From 20a6ad14a8ebce78e5076faab23150daf88c198c Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:26:52 +0800
Subject: [PATCH 01/39] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E5=89=8D=E7=AB=AF?=
 =?UTF-8?q?=E5=92=8C=E5=90=8E=E7=AB=AF=E4=BE=9D=E8=B5=96=E5=BA=93=E7=89=88?=
 =?UTF-8?q?=E6=9C=AC=E9=94=81=E5=AE=9A?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/poetry.lock        |  3979 +++++++++
 frontend/package-lock.json | 16885 +++++++++++++++++++++++++++++++++++
 2 files changed, 20864 insertions(+)
 create mode 100644 backend/poetry.lock
 create mode 100644 frontend/package-lock.json

diff --git a/backend/poetry.lock b/backend/poetry.lock
new file mode 100644
index 0000000..1c202cb
--- /dev/null
+++ b/backend/poetry.lock
@@ -0,0 +1,3979 @@
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+
+[[package]]
+name = "aenum"
+version = "3.1.15"
+description = "Advanced Enumerations (compatible with Python's stdlib Enum), NamedTuples, and NamedConstants"
+optional = false
+python-versions = "*"
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+]
+
+[[package]]
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+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
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+
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index 0000000..06ee432
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+      "resolved": "https://registry.npmmirror.com/is-stream/-/is-stream-2.0.1.tgz",
+      "integrity": "sha512-hFoiJiTl63nn+kstHGBtewWSKnQLpyb155KHheA1l39uvtO9nWIop1p3udqPcUd/xbF1VLMO4n7OI6p7RbngDg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=8"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/winston/node_modules/readable-stream": {
+      "version": "3.6.2",
+      "resolved": "https://registry.npmmirror.com/readable-stream/-/readable-stream-3.6.2.tgz",
+      "integrity": "sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA==",
+      "license": "MIT",
+      "dependencies": {
+        "inherits": "^2.0.3",
+        "string_decoder": "^1.1.1",
+        "util-deprecate": "^1.0.1"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
+    "node_modules/word-wrap": {
+      "version": "1.2.5",
+      "resolved": "https://registry.npmmirror.com/word-wrap/-/word-wrap-1.2.5.tgz",
+      "integrity": "sha512-BN22B5eaMMI9UMtjrGd5g5eCYPpCPDUy0FJXbYsaT5zYxjFOckS53SQDE3pWkVoWpHXVb3BrYcEN4Twa55B5cA==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
+    "node_modules/wrap-ansi": {
+      "version": "8.1.0",
+      "resolved": "https://registry.npmmirror.com/wrap-ansi/-/wrap-ansi-8.1.0.tgz",
+      "integrity": "sha512-si7QWI6zUMq56bESFvagtmzMdGOtoxfR+Sez11Mobfc7tm+VkUckk9bW2UeffTGVUbOksxmSw0AA2gs8g71NCQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^6.1.0",
+        "string-width": "^5.0.1",
+        "strip-ansi": "^7.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi-cjs": {
+      "name": "wrap-ansi",
+      "version": "7.0.0",
+      "resolved": "https://registry.npmmirror.com/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
+      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^4.0.0",
+        "string-width": "^4.1.0",
+        "strip-ansi": "^6.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi-cjs/node_modules/emoji-regex": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmmirror.com/emoji-regex/-/emoji-regex-8.0.0.tgz",
+      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/wrap-ansi-cjs/node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmmirror.com/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/ansi-regex": {
+      "version": "6.0.1",
+      "resolved": "https://registry.npmmirror.com/ansi-regex/-/ansi-regex-6.0.1.tgz",
+      "integrity": "sha512-n5M855fKb2SsfMIiFFoVrABHJC8QtHwVx+mHWP3QcEqBHYienj5dHSgjbxtC0WEZXYt4wcD6zrQElDPhFuZgfA==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-regex?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/ansi-styles": {
+      "version": "6.2.1",
+      "resolved": "https://registry.npmmirror.com/ansi-styles/-/ansi-styles-6.2.1.tgz",
+      "integrity": "sha512-bN798gFfQX+viw3R7yrGWRqnrN2oRkEkUjjl4JNn4E8GxxbjtG3FbrEIIY3l8/hrwUwIeCZvi4QuOTP4MErVug==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
+      }
+    },
+    "node_modules/wrap-ansi/node_modules/strip-ansi": {
+      "version": "7.1.0",
+      "resolved": "https://registry.npmmirror.com/strip-ansi/-/strip-ansi-7.1.0.tgz",
+      "integrity": "sha512-iq6eVVI64nQQTRYq2KtEg2d2uU7LElhTJwsH4YzIHZshxlgZms/wIc4VoDQTlG/IvVIrBKG06CrZnp0qv7hkcQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "ansi-regex": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/strip-ansi?sponsor=1"
+      }
+    },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmmirror.com/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
+      "license": "ISC"
+    },
+    "node_modules/ws": {
+      "version": "8.18.0",
+      "resolved": "https://registry.npmmirror.com/ws/-/ws-8.18.0.tgz",
+      "integrity": "sha512-8VbfWfHLbbwu3+N6OKsOMpBdT4kXPDDB9cJk2bJ6mh9ucxdlnNvH1e+roYkKmN9Nxw2yjz7VzeO9oOz2zJ04Pw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=10.0.0"
+      },
+      "peerDependencies": {
+        "bufferutil": "^4.0.1",
+        "utf-8-validate": ">=5.0.2"
+      },
+      "peerDependenciesMeta": {
+        "bufferutil": {
+          "optional": true
+        },
+        "utf-8-validate": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/xmlbuilder": {
+      "version": "10.1.1",
+      "resolved": "https://registry.npmmirror.com/xmlbuilder/-/xmlbuilder-10.1.1.tgz",
+      "integrity": "sha512-OyzrcFLL/nb6fMGHbiRDuPup9ljBycsdCypwuyg5AAHvyWzGfChJpCXMG88AGTIMFhGZ9RccFN1e6lhg3hkwKg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=4.0"
+      }
+    },
+    "node_modules/xtend": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmmirror.com/xtend/-/xtend-4.0.2.tgz",
+      "integrity": "sha512-LKYU1iAXJXUgAXn9URjiu+MWhyUXHsvfp7mcuYm9dSUKK0/CjtrUwFAxD82/mCWbtLsGjFIad0wIsod4zrTAEQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.4"
+      }
+    },
+    "node_modules/y18n": {
+      "version": "5.0.8",
+      "resolved": "https://registry.npmmirror.com/y18n/-/y18n-5.0.8.tgz",
+      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/yallist": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmmirror.com/yallist/-/yallist-4.0.0.tgz",
+      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A==",
+      "license": "ISC",
+      "optional": true
+    },
+    "node_modules/yaml": {
+      "version": "2.5.0",
+      "resolved": "https://registry.npmmirror.com/yaml/-/yaml-2.5.0.tgz",
+      "integrity": "sha512-2wWLbGbYDiSqqIKoPjar3MPgB94ErzCtrNE1FdqGuaO0pi2JGjmE8aW8TDZwzU7vuxcGRdL/4gPQwQ7hD5AMSw==",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "yaml": "bin.mjs"
+      },
+      "engines": {
+        "node": ">= 14"
+      }
+    },
+    "node_modules/yargs": {
+      "version": "17.7.2",
+      "resolved": "https://registry.npmmirror.com/yargs/-/yargs-17.7.2.tgz",
+      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
+      "license": "MIT",
+      "dependencies": {
+        "cliui": "^8.0.1",
+        "escalade": "^3.1.1",
+        "get-caller-file": "^2.0.5",
+        "require-directory": "^2.1.1",
+        "string-width": "^4.2.3",
+        "y18n": "^5.0.5",
+        "yargs-parser": "^21.1.1"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs-parser": {
+      "version": "21.1.1",
+      "resolved": "https://registry.npmmirror.com/yargs-parser/-/yargs-parser-21.1.1.tgz",
+      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/yargs/node_modules/emoji-regex": {
+      "version": "8.0.0",
+      "resolved": "https://registry.npmmirror.com/emoji-regex/-/emoji-regex-8.0.0.tgz",
+      "integrity": "sha512-MSjYzcWNOA0ewAHpz0MxpYFvwg6yjy1NG3xteoqz644VCo/RPgnr1/GGt+ic3iJTzQ8Eu3TdM14SawnVUmGE6A==",
+      "license": "MIT"
+    },
+    "node_modules/yargs/node_modules/string-width": {
+      "version": "4.2.3",
+      "resolved": "https://registry.npmmirror.com/string-width/-/string-width-4.2.3.tgz",
+      "integrity": "sha512-wKyQRQpjJ0sIp62ErSZdGsjMJWsap5oRNihHhu6G7JVO/9jIB6UyevL+tXuOqrng8j/cxKTWyWUwvSTriiZz/g==",
+      "license": "MIT",
+      "dependencies": {
+        "emoji-regex": "^8.0.0",
+        "is-fullwidth-code-point": "^3.0.0",
+        "strip-ansi": "^6.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/yocto-queue": {
+      "version": "0.1.0",
+      "resolved": "https://registry.npmmirror.com/yocto-queue/-/yocto-queue-0.1.0.tgz",
+      "integrity": "sha512-rVksvsnNCdJ/ohGc6xgPwyN8eheCxsiLM8mxuE/t/mOVqJewPuO1miLpTHQiRgTKCLexL4MeAFVagts7HmNZ2Q==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/zod": {
+      "version": "3.23.8",
+      "resolved": "https://registry.npmmirror.com/zod/-/zod-3.23.8.tgz",
+      "integrity": "sha512-XBx9AXhXktjUqnepgTiE5flcKIYWi/rme0Eaj+5Y0lftuGBq+jyRu/md4WnuxqgP1ubdpNCsYEYPxrzVHD8d6g==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.22.5",
+      "resolved": "https://registry.npmmirror.com/zod-to-json-schema/-/zod-to-json-schema-3.22.5.tgz",
+      "integrity": "sha512-+akaPo6a0zpVCCseDed504KBJUQpEW5QZw7RMneNmKw+fGaML1Z9tUNLnHHAC8x6dzVRO1eB2oEMyZRnuBZg7Q==",
+      "license": "ISC",
+      "peerDependencies": {
+        "zod": "^3.22.4"
+      }
+    },
+    "node_modules/zwitch": {
+      "version": "2.0.4",
+      "resolved": "https://registry.npmmirror.com/zwitch/-/zwitch-2.0.4.tgz",
+      "integrity": "sha512-bXE4cR/kVZhKZX/RjPEflHaKVhUVl85noU3v6b8apfQEc1x4A+zBxjZ4lN8LqGd6WZ3dl98pY4o717VFmoPp+A==",
+      "license": "MIT",
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/wooorm"
+      }
+    }
+  }
+}
-- 
2.52.0


From abbd116d25377fbbc9e1be50132241a5fd132a31 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:27:17 +0800
Subject: [PATCH 02/39] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E7=8E=AF=E5=A2=83?=
 =?UTF-8?q?=E9=85=8D=E7=BD=AE=E7=A4=BA=E4=BE=8B=E6=96=87=E4=BB=B6?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.env.example       | 80 ++++++++++++++++++++++++++++++++++++++
 frontend/.env.example      | 10 +++++
 phoenixserver/.env.example |  3 ++
 3 files changed, 93 insertions(+)
 create mode 100644 backend/.env.example
 create mode 100644 frontend/.env.example
 create mode 100644 phoenixserver/.env.example

diff --git a/backend/.env.example b/backend/.env.example
new file mode 100644
index 0000000..43cb1a8
--- /dev/null
+++ b/backend/.env.example
@@ -0,0 +1,80 @@
+# The Llama Cloud API key.
+# LLAMA_CLOUD_API_KEY=
+SQL_DATABASE_URL=mysql+pymysql://zjinfo1:Dy2Bcr53Hm5xRkba@110.42.234.166:3306/zjinfo1
+#SQL_DATABASE_URL=mysql+pymysql://zjinfo2:GSKcziSdBixDXwcd@110.42.234.166:3306/zjinfo2
+
+DASHSCOPE_API_KEY=sk-02c8540e86d84b7ca0e6f4f51bac6e60
+# The provider for the AI models to use.
+MODEL_PROVIDER=dashscope
+# The name of LLM model to use.
+MODEL=qwen-max
+# 是否启用检索重排功能
+ENABLE_RERANK=true
+# Name of the embedding model to use.
+EMBEDDING_MODEL=text-embedding-v2
+
+# Dimension of the embedding model to use.
+EMBEDDING_DIM=1024
+
+# The questions to help users get started (multi-line).
+# CONVERSATION_STARTERS=
+
+# The OpenAI API key to use.
+# OPENAI_API_KEY=
+
+# Temperature for sampling from the model.
+# LLM_TEMPERATURE=
+
+# Maximum number of tokens to generate.
+# LLM_MAX_TOKENS=
+
+# The number of similar embeddings to return when retrieving documents.
+TOP_K=5
+
+# The time in milliseconds to wait for the stream to return a response.
+STREAM_TIMEOUT=60000
+
+# 向量存储数据库类型，目前可选：chroma、qdrant
+VECTOR_STORE_TYPE=chroma
+# The name of the collection in your vector database
+VECTOR_STORE_COLLECTION=default
+
+# The API endpoint for your vector database
+# VECTOR_STORE_HOST=
+
+# The port for your vector database
+# VECTOR_STORE_PORT=
+
+# The local path to the vector database.
+# Specify this if you are using a local vector database.
+# Otherwise, use VECTOR_STORE__HOST and VECTOR_STORE__PORT config above
+VECTOR_STORE_PATH=./storage_vector
+
+
+
+PHOENIX_API_KEY=123456
+PHOENIX_URL=http://localhost:6006/v1/traces
+PHOENIX_PROJECT_NAME=ly_zjapp
+#OTEL_SERVICE_NAME=ly_zjapp
+#OTEL_RESOURCE_ATTRIBUTES=openinference.project.name=ly_zjapp
+# The address to start the backend app.
+APP_HOST=0.0.0.0
+
+# The port to start the backend app.
+APP_PORT=8000
+
+FILESERVER_URL_PREFIX=/api/files
+
+# E2B_API_KEY key is required to run code interpreter tool. Get it here: https://e2b.dev/docs/getting-started/api-key
+# E2B_API_KEY=
+
+# The system prompt for the AI model.
+SYSTEM_PROMPT="You are a weather forecast agent. You help users to get the weather forecast for a given location.
+-You are a Python interpreter that can run any python code in a secure environment.
+- The python code runs in a Jupyter notebook. Every time you call the 'interpreter' tool, the python code is executed in a separate cell. 
+- You are given tasks to complete and you run python code to solve them.
+- It's okay to make multiple calls to interpreter tool. If you get an error or the result is not what you expected, you can call the tool again. Don't give up too soon!
+- Plot visualizations using matplotlib or any other visualization library directly in the notebook.
+- You can install any pip package (if it exists) by running a cell with pip install.
+"
+
diff --git a/frontend/.env.example b/frontend/.env.example
new file mode 100644
index 0000000..c478d7a
--- /dev/null
+++ b/frontend/.env.example
@@ -0,0 +1,10 @@
+# The backend API for chat endpoint.
+#NEXT_PUBLIC_CHAT_API=http://localhost:8000/api/chat
+NEXT_PUBLIC_CHAT_API=http://10.1.6.41:8000/api/chat
+
+#PHOENIX_SERVER_URL=http://localhost:6006/
+PHOENIX_SERVER_URL=http://10.1.6.41:6006/
+
+# Let's the user change indexes in LlamaCloud projects
+NEXT_PUBLIC_USE_LLAMACLOUD=false
+
diff --git a/phoenixserver/.env.example b/phoenixserver/.env.example
new file mode 100644
index 0000000..1754812
--- /dev/null
+++ b/phoenixserver/.env.example
@@ -0,0 +1,3 @@
+ENV_PHOENIX_HOST=0.0.0.0
+ENV_PHOENIX_PORT=6006
+PHOENIX_HOST_ROOT_PATH=./.phoenix/
\ No newline at end of file
-- 
2.52.0


From 75f6f45b24a4569d9ef44eb153651992329b665f Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:28:10 +0800
Subject: [PATCH 03/39] =?UTF-8?q?=E5=8E=BB=E9=99=A4=E6=89=B9=E5=A4=84?=
 =?UTF-8?q?=E7=90=86=E4=B8=AD=E7=9A=84python=E7=BB=9D=E5=AF=B9=E8=B7=AF?=
 =?UTF-8?q?=E5=BE=84?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/run-data.bat               | 2 +-
 backend/run-test.bat               | 2 +-
 backend/run.bat                    | 2 +-
 phoenixserver/runphoenixserver.bat | 2 +-
 4 files changed, 4 insertions(+), 4 deletions(-)

diff --git a/backend/run-data.bat b/backend/run-data.bat
index 8314019..b25bba4 100644
--- a/backend/run-data.bat
+++ b/backend/run-data.bat
@@ -1,4 +1,4 @@
 rmdir /S /Q storage_vector
 rmdir /S /Q storage
 
-C:\Users\liuyue\AppData\Local\pypoetry\Cache\virtualenvs\app-laEO4lY0-py3.11\Scripts\python app/engine/generate.py
\ No newline at end of file
+python app/engine/generate.py
\ No newline at end of file
diff --git a/backend/run-test.bat b/backend/run-test.bat
index 12114d2..005cb68 100644
--- a/backend/run-test.bat
+++ b/backend/run-test.bat
@@ -1,4 +1,4 @@
 rmdir /S /Q storage_vector
 rmdir /S /Q storage
 
-C:\Users\liuyue\AppData\Local\pypoetry\Cache\virtualenvs\app-laEO4lY0-py3.11\Scripts\python tests/query.py
\ No newline at end of file
+python tests/query.py
\ No newline at end of file
diff --git a/backend/run.bat b/backend/run.bat
index 0e0df02..7a84f97 100644
--- a/backend/run.bat
+++ b/backend/run.bat
@@ -1 +1 @@
-C:\Users\liuyue\AppData\Local\pypoetry\Cache\virtualenvs\app-laEO4lY0-py3.11\Scripts\python main.py
\ No newline at end of file
+python main.py
\ No newline at end of file
diff --git a/phoenixserver/runphoenixserver.bat b/phoenixserver/runphoenixserver.bat
index a593c5d..4f125a5 100644
--- a/phoenixserver/runphoenixserver.bat
+++ b/phoenixserver/runphoenixserver.bat
@@ -2,4 +2,4 @@ SET ENV_PHOENIX_HOST=0.0.0.0
 SET ENV_PHOENIX_PORT=6006
 SET PHOENIX_HOST_ROOT_PATH=./.phoenix/
 
-C:\Users\liuyue\AppData\Local\pypoetry\Cache\virtualenvs\app-pCyqx0Uo-py3.11\Scripts\python phoenixserver.py
\ No newline at end of file
+python phoenixserver.py
\ No newline at end of file
-- 
2.52.0


From 9b3dfbbee4dd4e1afaa75d628559a6ffbbe0a430 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:29:10 +0800
Subject: [PATCH 04/39] =?UTF-8?q?=E8=B0=83=E6=95=B4=E5=89=8D=E7=AB=AF?=
 =?UTF-8?q?=E9=A1=B5=E9=9D=A2=E5=8F=B3=E4=BE=A7=E9=93=BE=E6=8E=A5=E5=AE=9E?=
 =?UTF-8?q?=E7=8E=B0=E5=8F=B3=E5=AF=B9=E9=BD=90?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 frontend/app/components/header.tsx | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/frontend/app/components/header.tsx b/frontend/app/components/header.tsx
index c08a67c..a39b5cc 100644
--- a/frontend/app/components/header.tsx
+++ b/frontend/app/components/header.tsx
@@ -4,7 +4,7 @@ const phoenixUrl = process.env.PHOENIX_SERVER_URL;
 
 export default function Header() {
   return (
-    <div className="z-10 max-w-5xl w-full items-center justify-between font-mono text-sm lg:flex">
+    <div className="z-10  w-full items-center justify-between font-mono text-sm lg:flex">
       <p className="fixed left-0 top-0 flex w-full justify-center border-b border-gray-300 bg-gradient-to-b from-zinc-200 pb-6 pt-8 backdrop-blur-2xl dark:border-neutral-800 dark:bg-zinc-800/30 dark:from-inherit lg:static lg:w-auto  lg:rounded-xl lg:border lg:bg-gray-200 lg:p-4 lg:dark:bg-zinc-800/30">
         <code className="font-mono font-bold"><a href="javascript:location.reload();">清空当前会话</a></code>
       </p>
-- 
2.52.0


From acf649beb28e5dd7bf1ec85a56f99940b8a603bc Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:29:33 +0800
Subject: [PATCH 05/39] =?UTF-8?q?=E8=BF=98=E5=8E=9F=E5=8E=9F=E6=9D=A5?=
 =?UTF-8?q?=E7=9A=84=E5=8D=95=E8=A1=8C=E6=96=87=E6=9C=AC=E8=BE=93=E5=85=A5?=
 =?UTF-8?q?=E6=A1=86?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../app/components/ui/chat/chat-input.tsx     |  3 +--
 .../ui/chat/chat-message/chat-sources.tsx     | 23 ++++++++++++++++---
 .../app/components/ui/chat/chat.interface.ts  |  2 +-
 3 files changed, 22 insertions(+), 6 deletions(-)

diff --git a/frontend/app/components/ui/chat/chat-input.tsx b/frontend/app/components/ui/chat/chat-input.tsx
index 5bbb435..542efae 100644
--- a/frontend/app/components/ui/chat/chat-input.tsx
+++ b/frontend/app/components/ui/chat/chat-input.tsx
@@ -99,9 +99,8 @@ export default function ChatInput(
         </div>
       )}
       <div className="flex w-full items-start justify-between gap-4 ">
-        <textarea
+        <Input
           autoFocus
-          rows={2}
           name="message"
           placeholder="请输入消息"
           className="flex-1"
diff --git a/frontend/app/components/ui/chat/chat-message/chat-sources.tsx b/frontend/app/components/ui/chat/chat-message/chat-sources.tsx
index 8736375..4659cd8 100644
--- a/frontend/app/components/ui/chat/chat-message/chat-sources.tsx
+++ b/frontend/app/components/ui/chat/chat-message/chat-sources.tsx
@@ -127,9 +127,26 @@ function NodeInfo({ nodeInfo }: { nodeInfo: NodeInfo }) {
   }
 
   // node generated by unknown loader, implement renderer by analyzing logged out metadata
+  // return (
+  //   <p>
+  //     对不起, 未知文件类型. 无法打开当前的来源文件。
+  //   </p>
+  // );
   return (
-    <p>
-      对不起, 未知文件类型. 无法打开当前的来源文件。
-    </p>
+    <div className="flex items-center my-2">
+        <span>{nodeInfo.text}</span>
+      <Button
+        onClick={() => copyToClipboard(nodeInfo.url!)}
+        size="icon"
+        variant="ghost"
+        className="h-12 w-12 shrink-0"
+      >
+        {isCopied ? (
+          <Check className="h-4 w-4" />
+        ) : (
+          <Copy className="h-4 w-4" />
+        )}
+      </Button>
+    </div>
   );
 }
diff --git a/frontend/app/components/ui/chat/chat.interface.ts b/frontend/app/components/ui/chat/chat.interface.ts
index 5483abd..6b74d4f 100644
--- a/frontend/app/components/ui/chat/chat.interface.ts
+++ b/frontend/app/components/ui/chat/chat.interface.ts
@@ -10,7 +10,7 @@ export interface ChatHandler {
       data?: any;
     },
   ) => void;
-  handleInputChange: (e: React.ChangeEvent<HTMLTextAreaElement>) => void;
+  handleInputChange: (e: React.ChangeEvent<HTMLInputElement>) => void;
   reload?: () => void;
   stop?: () => void;
   onFileUpload?: (file: File) => Promise<void>;
-- 
2.52.0


