system.ai.python_exec<\/code> \u306f\u3001Databricks \u304c\u63d0\u4f9b\u3059\u308b\u7d44\u307f\u8fbc\u307f\u306e Unity Catalog \u95a2\u6570\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u3067\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089 Python \u30b3\u30fc\u30c9\u3092\u52d5\u7684\u306b\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n\u4eca\u56de\u306f\u3001LLM\u306b\u3088\u3063\u3066\u52d5\u7684\u306bPython\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3057\u3066\u3082\u3089\u3044\u3001\u5b9f\u884c\u306fSystem.ai.python_exec\u3067\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u5b9f\u88c5<\/h2>\n\n\n\n
\u672c\u30a2\u30d7\u30ea\u306e\u30b3\u30fc\u30c9\u3092\u4e00\u90e8\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e0b\u8a18\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306b\u5bfe\u3057\u3066LLM\u306b\u3088\u308aPython\u30b3\u30fc\u30c9\u3092\u4f5c\u6210\u3059\u308b\u95a2\u6570\u3067\u3059\u3002<\/p>\n\n\n\n
\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u52a0\u3048\u3066\u3001Python\u30b3\u30fc\u30c9\u5b9f\u884c\u6642\u306b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u30c7\u30fc\u30bf\u306e\u30b9\u30ad\u30fc\u30de\u3084\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3092\u5165\u529b\u306b\u542b\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
def generate_python_code(question: str, schema_str: str, records: list[dict]) -> str:\n \"\"\"\n \u5206\u6790\u7528Python\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b\u3002\n LLM\u306b\u306f\u30b5\u30f3\u30d7\u30eb5\u884c\u306e\u307f\u6e21\u3057\u3066\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u3001\n \u751f\u6210\u5f8c\u306b\u5168\u30c7\u30fc\u30bf\u3092\u30b3\u30fc\u30c9\u5148\u982d\u306b\u57cb\u3081\u8fbc\u3093\u3067\u8fd4\u3059\u3002\n \"\"\"\n sample_records = records[:5]\n sample_json = json.dumps(sample_records, ensure_ascii=False, cls=_JsonEncoder)\n all_data_json = json.dumps(records, ensure_ascii=False, cls=_JsonEncoder)\n\n messages = [\n {\n \"role\": \"system\",\n \"content\": (\n \"\u3042\u306a\u305f\u306fPython\u30b3\u30fc\u30c9\u306e\u5c02\u9580\u5bb6\u3067\u3059\u3002\"\n \"\u6307\u5b9a\u3055\u308c\u305f\u6761\u4ef6\u306b\u5f93\u3044\u3001\u5b9f\u884c\u53ef\u80fd\u306aPython\u30b3\u30fc\u30c9\u306e\u307f\u3092\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"\n \"\u8aac\u660e\u6587\u3084\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u8a18\u53f7\u306f\u4e0d\u8981\u3067\u3059\u3002\"\n )\n },\n {\n \"role\": \"user\",\n \"content\": (\n f\"\u3010\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3011\\n{question}\\n\\n\"\n f\"\u3010\u30c7\u30fc\u30bf\u30b9\u30ad\u30fc\u30de\u3011\\n{schema_str}\\n\\n\"\n f\"\u3010\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\uff085\u884c\uff09\u3011\\n{sample_json}\\n\\n\"\n f\"\u3010\u51fa\u529b\u8981\u4ef6\u3011\\n\"\n f\"- \u30b3\u30fc\u30c9\u306e\u5148\u982d\u306f\u5fc5\u305a\u4ee5\u4e0b\u306e2\u884c\u3067\u59cb\u3081\u308b\u3053\u3068\uff08\u3053\u306e2\u884c\u306f\u305d\u306e\u307e\u307e\u51fa\u529b\u3057\u3001\u30c7\u30fc\u30bf\u306f\u5f8c\u3067\u5dee\u3057\u66ff\u3048\u308b\uff09:\\n\"\n f\" import json\\n\"\n f\" data = json.loads('__DATA_PLACEHOLDER__')\\n\"\n f\"- data\u306flist