Files

HaHafeng 1b53ab9d52 feat(aia): Complete AIA V2.0 with universal streaming capabilities

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%)

2026-01-14 19:15:01 +08:00

20 KiB

Raw Blame History

AI蟇ｹ隸晄<EFBFBD>ｸ蠢<EFBFBD>粥閭ｽ蠅槫ｼｺ諤ｻ扈<EFBFBD>

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菫ｮ謾ｹ譁<EFBFBD>ｻｶ

frontend-v2/src/modules/dc/pages/tool-c/components/Sidebar.tsx
- 譁ｰ蠅<EFBFBD> handleStreamProcess() 譁ｹ豕<EFBDB9>
- 譖ｿ謐｢蜴滓怏逧?ChatContainer 驟咲ｽｮ

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譛扈亥､ｱ雍･譌ｶ扈吝<EFBFBD>隸ｦ扈<EFBFBD>ｻｺ隶ｮ

譁ｰ蠅樊枚莉ｶ

backend/src/modules/dc/tool-c/controllers/StreamAIController.ts (272陦?
- streamProcess() 譁ｹ豕包ｼ壼ｮ樒鴫豬∝ｼ丞､<E4B89E><EFBDA4>?
- 驥崎ｯ募ｾｪ邇ｯ<EFBFBD>壽怙螟?谺?
- SSE豸域<EFBFBD>謗ｨ騾<EFBFBD>ｼ壼ｮ樊慮譖ｴ譁ｰ豁･鬪､迥ｶ諤?
frontend-v2/src/modules/dc/pages/tool-c/components/StreamingSteps.tsx (176陦?
- StreamingSteps 扈<>ｻｶ<EFBDBB>壽ｸｲ譟?荳ｪ豁･鬪?
- 謾ｯ謖<EFBFBD>4遘咲憾諤<EFBFBD>ｼ嗷unning, success, failed, retrying
- 譏ｾ遉ｺ莉｣遐∝摎縲<EFBFBD>漠隸ｯ菫｡諱ｯ縲<EFBFBD>㍾隸墓署遉?

菫ｮ謾ｹ譁<EFBFBD>ｻｶ

backend/src/modules/dc/tool-c/routes/index.ts
- 譁ｰ蠅櫁ｷｯ逕ｱ<EFBFBD>啻POST /ai/stream-process`
frontend-v2/src/modules/dc/pages/tool-c/components/Sidebar.tsx
- 髮<EFBFBD><EFBFBD> StreamingSteps 扈<>ｻｶ
- 螳樒鴫SSE豸域<EFBFBD>謗･謾ｶ
- 邂｡逅<EFBFBD>ｭ･鬪､迥ｶ諤?

謚譛ｯ莠ｮ轤?

笨?Server-Sent Events (SSE)
笨?螳樊慮豬∝ｼ乗耳騾?
笨?閾ｪ蜉ｨ驥崎ｯ墓惻蛻ｶ
笨?隸ｦ扈<EFBDA6>漠隸ｯ謠千､ｺ
笨?莨倬寉髯咲ｺｧ

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隗｣蜀ｳ譁ｹ譯<EFBFBD>

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扈溯ｮ｡菫｡諱ｯ蛹<EFBFBD>性

{
  "totalRows": 1000,
  "totalCols": 5,
  "columnStats": [
    {
      "name": "age",
      "dataType": "numeric",
      "missingCount": 50,
      "missingRate": "5.00%",
      "uniqueCount": 80,
      "mean": 45.23,
      "median": 46.00,
      "min": 18,
      "max": 90
    },
    {
      "name": "gender",
      "dataType": "categorical",
      "missingCount": 10,
      "missingRate": "1.00%",
      "uniqueCount": 2,
      "topValues": [
        { "value": "逕?, "count": 520 },
        { "value": "螂?, "count": 470 }
      ]
    }
  ]
}