From de8673059c914f0db4ac6d1eeb4d48a9667e939f Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:30:57 +0800
Subject: [PATCH 06/39] =?UTF-8?q?=E8=BF=98=E5=8E=9F=E5=8E=9F=E6=9D=A5?=
 =?UTF-8?q?=E7=9A=84=E5=B0=86=E6=9C=AC=E6=AC=A1=E5=9B=9E=E7=AD=94=E6=A3=80?=
 =?UTF-8?q?=E7=B4=A2=E5=88=B0=E7=9A=84=E7=9F=A5=E8=AF=86=E5=BA=93=E8=BF=94?=
 =?UTF-8?q?=E5=9B=9E=E7=BB=99=E5=AE=A2=E6=88=B7=E7=AB=AF=E5=8A=9F=E8=83=BD?=
 =?UTF-8?q?=EF=BC=9B=20=E4=BF=AE=E6=94=B9=E5=85=B3=E8=81=94=E6=8F=90?=
 =?UTF-8?q?=E9=97=AE=E6=8F=90=E7=A4=BA=E6=96=87=E6=9C=AC=E4=B8=BA=E4=B8=AD?=
 =?UTF-8?q?=E6=96=87=EF=BC=8C=E5=90=8C=E6=97=B6=E5=A2=9E=E5=8A=A0=E4=B8=8A?=
 =?UTF-8?q?=E6=8F=90=E9=97=AE=E5=86=85=E5=AE=B9=E7=8E=B0=E5=AE=9A=E4=BA=8E?=
 =?UTF-8?q?=E7=9F=A5=E8=AF=86=E5=BA=93=E7=8E=B0=E6=9C=89=E5=86=85=E5=AE=B9?=
 =?UTF-8?q?=E7=9A=84=E8=A6=81=E6=B1=82=E3=80=82?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/api/routers/models.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/backend/app/api/routers/models.py b/backend/app/api/routers/models.py
index 17a86b5..6d9dafa 100644
--- a/backend/app/api/routers/models.py
+++ b/backend/app/api/routers/models.py
@@ -173,7 +173,8 @@ class SourceNodes(BaseModel):
     def from_source_node(cls, source_node: NodeWithScore):
         metadata = source_node.node.metadata
         url = cls.get_url_from_metadata(metadata)
-        text = 'filename' in metadata and metadata['filename'] or source_node.node.node_id
+        #text = 'filename' in metadata and metadata['filename'] or source_node.node.node_id
+        text = source_node.node.text
         return cls(
             id=source_node.node.node_id,
             metadata=metadata,
-- 
2.52.0


From c4062fbf48fbe93833c443d150995a31ab5b7b1a Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:31:32 +0800
Subject: [PATCH 07/39] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E5=85=B3=E8=81=94?=
 =?UTF-8?q?=E6=8F=90=E9=97=AE=E6=8F=90=E7=A4=BA=E6=96=87=E6=9C=AC=E4=B8=BA?=
 =?UTF-8?q?=E4=B8=AD=E6=96=87=EF=BC=8C=E5=90=8C=E6=97=B6=E5=A2=9E=E5=8A=A0?=
 =?UTF-8?q?=E4=B8=8A=E6=8F=90=E9=97=AE=E5=86=85=E5=AE=B9=E7=8E=B0=E5=AE=9A?=
 =?UTF-8?q?=E4=BA=8E=E7=9F=A5=E8=AF=86=E5=BA=93=E7=8E=B0=E6=9C=89=E5=86=85?=
 =?UTF-8?q?=E5=AE=B9=E7=9A=84=E8=A6=81=E6=B1=82=E3=80=82?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/api/services/suggestion.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/backend/app/api/services/suggestion.py b/backend/app/api/services/suggestion.py
index 406b0ae..7017307 100644
--- a/backend/app/api/services/suggestion.py
+++ b/backend/app/api/services/suggestion.py
@@ -6,10 +6,10 @@ from llama_index.core.settings import Settings
 from pydantic import BaseModel
 
 NEXT_QUESTIONS_SUGGESTION_PROMPT = PromptTemplate(
-    "You're a helpful assistant! Your task is to suggest the next question that user might ask. "
-    "\nHere is the conversation history"
+    "你是一个乐于助人的助手！你的任务是对用户可能会问的下一个问题给出建议。 "
+    "\n这是对话历史记录"
     "\n---------------------\n{conversation}\n---------------------"
-    "Given the conversation history, please give me $number_of_questions questions that you might ask next!"
+    "考虑到对话历史记录，仅限于现在知识库已有内容, 请给我 $number_of_questions 个你接下来可能会问题的问题！"
 )
 N_QUESTION_TO_GENERATE = 3
 
-- 
2.52.0


From 9fdf3286d917d0d6df1073826939e909f13c1658 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:32:31 +0800
Subject: [PATCH 08/39] =?UTF-8?q?=E8=B0=83=E6=95=B4GIT=E6=8F=90=E4=BA=A4?=
 =?UTF-8?q?=E5=BF=BD=E7=95=A5=E6=96=87=E4=BB=B6=E8=8C=83=E5=9B=B4=EF=BC=8C?=
 =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E5=AF=B9IDEA=E7=9A=84=E6=8E=92=E9=99=A4?=
 =?UTF-8?q?=E5=92=8C=E5=AF=B9=E7=94=9F=E6=88=90=E5=90=8E=E6=95=B0=E6=8D=AE?=
 =?UTF-8?q?=E7=9A=84=E6=8E=92=E9=99=A4=E3=80=82?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.gitignore | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/backend/.gitignore b/backend/.gitignore
index ae22d34..477e539 100644
--- a/backend/.gitignore
+++ b/backend/.gitignore
@@ -2,3 +2,6 @@ __pycache__
 storage
 .env
 output
+/storage_vector/
+/.idea/
+/.python-version
-- 
2.52.0


From 5b90e0a03ef68eb899b391e47328bac4b2d72936 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:49:06 +0800
Subject: [PATCH 09/39] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E4=BB=A3=E7=A0=81?=
 =?UTF-8?q?=E6=A3=80=E6=9F=A5=E9=97=AE=E9=A2=98?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/api/routers/models.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/backend/app/api/routers/models.py b/backend/app/api/routers/models.py
index 6d9dafa..b064218 100644
--- a/backend/app/api/routers/models.py
+++ b/backend/app/api/routers/models.py
@@ -4,7 +4,7 @@ from typing import Any, Dict, List, Literal, Optional, Set
 
 from llama_index.core.llms import ChatMessage, MessageRole
 from llama_index.core.schema import NodeWithScore
-from pydantic import BaseModel, Field, validator
+from pydantic import BaseModel, Field, validator, field_validator
 from pydantic.alias_generators import to_camel
 
 logger = logging.getLogger("uvicorn")
@@ -89,7 +89,7 @@ class ChatData(BaseModel):
             }
         }
 
-    @validator("messages")
+    @field_validator("messages")
     def messages_must_not_be_empty(cls, v):
         if len(v) == 0:
             raise ValueError("Messages must not be empty")
-- 
2.52.0


From 4d314c971404ddfbea0b6d551df1e1e9188d3293 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Tue, 13 Aug 2024 13:57:09 +0800
Subject: [PATCH 10/39] =?UTF-8?q?=E5=AE=9E=E7=8E=B0=E8=BF=9B=E5=85=A5?=
 =?UTF-8?q?=E9=A1=B5=E9=9D=A2=E5=90=8E=E7=9A=84=E6=8F=90=E7=A4=BA=E9=97=AE?=
 =?UTF-8?q?=E9=A2=98=E5=8A=9F=E8=83=BD=E3=80=82?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.env.example            | 2 +-
 backend/app/api/routers/chat.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/backend/.env.example b/backend/.env.example
index 43cb1a8..2b1db19 100644
--- a/backend/.env.example
+++ b/backend/.env.example
@@ -17,7 +17,7 @@ EMBEDDING_MODEL=text-embedding-v2
 EMBEDDING_DIM=1024
 
 # The questions to help users get started (multi-line).
-# CONVERSATION_STARTERS=
+CONVERSATION_STARTERS=本工程指什么？\n总算表有哪些费用？\n项目划分哪些内容构成？\n其他费用表有哪些内容？
 
 # The OpenAI API key to use.
 # OPENAI_API_KEY=
diff --git a/backend/app/api/routers/chat.py b/backend/app/api/routers/chat.py
index cb7036d..d014626 100644
--- a/backend/app/api/routers/chat.py
+++ b/backend/app/api/routers/chat.py
@@ -124,7 +124,7 @@ async def chat_config() -> ChatConfig:
     starter_questions = None
     conversation_starters = os.getenv("CONVERSATION_STARTERS")
     if conversation_starters and conversation_starters.strip():
-        starter_questions = conversation_starters.strip().split("\n")
+        starter_questions = conversation_starters.strip().split("\\n")
     return ChatConfig(starter_questions=starter_questions)
 
 
-- 
2.52.0


From 092d9705a76d4a56cdbe55a9867948e54a5f91ea Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Wed, 14 Aug 2024 08:50:19 +0800
Subject: [PATCH 11/39] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E5=AF=B9XinferenceEmbe?=
 =?UTF-8?q?dding=E7=9A=84=E6=94=AF=E6=8C=81=EF=BC=8C=E4=B8=B4=E6=AD=BB?=
 =?UTF-8?q?=E6=94=BE=E5=88=B0=E8=BF=99=E9=87=8C=E3=80=82?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/xinference/__init__.py |   0
 backend/app/xinference/base.py     | 272 +++++++++++++++++++++++++++++
 2 files changed, 272 insertions(+)
 create mode 100644 backend/app/xinference/__init__.py
 create mode 100644 backend/app/xinference/base.py

diff --git a/backend/app/xinference/__init__.py b/backend/app/xinference/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/app/xinference/base.py b/backend/app/xinference/base.py
new file mode 100644
index 0000000..a16bcd7
--- /dev/null
+++ b/backend/app/xinference/base.py
@@ -0,0 +1,272 @@
+"""Xinference embeddings file."""
+
+import logging
+from enum import Enum
+from http import HTTPStatus
+from typing import Any, Dict, List, Optional, Union, Tuple
+
+from llama_index.core.base.embeddings.base import BaseEmbedding, Embedding
+from llama_index.core.bridge.pydantic import PrivateAttr
+from llama_index.core.embeddings.multi_modal_base import MultiModalEmbedding
+from llama_index.core.schema import ImageType
+from pydantic import Field
+
+logger = logging.getLogger(__name__)
+
+
+# class XinferenceTextEmbeddingType(str, Enum):
+#     """DashScope TextEmbedding text_type."""
+#
+#     TEXT_TYPE_QUERY = "query"
+#     TEXT_TYPE_DOCUMENT = "document"
+#
+#
+# class DashScopeTextEmbeddingModels(str, Enum):
+#     """DashScope TextEmbedding models."""
+#
+#     TEXT_EMBEDDING_V1 = "text-embedding-v1"
+#     TEXT_EMBEDDING_V2 = "text-embedding-v2"
+#     TEXT_EMBEDDING_V3 = "text-embedding-v3"
+#
+#
+# class DashScopeBatchTextEmbeddingModels(str, Enum):
+#     """DashScope TextEmbedding models."""
+#
+#     TEXT_EMBEDDING_ASYNC_V1 = "text-embedding-async-v1"
+#     TEXT_EMBEDDING_ASYNC_V2 = "text-embedding-async-v2"
+#     TEXT_EMBEDDING_ASYNC_V3 = "text-embedding-async-v3"
+
+
+EMBED_MAX_INPUT_LENGTH = 2048
+EMBED_MAX_BATCH_SIZE = 1
+
+
+# class DashScopeMultiModalEmbeddingModels(str, Enum):
+#     """DashScope MultiModalEmbedding models."""
+#
+#     MULTIMODAL_EMBEDDING_ONE_PEACE_V1 = "multimodal-embedding-one-peace-v1"
+
+
+# def get_text_embedding(
+#     model: str,
+#     text: Union[str, List[str]],
+#     api_key: Optional[str] = None,
+#     **kwargs: Any,
+# ) -> List[List[float]]:
+#     """Call DashScope text embedding.
+#        ref: https://help.aliyun.com/zh/dashscope/developer-reference/text-embedding-api-details.
+#
+#     Args:
+#         model (str): The `DashScopeTextEmbeddingModels`
+#         text (Union[str, List[str]]): text or list text to embedding.
+#
+#     Raises:
+#         ImportError: need import dashscope
+#
+#     Returns:
+#         List[List[float]]: The list of embedding result, if failed return empty list.
+#             if some of test no output, the correspond index of output is None.
+#     """
+#     try:
+#         import dashscope
+#     except ImportError:
+#         raise ImportError("DashScope requires `pip install dashscope")
+#     if isinstance(text, str):
+#         text = [text]
+#     response = dashscope.TextEmbedding.call(
+#         model=model, input=text, api_key=api_key, kwargs=kwargs
+#     )
+#     embedding_results = [None] * len(text)
+#     if response.status_code == HTTPStatus.OK:
+#         for emb in response.output["embeddings"]:
+#             embedding_results[emb["text_index"]] = emb["embedding"]
+#     else:
+#         logger.error("Calling TextEmbedding failed, details: %s" % response)
+#
+#     return embedding_results
+#
+#
+# def get_batch_text_embedding(
+#     model: str, url: str, api_key: Optional[str] = None, **kwargs: Any
+# ) -> Optional[str]:
+#     """Call DashScope batch text embedding.
+#
+#     Args:
+#         model (str): The `DashScopeMultiModalEmbeddingModels`
+#         url (str): The url of the file to embedding which with lines of text to embedding.
+#
+#     Raises:
+#         ImportError: Need install dashscope package.
+#
+#     Returns:
+#         str: The url of the embedding result, format ref:
+#         https://help.aliyun.com/zh/dashscope/developer-reference/text-embedding-async-api-details
+#     """
+#     try:
+#         import dashscope
+#     except ImportError:
+#         raise ImportError("DashScope requires `pip install dashscope")
+#     response = dashscope.BatchTextEmbedding.call(
+#         model=model, url=url, api_key=api_key, kwargs=kwargs
+#     )
+#     if response.status_code == HTTPStatus.OK:
+#         return response.output["url"]
+#     else:
+#         logger.error("Calling BatchTextEmbedding failed, details: %s" % response)
+#         return None
+
+
+# def get_multimodal_embedding(
+#     model: str, input: list, api_key: Optional[str] = None, **kwargs: Any
+# ) -> List[float]:
+#     """Call DashScope multimodal embedding.
+#        ref: https://help.aliyun.com/zh/dashscope/developer-reference/one-peace-multimodal-embedding-api-details.
+#
+#     Args:
+#         model (str): The `DashScopeBatchTextEmbeddingModels`
+#         input (str): The input of the embedding, eg:
+#              [{'factor': 1, 'text': '你好'},
+#              {'factor': 2, 'audio': 'https://dashscope.oss-cn-beijing.aliyuncs.com/audios/cow.flac'},
+#              {'factor': 3, 'image': 'https://dashscope.oss-cn-beijing.aliyuncs.com/images/256_1.png'}]
+#
+#     Raises:
+#         ImportError: Need install dashscope package.
+#
+#     Returns:
+#         List[float]: Embedding result, if failed return empty list.
+#     """
+#     try:
+#         import dashscope
+#     except ImportError:
+#         raise ImportError("DashScope requires `pip install dashscope")
+#     response = dashscope.MultiModalEmbedding.call(
+#         model=model, input=input, api_key=api_key, kwargs=kwargs
+#     )
+#     if response.status_code == HTTPStatus.OK:
+#         return response.output["embedding"]
+#     else:
+#         logger.error("Calling MultiModalEmbedding failed, details: %s" % response)
+#         return []
+
+class XinferenceEmbedding(BaseEmbedding):
+    """Xinference class for text embedding.
+
+     """
+    model_description: Dict[str, Any] = Field(
+        description="The model description from Xinference."
+    )
+    _generator: Any = PrivateAttr()
+    _model_uid: str = Field(description="The Xinference model to use.")
+    _endpoint: str = Field(description="The Xinference endpoint URL to use.")
+
+    def __init__(
+            self,
+            model_uid: str,
+            endpoint: str,
+            embed_batch_size: int = EMBED_MAX_BATCH_SIZE,
+            dimensions: Optional[int] = None,
+            additional_kwargs: Optional[Dict[str, Any]] = None,
+            api_key: Optional[str] = None,
+            api_base: Optional[str] = None,
+            api_version: Optional[str] = None,
+            max_retries: int = 10,
+            # timeout: float = 60.0,
+            # reuse_client: bool = True,
+            # callback_manager: Optional[CallbackManager] = None,
+            # default_headers: Optional[Dict[str, str]] = None,
+            # http_client: Optional[httpx.Client] = None,
+            # async_http_client: Optional[httpx.AsyncClient] = None,
+            # num_workers: Optional[int] = None,
+            **kwargs: Any,
+    ) -> None:
+        generator, model_description = self.load_model(
+                model_uid, endpoint
+            )
+        self._generator = generator
+        #self._model_uid = model_uid
+        #self._endpoint = endpoint
+        super().__init__(
+            embed_batch_size=embed_batch_size,
+            dimensions=dimensions,
+            #callback_manager=callback_manager,
+            model_name=model_uid,
+            additional_kwargs=additional_kwargs,
+            api_key=api_key,
+            api_base=api_base,
+            api_version=api_version,
+            max_retries=max_retries,
+            # reuse_client=reuse_client,
+            # timeout=timeout,
+            # default_headers=default_headers,
+            # num_workers=num_workers,
+            **kwargs,
+        )
+
+    def load_model(self, model_uid: str, endpoint: str) -> Tuple[Any, int, dict]:
+        try:
+            from xinference.client import RESTfulClient
+        except ImportError:
+            raise ImportError(
+                "Could not import Xinference library."
+                'Please install Xinference with `pip install "xinference[all]"`'
+            )
+
+        client = RESTfulClient(endpoint)
+
+        try:
+            assert isinstance(client, RESTfulClient)
+        except AssertionError:
+            raise RuntimeError(
+                "Could not create RESTfulClient instance."
+                "Please make sure Xinference endpoint is running at the correct port."
+            )
+
+        generator = client.get_model(model_uid)
+        model_description = client.list_models()[model_uid]
+
+        try:
+            assert generator is not None
+            assert model_description is not None
+        except AssertionError:
+            raise RuntimeError(
+                "Could not get model from endpoint."
+                "Please make sure Xinference endpoint is running at the correct port."
+            )
+
+        model = model_description["model_name"]
+
+        return generator, model_description
+
+    @classmethod
+    def class_name(cls) -> str:
+        return "XinferenceEmbedding"
+
+    def _get_text_embedding(self, text: str) -> Embedding:
+        """
+        Embed the input text synchronously.
+
+        Subclasses should implement this method. Reference get_text_embedding's
+        docstring for more information.
+        """
+        assert self._generator is not None
+
+        response = self._generator.create_embedding(input=text)
+        return response['data'][0]['embedding']
+
+    def _get_query_embedding(self, query: str) -> Embedding:
+        """
+        Embed the input query synchronously.
+
+        Subclasses should implement this method. Reference get_query_embedding's
+        docstring for more information.
+        """
+        return self._get_text_embedding(query)
+
+    async def _aget_query_embedding(self, query: str) -> Embedding:
+        """
+        Embed the input query asynchronously.
+
+        Subclasses should implement this method. Reference get_query_embedding's
+        docstring for more information.
+        """
+        return self._get_query_embedding(query)
-- 
2.52.0


From 1bfb28c40cea93a1ef1f5c9a7bb58cefe65a7c95 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Wed, 14 Aug 2024 08:51:51 +0800
Subject: [PATCH 12/39] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E5=AF=B9xinference?=
 =?UTF-8?q?=E7=9A=84=E6=94=AF=E6=8C=81=E3=80=82?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/settings.py | 22 +++++++++++++++++++++-
 backend/pyproject.toml  |  3 +++
 2 files changed, 24 insertions(+), 1 deletion(-)

diff --git a/backend/app/settings.py b/backend/app/settings.py
index 0158074..82e83e8 100644
--- a/backend/app/settings.py
+++ b/backend/app/settings.py
@@ -3,6 +3,10 @@ from typing import Dict
 
 from llama_index.core.constants import DEFAULT_TEMPERATURE
 from llama_index.core.settings import Settings
+from llama_index.llms.xinference import Xinference
+from llama_index.llms.xinference.base import DEFAULT_XINFERENCE_TEMP
+
+from app.xinference.base import XinferenceEmbedding
 
 
 def init_settings():
@@ -26,8 +30,9 @@ def init_settings():
             init_azure_openai()
         case "t-systems":
             from .llmhub import init_llmhub
-
             init_llmhub()
+        case "xinference":
+            init_xinference()
         case _:
             raise ValueError(f"Invalid model provider: {model_provider}")
 
@@ -52,6 +57,21 @@ def init_ollama():
     # )
     pass
 
+def init_xinference():
+    base_url = os.getenv("BASE_URL")
+    model = os.getenv("MODEL")
+    max_tokens = int(os.getenv("LLM_MAX_TOKENS")) if os.getenv("LLM_MAX_TOKENS") is not None else None
+    temperature = float(os.getenv("LLM_TEMPERATURE", DEFAULT_XINFERENCE_TEMP))
+
+    Settings.llm = Xinference(model, base_url, temperature, max_tokens)
+
+    embedding_base_url = os.getenv("EMBEDDING_BASE_URL")
+    embedding_base_url = embedding_base_url if embedding_base_url != None and embedding_base_url != "" else base_url
+
+    embed_model_name = os.getenv("EMBEDDING_MODEL")
+    dimensions = os.getenv("EMBEDDING_DIM")
+    dimensions = int(dimensions) if dimensions is not None else None
+    Settings.embed_model = XinferenceEmbedding(embed_model_name, embedding_base_url)
 
 def init_openai():
     from llama_index.core.constants import DEFAULT_TEMPERATURE
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 527c0ef..f244939 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -23,6 +23,9 @@ llama-index-callbacks-arize-phoenix = "^0.1.4"
 llama-index-llms-dashscope = "^0.1.2"
 llama-index-embeddings-dashscope = "^0.1.4"
 llama-index-postprocessor-dashscope-rerank-custom = "0.1.0"
+#xinference  = "^0.14.1"
+xinference.client  = "^0.14.1"
+llama-index-llms-xinference = "^0.1.2"
 qdrant-client="^1.10.1"
 llama-index-vector-stores-qdrant = "^0.2.14"
 chroma="^0.5.5"
-- 
2.52.0