of dict\u3067\u3042\u308a\u3001\u5404dict\u306e\u30ad\u30fc\u306f\u30b9\u30ad\u30fc\u30de\u306e\u5217\u540d\u306b\u5bfe\u5fdc\u3059\u308b\\n\"\n f\"- \u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u57fa\u3065\u3044\u3066data\u3092\u5206\u6790\u30fb\u96c6\u8a08\u3059\u308b\u3053\u3068\\n\"\n f\"- \u5206\u6790\u7d50\u679c\u3092Python dict\u3068\u3057\u3066 result \u5909\u6570\u306b\u683c\u7d0d\u3059\u308b\u3053\u3068\\n\"\n f\"- \u8907\u6570\u30ec\u30b3\u30fc\u30c9\u306e\u96c6\u8a08\u30fb\u30e9\u30f3\u30ad\u30f3\u30b0\u30fb\u6642\u7cfb\u5217\u306a\u3069\u306e\u7d50\u679c\u306f result = {{\\\"records\\\": [{{\\\"\u5217\u540d\\\": \u5024, ...}}, ...]}} \u306e\u5f62\u5f0f\u306b\u3059\u308b\u3053\u3068\\n\"\n f\"- \u5358\u4e00\u306e\u6570\u5024\u30fb\u8981\u7d04\u306e\u5834\u5408\u306f result = {{\\\"\u30e9\u30d9\u30eb\\\": \u5024}} \u306e\u5f62\u5f0f\u3067\u69cb\u308f\u306a\u3044\\n\"\n f\"- \u6700\u5f8c\u306b print(json.dumps(result, ensure_ascii=False)) \u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\\n\"\n f\"- import \u306f\u81ea\u7531\u306b\u4f7f\u3063\u3066\u826f\u3044\uff08pandas, numpy\u7b49\u3002\u305f\u3060\u3057spark\u306f\u4f7f\u7528\u4e0d\u53ef\uff09\\n\"\n f\"- Python\u30b3\u30fc\u30c9\u306e\u307f\u3092\u8fd4\u3059\u3053\u3068\uff08\u8aac\u660e\u6587\u30fb\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u8a18\u53f7\u4e0d\u8981\uff09\"\n )\n }\n ]\n raw = query_serving_endpoint(messages, max_tokens=2000)\n code = raw.strip().strip(\"```python\").strip(\"```\").strip()\n\n # __DATA_PLACEHOLDER__ \u3092\u5168\u30c7\u30fc\u30bf\u306eJSON\u3067\u7f6e\u63db\n escaped_json = all_data_json.replace(\"\\\\\", \"\\\\\\\\\").replace(\"'\", \"\\\\'\")\n code = code.replace(\"'__DATA_PLACEHOLDER__'\", f\"'{escaped_json}'\")\n\n return code<\/code><\/pre>\n\n\n\n\u7d9a\u3044\u3066\u3001\u751f\u6210\u3057\u305fPython\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u95a2\u6570\u3067\u3059\u3002<\/p>\n\n\n\n
\u5148\u307b\u3069\u4f5c\u6210\u3057\u305fPython\u30b3\u30fc\u30c9\u3092System.ai.python_exe\u3092\u4f7f\u7528\u3057\u3066SQL Warehouse\u7d4c\u7531\u3067\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
def execute_python_code(code: str) -> str:\n \"\"\"\n system.ai.python_exec \u3092 SQL Warehouse \u7d4c\u7531\u3067\u5b9f\u884c\u3057\u3001\n print() \u306e\u51fa\u529b\u6587\u5b57\u5217\u3092\u8fd4\u3059\u3002\n \"\"\"\n # \u30b7\u30f3\u30b0\u30eb\u30af\u30a9\u30fc\u30c8\u306e\u30a8\u30b9\u30b1\u30fc\u30d7\uff08SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u5bfe\u7b56\uff09\n escaped = code.replace(\"'\", \"\\\\'\")\n exec_sql = f\"SELECT system.ai.python_exec('{escaped}')\"\n with get_sql_conn() as conn:\n with conn.cursor() as cur:\n cur.execute(exec_sql)\n row = cur.fetchone()\n if row:\n return str(row[0])\n return \"\"<\/code><\/pre>\n\n\n\n\u7d9a\u3044\u3066\u3001Python\u30b3\u30fc\u30c9\u306e\u53ef\u8996\u5316\u3092\u884c\u3046\u95a2\u6570\u3067\u3059\u3002<\/p>\n\n\n\n
