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      "reviewed_at": "2026-09-11T01:59:09.347614",
      "created_at": "2026-09-11T01:59:09.347614",
      "updated_at": "2026-09-11T01:59:09.347614"
    },
    {
      "id": 2,
      "endpoint_code": "deepseek-flash",
      "provider": "deepseek",
      "model_name": "deepseek-chat",
      "base_url": "https://api.deepseek.com",
      "secret_ref": "env:DEEPSEEK_API_KEY",
      "capabilities": "[\"chat\", \"intent_classification\", \"risk_answer\", \"text_generation\"]",
      "allowed_data_levels": "[\"internal\"]",
      "context_window": 64000,
      "timeout_ms": 30000,
      "status": "active",
      "created_by": 9003,
      "reviewer_id": 9003,
      "reviewed_at": "2026-09-13T10:06:23.717491",
      "created_at": "2026-09-13T10:06:23.717491",
      "updated_at": "2026-09-13T10:06:23.717491"
    }
  ],
  "model_routing_rule_colnames": [
    "id",
    "release_id",
    "rule_code",
    "agent_type",
    "task_type",
    "model_policy",
    "primary_endpoint_id",
    "fallback_endpoint_ids",
    "condition_json",
    "max_attempts",
    "latency_budget_ms",
    "priority",
    "created_at"
  ],
  "model_routing_rule_rows": [],
  "milvus_collections": [
    "fin_faq_collection",
    "fin_policy_collection",
    "fin_product_collection",
    "materials_chunks",
    "sanguo_chunks"
  ],
  "milvus_detail": {
    "fin_faq_collection": {
      "fields": [
        {
          "name": "knowledge_id",
          "type": "21",
          "params": {
            "max_length": 64
          },
          "is_partition_key": null,
          "is_primary": true
        },
        {
          "name": "embedding",
          "type": "101",
          "params": {
            "dim": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "title",
          "type": "21",
          "params": {
            "max_length": 256
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "snippet",
          "type": "21",
          "params": {
            "max_length": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "tags",
          "type": "21",
          "params": {
            "max_length": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "version",
          "type": "21",
          "params": {
            "max_length": 64
          },
          "is_partition_key": null,
          "is_primary": null
        }
      ],
      "other_keys": {
        "collection_name": "fin_faq_collection",
        "auto_id": "False",
        "num_shards": "1",
        "description": "",
        "functions": "[]",
        "aliases": "[]",
        "collection_id": "468977979312384348",
        "consistency_level": "2",
        "consistency_level_name": "Bounded",
        "properties": "{}",
        "num_partitions": "1",
        "enable_dynamic_field": "False",
        "enable_namespace": "False",
        "created_timestamp": "468981915387953162"
      },
      "row_count": 15,
      "indexes": [
        "embedding"
      ],
      "index_desc_embedding": "{'metric_type': 'COSINE', 'index_type': 'FLAT', 'field_name': 'embedding', 'index_name': 'embedding', 'total_rows': 15, 'indexed_rows': 15, 'pending_index_rows': 0, 'state': 'Finished'}",
      "partitions": [
        "_default"
      ]
    },
    "fin_policy_collection": {
      "fields": [
        {
          "name": "knowledge_id",
          "type": "21",
          "params": {
            "max_length": 64
          },
          "is_partition_key": null,
          "is_primary": true
        },
        {
          "name": "embedding",
          "type": "101",
          "params": {
            "dim": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "title",
          "type": "21",
          "params": {