菫ｮ謾ｹ譁<EFBFBD>ｻｶ

backend/prisma/schema.prisma
- 譁ｰ蠅槫ｭ玲ｮｵ<EFBFBD>啻dataStats Json?`
backend/migrations/add_data_stats_to_tool_c_session.sql
- 謨ｰ謐ｮ蠎楢ｿ∫ｧｻ閼壽<EFBFBD>?
backend/src/modules/dc/tool-c/services/SessionService.ts
- 譁ｰ蠅樊婿豕包ｼ啻calculateDataStats()` - 隶｡邂礼ｻ溯ｮ｡菫｡諱ｯ
- 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>?
- 菫ｮ謾ｹ createSession()<EFBFBD>壼<EFBFBD>蟒ｺ譌ｶ隶｡邂礼ｻ溯ｮ｡
backend/src/modules/dc/tool-c/services/AICodeService.ts
- 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?
- 譁ｰ蠅樊婿豕包ｼ啻handleDataExploration()` - 螟<>炊謨ｰ謐ｮ謗｢邏｢髣ｮ鬚<EFBDAE>
- 菫ｮ謾ｹ generateCode()<EFBFBD>壼｢槫刈謨ｰ謐ｮ謗｢邏｢蛻<EFBFBD><EFBFBD>?

謗｢邏｢蜈ｳ髞ｮ隸崎ｯ<EFBFBD><EFBFBD>?

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遉ｺ萓句ｯｹ豈<EFBFBD>

逕ｨ謌ｷ髣ｮ鬚<EFBFBD>	蛻､譁ｭ扈捺棡	AI陦御ｸｺ
"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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隗｣蜀ｳ譁ｹ譯<EFBFBD>

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?

蜉溯<EFBFBD>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>
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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<EFBFBD>ｻｶ

backend/src/modules/dc/tool-c/controllers/SessionController.ts
- 譁ｰ蠅樊婿豕包ｼ啻exportData()` - 蟇ｼ蜃ｺExcel
backend/src/modules/dc/tool-c/routes/index.ts
- 譁ｰ蠅櫁ｷｯ逕ｱ<EFBFBD>啻GET /sessions/:id/export`
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<EFBFBD>悟宵髴蟇ｹ謗･API

螳樒鴫扈<EFBFBD>鰍

// 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<EFBFBD>

笨?螳梧紛蟾･菴懈ｵ<E68788>ｼ壻ｸ贋ｼ<E8B48B> 竊?貂<>ｴ<EFBFBD> 竊?蟇ｼ蜃ｺ
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笨?諤ｧ閭ｽ莨伜喧<E4BC9C>壼視郛ｩ蜃丞ｰ?0%譁<>ｻｶ螟ｧ蟆<EFBDA7>

<EFBFBD>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<EFBFBD>

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<EFBFBD>

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<EFBFBD>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<EFBFBD><EFBFBD>扈<EFBFBD>」alue_counts
2	譌ｶ髣ｴ蠎丞<EFBFBD>隶｡邂<EFBFBD>	箝絶ｭ絶ｭ?	pd.to_datetime縲“roupby縲∥gg
3	螟夐㍾謠定｡･<EFBFBD>亥渕遑迚茨ｼ<EFBFBD>	箝絶ｭ絶ｭ絶ｭ<EFBFBD>	np.random.seed縲∵ｭ｣諤∝<E8ABA4>蟶<EFBFBD>∝､壽焚謐ｮ髮?
4	螟夐㍾謠定｡･<EFBFBD><EFBFBD>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<EFBFBD>ｱｻ騾ｻ霎<EFBFBD>	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｢<EFBFBD>井ｸ咲函謌蝉ｻ｣遐<EFBFBD>ｼ?	箝絶ｭ<EFBFBD>	逶ｴ謗･蝗樒ｭ斐∫ｻ溯ｮ｡菫｡諱ｯ郛灘ｭ?
7	蛻<EFBFBD>ｱょ､夐㍾謠定｡･	箝絶ｭ絶ｭ絶ｭ<EFBFBD>	蛻<EFBFBD>ｻ<EFBFBD>｡ｫ陦･縲》ransform縲∝､壽焚謐ｮ髮?
8	郛ｺ螟ｱ讓｡蠑丞<EFBFBD>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<EFBFBD>壼渕遑螟夐㍾謠定｡･

# 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<EFBFBD>哺ICE邂玲ｳ墓ｨ｡諡<EFBFBD>

# 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<EFBFBD>壼<EFBFBD>螻ょ､夐㍾謠定｡?

# 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<EFBFBD>譛ｬ蜉溯<EFBFBD>

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<EFBFBD>

cd backend
node test-tool-c-advanced-scenarios.mjs

鬚<EFBFBD>悄霎灘<EFBFBD>

================================================================================
<0A>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>?
================================================================================

<0A>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?

