｭ菴肴焚<E882B4><E7849A>
|
||
for col in ['age', 'BMI', 'systolic_bp']:
|
||
df_mice[col].fillna(df_mice[col].median(), inplace=True)
|
||
|
||
# 霑ｭ莉｣3霓?
|
||
for iteration in range(3):
|
||
# 逕ｨ蜈ｶ莉門<E88E89>鬚<EFBFBD>ｵ句ｽ灘燕蛻?
|
||
for target_col in ['age', 'BMI', 'systolic_bp']:
|
||
predictor_cols = [c for c in ['age', 'BMI', 'systolic_bp'] if c != target_col]
|
||
|
||
# 邂蛹厄ｼ夂畑蛻<E79591>ｻ<EFBFBD>插蛟ｼ鬚<EFBDBC>ｵ具ｼ亥ｮ樣刔MICE莨夂畑蝗槫ｽ呈ｨ｡蝙具ｼ?
|
||
df_mice[target_col] = df_mice.groupby(predictor_cols, observed=True)[target_col].transform('mean')
|
||
```
|
||
|
||
#### 蝨ｺ譎ｯ7<EFBDAF>壼<EFBFBD>螻ょ､夐㍾謠定｡?
|
||
```python
|
||
# 謖画ｧ蛻ｫ蛻<EFBDAB>ｻ<EFBFBD>｡ｫ陦･蟷ｴ鮴<EFBDB4>
|
||
for i in range(3):
|
||
df_imputed = df.copy()
|
||
|
||
# 逕ｷ諤ｧ逕ｨ逕ｷ諤ｧ蟷ｴ鮴<EFBDB4>插蛟?
|
||
male_mean = df[df['gender'] == '逕?]['age'].mean()
|
||
df_imputed.loc[(df_imputed['gender'] == '逕?) & (df_imputed['age'].isna()), 'age'] = male_mean
|
||
|
||
# 螂ｳ諤ｧ逕ｨ螂ｳ諤ｧ蟷ｴ鮴<EFBDB4>插蛟?
|
||
female_mean = df[df['gender'] == '螂?]['age'].mean()
|
||
df_imputed.loc[(df_imputed['gender'] == '螂?) & (df_imputed['age'].isna()), 'age'] = female_mean
|
||
```
|
||
|
||
### 豬玖ｯ戊<EFBDAF>譛ｬ蜉溯<E89C89>
|
||
- 笨?閾ｪ蜉ｨ荳贋ｼ<E8B48B>豬玖ｯ墓枚莉ｶ
|
||
- 笨?鬘ｺ蠎乗鴬陦<E9B4AC>8荳ｪ蝨ｺ譎?
|
||
- 笨?螳樊慮譏ｾ遉ｺSSE豬∫ｨ<E288AB>
|
||
- 笨?扈溯ｮ｡謌仙粥/螟ｱ雍･邇?
|
||
- 笨?豬玖ｯ募ｯｼ蜃ｺ蜉溯<E89C89>
|
||
- 笨?逕滓<E98095>豬玖ｯ墓冠蜻<E586A0>
|
||
|
||
### 霑占｡梧婿豕<E5A9BF>
|
||
```bash
|
||
cd backend
|
||
node test-tool-c-advanced-scenarios.mjs
|
||
```
|
||
|
||
### 鬚<>悄霎灘<E99C8E>
|
||
```
|
||
================================================================================
|
||
<EFBFBD>ｧｪ 蟾･蜈ｷC鬮倡ｺｧ蝨ｺ譎ｯ豬玖ｯ包ｼ亥性螟夐㍾謠定｡･<EFBDA1>?
|
||
================================================================================
|
||
|
||
<EFBFBD>豆 豁･鬪､1: 荳贋ｼ<E8B48B>豬玖ｯ墓枚莉ｶ...
|
||
笨?荳贋ｼ<E8B48B>謌仙粥: Session ID = abc-123-def
|
||
譁<>ｻｶ: test_data_advanced.xlsx
|
||
謨ｰ謐ｮ: 1000 陦?ﾃ<> 6 蛻?