            "max_length": 256
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "snippet",
          "type": "21",
          "params": {
            "max_length": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "tags",
          "type": "21",
          "params": {
            "max_length": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "version",
          "type": "21",
          "params": {
            "max_length": 64
          },
          "is_partition_key": null,
          "is_primary": null
        }
      ],
      "other_keys": {
        "collection_name": "fin_policy_collection",
        "auto_id": "False",
        "num_shards": "1",
        "description": "",
        "functions": "[]",
        "aliases": "[]",
        "collection_id": "468977979312384391",
        "consistency_level": "2",
        "consistency_level_name": "Bounded",
        "properties": "{}",
        "num_partitions": "1",
        "enable_dynamic_field": "False",
        "enable_namespace": "False",
        "created_timestamp": "468981915964669957"
      },
      "row_count": 11,
      "indexes": [
        "embedding"
      ],
      "index_desc_embedding": "{'metric_type': 'COSINE', 'index_type': 'FLAT', 'field_name': 'embedding', 'index_name': 'embedding', 'total_rows': 11, 'indexed_rows': 11, 'pending_index_rows': 0, 'state': 'Finished'}",
      "partitions": [
        "_default"
      ]
    },
    "fin_product_collection": {
      "fields": [
        {
          "name": "knowledge_id",
          "type": "21",
          "params": {
            "max_length": 64
          },
          "is_partition_key": null,
          "is_primary": true
        },
        {
          "name": "embedding",
          "type": "101",
          "params": {
            "dim": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "title",
          "type": "21",
          "params": {
            "max_length": 256
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "snippet",
          "type": "21",
          "params": {
            "max_length": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "tags",
          "type": "21",
          "params": {
            "max_length": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "version",
          "type": "21",
          "params": {
            "max_length": 64
          },
          "is_partition_key": null,
          "is_primary": null
        }
      ],
      "other_keys": {
        "collection_name": "fin_product_collection",
        "auto_id": "False",
        "num_shards": "1",
        "description": "",
        "functions": "[]",
        "aliases": "[]",
        "collection_id": "468977979312384370",
        "consistency_level": "2",
        "consistency_level_name": "Bounded",
        "properties": "{}",
        "num_partitions": "1",
        "enable_dynamic_field": "False",
        "enable_namespace": "False",
        "created_timestamp": "468981915702525957"
      },
      "row_count": 26,
      "indexes": [
        "embedding"
      ],
      "index_desc_embedding": "{'metric_type': 'COSINE', 'index_type': 'FLAT', 'field_name': 'embedding', 'index_name': 'embedding', 'total_rows': 26, 'indexed_rows': 26, 'pending_index_rows': 0, 'state': 'Finished'}",
      "partitions": [
        "_default"
      ]
    },
    "materials_chunks": {
      "fields": [
        {
          "name": "id",
          "type": "5",
          "params": {},
          "is_partition_key": null,
          "is_primary": true
        },
        {
          "name": "content",
          "type": "21",
          "params": {
            "max_length": 65535
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "type",
          "type": "21",
          "params": {