From d3df62f454158dc0ab3a0790d04e711b8889ca03 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Wed, 14 Aug 2024 08:52:56 +0800
Subject: [PATCH 13/39] =?UTF-8?q?=E5=A2=9E=E5=8A=A0xinference=E7=9A=84?=
 =?UTF-8?q?=E9=85=8D=E7=BD=AE=E6=94=AF=E6=8C=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.env.xinference | 103 ++++++++++++++++++++++++++++++++++++++++
 1 file changed, 103 insertions(+)
 create mode 100644 backend/.env.xinference

diff --git a/backend/.env.xinference b/backend/.env.xinference
new file mode 100644
index 0000000..71bdc2b
--- /dev/null
+++ b/backend/.env.xinference
@@ -0,0 +1,103 @@
+# The Llama Cloud API key.
+# LLAMA_CLOUD_API_KEY=
+SQL_DATABASE_URL=mysql+pymysql://zjinfo1:Dy2Bcr53Hm5xRkba@110.42.234.166:3306/zjinfo1
+#SQL_DATABASE_URL=mysql+pymysql://zjinfo2:GSKcziSdBixDXwcd@110.42.234.166:3306/zjinfo2
+
+#----------   Xinference    ----------------
+# The provider for the AI models to use.
+MODEL_PROVIDER=xinference
+# The OpenAI API key to use.
+OPENAI_API_KEY=xinference
+BASE_URL=http://10.1.0.142:9995
+MODEL=Qwen2-72B-Instruct-GPTQ-Int8
+# Temperature for sampling from the model.
+LLM_TEMPERATURE=0.1
+# Maximum number of tokens to generate.
+#LLM_MAX_TOKENS=
+# Name of the embedding model to use.
+EMBEDDING_MODEL=bge-m3
+EMBEDDING_BASE_URL=http://10.1.16.39:9995
+# Dimension of the embedding model to use.
+EMBEDDING_DIM=1024
+##----------   OpenAI    ----------------
+## The provider for the AI models to use.
+#MODEL_PROVIDER=openai
+## The OpenAI API key to use.
+#OPENAI_API_KEY=xinference
+#BASE_URL=http://10.1.0.142:9995/v1
+#MODEL=Qwen2-72B-Instruct-GPTQ-Int4
+## Temperature for sampling from the model.
+#LLM_TEMPERATURE=0.1
+## Maximum number of tokens to generate.
+##LLM_MAX_TOKENS=
+## Name of the embedding model to use.
+#EMBEDDING_MODEL=text-embedding-v2
+## Dimension of the embedding model to use.
+#EMBEDDING_DIM=1024
+#----------   DashScope    ----------------
+#DASHSCOPE_API_KEY=sk-02c8540e86d84b7ca0e6f4f51bac6e60
+## The provider for the AI models to use.
+#MODEL_PROVIDER=dashscope
+## The name of LLM model to use.
+#MODEL=qwen-max
+## Name of the embedding model to use.
+#EMBEDDING_MODEL=text-embedding-v2
+
+#--------------------------
+# 是否启用检索重排功能
+ENABLE_RERANK=true
+
+
+# The questions to help users get started (multi-line).
+CONVERSATION_STARTERS=本工程指什么？\n总算表有哪些费用？\n项目划分哪些内容构成？\n其他费用表有哪些内容？
+
+# The number of similar embeddings to return when retrieving documents.
+TOP_K=5
+
+# The time in milliseconds to wait for the stream to return a response.
+STREAM_TIMEOUT=60000
+
+# 向量存储数据库类型，目前可选：chroma、qdrant
+VECTOR_STORE_TYPE=chroma
+# The name of the collection in your vector database
+VECTOR_STORE_COLLECTION=default
+
+# The API endpoint for your vector database
+# VECTOR_STORE_HOST=
+
+# The port for your vector database
+# VECTOR_STORE_PORT=
+
+# The local path to the vector database.
+# Specify this if you are using a local vector database.
+# Otherwise, use VECTOR_STORE__HOST and VECTOR_STORE__PORT config above
+VECTOR_STORE_PATH=./storage_vector
+
+
+
+PHOENIX_API_KEY=123456
+PHOENIX_URL=http://localhost:6006/v1/traces
+PHOENIX_PROJECT_NAME=ly_zjapp
+#OTEL_SERVICE_NAME=ly_zjapp
+#OTEL_RESOURCE_ATTRIBUTES=openinference.project.name=ly_zjapp
+# The address to start the backend app.
+APP_HOST=0.0.0.0
+
+# The port to start the backend app.
+APP_PORT=8000
+
+FILESERVER_URL_PREFIX=/api/files
+
+# E2B_API_KEY key is required to run code interpreter tool. Get it here: https://e2b.dev/docs/getting-started/api-key
+# E2B_API_KEY=
+
+# The system prompt for the AI model.
+SYSTEM_PROMPT="You are a weather forecast agent. You help users to get the weather forecast for a given location.
+-You are a Python interpreter that can run any python code in a secure environment.
+- The python code runs in a Jupyter notebook. Every time you call the 'interpreter' tool, the python code is executed in a separate cell. 
+- You are given tasks to complete and you run python code to solve them.
+- It's okay to make multiple calls to interpreter tool. If you get an error or the result is not what you expected, you can call the tool again. Don't give up too soon!
+- Plot visualizations using matplotlib or any other visualization library directly in the notebook.
+- You can install any pip package (if it exists) by running a cell with pip install.
+"
+
-- 
2.52.0


From 3082ac5f3daab7df41f0dfeb0ba4c4918ec9ff4f Mon Sep 17 00:00:00 2001
From: chentianrui <ctr1498@126.com>
Date: Thu, 15 Aug 2024 19:08:58 +0800
Subject: [PATCH 14/39] Add new files and update existing files

---
 backend/test1/__init__.py               |   0
 backend/test1/chromedb.py               |  19 ++++
 backend/test1/incorrect_answers_log.txt |   1 +
 backend/test1/query_results.txt         |   0
 backend/test1/query_results1.txt        |   0
 backend/test1/query_test.py             | 139 ++++++++++++++++++++++++
 backend/test1/question.py               |  56 ++++++++++
 backend/test1/questions.txt             |  14 +++
 backend/test1/test_parameters.py        | 101 +++++++++++++++++
 9 files changed, 330 insertions(+)
 create mode 100644 backend/test1/__init__.py
 create mode 100644 backend/test1/chromedb.py
 create mode 100644 backend/test1/incorrect_answers_log.txt
 create mode 100644 backend/test1/query_results.txt
 create mode 100644 backend/test1/query_results1.txt
 create mode 100644 backend/test1/query_test.py
 create mode 100644 backend/test1/question.py
 create mode 100644 backend/test1/questions.txt
 create mode 100644 backend/test1/test_parameters.py

diff --git a/backend/test1/__init__.py b/backend/test1/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/backend/test1/chromedb.py b/backend/test1/chromedb.py
new file mode 100644
index 0000000..3e552e3
--- /dev/null
+++ b/backend/test1/chromedb.py
@@ -0,0 +1,19 @@
+import chromadb
+
+# 创建 ChromaDB 客户端
+chroma_client = chromadb.PersistentClient(path="/home/bw/ctr/zjdataai-app/backend/storage_vector-1/")
+
+# 获取已存在的 "default" 集合
+collection = chroma_client.get_collection(name="default")
+
+# 获取集合中的所有数据
+results = collection.get(
+    include=['documents', 'metadatas', 'embeddings']  # 只包含允许的选项
+)
+
+# 将结果转换为字符串并保存到txt文件中
+with open('/home/bw/ctr/zjdataai-app/backend/test1/query_results-1.txt', 'w', encoding='utf-8') as file:
+    file.write(str(results))
+
+# 打印结果
+print("查询结果已保存到 query_results.txt 文件中。")
diff --git a/backend/test1/incorrect_answers_log.txt b/backend/test1/incorrect_answers_log.txt
new file mode 100644
index 0000000..8b13789
--- /dev/null
+++ b/backend/test1/incorrect_answers_log.txt
@@ -0,0 +1 @@
+
diff --git a/backend/test1/query_results.txt b/backend/test1/query_results.txt
new file mode 100644
index 0000000..e69de29
diff --git a/backend/test1/query_results1.txt b/backend/test1/query_results1.txt
new file mode 100644
index 0000000..e69de29
diff --git a/backend/test1/query_test.py b/backend/test1/query_test.py
new file mode 100644
index 0000000..60533b8
--- /dev/null
+++ b/backend/test1/query_test.py
@@ -0,0 +1,139 @@
+import re
+import os
+import sys
+from ctypes import cast
+
+from llama_index.core import VectorStoreIndex, SQLDatabase
+from llama_index.core.indices.struct_store import SQLTableRetrieverQueryEngine
+from llama_index.core.objects import SQLTableNodeMapping, ObjectIndex
+from llama_index.readers.database import DatabaseReader
+from sqlalchemy import create_engine
+
+from app.api.routers.chat import generate_filters
+from app.engine import get_index, makeDescriptionByEngine
+from app.engine.loaders.db import CustomDatabaseReader
+from app.engine.vectordb import get_vector_store
+from app.observability import init_observability
+from app.settings import init_settings
+from dotenv import load_dotenv
+
+load_dotenv()
+
+
+def read_questions_and_answers(file_path):
+    questions_and_answers = []
+    with open(file_path, 'r', encoding='utf-8') as file:
+        for line in file:
+            if "question" in line and "answer" in line:
+                question_part = line.split("：")[1].strip()  # 提取 question
+                answer_part = re.search(r"answer：.*?(\d+)", line)  # 使用正则提取 answer 中的数字
+                if answer_part:
+                    answer_value = answer_part.group(1)
+                    questions_and_answers.append((question_part, answer_value))
+    return questions_and_answers
+
+def save_results_to_file(question, result, correct_answer, file_path):
+    with open(file_path, 'a', encoding='utf-8') as file:
+        file.write(f"问题: {question}\n")
+        file.write(f"查询结果: {result}\n")
+        file.write(f"正确答案: {correct_answer}\n\n")
+
+def log_incorrect_answers(question, correct_answer, result, log_file_path):
+    with open(log_file_path, 'a', encoding='utf-8') as file:
+        file.write(f"错误问题: {question}\n")
+        file.write(f"正确答案: {correct_answer}\n")
+        file.write(f"查询结果: {result}\n\n")
+
+def main():
+    # 从命令行读取questions_file_path和查询类型
+    if len(sys.argv) < 3:
+        print("请提供questions.txt文件的路径和查询类型（vector 或 sql）")
+        sys.exit(1)
+    questions_file_path = sys.argv[1]
+    query_type = sys.argv[2].lower()  
+
+    # 获取脚本所在的目录
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+    
+    # 设置结果文件和日志文件的路径
+    results_file_path = os.path.join(script_dir, "query_results.txt")
+    log_file_path = os.path.join(script_dir, "incorrect_answers_log.txt")
+
+    # 更新环境变量
+    os.environ['TOP_K'] = str(5)  # 向量的TOP_K值
+    os.environ['LLM_TEMPERATURE'] = str(0.1)  # 温度值
+    os.environ['similarity_top_k'] = str(5)  # SQL的TOP_K值
+
+    init_settings()
+    init_observability()
+
+    index = get_index()
+
+    top_k = int(os.getenv("TOP_K"))  # 向量的TOP_K值
+    temperature = float(os.getenv("LLM_TEMPERATURE"))  # 温度值
+    similarity_top_k = float(os.getenv("similarity_top_k"))  # SQL的TOP_K值
+    filters = generate_filters([])
+
+    engine = create_engine(os.getenv("SQL_DATABASE_URL", ""))
+    sql_database = SQLDatabase(engine)
+    table_schema_objs = makeDescriptionByEngine(sql_database)
+    table_node_mapping = SQLTableNodeMapping(sql_database)
+    # 创建SQL查询工具
+    sql_obj_index = ObjectIndex.from_objects(
+        table_schema_objs,
+        table_node_mapping,
+        index_cls=VectorStoreIndex,
+    )
+    sql_query_engine = SQLTableRetrieverQueryEngine(sql_database,
+                                                    sql_obj_index.as_retriever(similarity_top_k=similarity_top_k))
+
+    questions_and_answers = read_questions_and_answers(questions_file_path)
+
+    # 如果文件为空，则写入参数值
+    if os.path.getsize(results_file_path) == 0:
+        with open(results_file_path, 'w', encoding='utf-8') as file:
+            file.write(f"TOP_K: {top_k}\n")
+            file.write(f"LLM_TEMPERATURE: {temperature}\n")
+            file.write(f"similarity_top_k: {similarity_top_k}\n\n")
+
+    # 循环执行查询
+    for i, (question, correct_answer) in enumerate(questions_and_answers):
+        print(f"Executing query {i+1}: {question}")
+        
+        if query_type == "vector":
+            query_engine = index.as_query_engine(
+                similarity_top_k=top_k, filters=filters
+            )
+            query_result = query_engine.query(question)
+            print(f"向量查询结果: {query_result}\n")
+            save_results_to_file(question, f"向量查询结果: {query_result}", correct_answer, results_file_path)
+
+            # 提取向量查询结果中的数字进行匹配
+            query_result_number = re.search(r"(\d+)", str(query_result))
+        elif query_type == "sql":
+            sql_query_result = sql_query_engine.query(question)
+            print(f"SQL查询结果: {sql_query_result}\n")
+            save_results_to_file(question, f"SQL查询结果: {sql_query_result}", correct_answer, results_file_path)
+
+            # 提取SQL查询结果中的数字进行匹配
+            query_result_number = re.search(r"(\d+)", str(sql_query_result))
+        else:
+            print("无效的查询类型，请选择 'vector' 或 'sql'")
+            sys.exit(1)
+        
+        if query_result_number:
+            query_number = query_result_number.group(1)
+
+            # 判断查询结果是否与正确答案匹配
+            if query_number == correct_answer:
+                save_results_to_file(question, query_number, correct_answer, results_file_path)
+            else:
+                log_incorrect_answers(question, correct_answer, query_number, log_file_path)
+        else:
+            log_incorrect_answers(question, correct_answer, "未找到有效数字", log_file_path)
+
+if __name__ == "__main__":
+    from phoenix.trace import using_project
+
+    with using_project("ly_zjapp_test") as obj:
+        main()
diff --git a/backend/test1/question.py b/backend/test1/question.py
new file mode 100644
index 0000000..962621b
--- /dev/null
+++ b/backend/test1/question.py
@@ -0,0 +1,56 @@
+import os
+import random
+from sqlalchemy import create_engine, MetaData, Table, select, func
+from sqlalchemy.orm import sessionmaker
+from dotenv import load_dotenv
+
+load_dotenv()
+
+def generate_questions(file_path, num_questions_per_table=10):
+    engine = create_engine(os.getenv("SQL_DATABASE_URL", ""))
+    metadata = MetaData()
+    metadata.reflect(bind=engine)
+
+    # 定义表名及其对应的列索引和问题模板
+    tables_info = {
+        "ProjectProperties": (0, "Attribute_Value", "{name_value}的属性值是多少?"),
+        "OtherFee": (0, "Amount", "{name_value}的金额是多少?"),
+        "FeeCollectionTable": (0, "Rate", "{name_value}的费率是多少?"),
+        "ProjectDivision": (0, "Total_Price", "{name_value}的合价是多少?"),
+        "ProjectDivisions_CostPreview": (0, "Direct_Fee", "{name_value}的直接费是多少?"),
+        "TotalCalculateTable": (0, "Amount", "{name_value}的金额是多少?"),
+        "ProjectQuantities": (0, "Code", "{name_value}的编码是多少?")
+    }
+
+    questions = []
+
+    for table_name, (name_index, value_column, question_template) in tables_info.items():
+        # 加载这张表
+        table = Table(table_name, metadata, autoload_with=engine)
+
+        # 创建会话
+        Session = sessionmaker(bind=engine)
+        session = Session()
+
+        # 获取列名
+        name_column = table.columns.keys()[name_index]
+
+        # 对于每个表生成num_questions_per_table个问题
+        for _ in range(num_questions_per_table):
+            # 查询表中的随机一行，并获取名称列的值
+            row = session.query(table).order_by(func.random()).first()
+            name_value = getattr(row, name_column)
+
+            # 构造问题
+            question = question_template.format(name_value=name_value)
+            questions.append(question)
+
+    # 写入文件
+    with open(file_path, 'w', encoding='utf-8') as file:
+        for question in questions:
+            file.write(question + '\n')
+
+
+if __name__ == "__main__":
+    questions_file_path = "/home/bw/ctr/zjdataai-app/backend/test1/questions.txt"
+    generate_questions(questions_file_path)
\ No newline at end of file
diff --git a/backend/test1/questions.txt b/backend/test1/questions.txt
new file mode 100644
index 0000000..0d4e731
--- /dev/null
+++ b/backend/test1/questions.txt
@@ -0,0 +1,14 @@
+question：线路参数_转角次数的属性值是多少?     answer：线路参数_转角次数的属性值是64
+question：接地土石方量的属性值是多少?      answer：接地土石方量的属性值是16
+question：工程监理费的金额是多少?      answer：工程监理费的金额是131009.92
+question：矿产压覆评估费用的金额是多少?      answer：矿产压覆评估费用的金额是0
+question：线路取费表（余物清理）的费率是多少?      answer：线路取费表（余物清理）的费率是100
+question：线路取费表（拆除）的费率是多少?      answer：线路取费表（拆除）的费率是100
+question：一般线路本体工程的合价是多少?      answer：一般线路本体工程的合价是55105688268.5176
+question：基础工程的合价是多少?      answer：基础工程的合价是49051649642.9667
+question：线路取费表(调试工程)aa的直接费是多少?      answer：线路取费表(调试工程)aa的直接费是22411207942.4858
+question：线路取费表的直接费是多少?       answer：线路取费表的直接费是7314300665.34141
+question：一般线路本体工程的金额是多少?       answer：一般线路本体工程的金额是55105688268.5176
+question：架空输电线路本体工程的金额是多少?      answer：架空输电线路本体工程的金额是55105688268.5176
+question：截止阀的编码是多少?      answer：截止阀的编码是F01010101
+question：自定义主材的编码是多少?      answer：自定义主材的编码是asd
\ No newline at end of file
diff --git a/backend/test1/test_parameters.py b/backend/test1/test_parameters.py
new file mode 100644
index 0000000..fda5677
--- /dev/null
+++ b/backend/test1/test_parameters.py
@@ -0,0 +1,101 @@
+import os
+from ctypes import cast
+import sys
+
+from llama_index.core import VectorStoreIndex, SQLDatabase
+from llama_index.core.indices.struct_store import SQLTableRetrieverQueryEngine
+from llama_index.core.objects import SQLTableNodeMapping, ObjectIndex
+from llama_index.readers.database import DatabaseReader
+from sqlalchemy import create_engine
+
+from app.api.routers.chat import generate_filters
+from app.engine import get_index, makeDescriptionByEngine
+from app.engine.loaders.db import CustomDatabaseReader
+from app.engine.vectordb import get_vector_store
+from app.observability import init_observability
+from app.settings import init_settings
+from dotenv import load_dotenv
+
+load_dotenv()
+
+def read_questions(file_path):
+    questions = []
+    with open(file_path, 'r', encoding='utf-8') as file:
+        for line in file:
+            if "question" in line:
+                question_part = line.split("：")[1].strip()  # 提取 "question" 后的内容
+                questions.append(question_part)
+    return questions
+
+def save_results_to_file(question, result, file_path):
+    with open(file_path, 'a', encoding='utf-8') as file:
+        file.write(f"问题: {question}\n")
+        file.write(f"结果: {result}\n\n")
+
+def main():
+    # 从命令行读取questions_file_path
+    if len(sys.argv) < 2:
+        print("请提供questions.txt文件的路径")
+        sys.exit(1)
+    questions_file_path = sys.argv[1]
+    # 更新环境变量
+    os.environ['TOP_K'] = str(5)  # 向量的TOP_K值
+    os.environ['LLM_TEMPERATURE'] = str(0.1)  # 温度值
+    os.environ['similarity_top_k'] = str(5)  # SQL的TOP_K值
+
+    init_settings()
+    init_observability()
+
+    index = get_index()
+
+    top_k = int(os.getenv("TOP_K"))  # 向量的TOP_K值
+    temperature = float(os.getenv("LLM_TEMPERATURE"))  # 温度值
+    similarity_top_k = float(os.getenv("similarity_top_k"))  # SQL的TOP_K值
+    filters = generate_filters([])
+
+    engine = create_engine(os.getenv("SQL_DATABASE_URL", ""))
+    sql_database = SQLDatabase(engine)
+    table_schema_objs = makeDescriptionByEngine(sql_database)
+    table_node_mapping = SQLTableNodeMapping(sql_database)
+    # 创建SQL查询工具
+    sql_obj_index = ObjectIndex.from_objects(
+        table_schema_objs,
+        table_node_mapping,
+        index_cls=VectorStoreIndex,
+    )
+    sql_query_engine = SQLTableRetrieverQueryEngine(sql_database,
+                                                    sql_obj_index.as_retriever(similarity_top_k=similarity_top_k))
+
+    questions = read_questions(questions_file_path)
+
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+
+    results_file_path = os.path.join(script_dir, "query_results.txt")
+    
+    # 如果文件为空，则写入参数值
+    if os.path.getsize(results_file_path) == 0:
+        with open(results_file_path, 'w', encoding='utf-8') as file:
+            file.write(f"TOP_K: {top_k}\n")
+            file.write(f"LLM_TEMPERATURE: {temperature}\n")
+            file.write(f"similarity_top_k: {similarity_top_k}\n\n")
+
+    # 循环执行查询
+    for i, question in enumerate(questions):
+        print(f"Executing query {i+1}: {question}")
+        # query_engine = index.as_query_engine(
+        #     similarity_top_k=top_k, filters=filters
+        # )
+        # query_result = query_engine.query(question)
+
+        # print(f"向量查询结果: {query_result}\n")
+        # save_results_to_file(question, f"向量查询结果: {query_result}", results_file_path)
+
+        sql_query_result = sql_query_engine.query(question)
+        print(f"SQL查询结果: {sql_query_result}\n")
+        save_results_to_file(question, f"SQL查询结果: {sql_query_result}", results_file_path)
+
+if __name__ == "__main__":
+    from phoenix.trace import using_project
+
+    with using_project("ly_zjapp_test") as obj:
+        main()
-- 
2.52.0


From ae7e21768b47d20f38d62e28d0437db7fe67137a Mon Sep 17 00:00:00 2001
From: chentianrui <ctr1498@126.com>
Date: Fri, 16 Aug 2024 11:17:27 +0800
Subject: [PATCH 15/39] Add new files and update existing files

---
 backend/pyproject.toml                        |   9 +-
 backend/test1/FeeCollectionTable.json         | 202 ++++++++++++++++++
 backend/test1/OtherFee.json                   | 202 ++++++++++++++++++
 backend/test1/ProjectDivision.json            | 202 ++++++++++++++++++
 .../test1/ProjectDivisions_CostPreview.json   | 202 ++++++++++++++++++
 backend/test1/ProjectProperties.json          | 202 ++++++++++++++++++
 backend/test1/ProjectQuantities.json          | 202 ++++++++++++++++++
 backend/test1/TotalCalculateTable.json        | 202 ++++++++++++++++++
 backend/test1/incorrect_answers_log.json      |  28 +++
 backend/test1/parameters_results.json         |   0
 backend/test1/query_results.json              |  12 ++
 backend/test1/query_test.py                   |  57 +++--
 backend/test1/question.py                     |  92 +++++---
 backend/test1/test_parameters.py              |  60 +++---
 14 files changed, 1581 insertions(+), 91 deletions(-)
 create mode 100644 backend/test1/FeeCollectionTable.json
 create mode 100644 backend/test1/OtherFee.json
 create mode 100644 backend/test1/ProjectDivision.json
 create mode 100644 backend/test1/ProjectDivisions_CostPreview.json
 create mode 100644 backend/test1/ProjectProperties.json
 create mode 100644 backend/test1/ProjectQuantities.json
 create mode 100644 backend/test1/TotalCalculateTable.json
 create mode 100644 backend/test1/incorrect_answers_log.json
 create mode 100644 backend/test1/parameters_results.json
 create mode 100644 backend/test1/query_results.json

diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index f244939..b0399fe 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -11,24 +11,25 @@ generate = "app.engine.generate:generate_datasource"
 