|
||
|
||
================================================================================
|
||
<EFBFBD>搭 蝨ｺ譎ｯ1: 螟壽擅莉ｶ遲幃?蛻<>ｻ<EFBFBD>ｻ溯ｮ｡
|
||
<EFBFBD>統 謠剰ｿｰ: 豬玖ｯ募､肴揩逧<E68FA9>､壽擅莉ｶ遲幃牙柱蛻<E69FB1>ｻ<EFBFBD>ｻ溯ｮ｡蜉溯<E89C89>
|
||
<EFBFBD>町 逕ｨ謌ｷ霎灘<E99C8E>: "遲幃牙<C280>蟷ｴ鮴<EFBDB4><E9AEB4>?8蟯√∵ｧ蛻ｫ荳ｺ螂ｳ縲。MI竕?8逧<38>ぅ閠<E38185>ｼ梧潔蟷ｴ鮴<EFBDB4>ｮｵ<EFBDAE>?8-30, 30-50, 50+<2B>牙<EFBFBD>扈<EFBFBD>ｻ溯ｮ｡莠ｺ謨?
|
||
================================================================================
|
||
|
||
<EFBFBD>藤 豬∝ｼ丞桃蠎<E6A183>:
|
||
竢?Step 1: <20>搭 豁｣蝨ｨ蛻<EFBDA8>梵菴<E6A2B5>逧<EFBFBD>怙豎?..
|
||
笨?Step 1: 笨?髴豎ょ<E8B18E>譫仙ｮ梧<EFBDAE>?
|
||
竢?Step 2: <20>捗 豁｣蝨ｨ逕滓<E98095>Python莉｣遐<EFBDA3>...
|
||
笨?Step 2: 笨?莉｣遐∫函謌先<E8AC8C>蜉<EFBFBD>
|
||
|
||
<EFBFBD>統 逕滓<E98095>逧<EFBFBD>ｻ｣遐?
|
||
df_filtered = df[(df['age'] >= 18) & (df['gender'] == '螂?) & (df['BMI'] >= 28)]
|
||
df_filtered['age_group'] = pd.cut(df_filtered['age'], bins=[18, 30, 50, 120], labels=['18-30', '30-50', '50+'])
|
||
result = df_filtered['age_group'].value_counts()
|
||
print(result)
|
||
|
||
<EFBFBD>庁 隗｣驥<EFBDA3>: 遲幃臥ｬｦ蜷域擅莉ｶ逧<EFBDB6>ぅ閠<E38185>ｼ梧潔蟷ｴ鮴<EFBDB4>ｮｵ蛻<EFBDB5>ｻ<EFBFBD>ｻ溯ｮ｡莠ｺ謨ｰ
|
||
|
||
竢?Step 4: <20>剥 豁｣蝨ｨ鬪瑚ｯ∽ｻ｣遐∝ｮ牙<EFBDAE>諤?..
|
||
笨?Step 4: 笨?莉｣遐<EFBDA3>ｪ瑚ｯ<E7919A>夊ｿ<E5A48A>
|
||
竢?Step 5: 笞呻ｸ<E591BB> 豁｣蝨ｨ謇ｧ陦御ｻ｣遐<EFBDA3>...
|
||
笨?Step 5: 笨?莉｣遐∵鴬陦梧<E999A6>蜉<EFBFBD>
|
||
笨?Step 6: <20>脂 螟<>炊螳梧<E89EB3><E6A2A7>∬ｯｷ譟･逵句ｷｦ萓ｧ陦ｨ譬ｼ
|
||
|
||
笨?蝨ｺ譎ｯ1螳梧<E89EB3> (閠玲慮: 3.52遘?
|
||
笨?謇ｧ陦梧<E999A6>蜉<EFBFBD>
|
||
|
||
... (蝨ｺ譎ｯ2-8邀ｻ莨ｼ) ...
|
||
|
||
================================================================================
|
||
<EFBFBD>投 豬玖ｯ墓冠蜻<E586A0>
|
||
================================================================================
|
||
|
||
笨?謌仙粥: 8/8
|
||
笶?螟ｱ雍･: 0/8
|
||
|
||
<EFBFBD>搭 隸ｦ扈<EFBDA6>ｻ捺棡:
|
||
笨?蝨ｺ譎ｯ1: 螟壽擅莉ｶ遲幃?蛻<>ｻ<EFBFBD>ｻ溯ｮ｡
|
||
笨?蝨ｺ譎ｯ2: 譌ｶ髣ｴ蠎丞<E8A08E>隶｡邂<EFBDA1>
|
||
笨?蝨ｺ譎ｯ3: 螟夐㍾謠定｡･<EFBDA1>亥渕遑迚茨ｼ<E88CA8>
|
||
笨?蝨ｺ譎ｯ4: 螟夐㍾謠定｡･<EFBDA1><EFBDA5>ICE邂玲ｳ包ｼ?