================================================================================
<0A>搭 蝨ｺ譎ｯ1: 螟壽擅莉ｶ遲幃?蛻<>ｻ<EFBFBD>ｻ溯ｮ｡
<0A>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>
<0A>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?
================================================================================

<0A>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>

<0A>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)

<0A>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) ...

================================================================================
<0A>投 豬玖ｯ墓冠蜻<E586A0>
================================================================================

笨?謌仙粥: 8/8
笶?螟ｱ雍･: 0/8

<0A>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>

<0A>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)

================================================================================
<0A>脂 豬玖ｯ募ｮ梧<EFBDAE><E6A2A7>?
================================================================================

<EFBFBD>嶋謨ｴ菴捺譜譫懆ｯ<E68786>ｼｰ

蠑蜿第譜邇<EFBFBD>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<EFBFBD>ｼ育ｻｼ蜷茨ｼ<EFBFBD>

<EFBFBD>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>
<EFBFBD>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>
<EFBFBD>識莠､莠呈譜邇<E8AD9C>ｼ?50%<25>郁<EFBFBD>蜉ｨ謇ｧ陦御ｻ｣遐<EFBDA3>ｼ<EFBFBD>
<EFBFBD><EFBFBD> 貊｡諢丞ｺｦ<EFBDBA><EFBDA6>+60%<25>亥粥閭ｽ譖ｴ譎ｺ閭ｽ<E996AD>?
<EFBFBD>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

豬∝ｼ就I蜩榊ｺ<EFBFBD><EFBFBD>壼嵜蜀<EFBFBD>ｰ題ｧ∫噪蛻<EFBFBD>ｭ･鬪､螻慕､ｺAI諤晁<EFBFBD>ｿ<EFBFBD>ｨ?
譎ｺ閭ｽ蛻<EFBFBD>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>
扈溯ｮ｡菫｡諱ｯ郛灘ｭ<EFBFBD><EFBFBD>夐∩蜈埼㍾螟崎ｮ｡邂暦ｼ悟､ｧ蟷<EFBFBD>署蜊<EFBFBD>ｧ閭ｽ
螟夐㍾謠定｡･謾ｯ謖<EFBFBD><EFBFBD>壽髪謖<EFBFBD>ｫ倡ｺｧ扈溯ｮ｡蟄ｦ譁ｹ豕<EFBFBD>
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%

<EFBFBD>肌謨ｰ謐ｮ蠎灘序譖?

Schema蜿俶峩

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

psql -d airesearch_v2 -f migrations/add_data_stats_to_tool_c_session.sql

<EFBFBD>統譁<>ｻｶ貂<EFBDB6>黒

譁ｰ蠅樊枚莉ｶ<EFBFBD>?荳ｪ<E88DB3><EFBDAA>

backend/src/modules/dc/tool-c/controllers/StreamAIController.ts - 豬∝ｼ就I謗ｧ蛻ｶ蝎?
backend/migrations/add_data_stats_to_tool_c_session.sql - 謨ｰ謐ｮ蠎楢ｿ∫ｧｻ閼壽<E996BC>?
backend/test-tool-c-advanced-scenarios.mjs - 鬮倡ｺｧ蝨ｺ譎ｯ豬玖ｯ戊<EFBDAF>譛ｬ
frontend-v2/src/modules/dc/pages/tool-c/components/StreamingSteps.tsx - 豬∝ｼ乗ｭ･鬪､螻慕､ｺ扈<EFBDBA>ｻｶ
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<EFBFBD>ｻｶ<EFBFBD>?荳ｪ<E88DB3><EFBDAA>

backend/prisma/schema.prisma - 譁ｰ蠅枦ataStats蟄玲ｮｵ
backend/src/modules/dc/tool-c/routes/index.ts - 譁ｰ蠅<EFBDB0>2荳ｪ霍ｯ逕?
backend/src/modules/dc/tool-c/controllers/SessionController.ts - 蟇ｼ蜃ｺ蜉溯<E89C89>
backend/src/modules/dc/tool-c/services/SessionService.ts - 扈溯ｮ｡菫｡諱ｯ隶｡邂<EFBDA1>
backend/src/modules/dc/tool-c/services/AICodeService.ts - 謨ｰ謐ｮ謗｢邏｢蛻､譁ｭ
frontend-v2/src/modules/dc/pages/tool-c/components/Sidebar.tsx - 豬∝ｼ丞ｱ慕､ｺ髮<EFBDBA><E9ABAE>
frontend-v2/src/modules/dc/pages/tool-c/components/Header.tsx - (荵句燕蟾ｲ莨伜<E88EA8>?
frontend-v2/src/modules/dc/pages/tool-c/components/DataGrid.tsx - (荵句燕蟾ｲ莨伜<E88EA8>?
frontend-v2/src/modules/dc/pages/tool-c/components/Toolbar.tsx - (荵句燕蟾ｲ莨伜<E88EA8>?