 [tool.poetry.dependencies]
 python = "^3.11,<3.12"
-fastapi = "^0.112.0"
+fastapi = "^0.110.3"
 python-dotenv = "^1.0.0"
 aiostream = "^0.6.2"
 llama-index = "0.10.63"
 cachetools = "^5.3.3"
 protobuf = "4.25.4"
+
 #arize-phoenix = "^4.12.0"
 openinference-instrumentation-llama-index="2.2.3"
 llama-index-callbacks-arize-phoenix = "^0.1.4"
 llama-index-llms-dashscope = "^0.1.2"
 llama-index-embeddings-dashscope = "^0.1.4"
 llama-index-postprocessor-dashscope-rerank-custom = "0.1.0"
-#xinference  = "^0.14.1"
-xinference.client  = "^0.14.1"
+xinference  = "^0.14.1"
+xinference-client  = "^0.14.1"
 llama-index-llms-xinference = "^0.1.2"
 qdrant-client="^1.10.1"
 llama-index-vector-stores-qdrant = "^0.2.14"
-chroma="^0.5.5"
+chroma="^0.2.0"
 llama-index-vector-stores-chroma = "^0.1.10"
 llama-index-readers-json = "^0.1.5"
 
diff --git a/backend/test1/FeeCollectionTable.json b/backend/test1/FeeCollectionTable.json
new file mode 100644
index 0000000..e20c2ed
--- /dev/null
+++ b/backend/test1/FeeCollectionTable.json
@@ -0,0 +1,202 @@
+[
+    {
+        "question": "人工费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "临时设施费的费率是多少?",
+        "answer": "费率是6.3500000000"
+    },
+    {
+        "question": "乙供装置性材料费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "直接费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "甲供装置性材料费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "直接费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "夜间施工增加费的费率是多少?",
+        "answer": "费率是0E-10"
+    },
+    {
+        "question": "装置性材料费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "冬雨季施工增加费的费率是多少?",
+        "answer": "费率是3.5700000000"
+    },
+    {
+        "question": "材料费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "机械价差的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "规费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "直接工程费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "安全文明施工费的费率是多少?",
+        "answer": "费率是3.5500000000"
+    },
+    {
+        "question": "企业管理费的费率是多少?",
+        "answer": "费率是35.7600000000"
+    },
+    {
+        "question": "税金的费率是多少?",
+        "answer": "费率是9.0000000000"
+    },
+    {
+        "question": "直接费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "安全文明施工费的费率是多少?",
+        "answer": "费率是3.5500000000"
+    },
+    {
+        "question": "合计的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "税金的费率是多少?",
+        "answer": "费率是9.0000000000"
+    },
+    {
+        "question": "安全文明施工费的费率是多少?",
+        "answer": "费率是3.5500000000"
+    },
+    {
+        "question": "直接工程费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "税金的费率是多少?",
+        "answer": "费率是9.0000000000"
+    },
+    {
+        "question": "社会保险费的费率是多少?",
+        "answer": "费率是15.0000000000"
+    },
+    {
+        "question": "间接费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "合计的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "临时设施费的费率是多少?",
+        "answer": "费率是0E-10"
+    },
+    {
+        "question": "利润的费率是多少?",
+        "answer": "费率是5.2400000000"
+    },
+    {
+        "question": "税金的费率是多少?",
+        "answer": "费率是9.0000000000"
+    },
+    {
+        "question": "社会保险费的费率是多少?",
+        "answer": "费率是15.0000000000"
+    },
+    {
+        "question": "直接工程费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "乙供设备不含税价的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "企业管理费的费率是多少?",
+        "answer": "费率是17.1300000000"
+    },
+    {
+        "question": "企业管理费的费率是多少?",
+        "answer": "费率是35.7600000000"
+    },
+    {
+        "question": "夜间施工增加费的费率是多少?",
+        "answer": "费率是0E-10"
+    },
+    {
+        "question": "直接费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "夜间施工增加费的费率是多少?",
+        "answer": "费率是0E-10"
+    },
+    {
+        "question": "甲供设备含税价的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "施工机械使用费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "安全文明施工费的费率是多少?",
+        "answer": "费率是3.5500000000"
+    },
+    {
+        "question": "定额直接费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "主材费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "直接费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "施工企业配合调试费的费率是多少?",
+        "answer": "费率是0E-10"
+    },
+    {
+        "question": "施工机械使用费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "临时设施费的费率是多少?",
+        "answer": "费率是6.3500000000"
+    },
+    {
+        "question": "施工工具用具使用费的费率是多少?",
+        "answer": "费率是3.8200000000"
+    },
+    {
+        "question": "措施费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "材料价差的费率是多少?",
+        "answer": "费率是100.0000000000"
+    },
+    {
+        "question": "措施费的费率是多少?",
+        "answer": "费率是100.0000000000"
+    }
+]
\ No newline at end of file
diff --git a/backend/test1/OtherFee.json b/backend/test1/OtherFee.json
new file mode 100644
index 0000000..b6e03d2
--- /dev/null
+++ b/backend/test1/OtherFee.json
@@ -0,0 +1,202 @@
+[
+    {
+        "question": "前期工作管理费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "特种设备安全监测费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "工程监理费的金额是多少?",
+        "answer": "金额是131009.9200000000"
+    },
+    {
+        "question": "水土保持方案编审费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "生产准备费的金额是多少?",
+        "answer": "金额是472373669.4635599852"
+    },
+    {
+        "question": "电力工程技术经济标准编制费的金额是多少?",
+        "answer": "金额是84352440.9756360054"
+    },
+    {
+        "question": "项目建设技术服务费的金额是多少?",
+        "answer": "金额是16855957065.4302005768"
+    },
+    {
+        "question": "工程保险费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "其他的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "施工图文件评审费的金额是多少?",
+        "answer": "金额是24940.0000000000"
+    },
+    {
+        "question": "节能评估费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "桩基检测费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "项目前期工作费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "其他的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "项目法人管理费的金额是多少?",
+        "answer": "金额是986923559.4149370193"
+    },
+    {
+        "question": "专业爆破服务费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "节能评估费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "用地预审费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "设备材料监造费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "环境监测及环境保护验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "环境监测及环境保护验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "设备材料监造费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "勘察费的金额是多少?",
+        "answer": "金额是12122154260.0000000000"
+    },
+    {
+        "question": "项目法人管理费的金额是多少?",
+        "answer": "金额是986923559.4149370193"
+    },
+    {
+        "question": "社会稳定风险评估费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "勘察费的金额是多少?",
+        "answer": "金额是12122154260.0000000000"
+    },
+    {
+        "question": "环境影响评价费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "水土保持方案编审费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "使用林地可行性研究费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "环境监测及环境保护验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "桩基检测费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "设计费的金额是多少?",
+        "answer": "金额是4042055949.4299998283"
+    },
+    {
+        "question": "环境监测及环境保护验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "建设场地征用及清理费的金额是多少?",
+        "answer": "金额是16831284.2287110016"
+    },
+    {
+        "question": "施工图文件评审费的金额是多少?",
+        "answer": "金额是24940.0000000000"
+    },
+    {
+        "question": "项目后评价费的金额是多少?",
+        "answer": "金额是421762204.8781780005"
+    },
+    {
+        "question": "水土保持方案编审费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "勘察设计费的金额是多少?",
+        "answer": "金额是16164210209.4300003052"
+    },
+    {
+        "question": "前期工作管理费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "节能评估费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "初步设计文件评审费的金额是多少?",
+        "answer": "金额是18560.0000000000"
+    },
+    {
+        "question": "特种设备安全监测费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "初步设计文件评审费的金额是多少?",
+        "answer": "金额是18560.0000000000"
+    },
+    {
+        "question": "桩基检测费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "矿产压覆评估费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "设计费的金额是多少?",
+        "answer": "金额是4042055949.4299998283"
+    },
+    {
+        "question": "水土保持方案编审费用的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "电力工程技术经济标准编制费的金额是多少?",
+        "answer": "金额是84352440.9756360054"
+    },
+    {
+        "question": "桩基检测费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "矿产压覆评估费用的金额是多少?",
+        "answer": "金额是0E-10"
+    }
+]
\ No newline at end of file
diff --git a/backend/test1/ProjectDivision.json b/backend/test1/ProjectDivision.json
new file mode 100644
index 0000000..d583af5
--- /dev/null
+++ b/backend/test1/ProjectDivision.json
@@ -0,0 +1,202 @@
+[
+    {
+        "question": "新增项目名称的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "预制基础的合价是多少?",
+        "answer": "合价是40567.2639480000"
+    },
+    {
+        "question": "绝缘子串及金具安装的合价是多少?",
+        "answer": "合价是2897171.9878110001"
+    },
+    {
+        "question": "杆塔工程材料工地运输的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "基础防护的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "护坡、挡土墙及排洪沟土石方工程的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "新增项目名称的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "(1)拆除后能利用的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "地基处理的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "灌注桩基础的合价是多少?",
+        "answer": "合价是43466660.0544390008"
+    },
+    {
+        "question": "(1)拆除后能利用的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "悬垂绝缘子串及金具安装的合价是多少?",
+        "answer": "合价是1251465.0340440001"
+    },
+    {
+        "question": "护坡、挡土墙及排洪沟土石方工程的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "附件安装工程的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "导地线跨越架设的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "辅助工程的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "新增项目名称的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "绝缘子串及金具安装的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "护坡、挡土墙及排洪沟砌筑的合价是多少?",
+        "answer": "合价是709931.9013930000"
+    },
+    {
+        "question": "锚杆基础的合价是多少?",
+        "answer": "合价是15344967.9002950005"
+    },
+    {
+        "question": "建筑工程的合价是多少?",
+        "answer": "合价是25411.2790780000"
+    },
+    {
+        "question": "辅助工程的合价是多少?",
+        "answer": "合价是1046253.4135240000"
+    },
+    {
+        "question": "导地线跨越架设的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "电缆工程的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "输、送电线路试运的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "基础土石方工程的合价是多少?",
+        "answer": "合价是32872843180.7429008484"
+    },
+    {
+        "question": "基础永久性围堰的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "基础永久性围堰的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "混凝土及钢筋混凝土结构的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "输、送电线路试运的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "混合结构的合价是多少?",
+        "answer": "合价是16967.5193850000"
+    },
+    {
+        "question": "杆塔组立的合价是多少?",
+        "answer": "合价是2253906.0859830002"
+    },
+    {
+        "question": "附件安装工程的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "接地工程材料工地运输的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "新增项目名称的合价是多少?",
+        "answer": "合价是27148.0310160000"
+    },
+    {
+        "question": "导地线架设的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "护坡、挡土墙及排洪沟的合价是多少?",
+        "answer": "合价是709931.9013930000"
+    },
+    {
+        "question": "(1)拆除后能利用的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "基础永久性围堰砌筑的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "(2)拆除后不能利用的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "安装工程的合价是多少?",
+        "answer": "合价是65324.9496330000"
+    },
+    {
+        "question": "尖峰、施工基面土石方工程的合价是多少?",
+        "answer": "合价是325205.4178770000"
+    },
+    {
+        "question": "架线工程的合价是多少?",
+        "answer": "合价是4844399648.0778598785"
+    },
+    {
+        "question": "杆塔组立的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "架线工程材料工地运输的合价是多少?",
+        "answer": "合价是2088570123.2409000397"
+    },
+    {
+        "question": "导地线架设的合价是多少?",
+        "answer": "合价是0E-10"
+    },
+    {
+        "question": "耐张绝缘子串及金具安装的合价是多少?",
+        "answer": "合价是1645706.9537680000"
+    },
+    {
+        "question": "架线工程材料工地运输的合价是多少?",
+        "answer": "合价是2088570123.2409000397"
+    },
+    {
+        "question": "其他基础的合价是多少?",
+        "answer": "合价是3839666.7656879998"
+    },
+    {
+        "question": "架线工程材料工地运输的合价是多少?",
+        "answer": "合价是0E-10"
+    }
+]
\ No newline at end of file
diff --git a/backend/test1/ProjectDivisions_CostPreview.json b/backend/test1/ProjectDivisions_CostPreview.json
new file mode 100644
index 0000000..4f17f26
--- /dev/null
+++ b/backend/test1/ProjectDivisions_CostPreview.json
@@ -0,0 +1,202 @@
+[
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是440877984.9458540082"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是1086586.9018659999"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是51486.7898090000"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是3321.8139230000"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是78005.0340730000"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是3535892767.0972299576"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是24045.2334060000"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是336253.7482950000"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是142270.1346780000"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是61049.8665780000"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是933061.7795919999"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是182949.5997350000"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表（余物清理）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是21220645.1637400016"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是933061.7795919999"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是2501470269.7231497765"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是51486.7898090000"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是55265.9111100000"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是442897633.6273120046"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是1057484.3306960000"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是442897633.6273120046"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是21220645.1637400016"
+    },
+    {
+        "question": "线路取费表（余物清理）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是336253.7482950000"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "的直接费是多少?",
+        "answer": "直接费是61049.8665780000"
+    },
+    {
+        "question": "线路取费表（余物清理）(1)的直接费是多少?",
+        "answer": "直接费是61049.8665780000"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是24045.2334060000"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表（余物清理）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是659466.5955000001"
+    },
+    {
+        "question": "线路取费表（拆除）的直接费是多少?",
+        "answer": "直接费是0E-10"
+    },
+    {
+        "question": "线路取费表的直接费是多少?",
+        "answer": "直接费是2501470269.7231497765"
+    }
+]
\ No newline at end of file
diff --git a/backend/test1/ProjectProperties.json b/backend/test1/ProjectProperties.json
new file mode 100644
index 0000000..90afa22
--- /dev/null
+++ b/backend/test1/ProjectProperties.json
@@ -0,0 +1,202 @@
+[
+    {
+        "question": "降阻剂_数量的属性值是多少?",
+        "answer": "属性值是f"
+    },
+    {
+        "question": "导线2_单位单价的属性值是多少?",
+        "answer": "属性值是9"
+    },
+    {
+        "question": "导线_单公里用量的属性值是多少?",
+        "answer": "属性值是36"
+    },
+    {
+        "question": "线路参数_导地线防震措施的属性值是多少?",
+        "answer": "属性值是457"
+    },
+    {
+        "question": "合成绝缘子_数量的属性值是多少?",
+        "answer": "属性值是5"
+    },
+    {
+        "question": "基础垫层的属性值是多少?",
+        "answer": "属性值是"
+    },
+    {
+        "question": "其中：基础护壁用量的属性值是多少?",
+        "answer": "属性值是74394.212"
+    },
+    {
+        "question": "铺石加混凝土的属性值是多少?",
+        "answer": "属性值是0.0"
+    },
+    {
+        "question": "导线用量（西北）的属性值是多少?",
+        "answer": "属性值是-795976.0855"
+    },
+    {
+        "question": "导线单公里用量（西北）的属性值是多少?",
+        "answer": "属性值是-159195.2171"
+    },
+    {
+        "question": "灰土垫层单公里用量（西北）的属性值是多少?",
+        "answer": "属性值是8.0"
+    },
+    {
+        "question": "地线瓷绝缘子单公里用量（西北）的属性值是多少?",
+        "answer": "属性值是738.253"
+    },
+    {
+        "question": "地形条件_高山的属性值是多少?",
+        "answer": "属性值是7"
+    },
+    {
+        "question": "流砂坑比例的属性值是多少?",
+        "answer": "属性值是0.001"
+    },
+    {
+        "question": "碎石_数量的属性值是多少?",
+        "answer": "属性值是12"
+    },
+    {
+        "question": "线路参数_导地线防震措施的属性值是多少?",
+        "answer": "属性值是457"
+    },
+    {
+        "question": "灰土垫层的属性值是多少?",
+        "answer": "属性值是40.0"
+    },
+    {
+        "question": "交叉跨越_弱电线路的属性值是多少?",
+        "answer": "属性值是45"
+    },
+    {
+        "question": "地线1_根数的属性值是多少?",
+        "answer": "属性值是12"
+    },
+    {
+        "question": "土质比例_岩石（人凿）的属性值是多少?",
+        "answer": "属性值是49"
+    },
+    {
+        "question": "耐张混凝土杆基数的属性值是多少?",
+        "answer": "属性值是26.0"
+    },
+    {
+        "question": "设计单位的属性值是多少?",
+        "answer": "属性值是3"
+    },
+    {
+        "question": "接地钢的属性值是多少?",
+        "answer": "属性值是"
+    },
+    {
+        "question": "间隔棒_单公里用量的属性值是多少?",
+        "answer": "属性值是r"
+    },
+    {
+        "question": "导线其中：跳线和导线弧垂单公里用量（西北）的属性值是多少?",
+        "answer": "属性值是159203.0171"
+    },
+    {
+        "question": "桩基础的属性值是多少?",
+        "answer": "属性值是310.0"
+    },
+    {
+        "question": "降阻剂的属性值是多少?",
+        "answer": "属性值是"
+    },
+    {
+        "question": "可抵扣增值税（万元）的属性值是多少?",
+        "answer": "属性值是2005241.808822"
+    },
+    {
+        "question": "主要技术经济指标2的属性值是多少?",
+        "answer": "属性值是"
+    },
+    {
+        "question": "合成绝缘子_数量的属性值是多少?",
+        "answer": "属性值是5"
+    },
+    {
+        "question": "土质比例_水坑的属性值是多少?",
+        "answer": "属性值是47"
+    },
+    {
+        "question": "基础_插入式的属性值是多少?",
+        "answer": "属性值是3"
+    },
+    {
+        "question": "耐张角钢塔比例的属性值是多少?",
+        "answer": "属性值是250%"
+    },
+    {
+        "question": "地线的属性值是多少?",
+        "answer": "属性值是"
+    },
+    {
+        "question": "回路数的属性值是多少?",
+        "answer": "属性值是三回"
+    },
+    {
+        "question": "导线其中：跳线和导线弧垂用量的属性值是多少?",
+        "answer": "属性值是796015.0855"
+    },
+    {
+        "question": "OPGW用量（西北）的属性值是多少?",
+        "answer": "属性值是2904.737"
+    },
+    {
+        "question": "现浇混凝土_单公里用量的属性值是多少?",
+        "answer": "属性值是22"
+    },
+    {
+        "question": "架线工程费用（万元）（含价差）的属性值是多少?",
+        "answer": "属性值是3203726.0"
+    },
+    {
+        "question": "耐张钢管塔比例的属性值是多少?",
+        "answer": "属性值是300%"
+    },
+    {
+        "question": "单公里土石方量_基面的属性值是多少?",
+        "answer": "属性值是8*8"
+    },
+    {
+        "question": "地线2的属性值是多少?",
+        "answer": "属性值是"
+    },
+    {
+        "question": "降阻剂的属性值是多少?",
+        "answer": "属性值是"
+    },
+    {
+        "question": "土质比例的属性值是多少?",
+        "answer": "属性值是"
+    },
+    {
+        "question": "地线1_单位单价的属性值是多少?",
+        "answer": "属性值是113"
+    },
+    {
+        "question": "绝缘子串型式_悬垂串的属性值是多少?",
+        "answer": "属性值是48"
+    },
+    {
+        "question": "基坑土石方量（西北）的属性值是多少?",
+        "answer": "属性值是405403506.156"
+    },
+    {
+        "question": "基坑坚土的属性值是多少?",
+        "answer": "属性值是25585167.713"
+    },
+    {
+        "question": "基坑普通土的属性值是多少?",
+        "answer": "属性值是313873965.334"
+    },
+    {
+        "question": "瓷绝缘子单公里用量（西北）的属性值是多少?",
+        "answer": "属性值是201.0"
+    }
+]
\ No newline at end of file
diff --git a/backend/test1/ProjectQuantities.json b/backend/test1/ProjectQuantities.json
new file mode 100644
index 0000000..5349024
--- /dev/null
+++ b/backend/test1/ProjectQuantities.json
@@ -0,0 +1,202 @@
+[
+    {
+        "question": "电杆坑、塔坑、拉线坑人工挖方（或爆破）及回填 水坑 坑深2.0m以内的编码是多少?",
+        "answer": "编码是YX2-72"
+    },
+    {
+        "question": "钢筋加工及制作的编码是多少?",
+        "answer": "编码是YX3-43"
+    },
+    {
+        "question": "船舶运输 线材 每件重400kg以内 运输的编码是多少?",
+        "answer": "编码是YX1-132"
+    },
+    {
+        "question": "船舶运输 钢管塔材 运输的编码是多少?",
+        "answer": "编码是YX1-152"
+    },
+    {
+        "question": "碎石的编码是多少?",
+        "answer": "编码是C10020103"
+    },
+    {
+        "question": "混凝土（保护帽）的编码是多少?",
+        "answer": "编码是ZH1001"
+    },
+    {
+        "question": "船舶运输 金具、绝缘子、零星钢材 运输的编码是多少?",
+        "answer": "编码是YX1-144"
+    },
+    {
+        "question": "人力运输 混凝土杆 每件重500kg以内的编码是多少?",
+        "answer": "编码是YX1-1"
+    },
+    {
+        "question": "船舶运输 线材 每件重1000kg以内 运输的编码是多少?",
+        "answer": "编码是YX1-136"
+    },
+    {
+        "question": "混凝土搅拌及浇制 每基基础联系梁混凝土量20m³以内的编码是多少?",
+        "answer": "编码是YX3-69"
+    },
+    {
+        "question": "索道运输 循环式 塔材 荷载1t以内 装卸的编码是多少?",
+        "answer": "编码是YX1-185"
+    },
+    {
+        "question": "人力运输 混凝土预制品 每件重100kg以内的编码是多少?",
+        "answer": "编码是YX1-6"
+    },
+    {
+        "question": "船舶运输 混凝土杆 每件重1500kg以上 运输的编码是多少?",
+        "answer": "编码是YX1-118"
+    },
+    {
+        "question": "碎石的编码是多少?",
+        "answer": "编码是C10020103"
+    },
+    {
+        "question": "电杆坑、塔坑、拉线坑人工挖方（或爆破）及回填 泥水 坑深8.0m以上的编码是多少?",
+        "answer": "编码是YX2-55"
+    },
+    {
+        "question": "机械施工土方 场地平整的编码是多少?",
+        "answer": "编码是GT1-1"
+    },
+    {
+        "question": "汽车运输 混凝土预制品 每件重100kg以内 装卸的编码是多少?",
+        "answer": "编码是YX1-69"
+    },
+    {
+        "question": "汽车运输 其他建筑安装材料 运输的编码是多少?",
+        "answer": "编码是YX1-108"
+    },
+    {
+        "question": "钻孔灌注桩基础 混凝土搅拌及浇制 孔深10m以内的编码是多少?",
+        "answer": "编码是YX3-171"
+    },
+    {
+        "question": "线路复测及分坑 直线双杆及拉线塔的编码是多少?",
+        "answer": "编码是YX2-3"
+    },
+    {
+        "question": "氧化锌避雷器安装 35kV的编码是多少?",
+        "answer": "编码是YX7-32"
+    },
+    {
+        "question": "混凝土（保护帽）的编码是多少?",
+        "answer": "编码是ZH1002"
+    },
+    {
+        "question": "汽车运输 其他建筑安装材料 装卸的编码是多少?",
+        "answer": "编码是YX1-107"
+    },
+    {
+        "question": "船舶运输 混凝土杆 每件重500kg以内 装卸的编码是多少?",
+        "answer": "编码是YX1-109"
+    },
+    {
+        "question": "混凝土（保护帽）的编码是多少?",
+        "answer": "编码是ZH1001"
+    },
+    {
+        "question": "人力运输 混凝土杆 每件重500kg以内的编码是多少?",
+        "answer": "编码是YX1-1"
+    },
+    {
+        "question": "人力运输 混凝土杆 每件重500kg以内的编码是多少?",
+        "answer": "编码是YX1-1"
+    },
+    {
+        "question": "普通硅酸盐水泥的编码是多少?",
+        "answer": "编码是C09010102"
+    },
+    {
+        "question": "拖拉机运输 钢管塔材 运输的编码是多少?",
+        "answer": "编码是YX1-44"
+    },
+    {
+        "question": "尖峰及施工基面挖方（或爆破） 普通土的编码是多少?",
+        "answer": "编码是YX2-226"
+    },
+    {
+        "question": "汽车运输 角钢塔材 装卸的编码是多少?",
+        "answer": "编码是YX1-103"
+    },
+    {
+        "question": "接地槽挖方（或爆破）及回填 普通土的编码是多少?",
+        "answer": "编码是YX2-213"
+    },
+    {
+        "question": "水的编码是多少?",
+        "answer": "编码是C21010101"
+    },
+    {
+        "question": "直线(直线换位、直线转角)杆塔绝缘子串悬挂安装 35kV 针式单联串(悬垂串)的编码是多少?",
+        "answer": "编码是YX6-21"
+    },
+    {
+        "question": "直线(直线换位、直线转角)杆塔绝缘子串悬挂安装 35kV I型双联串(悬垂串)的编码是多少?",
+        "answer": "编码是YX6-22"
+    },
+    {
+        "question": "钻孔灌注桩基础 机械推钻成孔 砂砾石 孔深20m以内 孔径1.0m以内的编码是多少?",
+        "answer": "编码是YX3-117"
+    },
+    {
+        "question": "线路复测及分坑 直线自立塔的编码是多少?",
+        "answer": "编码是YX2-6"
+    },
+    {
+        "question": "钻孔灌注桩基础 凿桩头 桩径0.8m以上的编码是多少?",
+        "answer": "编码是YX3-180"
+    },
+    {
+        "question": "线路复测及分坑 耐张（转角）单杆的编码是多少?",
+        "answer": "编码是YX2-2"
+    },
+    {
+        "question": "中砂的编码是多少?",
+        "answer": "编码是C10010101"
+    },
+    {
+        "question": "人力运输 混凝土杆 每件重500kg以内的编码是多少?",
+        "answer": "编码是YX1-1"
+    },
+    {
+        "question": "带电跨越电力线 被跨线电压等级 35kV的编码是多少?",
+        "answer": "编码是YX5-186"
+    },
+    {
+        "question": "人工挖土方 普土 深2m以内的编码是多少?",
+        "answer": "编码是YT1-1"
+    },
+    {
+        "question": "混凝土杆的编码是多少?",
+        "answer": "编码是"
+    },
+    {
+        "question": "接地模块安装的编码是多少?",
+        "answer": "编码是YX3-213"
+    },
+    {
+        "question": "拖拉机运输 线材 每件重400kg以内 运输的编码是多少?",
+        "answer": "编码是YX1-34"
+    },
+    {
+        "question": "拖拉机运输 其他建筑安装材料 装卸的编码是多少?",
+        "answer": "编码是YX1-45"
+    },
+    {
+        "question": "普通硅酸盐水泥的编码是多少?",
+        "answer": "编码是C09010102"
+    },
+    {
+        "question": "船舶运输 线材 每件重4000kg以内 装卸的编码是多少?",
+        "answer": "编码是YX1-139"
+    },
+    {
+        "question": "水的编码是多少?",
+        "answer": "编码是C21010101"
+    }
+]
\ No newline at end of file
diff --git a/backend/test1/TotalCalculateTable.json b/backend/test1/TotalCalculateTable.json
new file mode 100644
index 0000000..fce3d01
--- /dev/null
+++ b/backend/test1/TotalCalculateTable.json
@@ -0,0 +1,202 @@
+[
+    {
+        "question": "架空输电线路本体工程的金额是多少?",
+        "answer": "金额是55105688268.5176010132"
+    },
+    {
+        "question": "价差预备费的金额是多少?",
+        "answer": "金额是22731130869.6655998230"
+    },
+    {
+        "question": "工程静态投资的金额是多少?",
+        "answer": "金额是715035853336.3909912109"
+    },
+    {
+        "question": "工程动态投资的金额是多少?",
+        "answer": "金额是776282009093.5660400391"
+    },
+    {
+        "question": "其中：工程建设检测费的金额是多少?",
+        "answer": "金额是185575370.1463980079"
+    },
+    {
+        "question": "工程静态投资的金额是多少?",
+        "answer": "金额是715035853336.3909912109"
+    },
+    {
+        "question": "建设期贷款利息的金额是多少?",
+        "answer": "金额是38515024887.5095977783"
+    },
+    {
+        "question": "特殊项目的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "动态费用的金额是多少?",
+        "answer": "金额是61246155757.1752014160"
+    },
+    {
+        "question": "动态费用的金额是多少?",
+        "answer": "金额是61246155757.1752014160"
+    },
+    {
+        "question": "小计的金额是多少?",
+        "answer": "金额是458257942570.3129882812"
+    },
+    {
+        "question": "其他费用的金额是多少?",
+        "answer": "金额是210942912572.8689880371"
+    },
+    {
+        "question": "基本预备费的金额是多少?",
+        "answer": "金额是14020310849.7332000732"
+    },
+    {
+        "question": "其中：水土保持监测及验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "其中：工程建设检测费的金额是多少?",
+        "answer": "金额是185575370.1463980079"
+    },
+    {
+        "question": "其中：特种设备安全监测费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "工程静态投资的金额是多少?",
+        "answer": "金额是715035853336.3909912109"
+    },
+    {
+        "question": "其中：水土保持监测及验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "架空输电线路本体工程的金额是多少?",
+        "answer": "金额是55105688268.5176010132"
+    },
+    {
+        "question": "基本预备费的金额是多少?",
+        "answer": "金额是14020310849.7332000732"
+    },
+    {
+        "question": "其中：水土保持监测及验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "小计的金额是多少?",
+        "answer": "金额是458257942570.3129882812"
+    },
+    {
+        "question": "编制基准期价差的金额是多少?",
+        "answer": "金额是29246752707.1180000305"
+    },
+    {
+        "question": "其中：水土保持监测及验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "小计的金额是多少?",
+        "answer": "金额是458257942570.3129882812"
+    },
+    {
+        "question": "其他费用的金额是多少?",
+        "answer": "金额是210942912572.8689880371"
+    },
+    {
+        "question": "特殊项目的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "编制基准期价差的金额是多少?",
+        "answer": "金额是29246752707.1180000305"
+    },
+    {
+        "question": "特殊项目的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "小计的金额是多少?",
+        "answer": "金额是458257942570.3129882812"
+    },
+    {
+        "question": "工程动态投资的金额是多少?",
+        "answer": "金额是776282009093.5660400391"
+    },
+    {
+        "question": "其中：建设场地征用及清理费的金额是多少?",
+        "answer": "金额是16831284.2287110016"
+    },
+    {
+        "question": "其中：可抵扣增值税额的金额是多少?",
+        "answer": "金额是20069645492.2888984680"
+    },
+    {
+        "question": "小计的金额是多少?",
+        "answer": "金额是458257942570.3129882812"
+    },
+    {
+        "question": "动态费用的金额是多少?",
+        "answer": "金额是61246155757.1752014160"
+    },
+    {
+        "question": "建设期贷款利息的金额是多少?",
+        "answer": "金额是38515024887.5095977783"
+    },
+    {
+        "question": "工程静态投资的金额是多少?",
+        "answer": "金额是715035853336.3909912109"
+    },
+    {
+        "question": "其中：建设场地征用及清理费的金额是多少?",
+        "answer": "金额是16831284.2287110016"
+    },
+    {
+        "question": "建设期贷款利息的金额是多少?",
+        "answer": "金额是38515024887.5095977783"
+    },
+    {
+        "question": "工程动态投资的金额是多少?",
+        "answer": "金额是776282009093.5660400391"
+    },
+    {
+        "question": "架空输电线路本体工程的金额是多少?",
+        "answer": "金额是55105688268.5176010132"
+    },
+    {
+        "question": "其中：工程建设检测费的金额是多少?",
+        "answer": "金额是185575370.1463980079"
+    },
+    {
+        "question": "其中：水土保持监测及验收费的金额是多少?",
+        "answer": "金额是0E-10"
+    },
+    {
+        "question": "工程动态投资的金额是多少?",
+        "answer": "金额是776282009093.5660400391"
+    },
+    {
+        "question": "其中：可抵扣增值税额的金额是多少?",
+        "answer": "金额是20069645492.2888984680"
+    },
+    {
+        "question": "价差预备费的金额是多少?",
+        "answer": "金额是22731130869.6655998230"
+    },
+    {
+        "question": "一般线路本体工程的金额是多少?",
+        "answer": "金额是55105688268.5176010132"
+    },
+    {
+        "question": "其中：工程建设检测费的金额是多少?",
+        "answer": "金额是185575370.1463980079"
+    },
+    {
+        "question": "基本预备费的金额是多少?",
+        "answer": "金额是14020310849.7332000732"
+    },
+    {
+        "question": "设备购置费的金额是多少?",
+        "answer": "金额是2567934636.3574500084"
+    }
+]
\ No newline at end of file
diff --git a/backend/test1/incorrect_answers_log.json b/backend/test1/incorrect_answers_log.json
new file mode 100644
index 0000000..2d3b5ea
--- /dev/null
+++ b/backend/test1/incorrect_answers_log.json
@@ -0,0 +1,28 @@
+[]错误问题: 税金的费率是多少?
+正确答案: 9.0000000000
+查询结果: 9
+
+错误问题: 冬雨季施工增加费的费率是多少?
+正确答案: 3.5700000000
+查询结果: 未找到有效数字
+
+错误问题: 住房公积金的费率是多少?
+正确答案: 15.0000000000
+查询结果: 15
+
+错误问题: 税金的费率是多少?
+正确答案: 9.0000000000
+查询结果: 9
+
+错误问题: 冬雨季施工增加费的费率是多少?
+正确答案: 3.5700000000
+查询结果: 3
+
+错误问题: 税金的费率是多少?
+正确答案: 9.0000000000
+查询结果: 9
+
+错误问题: 冬雨季施工增加费的费率是多少?
+正确答案: 3.5700000000
+查询结果: 未找到有效数字
+
diff --git a/backend/test1/parameters_results.json b/backend/test1/parameters_results.json
new file mode 100644
index 0000000..e69de29
diff --git a/backend/test1/query_results.json b/backend/test1/query_results.json
new file mode 100644
index 0000000..b2f3824
--- /dev/null
+++ b/backend/test1/query_results.json
@@ -0,0 +1,12 @@
+TOP_K: 5
+LLM_TEMPERATURE: 0.1
+similarity_top_k: 5.0
+
+问题: 税金的费率是多少?
+查询结果: SQL查询结果: 税金的费率是9.0%。请注意，查询结果中有多条重复的记录，但费率都是相同的，为9.0%。
+正确答案: 9.0000000000
+
+问题: 冬雨季施工增加费的费率是多少?
+查询结果: SQL查询结果: 对于"冬雨季施工增加费"的费率，当前数据库中没有找到具体信息。这可能是因为费率会根据不同的项目、地区或时间有所变化。建议您查阅最新的项目文件或与项目负责人联系以获取准确的费率信息。
+正确答案: 3.5700000000
+
diff --git a/backend/test1/query_test.py b/backend/test1/query_test.py
index 60533b8..81dbdac 100644
--- a/backend/test1/query_test.py
+++ b/backend/test1/query_test.py
@@ -1,12 +1,12 @@
 import re
 import os
 import sys
+import json
 from ctypes import cast
 