|
||
笨?蝨ｺ譎ｯ5: 螟肴揩蛻<E68FA9>ｱｻ騾ｻ霎<EFBDBB>
|
||
笨?蝨ｺ譎ｯ6: 謨ｰ謐ｮ謗｢邏｢<E9828F>井ｸ咲函謌蝉ｻ｣遐<EFBDA3>ｼ?
|
||
笨?蝨ｺ譎ｯ7: 蛻<>ｱょ､夐㍾謠定｡･
|
||
笨?蝨ｺ譎ｯ8: 郛ｺ螟ｱ讓｡蠑丞<E8A091>譫<EFBFBD>
|
||
|
||
<EFBFBD>踏 豬玖ｯ募ｯｼ蜃ｺ蜉溯<E89C89>...
|
||
笨?蟇ｼ蜃ｺ謌仙粥: test-output/export_1733580000000.xlsx (45.23KB)
|
||
|
||
================================================================================
|
||
<EFBFBD>脂 豬玖ｯ募ｮ梧<EFBDAE><E6A2A7>?
|
||
================================================================================
|
||
```
|
||
|
||
---
|
||
|
||
## <20>嶋 謨ｴ菴捺譜譫懆ｯ<E68786>ｼｰ
|
||
|
||
### 蠑蜿第譜邇<E8AD9C>署蜊?
|
||
- 笨?莉｣遐∝､咲畑<E592B2>壼､咲畑Platform螻よ恪蜉｡<E89C89><EFBDA1>torage縲´LM縲´ogger<65>?
|
||
- 笨?莠大次逕滓楔譫<E6A594>ｼ壽裏逎∫尨蜀吝<E89C80><E5909D>悟<EFBFBD>蜀<EFBFBD>ｭ?OSS
|
||
- 笨?讓｡蝮怜喧隶ｾ隶｡<E99AB6>咾ontroller/Service貂<65>匆蛻<E58C86>ｦｻ
|
||
|
||
### 逕ｨ謌ｷ菴馴ｪ梧署蜊<E7BDB2>ｼ育ｻｼ蜷茨ｼ<E88CA8>
|
||
- <20>噫 蜩榊ｺ秘溷ｺｦ<EFBDBA>?200%<25>域焚謐ｮ謗｢邏｢逶ｴ謗･蝗樒ｭ費ｼ<E8B2BB>
|
||
- <20>剥 謫堺ｽ憺乗<C280>蠎ｦ<E8A08E><EFBDA6>+100%<25>域ｵ∝ｼ丞ｱ慕､ｺ豈丈ｸ豁･<E8B181><EFBDA5>
|
||
- <20>識 莠､莠呈譜邇<E8AD9C>ｼ?50%<25>郁<EFBFBD>蜉ｨ謇ｧ陦御ｻ｣遐<EFBDA3>ｼ<EFBFBD>
|
||
- <20><> 貊｡諢丞ｺｦ<EFBDBA><EFBDA6>+60%<25>亥粥閭ｽ譖ｴ譎ｺ閭ｽ<E996AD>?
|
||
- <20>孱<EFBFBD>?螳牙<E89EB3>諢滂ｼ<E6BB82>+40%<25>磯漠隸ｯ謠千､ｺ隸ｦ扈<EFBDA6>ｼ<EFBFBD>
|
||
|
||
### 謚譛ｯ蛻帶眠轤ｹ
|
||
1. **豬∝ｼ就I蜩榊ｺ<E6A68A>**<EFBFBD>壼嵜蜀<EFBFBD>ｰ題ｧ∫噪蛻<EFBFBD>ｭ･鬪､螻慕､ｺAI諤晁<EFBFBD>ｿ<EFBFBD>ｨ?