\u8a73\u7d30\u306f\u524d\u56de\u306e\u30d6\u30ed\u30b0\u306b\u9810\u3051\u307e\u3059\u304c\u3001\u53ef\u8996\u5316\u306b\u969b\u3057\u3066\u300cVega-Lite\u300d\u3068\u3044\u3046\u4ed5\u69d8\u3067\u30b0\u30e9\u30d5\u3092\u8a18\u8ff0\u3057\u307e\u3059\u3002\u3053\u3061\u3089\u306b\u95a2\u3057\u3066\u3082Python\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u7d50\u679c\u306a\u3069\u3092\u5165\u529b\u3068\u3057\u3066LLM\u306bVega-Lite\u5f62\u5f0f\u3067\u52d5\u7684\u306b\u8a18\u8f09\u3092\u4f9d\u983c\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
def generate_vegalite_spec(question: str, records: list[dict]) -> dict | None:\n \"\"\"\n Vega-Lite\u4ed5\u69d8\u3092LLM\u3067\u751f\u6210\u3057\u3001data.values\u306b\u5168\u30ec\u30b3\u30fc\u30c9\u3092\u57cb\u3081\u8fbc\u3093\u3067\u8fd4\u3059\u3002\n LLM\u306b\u306f\u30b5\u30f3\u30d7\u30eb5\u884c\u3068\u7d71\u8a08\u30b5\u30de\u30ea\u306e\u307f\u3092\u9001\u4fe1\u3059\u308b\u3002\n \u5931\u6557\u3057\u305f\u5834\u5408\u306f None \u3092\u8fd4\u3059\u3002\n \"\"\"\n col_meta = _infer_column_meta(records)\n sample_json = json.dumps(records[:5], ensure_ascii=False, cls=_JsonEncoder)\n total = len(records)\n\n messages = [\n {\n \"role\": \"system\",\n \"content\": (\n \"\u3042\u306a\u305f\u306fVega-Lite\u306e\u5c02\u9580\u5bb6\u3067\u3059\u3002\"\n \"\u4e0e\u3048\u3089\u308c\u305f\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u57fa\u3065\u3044\u3066\u3001\"\n \"\u9069\u5207\u306aVega-Lite\u4ed5\u69d8\uff08JSON\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\uff09\u3092\u751f\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"\n \"\u4ed5\u69d8\u306e\u307f\u3092\u8fd4\u3057\u3001\u8aac\u660e\u6587\u3084\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u8a18\u53f7\u306f\u4e0d\u8981\u3067\u3059\u3002\"\n \"data.values \u306b\u306f \\\"__RECORDS_PLACEHOLDER__\\\" \u3068\u3044\u3046\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u6307\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"\n )\n },\n {\n \"role\": \"user\",\n \"content\": (\n f\"\u3010\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3011\\n{question}\\n\\n\"\n f\"\u3010\u5217\u60c5\u5831\u3068\u7d71\u8a08\u30b5\u30de\u30ea\u3011\\n{col_meta}\\n\\n\"\n f\"\u3010\u7dcf\u30ec\u30b3\u30fc\u30c9\u6570\u3011: {total} \u4ef6\\n\\n\"\n f\"\u3010\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\uff08\u5148\u982d5\u884c\uff09\u3011\\n{sample_json}\\n\\n\"\n f\"\u3010\u8981\u4ef6\u3011\\n\"\n f\"- data.values \u306b\u306f \\\"__RECORDS_PLACEHOLDER__\\\" \u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\uff08\u5b9f\u30c7\u30fc\u30bf\u306f\u5f8c\u3067\u5dee\u3057\u66ff\u3048\u308b\uff09\\n\"\n f\"- mark, encoding \u306f\u8cea\u554f\u306e\u5185\u5bb9\u306b\u6700\u9069\u306a\u3082\u306e\u3092\u9078\u3076\u3053\u3068\\n\"\n f\"- \u8ef8\u30e9\u30d9\u30eb\u30fb\u30bf\u30a4\u30c8\u30eb\u306f\u65e5\u672c\u8a9e\u3067\u3082\u82f1\u8a9e\u3067\u3082\u53ef\\n\"\n f\"- $schema \u306f\u7701\u7565\u53ef\\n\"\n f\"- JSON\u306e\u307f\u3092\u8fd4\u3059\u3053\u3068\uff08\u8aac\u660e\u6587\u30fb\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u8a18\u53f7\u4e0d\u8981\uff09\"\n )\n }\n ]\n\n try:\n raw = query_serving_endpoint(messages, max_tokens=1500)\n spec_str = raw.strip().strip(\"```json\").strip(\"```\").strip()\n spec = json.loads(spec_str)\n all_records_json = json.dumps(records, ensure_ascii=False, cls=_JsonEncoder)\n spec_str_replaced = json.dumps(spec).replace(\n '\"__RECORDS_PLACEHOLDER__\"', all_records_json\n )\n return