 from llama_index.core import VectorStoreIndex, SQLDatabase
 from llama_index.core.indices.struct_store import SQLTableRetrieverQueryEngine
 from llama_index.core.objects import SQLTableNodeMapping, ObjectIndex
-from llama_index.readers.database import DatabaseReader
 from sqlalchemy import create_engine
 
 from app.api.routers.chat import generate_filters
@@ -23,15 +23,16 @@ load_dotenv()
 def read_questions_and_answers(file_path):
     questions_and_answers = []
     with open(file_path, 'r', encoding='utf-8') as file:
-        for line in file:
-            if "question" in line and "answer" in line:
-                question_part = line.split("：")[1].strip()  # 提取 question
-                answer_part = re.search(r"answer：.*?(\d+)", line)  # 使用正则提取 answer 中的数字
-                if answer_part:
-                    answer_value = answer_part.group(1)
-                    questions_and_answers.append((question_part, answer_value))
+        data = json.load(file)  # 读取 JSON 数据
+        for entry in data:
+            question = entry.get("question", "").strip()  # 获取 question
+            answer_match = re.search(r"(\d+\.?\d*)", entry.get("answer", ""))  # 使用正则提取 answer 中的数字部分
+            if question and answer_match:
+                answer_value = answer_match.group(1)  # 获取匹配的数字
+                questions_and_answers.append((question, answer_value))
     return questions_and_answers
 
+
 def save_results_to_file(question, result, correct_answer, file_path):
     with open(file_path, 'a', encoding='utf-8') as file:
         file.write(f"问题: {question}\n")
@@ -44,20 +45,27 @@ def log_incorrect_answers(question, correct_answer, result, log_file_path):
         file.write(f"正确答案: {correct_answer}\n")
         file.write(f"查询结果: {result}\n\n")
 
-def main():
-    # 从命令行读取questions_file_path和查询类型
-    if len(sys.argv) < 3:
-        print("请提供questions.txt文件的路径和查询类型（vector 或 sql）")
-        sys.exit(1)
-    questions_file_path = sys.argv[1]
-    query_type = sys.argv[2].lower()  
-
+def main(questions_file, query_type):
     # 获取脚本所在的目录
     script_dir = os.path.dirname(os.path.abspath(__file__))
     
-    # 设置结果文件和日志文件的路径
-    results_file_path = os.path.join(script_dir, "query_results.txt")
-    log_file_path = os.path.join(script_dir, "incorrect_answers_log.txt")
+    # 将文件扩展名更改为 .json
+    questions_file_path = os.path.join(script_dir, questions_file)
+    results_file_path = os.path.join(script_dir, "query_results.json")
+    log_file_path = os.path.join(script_dir, "incorrect_answers_log.json")
+
+    # 如果 .json 文件不存在，则生成一个空的 JSON 文件
+    if not os.path.exists(questions_file_path):
+        with open(questions_file_path, 'w', encoding='utf-8') as file:
+            json.dump([], file)  # 写入空数组
+
+    if not os.path.exists(results_file_path):
+        with open(results_file_path, 'w', encoding='utf-8') as file:
+            json.dump([], file)  # 写入空数组
+
+    if not os.path.exists(log_file_path):
+        with open(log_file_path, 'w', encoding='utf-8') as file:
+            json.dump([], file)  # 写入空数组
 
     # 更新环境变量
     os.environ['TOP_K'] = str(5)  # 向量的TOP_K值
@@ -133,7 +141,14 @@ def main():
             log_incorrect_answers(question, correct_answer, "未找到有效数字", log_file_path)
 
 if __name__ == "__main__":
+
+    if len(sys.argv) < 3:
+        print("请提供questions.json文件名和查询类型（vector 或 sql）")
+        sys.exit(1)
+    questions_file = sys.argv[1]
+    query_type = sys.argv[2].lower()
+
     from phoenix.trace import using_project
 
-    with using_project("ly_zjapp_test") as obj:
-        main()
+    with using_project(questions_file) as obj:
+        main(questions_file, query_type)
diff --git a/backend/test1/question.py b/backend/test1/question.py
index 962621b..4cf1c22 100644
--- a/backend/test1/question.py
+++ b/backend/test1/question.py
@@ -1,56 +1,82 @@
 import os
-import random
-from sqlalchemy import create_engine, MetaData, Table, select, func
+import json
+from sqlalchemy import create_engine, MetaData, Table, func
 from sqlalchemy.orm import sessionmaker
 from dotenv import load_dotenv
 
 load_dotenv()
 
-def generate_questions(file_path, num_questions_per_table=10):
+def generate_questions_for_table(table_name, file_path, num_questions=50):
     engine = create_engine(os.getenv("SQL_DATABASE_URL", ""))
     metadata = MetaData()
     metadata.reflect(bind=engine)
 
-    # 定义表名及其对应的列索引和问题模板
+    # 定义每张表的列索引、值列和问题模板
     tables_info = {
-        "ProjectProperties": (0, "Attribute_Value", "{name_value}的属性值是多少?"),
-        "OtherFee": (0, "Amount", "{name_value}的金额是多少?"),
-        "FeeCollectionTable": (0, "Rate", "{name_value}的费率是多少?"),
-        "ProjectDivision": (0, "Total_Price", "{name_value}的合价是多少?"),
-        "ProjectDivisions_CostPreview": (0, "Direct_Fee", "{name_value}的直接费是多少?"),
-        "TotalCalculateTable": (0, "Amount", "{name_value}的金额是多少?"),
-        "ProjectQuantities": (0, "Code", "{name_value}的编码是多少?")
+        "ProjectProperties": (0, "Value", "{name_value}的属性值是多少?", "属性值是{answer_value}"),
+        "OtherFee": (3, "Amount", "{name_value}的金额是多少?", "金额是{answer_value}"),
+        "FeeCollectionTable": (1, "Rate", "{name_value}的费率是多少?", "费率是{answer_value}"),
+        "ProjectDivision": (5, "Sum_Price", "{name_value}的合价是多少?", "合价是{answer_value}"),
+        "ProjectDivisions_CostPreview": (4, "Direct_Cost", "{name_value}的直接费是多少?", "直接费是{answer_value}"),
+        "TotalCalculateTable": (3, "Amount", "{name_value}的金额是多少?", "金额是{answer_value}"),
+        "ProjectQuantities": (6, "Encoding", "{name_value}的编码是多少?", "编码是{answer_value}")
     }
 
-    questions = []
+    if table_name not in tables_info:
+        print(f"未找到表 {table_name} 的配置信息")
+        return
 
-    for table_name, (name_index, value_column, question_template) in tables_info.items():
-        # 加载这张表
-        table = Table(table_name, metadata, autoload_with=engine)
+    # 获取表信息
+    name_index, value_column, question_template, answer_template = tables_info[table_name]
 
-        # 创建会话
-        Session = sessionmaker(bind=engine)
-        session = Session()
+    # 加载表
+    table = Table(table_name, metadata, autoload_with=engine)
 
-        # 获取列名
-        name_column = table.columns.keys()[name_index]
+    # 创建会话
+    Session = sessionmaker(bind=engine)
+    session = Session()
 
-        # 对于每个表生成num_questions_per_table个问题
-        for _ in range(num_questions_per_table):
-            # 查询表中的随机一行，并获取名称列的值
-            row = session.query(table).order_by(func.random()).first()
-            name_value = getattr(row, name_column)
+    # 获取列名
+    name_column = table.columns.keys()[name_index]
 
-            # 构造问题
-            question = question_template.format(name_value=name_value)
-            questions.append(question)
+    questions_and_answers = []
 
-    # 写入文件
+    # 生成指定数量的问题
+    for _ in range(num_questions):
+        # 查询表中的随机一行，并获取名称列和值列的值
+        row = session.query(table).order_by(func.random()).first()
+        name_value = getattr(row, name_column)
+        answer_value = getattr(row, value_column)
+
+        # 构造问题和答案
+        question = question_template.format(name_value=name_value)
+        answer = answer_template.format(answer_value=answer_value)
+
+        # 添加到列表中
+        questions_and_answers.append({
+            "question": question,
+            "answer": answer
+        })
+
+    # 将问题和答案以 JSON 格式写入文件
     with open(file_path, 'w', encoding='utf-8') as file:
-        for question in questions:
-            file.write(question + '\n')
+        json.dump(questions_and_answers, file, ensure_ascii=False, indent=4)
 
+    print(f"已生成表 {table_name} 的问题到文件: {file_path}")
+
+def main():
+    engine = create_engine(os.getenv("SQL_DATABASE_URL", ""))
+    metadata = MetaData()
+    metadata.reflect(bind=engine)
+
+    # 获取脚本所在目录
+    script_dir = os.path.dirname(os.path.abspath(__file__))
+
+    # 遍历每张表并生成对应的 JSON 文件
+    for table_name in metadata.tables.keys():
+        # 文件路径为：脚本目录 + 表名 + .json
+        file_path = os.path.join(script_dir, f"{table_name}.json")
+        generate_questions_for_table(table_name, file_path)
 
 if __name__ == "__main__":
-    questions_file_path = "/home/bw/ctr/zjdataai-app/backend/test1/questions.txt"
-    generate_questions(questions_file_path)
\ No newline at end of file
+    main()
diff --git a/backend/test1/test_parameters.py b/backend/test1/test_parameters.py
index fda5677..479c2f1 100644
--- a/backend/test1/test_parameters.py
+++ b/backend/test1/test_parameters.py
@@ -1,16 +1,14 @@
 import os
-from ctypes import cast
+import json
 import sys
 
 from llama_index.core import VectorStoreIndex, SQLDatabase
 from llama_index.core.indices.struct_store import SQLTableRetrieverQueryEngine
 from llama_index.core.objects import SQLTableNodeMapping, ObjectIndex
-from llama_index.readers.database import DatabaseReader
 from sqlalchemy import create_engine
 
 from app.api.routers.chat import generate_filters
 from app.engine import get_index, makeDescriptionByEngine
-from app.engine.loaders.db import CustomDatabaseReader
 from app.engine.vectordb import get_vector_store
 from app.observability import init_observability
 from app.settings import init_settings
@@ -19,25 +17,21 @@ from dotenv import load_dotenv
 load_dotenv()
 
 def read_questions(file_path):
-    questions = []
     with open(file_path, 'r', encoding='utf-8') as file:
-        for line in file:
-            if "question" in line:
-                question_part = line.split("：")[1].strip()  # 提取 "question" 后的内容
-                questions.append(question_part)
+        data = json.load(file)
+    questions = [item["question"] for item in data]
     return questions
 
 def save_results_to_file(question, result, file_path):
+    result_data = {
+        "question": question,
+        "result": result
+    }
     with open(file_path, 'a', encoding='utf-8') as file:
-        file.write(f"问题: {question}\n")
-        file.write(f"结果: {result}\n\n")
+        json.dump(result_data, file, ensure_ascii=False)
+        file.write('\n')
 
-def main():
-    # 从命令行读取questions_file_path
-    if len(sys.argv) < 2:
-        print("请提供questions.txt文件的路径")
-        sys.exit(1)
-    questions_file_path = sys.argv[1]
+def main(questions_file):
     # 更新环境变量
     os.environ['TOP_K'] = str(5)  # 向量的TOP_K值
     os.environ['LLM_TEMPERATURE'] = str(0.1)  # 温度值
@@ -66,36 +60,36 @@ def main():
     sql_query_engine = SQLTableRetrieverQueryEngine(sql_database,
                                                     sql_obj_index.as_retriever(similarity_top_k=similarity_top_k))
 
-    questions = read_questions(questions_file_path)
-
     script_dir = os.path.dirname(os.path.abspath(__file__))
+    questions_file_path = os.path.join(script_dir, questions_file)
+    results_file_path = os.path.join(script_dir, "parameters_results.json")
 
-    results_file_path = os.path.join(script_dir, "query_results.txt")
+    questions = read_questions(questions_file_path)
     
     # 如果文件为空，则写入参数值
-    if os.path.getsize(results_file_path) == 0:
+    if not os.path.isfile(results_file_path):
         with open(results_file_path, 'w', encoding='utf-8') as file:
-            file.write(f"TOP_K: {top_k}\n")
-            file.write(f"LLM_TEMPERATURE: {temperature}\n")
-            file.write(f"similarity_top_k: {similarity_top_k}\n\n")
+            json.dump({
+                "TOP_K": top_k,
+                "LLM_TEMPERATURE": temperature,
+                "similarity_top_k": similarity_top_k
+            }, file, ensure_ascii=False)
+            file.write('\n')
 
     # 循环执行查询
     for i, question in enumerate(questions):
         print(f"Executing query {i+1}: {question}")
-        # query_engine = index.as_query_engine(
-        #     similarity_top_k=top_k, filters=filters
-        # )
-        # query_result = query_engine.query(question)
-
-        # print(f"向量查询结果: {query_result}\n")
-        # save_results_to_file(question, f"向量查询结果: {query_result}", results_file_path)
-
         sql_query_result = sql_query_engine.query(question)
         print(f"SQL查询结果: {sql_query_result}\n")
         save_results_to_file(question, f"SQL查询结果: {sql_query_result}", results_file_path)
 
 if __name__ == "__main__":
+    if len(sys.argv) < 2:
+        print("请提供questions.json文件的路径")
+        sys.exit(1)
+    questions_file = sys.argv[1]
+
     from phoenix.trace import using_project
 
-    with using_project("ly_zjapp_test") as obj:
-        main()
+    with using_project(questions_file) as obj:
+        main(questions_file)
-- 
2.52.0


From aa2cecc99725242b3de76d92da740531ba31d948 Mon Sep 17 00:00:00 2001
From: chentianrui <ctr1498@126.com>
Date: Fri, 16 Aug 2024 14:29:35 +0800
Subject: [PATCH 16/39] Add new files and update existing files

---
 backend/test1/query_test.py | 146 ++++++++++++++++++++++++------------
 1 file changed, 96 insertions(+), 50 deletions(-)

diff --git a/backend/test1/query_test.py b/backend/test1/query_test.py
index 81dbdac..ea031a6 100644
--- a/backend/test1/query_test.py
+++ b/backend/test1/query_test.py
@@ -2,13 +2,11 @@ import re
 import os
 import sys
 import json
-from ctypes import cast
+from sqlalchemy import create_engine
 
 from llama_index.core import VectorStoreIndex, SQLDatabase
 from llama_index.core.indices.struct_store import SQLTableRetrieverQueryEngine
 from llama_index.core.objects import SQLTableNodeMapping, ObjectIndex
-from sqlalchemy import create_engine
-
 from app.api.routers.chat import generate_filters
 from app.engine import get_index, makeDescriptionByEngine
 from app.engine.loaders.db import CustomDatabaseReader
@@ -19,31 +17,94 @@ from dotenv import load_dotenv
 
 load_dotenv()
 