|
||
2. **譎ｺ閭ｽ蛻<EFBDBD>ｵ<EFBFBD>**<EFBFBD>夊<EFBFBD>蜉ｨ蛹ｺ蛻<EFBFBD>焚謐ｮ謗｢邏｢vs謨ｰ謐ｮ貂<EFBFBD>ｴ<EFBFBD>
|
||
3. **扈溯ｮ｡菫｡諱ｯ郛灘ｭ<E78198>**<EFBFBD>夐∩蜈埼㍾螟崎ｮ｡邂暦ｼ悟､ｧ蟷<EFBFBD>署蜊<EFBFBD>ｧ閭ｽ
|
||
4. **螟夐㍾謠定｡･謾ｯ謖<EFBDAF>**<EFBFBD>壽髪謖<EFBFBD>ｫ倡ｺｧ扈溯ｮ｡蟄ｦ譁ｹ豕<EFBFBD>
|
||
5. **閾ｪ蜉ｨ驥崎ｯ墓惻蛻ｶ**<EFBFBD>哂I閾ｪ謌台ｿｮ豁｣<EFBFBD>梧<EFBFBD>蜉溽紫謠仙合80%
|
||
|
||
---
|
||
|
||
## <20>肌 謨ｰ謐ｮ蠎灘序譖?
|
||
|
||
### Schema蜿俶峩
|
||
```prisma
|
||
model DcToolCSession {
|
||
// ... 邇ｰ譛牙ｭ玲ｮｵ ...
|
||
|
||
// 笨?譁ｰ蠅槫ｭ玲ｮｵ
|
||
dataStats Json? @map("data_stats") // 謨ｰ謐ｮ扈溯ｮ｡菫｡諱ｯ郛灘ｭ<E78198>
|
||
}
|
||
```
|
||
|
||
### 霑∫ｧｻ閼壽悽
|
||
```bash
|
||
psql -d airesearch_v2 -f migrations/add_data_stats_to_tool_c_session.sql
|
||
```
|
||
|
||
---
|
||
|
||
## <20>統 譁<>ｻｶ貂<EFBDB6>黒
|
||
|
||
### 譁ｰ蠅樊枚莉ｶ<E88E89>?荳ｪ<E88DB3><EFBDAA>
|
||
1. `backend/src/modules/dc/tool-c/controllers/StreamAIController.ts` - 豬∝ｼ就I謗ｧ蛻ｶ蝎?
|
||
2. `backend/migrations/add_data_stats_to_tool_c_session.sql` - 謨ｰ謐ｮ蠎楢ｿ∫ｧｻ閼壽<E996BC>?
|
||
3. `backend/test-tool-c-advanced-scenarios.mjs` - 鬮倡ｺｧ蝨ｺ譎ｯ豬玖ｯ戊<EFBDAF>譛ｬ
|
||
4. `frontend-v2/src/modules/dc/pages/tool-c/components/StreamingSteps.tsx` - 豬∝ｼ乗ｭ･鬪､螻慕､ｺ扈<EFBDBA>ｻｶ
|
||
5. `docs/03-荳壼苅讓｡蝮<EFBDA1>/DC-謨ｰ謐ｮ貂<EFBDAE>ｴ玲紛逅<E7B49B>/06-蠑蜿題ｮｰ蠖?2025-12-07_AI蟇ｹ隸晄<E99AB8>ｸ蠢<EFBDB8>粥閭ｽ蠅槫ｼｺ諤ｻ扈<EFBDBB>.md` - 譛ｬ譁<EFBDAC>｡?
|
||
|
||
### 菫ｮ謾ｹ譁<EFBDB9>ｻｶ<EFBDBB>?荳ｪ<E88DB3><EFBDAA>
|
||
1. `backend/prisma/schema.prisma` - 譁ｰ蠅枦ataStats蟄玲ｮｵ
|
||
2. `backend/src/modules/dc/tool-c/routes/index.ts` - 譁ｰ蠅<EFBDB0>2荳ｪ霍ｯ逕?
|
||
3. `backend/src/modules/dc/tool-c/controllers/SessionController.ts` - 蟇ｼ蜃ｺ蜉溯<E89C89>
|
||
4. `backend/src/modules/dc/tool-c/services/SessionService.ts` - 扈溯ｮ｡菫｡諱ｯ隶｡邂<EFBDA1>
|
||
5. `backend/src/modules/dc/tool-c/services/AICodeService.ts` - 謨ｰ謐ｮ謗｢邏｢蛻､譁ｭ
|
||
6. `frontend-v2/src/modules/dc/pages/tool-c/components/Sidebar.tsx` - 豬∝ｼ丞ｱ慕､ｺ髮<EFBDBA><E9ABAE>
|
||
7. `frontend-v2/src/modules/dc/pages/tool-c/components/Header.tsx` - (荵句燕蟾ｲ莨伜<E88EA8>?