            "max_length": 16
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "source",
          "type": "21",
          "params": {
            "max_length": 256
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "page",
          "type": "5",
          "params": {},
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "chunk_id",
          "type": "5",
          "params": {},
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "image_path",
          "type": "21",
          "params": {
            "max_length": 512
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "embedding",
          "type": "101",
          "params": {
            "dim": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        }
      ],
      "other_keys": {
        "collection_name": "materials_chunks",
        "auto_id": "True",
        "num_shards": "1",
        "description": "RAG 知识库",
        "functions": "[]",
        "aliases": "[]",
        "collection_id": "468669308763271583",
        "consistency_level": "2",
        "consistency_level_name": "Bounded",
        "properties": "{}",
        "num_partitions": "1",
        "enable_dynamic_field": "False",
        "enable_namespace": "False",
        "created_timestamp": "468670424489132038"
      },
      "row_count": 1738,
      "indexes": [
        "embedding"
      ],
      "index_desc_embedding": "{'metric_type': 'COSINE', 'index_type': 'FLAT', 'field_name': 'embedding', 'index_name': 'embedding', 'total_rows': 1738, 'indexed_rows': 1738, 'pending_index_rows': 0, 'state': 'Finished'}",
      "partitions": [
        "_default"
      ]
    },
    "sanguo_chunks": {
      "fields": [
        {
          "name": "id",
          "type": "5",
          "params": {},
          "is_partition_key": null,
          "is_primary": true
        },
        {
          "name": "content",
          "type": "21",
          "params": {
            "max_length": 65535
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "chapter",
          "type": "21",
          "params": {
            "max_length": 256
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "chunk_id",
          "type": "5",
          "params": {},
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "source",
          "type": "21",
          "params": {
            "max_length": 256
          },
          "is_partition_key": null,
          "is_primary": null
        },
        {
          "name": "embedding",
          "type": "101",
          "params": {
            "dim": 1024
          },
          "is_partition_key": null,
          "is_primary": null
        }
      ],
      "other_keys": {
        "collection_name": "sanguo_chunks",
        "auto_id": "False",
        "num_shards": "1",
        "description": "",
        "functions": "[]",
        "aliases": "[]",
        "collection_id": "468669308764286544",
        "consistency_level": "2",
        "consistency_level_name": "Bounded",
        "properties": "{}",
        "num_partitions": "1",
        "enable_dynamic_field": "False",
        "enable_namespace": "False",
        "created_timestamp": "468671098704363528"
      },
      "row_count": 1337,
      "indexes": [
        "embedding"
      ],
      "index_desc_embedding": "{'metric_type': 'COSINE', 'index_type': 'FLAT', 'field_name': 'embedding', 'index_name': 'embedding', 'total_rows': 1337, 'indexed_rows': 1337, 'pending_index_rows': 0, 'state': 'Finished'}",
      "partitions": [
        "_default"
      ]
    }
  },
  "env_variable_names": [
    "ADVISOR_ROLLOUT_CUSTOMER_IDS",
    "ADVISOR_ROLLOUT_ENABLED",
    "APP_ENV",
    "APP_NAME",
    "DASHSCOPE_API_KEY",
    "DEEPSEEK_API_KEY",
    "JWT_ALGORITHM",
    "JWT_AUDIENCE",
    "JWT_CLOCK_SKEW_SECONDS",