-
 def read_questions_and_answers(file_path):
     questions_and_answers = []
     with open(file_path, 'r', encoding='utf-8') as file:
         data = json.load(file)  # 读取 JSON 数据
         for entry in data:
             question = entry.get("question", "").strip()  # 获取 question
-            answer_match = re.search(r"(\d+\.?\d*)", entry.get("answer", ""))  # 使用正则提取 answer 中的数字部分
-            if question and answer_match:
-                answer_value = answer_match.group(1)  # 获取匹配的数字
-                questions_and_answers.append((question, answer_value))
+            answer = entry.get("answer", "").strip()  # 直接获取 answer 而不是提取数字
+            if question and answer:
+                questions_and_answers.append((question, answer))
     return questions_and_answers
 
-
-def save_results_to_file(question, result, correct_answer, file_path):
+def save_results_to_file(question, query_result, correct_answer, file_path):
+    # 保存原始查询结果
+    result_data = {
+        "问题": question,
+        "查询结果": str(query_result),  # 保存原始查询结果
+        "正确答案": correct_answer
+    }
     with open(file_path, 'a', encoding='utf-8') as file:
-        file.write(f"问题: {question}\n")
-        file.write(f"查询结果: {result}\n")
-        file.write(f"正确答案: {correct_answer}\n\n")
+        json.dump(result_data, file, ensure_ascii=False)
+        file.write('\n')  # 每个结果条目之间添加换行符
 
-def log_incorrect_answers(question, correct_answer, result, log_file_path):
+def log_incorrect_answers(question, correct_answer, query_result, log_file_path):
+    # 保存原始查询结果
+    incorrect_data = {
+        "错误问题": question,
+        "正确答案": correct_answer,
+        "查询结果": str(query_result)  # 保存原始查询结果
+    }
     with open(log_file_path, 'a', encoding='utf-8') as file:
-        file.write(f"错误问题: {question}\n")
-        file.write(f"正确答案: {correct_answer}\n")
-        file.write(f"查询结果: {result}\n\n")
+        json.dump(incorrect_data, file, ensure_ascii=False)
+        file.write('\n')  # 每个结果条目之间添加换行符
+
+# 提取多个数字
+def extract_all_numbers_from_result(result_str):
+    """从查询结果字符串中提取所有数字"""
+    # 使用正则表达式匹配所有数值（包含小数和科学计数法）
+    numbers = re.findall(r"-?\d+,\d+(\.\d+)?|0E-\d+|\d+(\.\d+)?", result_str)
+    # 移除逗号并返回所有数字的列表
+    return [num.replace(',', '') for num in numbers]
+
+# 判断两个浮点数是否接近
+def is_close_enough(val1, val2, epsilon=1e-5):
+    """判断两个数值是否在指定的误差范围内接近"""
+    return abs(val1 - val2) < epsilon
+
+def is_answer_correct(query_result_str, correct_answer_str):
+    """检查查询结果是否与正确答案匹配"""
+    # 提取查询结果中的数字或编码
+    query_result_value = extract_number_or_code_from_result(query_result_str)
+    # 提取正确答案中的数字或编码
+    correct_answer_value = extract_number_or_code_from_result(correct_answer_str)
+
+    # 对比提取的数字或编码
+    if query_result_value and correct_answer_value:
+        try:
+            # 移除逗号，并转换为浮点数
+            query_result_float = float(query_result_value.replace(',', ''))
+            correct_answer_float = float(correct_answer_value.replace(',', ''))
+
+            # 处理科学计数法中的零值
+            if query_result_float == 0.0 and correct_answer_float == 0.0:
+                return True
+
+            # 四舍五入处理到小数点后5位
+            rounded_query_result = round(query_result_float, 5)
+            rounded_correct_answer = round(correct_answer_float, 5)
+
+            # 比较四舍五入后的浮点数值
+            return rounded_query_result == rounded_correct_answer
+        except ValueError:
+            # 如果无法转换为浮点数，则直接比较字符串
+            return query_result_value == correct_answer_value
+    return False  # 如果任何一方为空，则认为不匹配
+
+def extract_number_or_code_from_result(result_str):
+    """从查询结果字符串中提取数字或编码，并处理逗号、百分号和科学计数法"""
+    # 使用正则表达式匹配浮点数，包括可能的多位小数、逗号、百分比形式和科学计数法
+    match = re.search(r"(\d{1,3}(,\d{3})*(\.\d+)?|0E-\d+)", result_str)
+    if match:
+        number_str = match.group(1).replace(',', '').replace('%', '')  # 移除逗号和百分号
+        return number_str
+    
+    # 尝试从结果中提取所有可能的编码格式
+    potential_codes = re.findall(r"\b[A-Z][A-Za-z\d-]+\b", result_str)
+    # 返回第一个匹配的编码
+    return potential_codes[0] if potential_codes else None
+
 
 def main(questions_file, query_type):
     # 获取脚本所在的目录
@@ -59,14 +120,6 @@ def main(questions_file, query_type):
         with open(questions_file_path, 'w', encoding='utf-8') as file:
             json.dump([], file)  # 写入空数组
 
-    if not os.path.exists(results_file_path):
-        with open(results_file_path, 'w', encoding='utf-8') as file:
-            json.dump([], file)  # 写入空数组
-
-    if not os.path.exists(log_file_path):
-        with open(log_file_path, 'w', encoding='utf-8') as file:
-            json.dump([], file)  # 写入空数组
-
     # 更新环境变量
     os.environ['TOP_K'] = str(5)  # 向量的TOP_K值
     os.environ['LLM_TEMPERATURE'] = str(0.1)  # 温度值
@@ -79,7 +132,7 @@ def main(questions_file, query_type):
 
     top_k = int(os.getenv("TOP_K"))  # 向量的TOP_K值
     temperature = float(os.getenv("LLM_TEMPERATURE"))  # 温度值
-    similarity_top_k = float(os.getenv("similarity_top_k"))  # SQL的TOP_K值
+    similarity_top_k = int(os.getenv("similarity_top_k"))  # SQL的TOP_K值
     filters = generate_filters([])
 
     engine = create_engine(os.getenv("SQL_DATABASE_URL", ""))
@@ -100,13 +153,16 @@ def main(questions_file, query_type):
     # 如果文件为空，则写入参数值
     if os.path.getsize(results_file_path) == 0:
         with open(results_file_path, 'w', encoding='utf-8') as file:
-            file.write(f"TOP_K: {top_k}\n")
-            file.write(f"LLM_TEMPERATURE: {temperature}\n")
-            file.write(f"similarity_top_k: {similarity_top_k}\n\n")
+            json.dump({
+                "TOP_K": top_k,
+                "LLM_TEMPERATURE": temperature,
+                "similarity_top_k": similarity_top_k
+            }, file, ensure_ascii=False)
+            file.write('\n')
 
     # 循环执行查询
     for i, (question, correct_answer) in enumerate(questions_and_answers):
-        print(f"Executing query {i+1}: {question}")
+        print(f"执行查询 {i+1}: {question}")
         
         if query_type == "vector":
             query_engine = index.as_query_engine(
@@ -114,41 +170,31 @@ def main(questions_file, query_type):
             )
             query_result = query_engine.query(question)
             print(f"向量查询结果: {query_result}\n")
-            save_results_to_file(question, f"向量查询结果: {query_result}", correct_answer, results_file_path)
 
-            # 提取向量查询结果中的数字进行匹配
-            query_result_number = re.search(r"(\d+)", str(query_result))
+            # 提取向量查询结果中的数字或编码进行匹配
+            query_result_str = f"The encoding for the query \"{question}\" is {str(query_result)}"
         elif query_type == "sql":
             sql_query_result = sql_query_engine.query(question)
             print(f"SQL查询结果: {sql_query_result}\n")
-            save_results_to_file(question, f"SQL查询结果: {sql_query_result}", correct_answer, results_file_path)
 
-            # 提取SQL查询结果中的数字进行匹配
-            query_result_number = re.search(r"(\d+)", str(sql_query_result))
+            # 提取SQL查询结果中的数字或编码进行匹配
+            query_result_str = f"The encoding for the query \"{question}\" is {str(sql_query_result)}"
         else:
             print("无效的查询类型，请选择 'vector' 或 'sql'")
             sys.exit(1)
-        
-        if query_result_number:
-            query_number = query_result_number.group(1)
 
-            # 判断查询结果是否与正确答案匹配
-            if query_number == correct_answer:
-                save_results_to_file(question, query_number, correct_answer, results_file_path)
-            else:
-                log_incorrect_answers(question, correct_answer, query_number, log_file_path)
+        if is_answer_correct(query_result_str, correct_answer):
+            # 只在查询结果正确时记录结果
+            save_results_to_file(question, query_result_str, correct_answer, results_file_path)
         else:
-            log_incorrect_answers(question, correct_answer, "未找到有效数字", log_file_path)
+            # 记录不正确的答案
+            log_incorrect_answers(question, correct_answer, query_result_str, log_file_path)
 
 if __name__ == "__main__":
-
     if len(sys.argv) < 3:
         print("请提供questions.json文件名和查询类型（vector 或 sql）")
         sys.exit(1)
     questions_file = sys.argv[1]
     query_type = sys.argv[2].lower()
 
-    from phoenix.trace import using_project
-
-    with using_project(questions_file) as obj:
-        main(questions_file, query_type)
+    main(questions_file, query_type)
-- 
2.52.0


From a9b5dc94fe8760bae4653e45834713414fbd9c49 Mon Sep 17 00:00:00 2001
From: chentianrui <ctr1498@126.com>
Date: Fri, 16 Aug 2024 19:02:06 +0800
Subject: [PATCH 17/39] Add new files and update existing files

---
 backend/test1/test_parameters.py | 59 ++++++++++++++++++++------------
 1 file changed, 37 insertions(+), 22 deletions(-)

diff --git a/backend/test1/test_parameters.py b/backend/test1/test_parameters.py
index 479c2f1..f95efda 100644
--- a/backend/test1/test_parameters.py
+++ b/backend/test1/test_parameters.py
@@ -1,7 +1,6 @@
 import os
 import json
 import sys
-
 from llama_index.core import VectorStoreIndex, SQLDatabase
 from llama_index.core.indices.struct_store import SQLTableRetrieverQueryEngine
 from llama_index.core.objects import SQLTableNodeMapping, ObjectIndex
@@ -31,11 +30,10 @@ def save_results_to_file(question, result, file_path):
         json.dump(result_data, file, ensure_ascii=False)
         file.write('\n')
 
-def main(questions_file):
+def main(questions_file, query_type):
     # 更新环境变量
     os.environ['TOP_K'] = str(5)  # 向量的TOP_K值
-    os.environ['LLM_TEMPERATURE'] = str(0.1)  # 温度值
-    os.environ['similarity_top_k'] = str(5)  # SQL的TOP_K值
+    os.environ['similarity_top_k'] = str(1)  # SQL的TOP_K值固定为1
 
     init_settings()
     init_observability()
@@ -43,8 +41,7 @@ def main(questions_file):
     index = get_index()
 
     top_k = int(os.getenv("TOP_K"))  # 向量的TOP_K值
-    temperature = float(os.getenv("LLM_TEMPERATURE"))  # 温度值
-    similarity_top_k = float(os.getenv("similarity_top_k"))  # SQL的TOP_K值
+    similarity_top_k = int(os.getenv("similarity_top_k"))  # SQL的TOP_K值
     filters = generate_filters([])
 
     engine = create_engine(os.getenv("SQL_DATABASE_URL", ""))
@@ -65,31 +62,49 @@ def main(questions_file):
     results_file_path = os.path.join(script_dir, "parameters_results.json")
 
     questions = read_questions(questions_file_path)
-    
-    # 如果文件为空，则写入参数值
-    if not os.path.isfile(results_file_path):
-        with open(results_file_path, 'w', encoding='utf-8') as file:
-            json.dump({
-                "TOP_K": top_k,
-                "LLM_TEMPERATURE": temperature,
-                "similarity_top_k": similarity_top_k
-            }, file, ensure_ascii=False)
-            file.write('\n')
+
+    # # 如果文件为空，则写入参数值
+    # if not os.path.isfile(results_file_path):
+    #     with open(results_file_path, 'w', encoding='utf-8') as file:
+    #         json.dump({
+    #             "TOP_K": top_k,
+    #             "similarity_top_k": similarity_top_k
+    #         }, file, ensure_ascii=False)
+    #         file.write('\n')
 
     # 循环执行查询
     for i, question in enumerate(questions):
         print(f"Executing query {i+1}: {question}")
-        sql_query_result = sql_query_engine.query(question)
-        print(f"SQL查询结果: {sql_query_result}\n")
-        save_results_to_file(question, f"SQL查询结果: {sql_query_result}", results_file_path)
+
+        # 对于每个问题，测试不同的温度值
+        for temperature in range(1, 11):  # 从1到10
+            temperature_value = temperature / 10.0  # 从0.1到1.0
+
+            os.environ['LLM_TEMPERATURE'] = str(temperature_value)
+
+            if query_type == "vector":
+                query_engine = index.as_query_engine(
+                    similarity_top_k=top_k, filters=filters
+                )
+                query_result = query_engine.query(question)
+                print(f"Vector Query Result: {query_result}\n")
+                save_results_to_file(question, f"Current parameters: TOP_K={top_k}, similarity_top_k={similarity_top_k}, Temperature: {temperature_value:.1f}, Vector Query Result: {query_result}", results_file_path)
+            elif query_type == "sql":
+                sql_query_result = sql_query_engine.query(question)
+                print(f"SQL Query Result: {sql_query_result}\n")
+                save_results_to_file(question, f"Current parameters: TOP_K={top_k}, similarity_top_k={similarity_top_k}, Temperature: {temperature_value:.1f}, SQL Query Result: {sql_query_result}", results_file_path)
+            else:
+                print("无效的查询类型，请选择 'vector' 或 'sql'")
+                sys.exit(1)
 
 if __name__ == "__main__":
-    if len(sys.argv) < 2:
-        print("请提供questions.json文件的路径")
+    if len(sys.argv) < 3:
+        print("请提供questions.json文件的路径和查询类型（vector 或 sql）")
         sys.exit(1)
     questions_file = sys.argv[1]
+    query_type = sys.argv[2].lower()
 
     from phoenix.trace import using_project
 
     with using_project(questions_file) as obj:
-        main(questions_file)
+        main(questions_file, query_type)
\ No newline at end of file
-- 
2.52.0


From 01c815a17b8a0d80831ae60ed991f5e24154b541 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 08:26:13 +0800
Subject: [PATCH 18/39] =?UTF-8?q?=E8=B0=83=E6=95=B4=E5=85=A5=E5=8F=A3?=
 =?UTF-8?q?=E4=BB=A3=E7=A0=81=E7=BB=93=E6=9E=84?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/main.py | 87 +++++++++++++++++++++++++------------------------
 1 file changed, 44 insertions(+), 43 deletions(-)

diff --git a/backend/main.py b/backend/main.py
index cbf7969..5f84c63 100644
--- a/backend/main.py
+++ b/backend/main.py
@@ -1,4 +1,5 @@
 from dotenv import load_dotenv
+from llama_index.core.node_parser import SentenceSplitter
 
 load_dotenv()
 
@@ -13,55 +14,55 @@ from app.api.routers.upload import file_upload_router
 from app.settings import init_settings
 from app.observability import init_observability
 from fastapi.staticfiles import StaticFiles
-
+from phoenix.trace import using_project
 
 logger = logging.getLogger("uvicorn")
-app = None
 
-def init_webserver():
-    global app
-    app = FastAPI()
-    environment = os.getenv("ENVIRONMENT", "dev")  # Default to 'development' if not set
-    if environment == "dev":
-        logger.warning("Running in development mode - allowing CORS for all origins")
-        app.add_middleware(
-            CORSMiddleware,
-            allow_origins=["*"],
-            allow_credentials=True,
-            allow_methods=["*"],
-            allow_headers=["*"],
-        )
+usPrj = using_project(os.getenv("PHOENIX_PROJECT_NAME"))
+usPrj.__enter__()
 
-    def mount_static_files(directory, path):
-        if os.path.exists(directory):
-            for dir, _, _ in os.walk(directory):
-                relative_path = os.path.relpath(dir, directory)
-                mount_path = path if relative_path == "." else f"{path}/{relative_path}"
-                logger.info(f"Mounting static files '{dir}' at {mount_path}")
-                app.mount(mount_path, StaticFiles(directory=dir), name=f"{dir}-static")
+init_settings()
+init_observability()
 
-    # Mount the data files to serve the file viewer
-    mount_static_files("data", "/api/files/data")
-    # Mount the output files from tools
-    mount_static_files("data_output", "/api/files/output")
-    app.include_router(chat_router, prefix="/api/chat")
-    app.include_router(file_upload_router, prefix="/api/chat/upload")
+app = FastAPI()
 
-    # Redirect to documentation page when accessing base URL
-    @app.get("/")
-    async def redirect_to_docs():
-        return RedirectResponse(url="/docs")
+environment = os.getenv("ENVIRONMENT", "dev")  # Default to 'development' if not set
+if environment == "dev":
+    logger.warning("Running in development mode - allowing CORS for all origins")
+    app.add_middleware(
+        CORSMiddleware,
+        allow_origins=["*"],
+        allow_credentials=True,
+        allow_methods=["*"],
+        allow_headers=["*"],
+    )
 
+def mount_static_files(directory, path):
+    if os.path.exists(directory):
+        for dir, _, _ in os.walk(directory):
+            relative_path = os.path.relpath(dir, directory)
+            mount_path = path if relative_path == "." else f"{path}/{relative_path}"
+            logger.info(f"Mounting static files '{dir}' at {mount_path}")
+            app.mount(mount_path, StaticFiles(directory=dir), name=f"{dir}-static")
+
+# Mount the data files to serve the file viewer
+mount_static_files("data", "/api/files/data")
+# Mount the output files from tools
+mount_static_files("data_output", "/api/files/output")
+app.include_router(chat_router, prefix="/api/chat")
+app.include_router(file_upload_router, prefix="/api/chat/upload")
+
+# Redirect to documentation page when accessing base URL
+@app.get("/")
+async def redirect_to_docs():
+    return RedirectResponse(url="/docs")
+
+SentenceSplitter
 if __name__ == "__main__":
-    from phoenix.trace import using_project
-    with using_project(os.getenv("PHOENIX_PROJECT_NAME")) as obj:
+    app_host = os.getenv("APP_HOST", "0.0.0.0")
+    app_port = int(os.getenv("APP_PORT", "8000"))
+    reload = True if environment == "dev" else False
+    reload = False
+    uvicorn.run(app="main:app", host=app_host, port=app_port, reload=reload)
 
-        init_settings()
-        init_observability()
-        init_webserver()
-
-        app_host = os.getenv("APP_HOST", "0.0.0.0")
-        app_port = int(os.getenv("APP_PORT", "8000"))
-        #reload = True if environment == "dev" else False
-        reload = False
-        uvicorn.run(app=app, host=app_host, port=app_port, reload=reload)
+    #usPrj.__exit__()
-- 
2.52.0


From 0f6d76ddbea8238419103bfa0f4f43d26ef9198f Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 08:27:22 +0800
Subject: [PATCH 19/39] =?UTF-8?q?=E5=A2=9E=E5=8A=A0XinferenceRerank?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/xinference/base.py | 233 +++++++++++++++------------------
 1 file changed, 102 insertions(+), 131 deletions(-)

diff --git a/backend/app/xinference/base.py b/backend/app/xinference/base.py
index a16bcd7..d6bca82 100644
--- a/backend/app/xinference/base.py
+++ b/backend/app/xinference/base.py
@@ -7,147 +7,19 @@ from typing import Any, Dict, List, Optional, Union, Tuple
 
 from llama_index.core.base.embeddings.base import BaseEmbedding, Embedding
 from llama_index.core.bridge.pydantic import PrivateAttr
+from llama_index.core.callbacks import CBEventType, EventPayload
 from llama_index.core.embeddings.multi_modal_base import MultiModalEmbedding
-from llama_index.core.schema import ImageType
+from llama_index.core.postprocessor.types import BaseNodePostprocessor
+from llama_index.core.schema import ImageType, NodeWithScore, QueryBundle
 from pydantic import Field
 
 logger = logging.getLogger(__name__)
 
 
-# class XinferenceTextEmbeddingType(str, Enum):
-#     """DashScope TextEmbedding text_type."""
-#
-#     TEXT_TYPE_QUERY = "query"
-#     TEXT_TYPE_DOCUMENT = "document"
-#
-#
-# class DashScopeTextEmbeddingModels(str, Enum):
-#     """DashScope TextEmbedding models."""
-#
-#     TEXT_EMBEDDING_V1 = "text-embedding-v1"
-#     TEXT_EMBEDDING_V2 = "text-embedding-v2"
-#     TEXT_EMBEDDING_V3 = "text-embedding-v3"
-#
-#
-# class DashScopeBatchTextEmbeddingModels(str, Enum):
-#     """DashScope TextEmbedding models."""
-#
-#     TEXT_EMBEDDING_ASYNC_V1 = "text-embedding-async-v1"
-#     TEXT_EMBEDDING_ASYNC_V2 = "text-embedding-async-v2"
-#     TEXT_EMBEDDING_ASYNC_V3 = "text-embedding-async-v3"
-
-
 EMBED_MAX_INPUT_LENGTH = 2048
 EMBED_MAX_BATCH_SIZE = 1
 
 
-# class DashScopeMultiModalEmbeddingModels(str, Enum):
-#     """DashScope MultiModalEmbedding models."""
-#
-#     MULTIMODAL_EMBEDDING_ONE_PEACE_V1 = "multimodal-embedding-one-peace-v1"
-
-
-# def get_text_embedding(
-#     model: str,
-#     text: Union[str, List[str]],
-#     api_key: Optional[str] = None,
-#     **kwargs: Any,
-# ) -> List[List[float]]:
-#     """Call DashScope text embedding.
-#        ref: https://help.aliyun.com/zh/dashscope/developer-reference/text-embedding-api-details.
-#
-#     Args:
-#         model (str): The `DashScopeTextEmbeddingModels`
-#         text (Union[str, List[str]]): text or list text to embedding.
-#
-#     Raises:
-#         ImportError: need import dashscope
-#
-#     Returns:
-#         List[List[float]]: The list of embedding result, if failed return empty list.
-#             if some of test no output, the correspond index of output is None.
-#     """
-#     try:
-#         import dashscope
-#     except ImportError:
-#         raise ImportError("DashScope requires `pip install dashscope")
-#     if isinstance(text, str):
-#         text = [text]
-#     response = dashscope.TextEmbedding.call(
-#         model=model, input=text, api_key=api_key, kwargs=kwargs
-#     )
-#     embedding_results = [None] * len(text)
-#     if response.status_code == HTTPStatus.OK:
-#         for emb in response.output["embeddings"]:
-#             embedding_results[emb["text_index"]] = emb["embedding"]
-#     else:
-#         logger.error("Calling TextEmbedding failed, details: %s" % response)
-#
-#     return embedding_results
-#
-#
-# def get_batch_text_embedding(
-#     model: str, url: str, api_key: Optional[str] = None, **kwargs: Any
-# ) -> Optional[str]:
-#     """Call DashScope batch text embedding.
-#
-#     Args:
-#         model (str): The `DashScopeMultiModalEmbeddingModels`
-#         url (str): The url of the file to embedding which with lines of text to embedding.
-#
-#     Raises:
-#         ImportError: Need install dashscope package.
-#
-#     Returns:
-#         str: The url of the embedding result, format ref:
-#         https://help.aliyun.com/zh/dashscope/developer-reference/text-embedding-async-api-details
-#     """
-#     try:
-#         import dashscope
-#     except ImportError:
-#         raise ImportError("DashScope requires `pip install dashscope")
-#     response = dashscope.BatchTextEmbedding.call(
-#         model=model, url=url, api_key=api_key, kwargs=kwargs
-#     )
-#     if response.status_code == HTTPStatus.OK:
-#         return response.output["url"]
-#     else:
-#         logger.error("Calling BatchTextEmbedding failed, details: %s" % response)
-#         return None
-
-
-# def get_multimodal_embedding(
-#     model: str, input: list, api_key: Optional[str] = None, **kwargs: Any
-# ) -> List[float]:
-#     """Call DashScope multimodal embedding.
-#        ref: https://help.aliyun.com/zh/dashscope/developer-reference/one-peace-multimodal-embedding-api-details.
-#
-#     Args:
-#         model (str): The `DashScopeBatchTextEmbeddingModels`
-#         input (str): The input of the embedding, eg:
-#              [{'factor': 1, 'text': '你好'},
-#              {'factor': 2, 'audio': 'https://dashscope.oss-cn-beijing.aliyuncs.com/audios/cow.flac'},
-#              {'factor': 3, 'image': 'https://dashscope.oss-cn-beijing.aliyuncs.com/images/256_1.png'}]
-#
-#     Raises:
-#         ImportError: Need install dashscope package.
-#
-#     Returns:
-#         List[float]: Embedding result, if failed return empty list.
-#     """
-#     try:
-#         import dashscope
-#     except ImportError:
-#         raise ImportError("DashScope requires `pip install dashscope")
-#     response = dashscope.MultiModalEmbedding.call(
-#         model=model, input=input, api_key=api_key, kwargs=kwargs
-#     )
-#     if response.status_code == HTTPStatus.OK:
-#         return response.output["embedding"]
-#     else:
-#         logger.error("Calling MultiModalEmbedding failed, details: %s" % response)
-#         return []
-
 class XinferenceEmbedding(BaseEmbedding):
     """Xinference class for text embedding.
 