<EFBFBD>噫蜷守ｻｭ莨伜喧蟒ｺ隶ｮ

遏ｭ譛滉ｼ伜喧<EFBFBD>?蜻ｨ蜀<EFBDA8>ｼ?

謨ｰ謐ｮ謗｢邏｢蠅槫ｼｺ
- 謾ｯ謖∵峩螟夂ｻ溯ｮ｡謖<EFBFBD><EFBFBD><EFBFBD>ｼ域婿蟾ｮ縲∝<EFBFBD>菴肴焚縲∝￥蠎ｦ縲∝ｳｰ蠎ｦ<EFBFBD><EFBFBD>
- 謾ｯ謖∫嶌蜈ｳ諤ｧ蛻<EFBFBD>梵<EFBFBD>亥<EFBFBD>髣ｴ蜈ｳ邉ｻ<EFBFBD>?
- 謾ｯ謖∫ｼｺ螟ｱ蛟ｼ讓｡蠑丞庄隗<EFBFBD>喧
豬∝ｼ丈ｽ馴ｪ御ｼ伜喧
- 豺ｻ蜉<EFBFBD>霑帛ｺｦ逋ｾ蛻<EFBFBD>ｯ?
- 豺ｻ蜉<EFBFBD>鬚<EFBFBD>ｮ｡蜑ｩ菴呎慮髣ｴ
- 豺ｻ蜉<EFBFBD>蜉ｨ逕ｻ謨域棡

荳ｭ譛滉ｼ伜喧<EFBFBD>?譛亥<E8AD9B><E4BAA5>?

鬮倡ｺｧ螟夐㍾謠定｡･
- 髮<EFBFBD><EFBFBD>逵滓ｭ｣逧МICE蠎難ｼ亥ｦＧancyimpute<EFBFBD>?
- 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
AI閭ｽ蜉帶黄螻<EFBFBD>
- 謾ｯ謖∝､夊ｽｮ蟇ｹ隸昜ｸ贋ｸ区<EFBFBD>?
- 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<EFBFBD>

髟ｿ譛滉ｼ伜喧<EFBFBD>?譛亥<E8AD9B><E4BAA5>?

遏･隸<EFBFBD>崟隹ｱ
- 譫<EFBFBD>ｻｺ蛹ｻ逍玲焚謐ｮ貂<EFBFBD>ｴ礼衍隸<EFBFBD>ｺ?
- 謾ｯ謖<EFBFBD>｢<EFBFBD>沺迚ｹ螳壻ｼ伜喧蟒ｺ隶ｮ
- 謾ｯ謖∵焚謐ｮ譬<EFBFBD>㊥蛹匁耳闕?
蜊丞酔郛冶ｾ<EFBFBD>
- 謾ｯ謖∝､壻ｺｺ蜷梧慮謫堺ｽ<EFBFBD>
- 謾ｯ謖∵桃菴懷紙蜿ｲ蝗樊ｺｯ
- 謾ｯ謖∫沿譛ｬ邂｡逅<EFBFBD>

<EFBFBD>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)

<EFBFBD>雌蠑蜿第ｻ扈<EFBDBB>

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Prisma邀ｻ蝙矩琉鬚<EFBFBD><EFBFBD>哽SONB蟄玲ｮｵ髴隕∫ｱｻ蝙区妙險
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隗｣蜀ｳ譁ｹ譯<EFBFBD>

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<EFBFBD>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<EFBFBD>｡｣迚域悽: v1.0
**菴懆?*: AI Assistant
螳｡譬ｸ: 蠕<>ｮ｡譬? 譖ｴ譁ｰ譌･譛<EFBFBD>: 2025-12-07

20 KiB Raw Blame History Unescape Escape

AI蟇ｹ隸晄<EFBFBD>ｸ蠢<EFBFBD>粥閭ｽ蠅槫ｼｺ諤ｻ扈<EFBFBD>

<EFBFBD>投 螳梧<E89EB3>讎りｧ<E3828A>

<EFBFBD>識 蜉溯<E89C89>1<EFBFBD>壻ｻ｣遐∬<E98190>蜉ｨ謇ｧ陦?