    "JWT_ISSUER",
    "JWT_PRIVATE_KEY_PATH",
    "JWT_PUBLIC_KEY_PATH",
    "LOG_LEVEL",
    "MESSAGE_BROKER_DLQ_TOPIC",
    "MESSAGE_BROKER_OUTBOX_TOPIC",
    "MESSAGE_BROKER_RUN_TOPIC",
    "MESSAGE_BROKER_URL",
    "MILVUS_TOKEN",
    "MILVUS_URI",
    "MODEL_DEFAULT_ENDPOINT",
    "MODEL_FALLBACK_ENDPOINT",
    "MODEL_ROUTER_CONFIG_REF",
    "MYSQL_DSN",
    "MYSQL_MAX_OVERFLOW",
    "MYSQL_POOL_PRE_PING",
    "MYSQL_POOL_SIZE",
    "MYSQL_TX_ISOLATION",
    "NEO4J_DATABASE",
    "NEO4J_PASSWORD",
    "NEO4J_URI",
    "NEO4J_USERNAME",
    "OFFSITE_ALIYUN_ACCESS_KEY_ID",
    "OFFSITE_ALIYUN_ACCESS_KEY_SECRET",
    "OFFSITE_ALIYUN_OCR_ENDPOINT",
    "OFFSITE_ALIYUN_POLL_INTERVAL_SECONDS",
    "OFFSITE_ALIYUN_REGION_ID",
    "OFFSITE_ALLOWED_SENDERS",
    "OFFSITE_DEEPSEEK_API_KEY",
    "OFFSITE_DEEPSEEK_BASE_URL",
    "OFFSITE_DEEPSEEK_ENABLED",
    "OFFSITE_DEEPSEEK_MODEL",
    "OFFSITE_DEEPSEEK_TIMEOUT_SECONDS",
    "OFFSITE_IMAP_ENABLED",
    "OFFSITE_IMAP_HOST",
    "OFFSITE_IMAP_IDLE_ENABLED",
    "OFFSITE_IMAP_IDLE_TIMEOUT_SECONDS",
    "OFFSITE_IMAP_PASSWORD",
    "OFFSITE_IMAP_PORT",
    "OFFSITE_IMAP_USERNAME",
    "OFFSITE_IMAP_USE_SSL",
    "OFFSITE_MAILBOX",
    "OFFSITE_MAIL_RETURN_RECEIVER",
    "OFFSITE_MAIL_STORAGE_DIR",
    "OFFSITE_MAIL_WORKER_BATCH_SIZE",
    "OFFSITE_MAIL_WORKER_ENABLED",
    "OFFSITE_MAX_RETRY_COUNT",
    "OFFSITE_NOTIFICATION_SENDING_TIMEOUT_SECONDS",
    "OFFSITE_OCR_ENABLED",
    "OFFSITE_OCR_TIMEOUT_SECONDS",
    "OFFSITE_RISK_RECEIVER_ID",
    "OFFSITE_SETTLEMENT_RECEIVER_ID",
    "OFFSITE_SMTP_DRY_RUN",
    "OFFSITE_SMTP_ENABLED",
    "OFFSITE_SMTP_HOST",
    "OFFSITE_SMTP_PASSWORD",
    "OFFSITE_SMTP_PORT",
    "OFFSITE_SMTP_SENDER",
    "OFFSITE_SMTP_TIMEOUT_SECONDS",
    "OFFSITE_SMTP_USERNAME",
    "OFFSITE_SMTP_USE_SSL",
    "OFFSITE_WORKER_USER_ID",
    "PROMOTION_IMAGE_BASE_URL",
    "PROMOTION_IMAGE_ENABLED",
    "PROMOTION_IMAGE_MODEL",
    "PROMOTION_IMAGE_POLL_INTERVAL_SECONDS",
    "PROMOTION_IMAGE_TIMEOUT_SECONDS",
    "PROMOTION_MATERIAL_STORAGE_DIR",
    "PROMOTION_MAX_PERFORMANCE_FILE_SIZE_BYTES",
    "PROMOTION_MAX_PHOTO_SIZE_BYTES",
    "PROMOTION_PDF_CONVERTER_PATH",
    "PROMOTION_PDF_ENABLED",
    "QWEN_EMBEDDING_API_KEY",
    "RATE_LIMIT_ENABLED",
    "RATE_LIMIT_KEY_PREFIX",
    "RATE_LIMIT_MAX_REQUESTS",
    "RATE_LIMIT_WINDOW_SECONDS",
    "REDIS_CONNECT_TIMEOUT_SECONDS",
    "REDIS_URL",
    "RISK_ALERT_MAIL_DRY_RUN",
    "RISK_ALERT_MAIL_ENABLED",
    "RISK_ALERT_MAIL_RECIPIENTS",
    "RISK_DAILY_REPORT_MAIL_DRY_RUN",
    "RISK_DAILY_REPORT_MAIL_ENABLED",
    "RISK_EVIDENCE_DIR",
    "RISK_EVIDENCE_MAX_FILE_SIZE_MB",
    "RISK_SCAN_INTERVAL_MINUTES",
    "RISK_SCAN_POLL_SECONDS",
    "RISK_SCAN_RETRY_LIMIT",
    "RISK_SCAN_RUN_IMMEDIATELY",
    "RISK_SCAN_SCHEDULE_ENABLED",
    "RISK_SMTP_HOST",
    "RISK_SMTP_PASSWORD",
    "RISK_SMTP_PORT",
    "RISK_SMTP_SENDER",
    "RISK_SMTP_TIMEOUT_SECONDS",
    "RISK_SMTP_USERNAME",
    "RISK_SMTP_USE_SSL",
    "SSE_CHUNK_CHARACTERS",
    "SSE_HEARTBEAT_SECONDS",
    "SSE_MAX_CONNECTION_SECONDS",
    "TIMEZONE",
    "WORKER_LEASE_SECONDS",
    "WORKER_POLL_SECONDS",
    "WORKER_RETRY_LIMIT"
  ],
  "secret_ref_resolution": [
    {
      "endpoint_code": "knowledge-embedding-qwen-v3",
      "secret_ref": "env:QWEN_API_KEY",
      "resolvable": false
    },
    {
      "endpoint_code": "deepseek-flash",
      "secret_ref": "env:DEEPSEEK_API_KEY",
      "resolvable": true
    }
  ],
  "setup_tool_probe": {
    "exit_code": 2,
    "stdout_tail": [
      "存在同名不同结构的集合，已停止且未做任何覆盖，请人工确认：",
      "  - fin_faq_collection: 字段 snippet 长度不一致（实际 1024，期望 4000）；字段 tags 长度不一致（实际 1024，期望 512）；字段 version 长度不一致（实际 64，期望 16）；缺少字段 intent",