@@ -270,3 +142,102 @@ class XinferenceEmbedding(BaseEmbedding):
         docstring for more information.
         """
         return self._get_query_embedding(query)
+
+class XinferenceRerank(BaseNodePostprocessor):
+    """Xinference class for rerank.
+
+     """
+    model_description: Dict[str, Any] = Field(
+        description="The model description from Xinference."
+    )
+    _generator: Any = PrivateAttr()
+    _model_uid: str = Field(description="The Xinference model to use.")
+    _endpoint: str = Field(description="The Xinference endpoint URL to use.")
+    #model: str = Field(description="Dashscope rerank model name.")
+    top_n: int = Field(description="Top N nodes to return.")
+
+    def __init__(
+            self,
+            model_uid: str,
+            endpoint: str,
+            top_n: int = 3,
+            return_documents: bool = False
+    ):
+        generator, model_description = self.load_model(
+            model_uid, endpoint
+        )
+        self._generator = generator
+        super().__init__(top_n=top_n, model=model_uid, return_documents=return_documents)
+
+    @classmethod
+    def class_name(cls) -> str:
+        return "XinferenceRerank"
+
+    def _postprocess_nodes(
+            self,
+            nodes: List[NodeWithScore],
+            query_bundle: Optional[QueryBundle] = None,
+    ) -> List[NodeWithScore]:
+        if query_bundle is None:
+            raise ValueError("Missing query bundle in extra info.")
+        if len(nodes) == 0:
+            return []
+
+        with self.callback_manager.event(
+                CBEventType.RERANKING,
+                payload={
+                    EventPayload.NODES: nodes,
+                    EventPayload.MODEL_NAME: self._model_uid,
+                    EventPayload.QUERY_STR: query_bundle.query_str,
+                    EventPayload.TOP_K: self.top_n,
+                },
+        ) as event:
+            texts = [node.node.get_content() for node in nodes]
+            response = self._generator.rerank(texts,query_bundle.query_str)
+            new_nodes = []
+            for result in response['results']:
+                new_node_with_score = NodeWithScore(
+                    node=nodes[result['index']].node, score=result['relevance_score']
+                )
+                print(new_node_with_score.node.get_content)
+                print('\n')
+                print(new_node_with_score.score)
+                new_nodes.append(new_node_with_score)
+            event.on_end(payload={EventPayload.NODES: new_nodes})
+
+        return new_nodes
+
+    def load_model(self, model_uid: str, endpoint: str) -> Tuple[Any, int, dict]:
+        try:
+            from xinference.client import RESTfulClient
+        except ImportError:
+            raise ImportError(
+                "Could not import Xinference library."
+                'Please install Xinference with `pip install "xinference[all]"`'
+            )
+
+        client = RESTfulClient(endpoint)
+
+        try:
+            assert isinstance(client, RESTfulClient)
+        except AssertionError:
+            raise RuntimeError(
+                "Could not create RESTfulClient instance."
+                "Please make sure Xinference endpoint is running at the correct port."
+            )
+
+        generator = client.get_model(model_uid)
+        model_description = client.list_models()[model_uid]
+
+        try:
+            assert generator is not None
+            assert model_description is not None
+        except AssertionError:
+            raise RuntimeError(
+                "Could not get model from endpoint."
+                "Please make sure Xinference endpoint is running at the correct port."
+            )
+
+        model = model_description["model_name"]
+
+        return generator, model_description
\ No newline at end of file
-- 
2.52.0


From 8d4382376f45460d2a28f07a600cfdd4145c339a Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 08:58:08 +0800
Subject: [PATCH 20/39] =?UTF-8?q?=E7=94=B1=E4=BA=8E=E5=9F=BA=E4=BA=8E?=
 =?UTF-8?q?=E5=8E=86=E5=8F=B2=E6=B6=88=E6=81=AF=E7=9A=84=E6=8F=90=E7=A4=BA?=
 =?UTF-8?q?=E8=AF=8D=E6=B2=A1=E6=9C=89=E8=B0=83=E6=95=B4=E5=A5=BD=EF=BC=8C?=
 =?UTF-8?q?=E6=89=80=E4=BB=A5=E6=9A=82=E6=97=B6=E5=B1=8F=E8=94=BD=E5=8E=86?=
 =?UTF-8?q?=E5=8F=B2=E6=B6=88=E6=81=AF?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/api/routers/chat.py | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/backend/app/api/routers/chat.py b/backend/app/api/routers/chat.py
index d014626..abe77eb 100644
--- a/backend/app/api/routers/chat.py
+++ b/backend/app/api/routers/chat.py
@@ -59,6 +59,8 @@ async def chat(
         event_handler = EventCallbackHandler()
         chat_engine.callback_manager.handlers.append(event_handler)  # type: ignore
 
+        # 由于基于历史消息的提示词没有调整好，所以暂时屏蔽历史消息
+        messages = None
         response = await chat_engine.astream_chat(last_message_content, messages)
         process_response_nodes(response.source_nodes, background_tasks)
 
-- 
2.52.0


From 2942730c9a049cc1d89de8925cb1ffe5b76dd9c5 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 08:59:08 +0800
Subject: [PATCH 21/39] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E5=AF=B9Rerank?=
 =?UTF-8?q?=E5=8A=9F=E8=83=BD=E6=94=AF=E6=8C=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.env.xinference        |  3 +++
 backend/app/engine/__init__.py |  8 ++++++--
 backend/app/settings.py        | 10 +++++++++-
 3 files changed, 18 insertions(+), 3 deletions(-)

diff --git a/backend/.env.xinference b/backend/.env.xinference
index 71bdc2b..a8e9396 100644
--- a/backend/.env.xinference
+++ b/backend/.env.xinference
@@ -19,6 +19,9 @@ EMBEDDING_MODEL=bge-m3
 EMBEDDING_BASE_URL=http://10.1.16.39:9995
 # Dimension of the embedding model to use.
 EMBEDDING_DIM=1024
+# Rerank model
+RERANK_MODEL=bge-reranker-v2-m3
+RERANK_BASE_URL=http://10.1.16.39:9995
 ##----------   OpenAI    ----------------
 ## The provider for the AI models to use.
 #MODEL_PROVIDER=openai
diff --git a/backend/app/engine/__init__.py b/backend/app/engine/__init__.py
index def5e51..444f925 100644
--- a/backend/app/engine/__init__.py
+++ b/backend/app/engine/__init__.py
@@ -11,6 +11,7 @@ from sqlalchemy import create_engine, Engine
 from app.engine.loaders.db import makeDescriptionByEngine
 from app.engine.tools import ToolFactory
 from app.engine.index import get_index
+from app.settings import get_node_postprocessors
 
 sql_database = None
 sql_obj_index = None
@@ -53,12 +54,15 @@ def get_chat_engine(filters=None, params=None):
                                                             )
 
         # 创建向量检索查询工具
+        postprocess = get_node_postprocessors()
         query_engine = index.as_query_engine(
-            similarity_top_k=top_k, filters=filters
+            similarity_top_k=top_k, filters=filters,
+            node_postprocessors=postprocess,
         )
         query_engine_tool = QueryEngineTool.from_defaults(query_engine=query_engine, name="zj_query_tool",
-                                                          description="由博微公司编制的关于电力造价知识、电力造价编制软件知识和造价工程文件结构的知识库。适用于查询电力领域、电力造价领域、博微、博微电力、博微造价等业务等内容。如果本知识库没有直接答案但有解决思路的可以返回解决办法后建议使用“zjdata_query_tool”工具。",
+                                                          description="由博微公司编制的关于电力造价知识、电力造价编制软件知识和造价工程文件结构的知识库。适用于查询电力领域、电力造价领域、博微、博微电力、博微造价等业务等内容。如果本知识库没有直接答案但有解决思路的可以返回解决办法后建议使用“zjdata_query_tool”工具。如果你不知道答案，就说你不知道，不要编造答案。",
                                                           )
+
         tools.append(summary_query_tool)
         tools.append(query_engine_tool)
         #tools.append(sql_query_tool)
diff --git a/backend/app/settings.py b/backend/app/settings.py
index 82e83e8..ceec7ba 100644
--- a/backend/app/settings.py
+++ b/backend/app/settings.py
@@ -6,9 +6,17 @@ from llama_index.core.settings import Settings
 from llama_index.llms.xinference import Xinference
 from llama_index.llms.xinference.base import DEFAULT_XINFERENCE_TEMP
 
-from app.xinference.base import XinferenceEmbedding
+from app.xinference.base import XinferenceEmbedding, XinferenceRerank
 
 
+def get_node_postprocessors():
+    rerank_model = os.getenv("RERANK_MODEL")
+    rerank_url = os.getenv("RERANK_BASE_URL")
+    postprocess = None
+    if rerank_model is None:
+        postprocess = [XinferenceRerank(rerank_model, rerank_url)]
+    return postprocess
+
 def init_settings():
     model_provider = os.getenv("MODEL_PROVIDER")
     match model_provider:
-- 
2.52.0


From 176b49983a1a6478226ba6189411d749d1e26d6e Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 08:59:45 +0800
Subject: [PATCH 22/39] =?UTF-8?q?=E8=B0=83=E6=95=B4=E6=B5=8B=E8=AF=95?=
 =?UTF-8?q?=E4=BB=A3=E7=A0=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/tests/query.py | 15 +++++++++------
 1 file changed, 9 insertions(+), 6 deletions(-)

diff --git a/backend/tests/query.py b/backend/tests/query.py
index 48ca304..8c82d28 100644
--- a/backend/tests/query.py
+++ b/backend/tests/query.py
@@ -24,7 +24,8 @@ def main():
     top_k = 5
     filters = generate_filters([])
     #question = "从工程属性表中查找工程名称"
-    question = "总算表中名称等于架空输电线路本体工程的金额?"
+    #question = "总算表中名称等于架空输电线路本体工程的金额?"
+    question = "工程监理费的金额是多少？"
     # 创建向量检索查询工具
     query_engine = index.as_query_engine(
         similarity_top_k=top_k, filters=filters
@@ -35,18 +36,20 @@ def main():
     engine = create_engine(os.getenv("SQL_DATABASE_URL", ""))
     sql_database = SQLDatabase(engine)
 
-    loader = CustomDatabaseReader(sql_database)
-    documents = loader.load_data(query="select * from ProjectProperties")
-
     table_schema_objs = makeDescriptionByEngine(sql_database)
     table_node_mapping = SQLTableNodeMapping(sql_database)
 
     vectorIndex = VectorStoreIndex()
     # 创建SQL查询工具
-    sql_obj_index = ObjectIndex.from_objects(
+    # sql_obj_index = ObjectIndex.from_objects(
+    #     table_schema_objs,
+    #     table_node_mapping,
+    #     index_cls=VectorStoreIndex,
+    # )
+    sql_obj_index = ObjectIndex.from_objects_and_index(
         table_schema_objs,
+        vectorIndex,
         table_node_mapping,
-        index_cls=VectorStoreIndex,
     )
 
     query_result =vectorIndex.as_query_engine(
-- 
2.52.0


From 3e2bdea19663b04f52e60d8e5cd6736f596da34d Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 09:06:12 +0800
Subject: [PATCH 23/39] =?UTF-8?q?=E4=BF=AE=E5=A4=8D=E8=87=AA=E5=AE=9A?=
 =?UTF-8?q?=E4=B9=89JSON=E6=96=87=E4=BB=B6=E5=8A=A0=E8=BD=BD=E6=94=AF?=
 =?UTF-8?q?=E6=8C=81BUG?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/engine/loaders/file.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/backend/app/engine/loaders/file.py b/backend/app/engine/loaders/file.py
index 1db99ce..dc199db 100644
--- a/backend/app/engine/loaders/file.py
+++ b/backend/app/engine/loaders/file.py
@@ -43,7 +43,7 @@ def llama_parse_extractor() -> Dict[str, LlamaParse]:
     return {file_type: parser for file_type in SUPPORTED_FILE_TYPES}
 
 def llama_local_extractor() -> Dict[str, BaseReader]:
-    return {"json" : JSONReader}
+    return {".json" : JSONReader(clean_json=False,levels_back=0)}
 
 
 def get_file_documents(config: FileLoaderConfig):
-- 
2.52.0


From 806b694b379cec060e6a9f5c516ff6fa869792f5 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 09:14:54 +0800
Subject: [PATCH 24/39] =?UTF-8?q?=E4=BF=AE=E5=A4=8D=E8=8E=B7=E5=8F=96?=
 =?UTF-8?q?=E8=8A=82=E7=82=B9=E5=90=8E=E5=A4=84=E7=90=86=E6=9C=BA=E5=88=B6?=
 =?UTF-8?q?BUG?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/settings.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/backend/app/settings.py b/backend/app/settings.py
index ceec7ba..55fe1e8 100644
--- a/backend/app/settings.py
+++ b/backend/app/settings.py
@@ -13,7 +13,7 @@ def get_node_postprocessors():
     rerank_model = os.getenv("RERANK_MODEL")
     rerank_url = os.getenv("RERANK_BASE_URL")
     postprocess = None
-    if rerank_model is None:
+    if rerank_model is not None:
         postprocess = [XinferenceRerank(rerank_model, rerank_url)]
     return postprocess
 
-- 
2.52.0


From 22c51218b3e4f64ead6c5f53356e2e4181c8ee3c Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 10:03:46 +0800
Subject: [PATCH 25/39] =?UTF-8?q?=E6=94=B9=E8=BF=9Brerank=E6=95=88?=
 =?UTF-8?q?=E6=9E=9C?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.env.xinference        | 21 +++++++++--------
 backend/app/settings.py        | 10 ++++++--
 backend/app/xinference/base.py | 43 +++++++++++++++++++++++++---------
 3 files changed, 51 insertions(+), 23 deletions(-)

diff --git a/backend/.env.xinference b/backend/.env.xinference
index a8e9396..b0d2d0c 100644
--- a/backend/.env.xinference
+++ b/backend/.env.xinference
@@ -3,6 +3,16 @@
 SQL_DATABASE_URL=mysql+pymysql://zjinfo1:Dy2Bcr53Hm5xRkba@110.42.234.166:3306/zjinfo1
 #SQL_DATABASE_URL=mysql+pymysql://zjinfo2:GSKcziSdBixDXwcd@110.42.234.166:3306/zjinfo2
 
+#--------------------------
+# 是否启用检索重排功能
+ENABLE_RERANK=true
+# The number of similar embeddings to return when retrieving documents.
+TOP_K=5
+# Rerank model
+RERANK_MODEL=bge-reranker-v2-m3
+RERANK_BASE_URL=http://10.1.16.39:9995
+RERANK_TOP_N=5
+RERANK_THRESHOLD=0.3
 #----------   Xinference    ----------------
 # The provider for the AI models to use.
 MODEL_PROVIDER=xinference
@@ -19,9 +29,7 @@ EMBEDDING_MODEL=bge-m3
 EMBEDDING_BASE_URL=http://10.1.16.39:9995
 # Dimension of the embedding model to use.
 EMBEDDING_DIM=1024
-# Rerank model
-RERANK_MODEL=bge-reranker-v2-m3
-RERANK_BASE_URL=http://10.1.16.39:9995
+
 ##----------   OpenAI    ----------------
 ## The provider for the AI models to use.
 #MODEL_PROVIDER=openai
@@ -46,17 +54,10 @@ RERANK_BASE_URL=http://10.1.16.39:9995
 ## Name of the embedding model to use.
 #EMBEDDING_MODEL=text-embedding-v2
 
-#--------------------------
-# 是否启用检索重排功能
-ENABLE_RERANK=true
-
 
 # The questions to help users get started (multi-line).
 CONVERSATION_STARTERS=本工程指什么？\n总算表有哪些费用？\n项目划分哪些内容构成？\n其他费用表有哪些内容？
 
-# The number of similar embeddings to return when retrieving documents.
-TOP_K=5
-
 # The time in milliseconds to wait for the stream to return a response.
 STREAM_TIMEOUT=60000
 
diff --git a/backend/app/settings.py b/backend/app/settings.py
index 55fe1e8..f5246cd 100644
--- a/backend/app/settings.py
+++ b/backend/app/settings.py
@@ -10,11 +10,17 @@ from app.xinference.base import XinferenceEmbedding, XinferenceRerank
 
 
 def get_node_postprocessors():
+    rerank_enabled = os.getenv("RERANK_ENABLED")
+    if rerank_enabled is None or rerank_enabled is False:
+        return []
+
     rerank_model = os.getenv("RERANK_MODEL")
     rerank_url = os.getenv("RERANK_BASE_URL")
+    rerank_top_n = os.getenv("RERANK_TOP_N")
+    rerank_threshold = os.getenv("RERANK_THRESHOLD")
     postprocess = None
     if rerank_model is not None:
-        postprocess = [XinferenceRerank(rerank_model, rerank_url)]
+        postprocess = [XinferenceRerank(rerank_model, rerank_url, top_n=rerank_top_n, threshold=rerank_threshold)]
     return postprocess
 
 def init_settings():
@@ -79,7 +85,7 @@ def init_xinference():
     embed_model_name = os.getenv("EMBEDDING_MODEL")
     dimensions = os.getenv("EMBEDDING_DIM")
     dimensions = int(dimensions) if dimensions is not None else None
-    Settings.embed_model = XinferenceEmbedding(embed_model_name, embedding_base_url)
+    Settings.embed_model = XinferenceEmbedding(embed_model_name, embedding_base_url, dimensions=dimensions)
 
 def init_openai():
     from llama_index.core.constants import DEFAULT_TEMPERATURE
diff --git a/backend/app/xinference/base.py b/backend/app/xinference/base.py
index d6bca82..92f87e1 100644
--- a/backend/app/xinference/base.py
+++ b/backend/app/xinference/base.py
@@ -5,10 +5,11 @@ from enum import Enum
 from http import HTTPStatus
 from typing import Any, Dict, List, Optional, Union, Tuple
 
-from llama_index.core.base.embeddings.base import BaseEmbedding, Embedding
+from llama_index.core.base.embeddings.base import BaseEmbedding, Embedding, dispatcher
 from llama_index.core.bridge.pydantic import PrivateAttr
 from llama_index.core.callbacks import CBEventType, EventPayload
 from llama_index.core.embeddings.multi_modal_base import MultiModalEmbedding
+from llama_index.core.instrumentation.events.rerank import ReRankStartEvent, ReRankEndEvent
 from llama_index.core.postprocessor.types import BaseNodePostprocessor
 from llama_index.core.schema import ImageType, NodeWithScore, QueryBundle
 from pydantic import Field
@@ -51,7 +52,7 @@ class XinferenceEmbedding(BaseEmbedding):
             # num_workers: Optional[int] = None,
             **kwargs: Any,
     ) -> None:
-        generator, model_description = self.load_model(
+        generator, model_description, embed_batch_size, dimensions = self.load_model(
                 model_uid, endpoint
             )
         self._generator = generator
@@ -106,8 +107,11 @@ class XinferenceEmbedding(BaseEmbedding):
             )
 
         model = model_description["model_name"]
+        replica = model_description['replica']
+        dimensions = model_description['dimensions']
+        max_tokens = model_description['max_tokens']
 
-        return generator, model_description
+        return generator, model_description, replica, dimensions
 
     @classmethod
     def class_name(cls) -> str:
@@ -151,23 +155,27 @@ class XinferenceRerank(BaseNodePostprocessor):
         description="The model description from Xinference."
     )
     _generator: Any = PrivateAttr()
-    _model_uid: str = Field(description="The Xinference model to use.")
-    _endpoint: str = Field(description="The Xinference endpoint URL to use.")
-    #model: str = Field(description="Dashscope rerank model name.")
+    _model_uid: str
+    _endpoint: str
+    model: str = Field(description="Dashscope rerank model name.")
     top_n: int = Field(description="Top N nodes to return.")
+    threshold: float = Field(description="threshold nodes to return.")
 
     def __init__(
             self,
             model_uid: str,
             endpoint: str,
             top_n: int = 3,
+            threshold: float = 0.3,
             return_documents: bool = False
     ):
+        _model_uid = model_uid
+        _endpoint = endpoint
         generator, model_description = self.load_model(
             model_uid, endpoint
         )
         self._generator = generator
-        super().__init__(top_n=top_n, model=model_uid, return_documents=return_documents)
+        super().__init__(top_n=top_n, model=model_uid, threshold = threshold, return_documents=return_documents)
 
     @classmethod
     def class_name(cls) -> str:
@@ -183,6 +191,15 @@ class XinferenceRerank(BaseNodePostprocessor):
         if len(nodes) == 0:
             return []
 
+        dispatcher.event(
+            ReRankStartEvent(
+                nodes = nodes,
+                top_n = self.top_n,
+                query = query_bundle,
+                model_name = self.model
+            )
+        )
+
         with self.callback_manager.event(
                 CBEventType.RERANKING,
                 payload={
@@ -199,12 +216,16 @@ class XinferenceRerank(BaseNodePostprocessor):
                 new_node_with_score = NodeWithScore(
                     node=nodes[result['index']].node, score=result['relevance_score']
                 )
-                print(new_node_with_score.node.get_content)
-                print('\n')
-                print(new_node_with_score.score)
-                new_nodes.append(new_node_with_score)
+                if new_node_with_score.score >=self.threshold:
+                    new_nodes.append(new_node_with_score)
+
             event.on_end(payload={EventPayload.NODES: new_nodes})
 
+        dispatcher.event(
+            ReRankEndEvent(
+                nodes= new_nodes
+            )
+        )
         return new_nodes
 
     def load_model(self, model_uid: str, endpoint: str) -> Tuple[Any, int, dict]:
-- 
2.52.0


From 240ae8e72a952780503b19fcf6fefa16859cbba4 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 10:08:16 +0800
Subject: [PATCH 26/39] =?UTF-8?q?=E6=94=B9=E8=BF=9Brerank=E6=95=88?=
 =?UTF-8?q?=E6=9E=9C?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.env.xinference | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/backend/.env.xinference b/backend/.env.xinference
index b0d2d0c..205bb57 100644
--- a/backend/.env.xinference
+++ b/backend/.env.xinference
@@ -3,11 +3,11 @@
 SQL_DATABASE_URL=mysql+pymysql://zjinfo1:Dy2Bcr53Hm5xRkba@110.42.234.166:3306/zjinfo1
 #SQL_DATABASE_URL=mysql+pymysql://zjinfo2:GSKcziSdBixDXwcd@110.42.234.166:3306/zjinfo2
 