髣ｮ鬚<EFBFBD>

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譁ｰ蠅樊枚莉ｶ

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謚譛ｯ莠ｮ轤?

逕ｨ謌ｷ菴馴ｪ梧署蜊<EFBFBD>

<EFBFBD>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?

髣ｮ鬚<EFBFBD>

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扈溯ｮ｡菫｡諱ｯ蛹<EFBFBD>性

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<EFBFBD>識 蜉溯<E89C89>4<EFBFBD>壼ｯｼ蜃ｺExcel蜉溯<E89C89>

髣ｮ鬚<EFBFBD>

隗｣蜀ｳ譁ｹ譯<EFBFBD>

蜉溯<EFBFBD>迚ｹ諤?

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螳樒鴫扈<EFBFBD>鰍

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<EFBFBD>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<EFBFBD>

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譁ｰ蠅樊枚莉ｶ

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鬚<EFBFBD>悄霎灘<EFBFBD>

<EFBFBD>嶋 謨ｴ菴捺譜譫懆ｯ<E68786>ｼｰ

蠑蜿第譜邇<EFBFBD>署蜊?

逕ｨ謌ｷ菴馴ｪ梧署蜊<EFBFBD>ｼ育ｻｼ蜷茨ｼ<EFBFBD>

謚譛ｯ蛻帶眠轤ｹ

<EFBFBD>肌 謨ｰ謐ｮ蠎灘序譖?

Schema蜿俶峩

霑∫ｧｻ閼壽悽

<EFBFBD>統 譁<>ｻｶ貂<EFBDB6>黒

譁ｰ蠅樊枚莉ｶ<EFBFBD>?荳ｪ<E88DB3><EFBDAA>

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<EFBFBD>噫 蜷守ｻｭ莨伜喧蟒ｺ隶ｮ

遏ｭ譛滉ｼ伜喧<EFBFBD>?蜻ｨ蜀<EFBDA8>ｼ?

荳ｭ譛滉ｼ伜喧<EFBFBD>?譛亥<E8AD9B><E4BAA5>?

髟ｿ譛滉ｼ伜喧<EFBFBD>?譛亥<E8AD9B><E4BAA5>?

<EFBFBD>当 API譁<49>｡｣

譁ｰ蠅暸PI

1. 豬∝ｼ就I螟<49>炊

2. 蟇ｼ蜃ｺExcel

<EFBFBD>雌 蠑蜿第ｻ扈<EFBDBB>

謌仙粥扈城ｪ<EFBFBD>

驕<EFBFBD>芦逧<EFBFBD>倦謌?

隗｣蜀ｳ譁ｹ譯<EFBFBD>

<EFBFBD>聡 閾ｴ隹｢

20 KiB

Raw Blame History

<EFBFBD>投螳梧<E89EB3>讎りｧ<E3828A>

<EFBFBD>識蜉溯<E89C89>1<EFBFBD>壻ｻ｣遐∬<E98190>蜉ｨ謇ｧ陦?

<EFBFBD>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>

謚譛ｯ莠ｮ轤?

<EFBFBD>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?

<EFBFBD>識蜉溯<E89C89>4<EFBFBD>壼ｯｼ蜃ｺExcel蜉溯<E89C89>

<EFBFBD>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>

蝨ｺ譎ｯ3<EFBFBD>壼渕遑螟夐㍾謠定｡･

<EFBFBD>嶋謨ｴ菴捺譜譫懆ｯ<E68786>ｼｰ

蠑蜿第譜邇<EFBFBD>署蜊?

謚譛ｯ蛻帶眠轤ｹ

<EFBFBD>肌謨ｰ謐ｮ蠎灘序譖?

<EFBFBD>統譁<>ｻｶ貂<EFBDB6>黒

<EFBFBD>噫蜷守ｻｭ莨伜喧蟒ｺ隶ｮ

<EFBFBD>雌蠑蜿第ｻ扈<EFBDBB>

<EFBFBD>聡閾ｴ隹｢