      "  - fin_policy_collection: 字段 snippet 长度不一致（实际 1024，期望 4000）；字段 tags 长度不一致（实际 1024，期望 512）；字段 version 长度不一致（实际 64，期望 16）；缺少字段 intent",
      "  - fin_product_collection: 字段 snippet 长度不一致（实际 1024，期望 4000）；字段 tags 长度不一致（实际 1024，期望 512）；字段 version 长度不一致（实际 64，期望 16）；缺少字段 intent"
    ]
  },
  "source_chunks": {
    "path": "knowledge/_chunks.jsonl",
    "rows": 617,
    "keys": [
      "chapter",
      "chars",
      "collection",
      "content",
      "doc_id",
      "doc_no",
      "effective_date",
      "expire_date",
      "reviewer",
      "section",
      "source_file",
      "source_url",
      "tags",
      "title",
      "version",
      "visibility"
    ],
    "collection_dist": {
      "fin_policy_collection": 281,
      "fin_product_collection": 211,
      "fin_faq_collection": 125
    },
    "visibility_dist": {
      "public": 617
    },
    "brand_occurrences": {
      "南方基金": 0,
      "南方科技": 441,
      "奶龙": 0,
      "南方财富": 0
    },
    "brand_marker_zero": {
      "南方基金": true,
      "奶龙": true
    }
  },
  "milvus_vs_source_gap": {
    "fin_faq_collection": {
      "milvus_rows": 15,
      "source_rows": 125
    },
    "fin_policy_collection": {
      "milvus_rows": 11,
      "source_rows": 281
    },
    "fin_product_collection": {
      "milvus_rows": 26,
      "source_rows": 211
    }
  },
  "collection_schema_variants": {
    "official_setup_tool": [
      "knowledge_id(64,PK)",
      "title(256)",
      "snippet(4000)",
      "tags(512)",
      "version(16)",
      "intent(32,nullable)",
      "embedding(1024)"
    ],
    "temp_loader_script": [
      "doc_id(64,PK)",
      "title",
      "content",
      "chapter",
      "section",
      "tags",
      "doc_no",
      "version",
      "source_file",
      "visibility",
      "embedding(1024)"
    ],
    "live_milvus": [
      "knowledge_id(64,PK)",
      "title(256)",
      "snippet(1024)",
      "tags(1024)",
      "version(64)",
      "embedding(1024)"
    ]
  },
  "embedding_endpoint_probe": {
    "chosen_model": "text-embedding-v3",
    "chosen_dim": 1024,
    "dim_contract": "app/core/knowledge_contracts.py VECTOR_DIM=1024",
    "doc_basis": "D1.2-南方基金业务事实基座与虚构数据规范 §（embedding 维度 1024 / 通义千问 text-embedding-v3）",
    "model_probe": {
      "text-embedding-v3": {
        "status": 200,
        "dim": 1024
      },
      "qwen3.7-text-embedding-flash": {
        "status": 200,
        "dim": 1024
      }
    },
    "env_fix_applied": "已向 group_fqcd_jr/.env 补 QWEN_API_KEY（与 QWEN_EMBEDDING_API_KEY/DASHSCOPE_API_KEY 同一把千问 key，115 字符）",
    "finding": "实测两个模型名在 DashScope 均可用且均输出 1024 维：text-embedding-v3（现库+文档口径）与 qwen3.7-text-embedding-flash（tools 脚本口径）。故真正导致向量化失败的**只有** .env 缺 env:QWEN_API_KEY 这一个变量名；模型名不一致属口径分裂，不是致命错误，但必须收敛为一种（建议 text-embedding-v3）。",
    "inconsistency_list": [
      "tools/configure_embedding_endpoint.py:89,91 -> model=qwen3.7-text-embedding-flash, secret_ref=env:QWEN_EMBEDDING_API_KEY",
      "tools/load_knowledge_milvus.py:36-38 -> EMBED_MODEL=qwen3.7-text-embedding-flash, EMBED_KEY=QWEN_EMBEDDING_API_KEY",
      "app/core/knowledge_contracts.py:27 VECTOR_DIM=1024 注释写 text-embedding-v3 输出维度",
      "现库 model_endpoint_config.id=1 -> model=text-embedding-v3, secret_ref=env:QWEN_API_KEY, context_window=8192, allowed_data_levels=[public]"
    ],
    "post_fix_verification": {
      "command": "get_memory_embedding_service().embed(resolve(agent_type='customer_service', task_type='embedding'), '基金赎回多久到账')",
      "endpoint": "knowledge-embedding-qwen-v3 / text-embedding-v3 / env:QWEN_API_KEY",
      "before_fix": "RecoverableAgentError: 所有已批准向量端点调用失败",
      "after_fix": "EMBED_OK dim=1024",
      "conclusion": "补齐 env:QWEN_API_KEY 后，知识检索向量化全链路恢复；这是一条独立于词表的『强制转人工』根因，已消除。"
    }
  }
}