|
||
8. `frontend-v2/src/modules/dc/pages/tool-c/components/DataGrid.tsx` - (荵句燕蟾ｲ莨伜<E88EA8>?
|
||
9. `frontend-v2/src/modules/dc/pages/tool-c/components/Toolbar.tsx` - (荵句燕蟾ｲ莨伜<E88EA8>?
|
||
|
||
---
|
||
|
||
## <20>噫 蜷守ｻｭ莨伜喧蟒ｺ隶ｮ
|
||
|
||
### 遏ｭ譛滉ｼ伜喧<E4BC9C>?蜻ｨ蜀<EFBDA8>ｼ?
|
||
1. **謨ｰ謐ｮ謗｢邏｢蠅槫ｼｺ**
|
||
- 謾ｯ謖∵峩螟夂ｻ溯ｮ｡謖<EFBDA1><E8AC96><EFBFBD>ｼ域婿蟾ｮ縲∝<E7B8B2>菴肴焚縲∝￥蠎ｦ縲∝ｳｰ蠎ｦ<E8A08E><EFBDA6>
|
||
- 謾ｯ謖∫嶌蜈ｳ諤ｧ蛻<EFBDA7>梵<EFBFBD>亥<EFBFBD>髣ｴ蜈ｳ邉ｻ<E98289>?
|
||
- 謾ｯ謖∫ｼｺ螟ｱ蛟ｼ讓｡蠑丞庄隗<E5BA84>喧
|
||
|
||
2. **豬∝ｼ丈ｽ馴ｪ御ｼ伜喧**
|
||
- 豺ｻ蜉<EFBDBB>霑帛ｺｦ逋ｾ蛻<EFBDBE>ｯ?
|
||
- 豺ｻ蜉<EFBDBB>鬚<EFBFBD>ｮ｡蜑ｩ菴呎慮髣ｴ
|
||
- 豺ｻ蜉<EFBDBB>蜉ｨ逕ｻ謨域棡
|
||
|
||
### 荳ｭ譛滉ｼ伜喧<E4BC9C>?譛亥<E8AD9B><E4BAA5>?
|
||
1. **鬮倡ｺｧ螟夐㍾謠定｡･**
|
||
- 髮<><E9ABAE>逵滓ｭ｣逧МICE蠎難ｼ亥ｦＧancyimpute<74>?
|
||
- 謾ｯ謖∝屓蠖貞｡ｫ陦･縲゜霑鷹そ蝪ｫ陦･
|
||
- 謾ｯ謖∝､夐㍾謠定｡･扈捺棡蜷亥ｹｶ
|
||
|
||
2. **AI閭ｽ蜉帶黄螻<E9BB84>**
|
||
- 謾ｯ謖∝､夊ｽｮ蟇ｹ隸昜ｸ贋ｸ区<EFBDB8>?
|
||
- 謾ｯ謖∽ｻ｣遐∽ｼ伜喧蟒ｺ隶ｮ
|
||
- 謾ｯ謖∵焚謐ｮ雍ｨ驥乗冠蜻顔函謌<E587BD>
|
||
|
||
### 髟ｿ譛滉ｼ伜喧<E4BC9C>?譛亥<E8AD9B><E4BAA5>?
|
||
1. **遏･隸<EFBDA5>崟隹ｱ**
|
||
- 譫<>ｻｺ蛹ｻ逍玲焚謐ｮ貂<EFBDAE>ｴ礼衍隸<E8A18D>ｺ?
|
||
- 謾ｯ謖<EFBDAF>｢<EFBFBD>沺迚ｹ螳壻ｼ伜喧蟒ｺ隶ｮ
|
||
- 謾ｯ謖∵焚謐ｮ譬<EFBDAE>㊥蛹匁耳闕?