json.loads(spec_str_replaced)\n except Exception:\n return None<\/code><\/pre>\n\n\n\n\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u304b\u3089Python\u30b3\u30fc\u30c9\u306e\u751f\u6210\u30fb\u5b9f\u884c\u30fb\u7d50\u679c\u306e\u53ef\u8996\u5316\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3057\u305f\u3002\u5b9f\u969b\u306b\u4f5c\u6210\u3057\u305f\u30a2\u30d7\u30ea\u3092\u5b9f\u884c\u6642\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u30c7\u30e2<\/h2>\n\n\n\n
\u305d\u308c\u3067\u306f\u3001\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f\u30a2\u30d7\u30ea\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u52d5\u304b\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u307e\u305a\u306f\u3001\u30a2\u30d7\u30ea\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/05\/image-4-1024x692.webp\")
<\/figure>\n\n\n\n\u5165\u529b\u6b04\u306b\u5206\u6790\u3092\u304a\u9858\u3044\u3057\u305f\u3044\u9805\u76ee\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u307e\u305a\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u5206\u6790\u3092\u4f9d\u983c\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u8cea\u554f\u5185\u5bb9\uff1a<\/p>\n\n\n\n
\u5e97\u8217\uff11\u304b\u3089\uff13\u3068\u5e97\u8217\uff14\u304b\u3089\uff16\u3068\u5e97\u8217\uff17\u304b\u3089\uff19\u306e\u58f2\u4e0a\u306e\u5e73\u5747\u3092\u68d2\u30b0\u30e9\u30d5\u306b\u3057\u3066\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/code><\/p>\n\n\n\n\u7d50\u679c\uff1a<\/p>\n\n\n\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/05\/image-95-1.png\")
<\/figure>\n\n\n\n\u5404\u5e97\u8217\u306e\u58f2\u308a\u4e0a\u3052\u3092\u96c6\u8a08\u3057\u3066\u8fd4\u3057\u3066\u304f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u7d9a\u3044\u3066\u3001\u3042\u308b\u5e97\u8217\u306e\u58f2\u4e0a\u306e\u6642\u7cfb\u5217\u3092\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u8cea\u554f\u5185\u5bb9\uff1a<\/p>\n\n\n\n
\u5e97\u8217\uff11\u306b\u304a\u3051\u308b\u58f2\u308a\u4e0a\u3052\u3092\u6642\u7cfb\u5217\u306e\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3067\u8868\u793a\u3057\u3066\u3002<\/code><\/p>\n\n\n\n\u7d50\u679c\uff1a<\/p>\n\n\n\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/05\/image-96-1.png\")
<\/figure>\n\n\n\n\u3053\u306e\u3088\u3046\u306b\u5e97\u8217\uff11\u306e\u58f2\u4e0a\u3092\u6642\u7cfb\u5217\u3067\u51fa\u529b\u3057\u3066\u304f\u308c\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u3055\u3089\u306b\u6642\u7cfb\u5217\u4e88\u6e2c\u3092\u4f9d\u983c\u3057\u3066\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u8cea\u554f\u5185\u5bb9\uff1a<\/p>\n\n\n\n
\u5e97\u8217\uff11\u306b\u304a\u3051\u308b\u58f2\u308a\u4e0a\u3052\u3092\uff11\u5e74\u9593\u4e88\u6e2c\u3057\u3066\u306e\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u3067\u8868\u793a\u3057\u3066\u3002<\/code><\/p>\n\n\n\n\u7d50\u679c\uff1a<\/p>\n\n\n\n![\"\"](\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/05\/image-97-1.png\")
<\/figure>\n\n\n\n\u3053\u306e\u3088\u3046\u306b\u5e97\u8217\uff11\u306b\u95a2\u3059\u308b\u4e88\u6e2c\u58f2\u308a\u4e0a\u3052\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
\u7d42\u308f\u308a\u306b<\/h2>\n\n\n\n
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