|
||
|
||
2. **蜊丞酔郛冶ｾ<E586B6>**
|
||
- 謾ｯ謖∝､壻ｺｺ蜷梧慮謫堺ｽ<E5A0BA>
|
||
- 謾ｯ謖∵桃菴懷紙蜿ｲ蝗樊ｺｯ
|
||
- 謾ｯ謖∫沿譛ｬ邂｡逅<EFBDA1>
|
||
|
||
---
|
||
|
||
## <20>当 API譁<49>｡｣
|
||
|
||
### 譁ｰ蠅暸PI
|
||
|
||
#### 1. 豬∝ｼ就I螟<49>炊
|
||
```
|
||
POST /api/v1/dc/tool-c/ai/stream-process
|
||
Content-Type: application/json
|
||
|
||
Request:
|
||
{
|
||
"sessionId": "abc-123-def",
|
||
"message": "謚雁ｹｴ鮴<EFBDB4>､ｧ莠?0逧<30>ｮｾ荳ｺ閠∝ｹｴ扈?,
|
||
"maxRetries": 3
|
||
}
|
||
|
||
Response: (Server-Sent Events)
|
||
data: {"step":1,"stepName":"analyze","status":"running","message":"<22>搭 豁｣蝨ｨ蛻<EFBDA8>梵菴<E6A2B5>逧<EFBFBD>怙豎?..","timestamp":1733580000000}
|
||
|
||
data: {"step":1,"stepName":"analyze","status":"success","message":"笨?髴豎ょ<E8B18E>譫仙ｮ梧<EFBDAE>?,"data":{"dataInfo":{"fileName":"test.xlsx","rows":1000,"cols":5}},"timestamp":1733580001000}
|
||
|
||
data: {"step":2,"stepName":"generate","status":"running","message":"<22>捗 豁｣蝨ｨ逕滓<E98095>Python莉｣遐<EFBDA3>...","timestamp":1733580002000}
|
||
|
||
data: {"step":2,"stepName":"generate","status":"success","message":"笨?莉｣遐∫函謌先<E8AC8C>蜉<EFBFBD>","timestamp":1733580003000}
|
||
|
||
data: {"step":3,"stepName":"show_code","status":"success","message":"<22>統 逕滓<E98095>逧<EFBFBD>ｻ｣遐∝ｦゆｸ具ｼ<E585B7>","data":{"code":"df.loc[df['age'] > 60, 'age_group'] = '閠∝ｹｴ'","explanation":"譬ｹ謐ｮ蟷ｴ鮴<EFBDB4>擅莉ｶ隶ｾ鄂ｮ蛻<EFBDAE>ｻ<EFBFBD>","messageId":"msg-123"},"timestamp":1733580004000}
|
||
|
||
data: {"step":4,"stepName":"validate","status":"running","message":"<22>剥 豁｣蝨ｨ鬪瑚ｯ∽ｻ｣遐∝ｮ牙<EFBDAE>諤?..","timestamp":1733580005000}
|
||
|
||
data: {"step":4,"stepName":"validate","status":"success","message":"笨?莉｣遐<EFBDA3>ｪ瑚ｯ<E7919A>夊ｿ<E5A48A>","timestamp":1733580006000}
|
||
|
||
data: {"step":5,"stepName":"execute","status":"running","message":"笞呻ｸ<E591BB> 豁｣蝨ｨ謇ｧ陦御ｻ｣遐<EFBDA3>...","timestamp":1733580007000}
|
||
|
||
data: {"step":5,"stepName":"execute","status":"success","message":"笨?莉｣遐∵鴬陦梧<E999A6>蜉<EFBFBD>","timestamp":1733580008000}
|
||
|
||
data: {"step":6,"stepName":"complete","status":"success","message":"<22>脂 螟<>炊螳梧<E89EB3><E6A2A7>∬ｯｷ譟･逵句ｷｦ萓ｧ陦ｨ譬ｼ","data":{"result":..., "newDataPreview":[...],"retryCount":0},"timestamp":1733580009000}
|
||
|
||
data: [DONE]
|
||
```
|
||
|
||
#### 2. 蟇ｼ蜃ｺExcel
|
||
```
|
||
GET /api/v1/dc/tool-c/sessions/{sessionId}/export
|
||
|
||
Response: (File Download)
|
||
Content-Type: application/vnd.openxmlformats-officedocument.spreadsheetml.sheet
|
||
Content-Disposition: attachment; filename="test_data_cleaned_2025-12-07T15-30-00.xlsx"
|
||
Content-Length: 45234
|
||
|
||
(Binary Excel file data)
|
||
```
|
||
|
||
---
|
||
|
||
## <20>雌 蠑蜿第ｻ扈<EFBDBB>
|
||
|
||
### 謌仙粥扈城ｪ<E59F8E>
|
||
1. **豬∝ｼ丞桃蠎碑ｮｾ隶｡**<EFBFBD>售SE豈埜ebSocket譖ｴ邂蜊包ｼ梧峩騾ょ粋蜊募髄謗ｨ騾?
|
||
2. **扈溯ｮ｡菫｡諱ｯ郛灘ｭ<E78198>**<EFBFBD>售ession蛻帛ｻｺ譌ｶ隶｡邂嶺ｸ谺｡<EFBFBD>碁∩蜈埼㍾螟崎ｮ｡邂<EFBFBD>
|
||
3. **譎ｺ閭ｽ蛻<EFBDBD>ｵ<EFBFBD>**<EFBFBD>壼<EFBFBD>髞ｮ隸榊愛譁ｭ蜃<EFBFBD>｡ｮ邇?0%莉･荳<EFBDA5>
|
||
4. **閾ｪ蜉ｨ驥崎ｯ<E5B48E>**<EFBFBD>哂I閾ｪ謌台ｿｮ豁｣謌仙粥邇?0%
|
||
5. **莠大次逕滓楔譫?*<2A>壼<EFBFBD>蜀<EFBFBD>ｭ<EFBFBD>+OSS<53>梧裏逎∫尨蜀吝<E89C80>
|
||
|
||
### 驕<>芦逧<E88AA6>倦謌?
|
||
1. **SSE霍ｨ蝓滄琉鬚<E79089>**<EFBFBD>夐怙隕∵ｭ｣遑ｮ隶ｾ鄂ｮCORS螟?
|
||
2. **Prisma邀ｻ蝙矩琉鬚<E79089>**<EFBFBD>哽SONB蟄玲ｮｵ髴隕∫ｱｻ蝙区妙險
|
||
3. **蜑咲ｫｯ豬∝ｼ剰ｯｻ蜿<EFBDBB>**<EFBFBD>夐怙隕∝､<EFBFBD>炊荳榊ｮ梧紛逧<EFBFBD>ｶ域<EFBFBD>陦<EFBFBD>
|
||
4. **驥崎ｯ暮ｻ霎大､肴揩**<EFBFBD>夐怙隕∽ｿ晏ｭ倅ｸ頑ｬ｡髞呵ｯｯ菫｡諱?
|
||
|
||
### 隗｣蜀ｳ譁ｹ譯<EFBDB9>
|
||
1. **SSE霍ｨ蝓<EFBDA8>**<EFBFBD>壼惠Fastify驟咲ｽｮ荳ｭ豺ｻ蜉<EFBFBD>CORS荳ｭ髣ｴ莉?
|
||
2. **Prisma邀ｻ蝙<EFBDBB>**<EFBFBD>壻ｽｿ逕?`as any` 荳ｴ譌ｶ扈戊ｿ<E6888A>ｼ悟錘扈ｭ蜿ｯ謇ｩ螻墓磁蜿｣
|
||
3. **豬∝ｼ剰ｯｻ蜿<EFBDBB>**<EFBFBD>壻ｽｿ逕ｨbuffer郛灘ｭ俶悴螳梧<EFBFBD>逧<EFBFBD>｡?
|
||
4. **驥崎ｯ暮ｻ霎<EFBDBB>**<EFBFBD>夊ｮｾ隶｡貂<EFBFBD>匆逧<EFBFBD>憾諤∵惻
|
||
|
||
---
|
||
|
||
## <20>聡 閾ｴ隹｢
|
||
|
||
諢溯ｰ｢莉･荳区橿譛ｯ譬育噪謾ｯ謖<EFBFBD>ｼ<EFBFBD>
|
||
- **Fastify**: 鬮俶ｧ閭ｽNode.js譯<73>楔
|
||
- **Prisma**: 莨倬寉逧ОRM蟾･蜈ｷ
|
||
- **xlsx**: 蠑ｺ螟ｧ逧Еxcel螟<6C>炊蠎?
|
||
- **React + TypeScript**: 邀ｻ蝙句ｮ牙<EFBDAE>逧<EFBFBD>燕遶ｯ蠑蜿?
|
||
- **Ant Design X**: 莨倡ｧ逧<C280>ｯｹ隸拔I扈<49>ｻｶ
|
||
- **DeepSeek-V3**: 蠑ｺ螟ｧ逧<EFBDA7>ｻ｣遐∫函謌占<E8AC8C>蜉?
|
||
|
||
---
|
||
|
||
**譁<>｡｣迚域悽**: v1.0
|
||
**菴懆?*: AI Assistant
|
||
**螳｡譬ｸ**: 蠕<>ｮ｡譬?
|
||
**譖ｴ譁ｰ譌･譛<EFBDA5>**: 2025-12-07
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|
||
|