-#--------------------------
-# 是否启用检索重排功能
-ENABLE_RERANK=true
 # The number of similar embeddings to return when retrieving documents.
 TOP_K=5
+#--------------------------
+# 是否启用检索重排功能
+RERANK_ENABLED=true
 # Rerank model
 RERANK_MODEL=bge-reranker-v2-m3
 RERANK_BASE_URL=http://10.1.16.39:9995
-- 
2.52.0


From cef574818a156a75b5b1426911e9da88a46362fa Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 10:24:07 +0800
Subject: [PATCH 27/39] =?UTF-8?q?=E6=94=B9=E8=BF=9Brerank=E6=95=88?=
 =?UTF-8?q?=E6=9E=9C?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/engine/loaders/db.py | 16 ++++++++--------
 backend/app/xinference/base.py   |  4 ++--
 2 files changed, 10 insertions(+), 10 deletions(-)

diff --git a/backend/app/engine/loaders/db.py b/backend/app/engine/loaders/db.py
index 69d3279..63a7c02 100644
--- a/backend/app/engine/loaders/db.py
+++ b/backend/app/engine/loaders/db.py
@@ -168,14 +168,14 @@ def get_db_documents(configs: list[DBLoaderConfig]):
         engine = create_engine(entry.uri)
         sql_database = SQLDatabase(engine)
 
-        table_schema_objs = makeDescriptionByEngine(sql_database)
-        table_node_mapping = SQLTableNodeMapping(sql_database)
-
-        nodes = table_node_mapping.to_nodes(table_schema_objs)
-        for node in nodes:
-            node.metadata.update(metadata)
-
-        docs.extend(nodes)
+        # table_schema_objs = makeDescriptionByEngine(sql_database)
+        # table_node_mapping = SQLTableNodeMapping(sql_database)
+        #
+        # nodes = table_node_mapping.to_nodes(table_schema_objs)
+        # for node in nodes:
+        #     node.metadata.update(metadata)
+        #
+        # docs.extend(nodes)
 
         queries = entry.queries or []
         loader = CustomDatabaseReader(sql_database)
diff --git a/backend/app/xinference/base.py b/backend/app/xinference/base.py
index 92f87e1..54cb16d 100644
--- a/backend/app/xinference/base.py
+++ b/backend/app/xinference/base.py
@@ -155,8 +155,8 @@ class XinferenceRerank(BaseNodePostprocessor):
         description="The model description from Xinference."
     )
     _generator: Any = PrivateAttr()
-    _model_uid: str
-    _endpoint: str
+    _model_uid: str = Field(description="The Xinference model to use.")
+    _endpoint: str = Field(description="The Xinference endpoint URL to use.")
     model: str = Field(description="Dashscope rerank model name.")
     top_n: int = Field(description="Top N nodes to return.")
     threshold: float = Field(description="threshold nodes to return.")
-- 
2.52.0


From 92fe3c5959382445ae69e7ec6220b103c66bdccc Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 15:36:08 +0800
Subject: [PATCH 28/39] =?UTF-8?q?=E8=B0=83=E6=95=B4=E7=94=9F=E6=88=90?=
 =?UTF-8?q?=E6=95=B0=E6=8D=AE=E6=97=B6=E9=A1=B9=E7=9B=AE=E5=88=92=E5=88=86?=
 =?UTF-8?q?=E8=A1=A8=E7=9A=84=E6=9D=A1=E7=9B=AE=E9=A1=B9=E5=92=8C=E5=B1=82?=
 =?UTF-8?q?=E7=BA=A7?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/config/loaders.yaml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/backend/config/loaders.yaml b/backend/config/loaders.yaml
index 1d4fdba..66b19d9 100644
--- a/backend/config/loaders.yaml
+++ b/backend/config/loaders.yaml
@@ -12,7 +12,7 @@ db:
     queries:
       - select * from ProjectProperties limit 30;
       - select Name, Code, Amount, Amount_Total from TotalCalculateTable
-      - select SerialNumber, Name, Quantity, Rate, Sum_Price from ProjectDivision where Level = 1  limit 30;
+      - select SerialNumber, Name, Quantity, Rate, Sum_Price from ProjectDivision where Level = 3  limit 50;
       - select Name, Code, Rate, Amount from OtherFee
 
 #web:
-- 
2.52.0


From c9726fbd406f18baf5caf5b0ecb0bf6eb6912b2c Mon Sep 17 00:00:00 2001
From: wanyaokun <12345678>
Date: Mon, 19 Aug 2024 15:36:42 +0800
Subject: [PATCH 29/39] =?UTF-8?q?=E6=9B=B4=E6=96=B0Json=E6=96=87=E4=BB=B6?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 ...电力造价工程文件格式_FeeCollectionTable.json |  46 +++--
 .../博微电力造价工程文件格式_OtherFee.json    |  57 +++---
 ...微电力造价工程文件格式_ProjectDivision.json |  89 +++++----
 ...��工程文件格式_ProjectDivisions_CostPreview.json | 122 ++++++++-----
 ...�电力造价工程文件格式_ProjectProperties.json |  20 ++-
 ...�电力造价工程文件格式_ProjectQuantities.json | 170 ++++++++++++------
 ...��力造价工程文件格式_TotalCalculateTable.json |  69 ++++---
 7 files changed, 365 insertions(+), 208 deletions(-)

diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_FeeCollectionTable.json b/backend/data/projectstruct/博微电力造价工程文件格式_FeeCollectionTable.json
index 45ce0c1..fddd74f 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_FeeCollectionTable.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_FeeCollectionTable.json
@@ -4,56 +4,66 @@
             "name": "FeeCollectionTable",
             "alias": "",
             "comment": "取费表是取费设置中各取费表明细。查询示例: SELECT Rate FROM FeeCollectionTable WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "FeeCollectionTableName",
-                    "alias": "取费名，取费名称，取费表名称",
-                    "comment": "取费表名称"
+                    "alias": "取费表名称，取费名称，取费名",
+                    "comment": "取费表名称",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Name",
-                    "alias": "费用名，名称，项目名",
-                    "comment": "费用名称，项目名称"
+                    "alias": "名称，费用名，项目名",
+                    "comment": "费用名称，项目名称",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "SerialNumber",
-                    "alias": "费用序号，序号，序列号",
-                    "comment": "费用表序号"
+                    "alias": "序号，序列号，费用序号",
+                    "comment": "费用表序号",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Code",
-                    "alias": "代码，代号，编号",
-                    "comment": "费用代码"
+                    "alias": "编号，代号，代码",
+                    "comment": "费用代码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "CalculationFormula",
-                    "alias": "表达式，公式，计算式",
-                    "comment": "取费基数"
+                    "alias": "公式，表达式，计算式",
+                    "comment": "取费基数",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Rate",
                     "alias": "费用利率，费率",
-                    "comment": "取费费率"
+                    "comment": "取费费率",
+                    "type": "REAL"
                 },
                 {
                     "name": "Remarks",
-                    "alias": "备注，说明",
-                    "comment": "费用项备注说明"
+                    "alias": "说明，备注",
+                    "comment": "费用项备注说明",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Major",
                     "alias": "专业",
-                    "comment": "取费表专业"
+                    "comment": "取费表专业",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Type",
                     "alias": "类型，取费类型",
-                    "comment": "取费表类型"
+                    "comment": "取费表类型",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Path",
-                    "alias": "费用全路径，路径",
-                    "comment": "费用项层级全路径"
+                    "alias": "路径，费用全路径",
+                    "comment": "费用项层级全路径",
+                    "type": "VARCHAR"
                 }
             ]
         }
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_OtherFee.json b/backend/data/projectstruct/博微电力造价工程文件格式_OtherFee.json
index a813798..8682c6f 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_OtherFee.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_OtherFee.json
@@ -4,71 +4,84 @@
             "name": "OtherFee",
             "alias": "",
             "comment": "其他费用表被称为“工程费用中其他费用明细”。其他费用是指为完成工程项目建设所必需的，但不属于建筑工程费、安装工程费、设备购置费、基本预备费的其他相关费用。包括建设场地征用及清理费、项目建设管理费、项目建设技术服务费、生产准备费、大件运输措施费、专业爆破服务费等。查询示例: SELECT Rate FROM OtherFee WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
-                    "alias": "id，项目id，费用id",
-                    "comment": "费用项目id"
+                    "alias": "项目id，id，费用id",
+                    "comment": "费用项目id",
+                    "type": "INT"
                 },
                 {
                     "name": "ParentId",
-                    "alias": "父id，父级id",
-                    "comment": "费用项目父级id"
+                    "alias": "父级id，父id",
+                    "comment": "费用项目父级id",
+                    "type": "INT"
                 },
                 {
                     "name": "Level",
-                    "alias": "层级，层编号，层号",
-                    "comment": "层级编号，从1开始"
+                    "alias": "层号，层级，层编号",
+                    "comment": "层级编号，从1开始",
+                    "type": "INT"
                 },
                 {
                     "name": "Name",
-                    "alias": "费用名，名称，项目名",
-                    "comment": "费用名称，项目名称"
+                    "alias": "名称，费用名，项目名",
+                    "comment": "费用名称，项目名称",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "SerialNumber",
                     "alias": "序号，序列号",
-                    "comment": "费用表序号"
+                    "comment": "费用表序号",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Code",
-                    "alias": "代码，代号，编号",
-                    "comment": "费用代码"
+                    "alias": "编号，代号，代码",
+                    "comment": "费用代码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "CalculationFormula",
-                    "alias": "表达式，公式，计算式",
-                    "comment": "取费基数"
+                    "alias": "公式，表达式，计算式",
+                    "comment": "取费基数",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Rate",
                     "alias": "费用利率，费率",
-                    "comment": "取费费率"
+                    "comment": "取费费率",
+                    "type": "REAL"
                 },
                 {
                     "name": "Amount",
                     "alias": "金额，价格",
-                    "comment": "金额、合计、费用，\n单位为元"
+                    "comment": "金额、合计、费用，\n单位为元",
+                    "type": "REAL"
                 },
                 {
                     "name": "Remarks",
-                    "alias": "备注，说明",
-                    "comment": "费用项备注说明"
+                    "alias": "说明，备注",
+                    "comment": "费用项备注说明",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Compilation_Basis",
                     "alias": "编制依据，编制来源",
-                    "comment": "费用项编制依据"
+                    "comment": "费用项编制依据",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "WBS_Code",
                     "alias": "WBS编号，WBS编码",
-                    "comment": "费用项WBS编码"
+                    "comment": "费用项WBS编码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Path",
-                    "alias": "费用全路径，路径",
-                    "comment": "费用项层级全路径"
+                    "alias": "路径，费用全路径",
+                    "comment": "费用项层级全路径",
+                    "type": "VARCHAR"
                 }
             ]
         }
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivision.json b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivision.json
index de24f3b..5fef1ff 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivision.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivision.json
@@ -4,121 +4,144 @@
             "name": "ProjectDivision",
             "alias": "",
             "comment": "项目划分表是用于存储工程项目划分树状数据。内部包含安装工程项目划分，建筑工程项目划分，线路项目划分，工程分部分项。查询示例: SELECT Sum_Price FROM ProjectDivision WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
-                    "alias": "id，项目id，费用id",
-                    "comment": "项目划分id"
+                    "alias": "项目id，id，费用id",
+                    "comment": "项目划分id",
+                    "type": "INT"
                 },
                 {
                     "name": "ParentId",
-                    "alias": "父id，父级id",
-                    "comment": "项目划分父级id"
+                    "alias": "父级id，父id",
+                    "comment": "项目划分父级id",
+                    "type": "INT"
                 },
                 {
                     "name": "Level",
-                    "alias": "层级，层编号，层号",
-                    "comment": "层级编号，从1开始"
+                    "alias": "层号，层级，层编号",
+                    "comment": "层级编号，从1开始",
+                    "type": "INT"
                 },
                 {
                     "name": "Quantity",
                     "alias": "个数，数量，数目",
-                    "comment": "项目划分数量"
+                    "comment": "项目划分数量",
+                    "type": "REAL"
                 },
                 {
                     "name": "SerialNumber",
-                    "alias": "项目序号，序号，序列号",
-                    "comment": "项目划分序号"
+                    "alias": "序号，序列号，项目序号",
+                    "comment": "项目划分序号",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Name",
-                    "alias": "项目名，名称",
-                    "comment": "项目名称"
+                    "alias": "名称，项目名",
+                    "comment": "项目名称",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Encoding",
-                    "alias": "译码，编码",
-                    "comment": "项目划分编码"
+                    "alias": "编码，译码",
+                    "comment": "项目划分编码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Sum_Price",
                     "alias": "合计，合价",
-                    "comment": "项目划分合价，分部分项费用"
+                    "comment": "项目划分合价，分部分项费用",
+                    "type": "REAL"
                 },
                 {
                     "name": "FeeCollectionTableName",
                     "alias": "取费表",
-                    "comment": "项目划分的取费表，此项目划分选用的取费表"
+                    "comment": "项目划分的取费表，此项目划分选用的取费表",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Remarks",
-                    "alias": "备注，说明",
-                    "comment": "备注"
+                    "alias": "说明，备注",
+                    "comment": "备注",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "WBS_Code",
                     "alias": "WBS编号，WBS编码",
-                    "comment": "WBS编码"
+                    "comment": "WBS编码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Manual_Adjustment_Coefficient",
                     "alias": "人工调差系数",
-                    "comment": "此项目划分下人工调差系数"
+                    "comment": "此项目划分下人工调差系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "Material_Adjustment_Coefficient",
                     "alias": "材料调差系数",
-                    "comment": "此项目划分下材料调差系数"
+                    "comment": "此项目划分下材料调差系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "Mechanical_Adjustment_Coefficient",
                     "alias": "机械调差系数",
-                    "comment": "此项目划分下机械调差系数"
+                    "comment": "此项目划分下机械调差系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "Demolition_Manual_Adjustment_Coefficient",
                     "alias": "拆除人工调差系数",
-                    "comment": "此项目划分下拆除人工调差系数"
+                    "comment": "此项目划分下拆除人工调差系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "Demolition_Material_Adjustment_Coefficient",
                     "alias": "拆除材料调差系数",
-                    "comment": "此项目划分下拆除材料调差系数"
+                    "comment": "此项目划分下拆除材料调差系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "Demolition_Mechanical_Adjustment_Coefficient",
                     "alias": "拆除机械调差系数",
-                    "comment": "此项目划分下拆除机械调差系数"
+                    "comment": "此项目划分下拆除机械调差系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "ProfessionalType",
                     "alias": "专业类型",
-                    "comment": "专业类型，字段值有变电安装、变电建筑、线路等。变电安装等于安装工程，变电建筑等于建筑工程，线路等于安装工程。"
+                    "comment": "专业类型，字段值有变电安装、变电建筑、线路等。变电安装等于安装工程，变电建筑等于建筑工程，线路等于安装工程。",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Unit",
                     "alias": "单位",
-                    "comment": "项目划分单位"
+                    "comment": "项目划分单位",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "CalculationFormula",
-                    "alias": "表达式，公式，计算式",
-                    "comment": "项目划分计算式"
+                    "alias": "公式，表达式，计算式",
+                    "comment": "项目划分计算式",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Rate",
                     "alias": "费用利率，费率",
-                    "comment": "项目划分费率"
+                    "comment": "项目划分费率",
+                    "type": "REAL"
                 },
                 {
                     "name": "Code",
-                    "alias": "代码，代号，编号",
-                    "comment": "项目划分代码"
+                    "alias": "编号，代号，代码",
+                    "comment": "项目划分代码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Path",
                     "alias": "路径，项目全路径",
-                    "comment": "项目划分层级全路径"
+                    "comment": "项目划分层级全路径",
+                    "type": "VARCHAR"
                 }
             ]
         }
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivisions_CostPreview.json b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivisions_CostPreview.json
index b1c88be..9270882 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivisions_CostPreview.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivisions_CostPreview.json
@@ -4,196 +4,234 @@
             "name": "ProjectDivisions_CostPreview",
             "alias": "",
             "comment": "项目划分_费用预览表也被称为“项目划分费用预览”、“项目划分取费费用”。其中包含项目划分合价、直接费、间接费、利润、税金、主材费等。查询示例: SELECT Total FROM ProjectDivisions_CostPreview WHERE Id = '15'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
                     "alias": "id，项目id",
-                    "comment": "项目划分id"
+                    "comment": "项目划分id",
+                    "type": "INT"
                 },
                 {
                     "name": "ParentId",
-                    "alias": "父id，父级id",
-                    "comment": "项目划分父级id"
+                    "alias": "父级id，父id",
+                    "comment": "项目划分父级id",
+                    "type": "INT"
                 },
                 {
                     "name": "Level",
-                    "alias": "层级，层编号，层号",
-                    "comment": "层级编号，从1开始"
+                    "alias": "层号，层级，层编号",
+                    "comment": "层级编号，从1开始",
+                    "type": "INT"
                 },
                 {
                     "name": "ProfessionalType",
                     "alias": "专业类型",
-                    "comment": "专业类型，字段值有变电安装、变电建筑、线路等。变电安装等于安装工程，变电建筑等于建筑工程，线路等于安装工程。"
+                    "comment": "专业类型，字段值有变电安装、变电建筑、线路等。变电安装等于安装工程，变电建筑等于建筑工程，线路等于安装工程。",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "FeeCollectionTableName",
                     "alias": "取费表",
-                    "comment": "项目划分的取费表，此项目划分选用的取费表"
+                    "comment": "项目划分的取费表，此项目划分选用的取费表",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Direct_Cost",
                     "alias": "直接费",
-                    "comment": "直接费是指施工过程中直接耗用于建筑、安装工程产品的各项费用的总和。包括直接工程费和措施费。"
+                    "comment": "直接费是指施工过程中直接耗用于建筑、安装工程产品的各项费用的总和。包括直接工程费和措施费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Direct_Project_Cost",
                     "alias": "直接工程费",
-                    "comment": "直接工程费是指按照正常的施工条件，在施工过程中耗费的构成工程实体的各项费用。包括人工费、材料费和施工机械使用费。"
+                    "comment": "直接工程费是指按照正常的施工条件，在施工过程中耗费的构成工程实体的各项费用。包括人工费、材料费和施工机械使用费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Quota_Direct_Cost",
                     "alias": "定额直接费",
-                    "comment": "定额直接费，包含人工费、材料费中已进入定额基价的消耗性材料费和施工机械使用费。"
+                    "comment": "定额直接费，包含人工费、材料费中已进入定额基价的消耗性材料费和施工机械使用费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Labor_Cost",
                     "alias": "人工费",
-                    "comment": "人工费是指支付给直接从事建筑安装工程施工作业的生产人员的各项费用。包括基本工资、工资性补贴、辅助工资、职工福利费、生产人员劳动保护费。"
+                    "comment": "人工费是指支付给直接从事建筑安装工程施工作业的生产人员的各项费用。包括基本工资、工资性补贴、辅助工资、职工福利费、生产人员劳动保护费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Material_Cost",
                     "alias": "材料费",
-                    "comment": "材料费是指施工过程中一次性消耗材料及摊销材料的费用。指已进入定额基价的消耗性材料费。"
+                    "comment": "材料费是指施工过程中一次性消耗材料及摊销材料的费用。指已进入定额基价的消耗性材料费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Construction_Machinery_Cost",
                     "alias": "施工机械使用费",
-                    "comment": "施工机械使用费是指施工机械作业所发生的机械使用费以及机械的现场安拆费和场外运费。包括折旧费、检修费、维护费、安装及拆卸费、场外运费、操作人员人工费、燃料动力费、其他费等。"
+                    "comment": "施工机械使用费是指施工机械作业所发生的机械使用费以及机械的现场安拆费和场外运费。包括折旧费、检修费、维护费、安装及拆卸费、场外运费、操作人员人工费、燃料动力费、其他费等。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Installation_Material_Cost",
                     "alias": "装置性材料费",
-                    "comment": "装置性材料费是指建设工程中构成工艺系统实体的工艺性材料，也称主要材料费。装置性材料通常在概算或预算定额中未计价，也称未计价材料，也称主材。"
+                    "comment": "装置性材料费是指建设工程中构成工艺系统实体的工艺性材料，也称主要材料费。装置性材料通常在概算或预算定额中未计价，也称未计价材料，也称主材。",
+                    "type": "REAL"
                 },
                 {
                     "name": "A_Supply_Installation_Material_Cost",
                     "alias": "甲供装置性材料费",
-                    "comment": "供货方为甲供的装置性材料费。"
+                    "comment": "供货方为甲供的装置性材料费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "B_Supply_Installation_Material_Cost",
                     "alias": "乙供装置性材料费",
-                    "comment": "供货方为乙供的装置性材料费。"
+                    "comment": "供货方为乙供的装置性材料费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Measure_Cost",
                     "alias": "措施费",
-                    "comment": "措施费是指为完成工程项目施工而进行施工准备、克服自然条件的不利影响和辅助施工所发生的不构成工程实体的各项费用。包括冬雨季施工增加费、夜间施工增加费、施工工具用具使用费、特殊地区施工增加费、临时设施费、施工机构迁移费、安全文明施工费。"
+                    "comment": "措施费是指为完成工程项目施工而进行施工准备、克服自然条件的不利影响和辅助施工所发生的不构成工程实体的各项费用。包括冬雨季施工增加费、夜间施工增加费、施工工具用具使用费、特殊地区施工增加费、临时设施费、施工机构迁移费、安全文明施工费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "WinterRainySeasons_Additional_Construction_Cost",
                     "alias": "冬雨季施工增加费",
-                    "comment": "冬雨季施工增加费是指按照合理的工期要求，建筑、安装工程必须在冬季、雨季期间连续施工而需要增加的费用。"
+                    "comment": "冬雨季施工增加费是指按照合理的工期要求，建筑、安装工程必须在冬季、雨季期间连续施工而需要增加的费用。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Night_Additional_Construction_Cost",
                     "alias": "夜间施工增加费",
-                    "comment": "夜间施工增加费是指按照规程要求，工程必须在夜间连续施工所发生的夜班补助、夜间施工降效、夜间施工照明设备摊销及照明用电等费用。"
+                    "comment": "夜间施工增加费是指按照规程要求，工程必须在夜间连续施工所发生的夜班补助、夜间施工降效、夜间施工照明设备摊销及照明用电等费用。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Construction_Tool_Usage_Cost",
                     "alias": "施工工具用具使用费",
-                    "comment": "施工工具用具使用费是指施工企业的生产、检验、试验部门使用的不属于固定资产的工具用具和仪器仪表的购置、摊销和维护费用。"
+                    "comment": "施工工具用具使用费是指施工企业的生产、检验、试验部门使用的不属于固定资产的工具用具和仪器仪表的购置、摊销和维护费用。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Special_Areas_Additional_Construction_Cost",
                     "alias": "特殊地区施工增加费",
-                    "comment": "特殊地区施工增加费是指在高海拔、酷热、严寒等地区施工:因特殊自然条件影响而需额外增加的施工费用。"
+                    "comment": "特殊地区施工增加费是指在高海拔、酷热、严寒等地区施工:因特殊自然条件影响而需额外增加的施工费用。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Temporary_Facility_Cost",
                     "alias": "临时设施费",
-                    "comment": "临时设施费是指施工企业为满足现场正常生产、生活需要在现场必须搭设的生产、生活用临时建筑物、构筑物和其他临时设施所发生的费用，以及维修、拆除、折旧及摊销费，或临时设施的租赁费等。"
+                    "comment": "临时设施费是指施工企业为满足现场正常生产、生活需要在现场必须搭设的生产、生活用临时建筑物、构筑物和其他临时设施所发生的费用，以及维修、拆除、折旧及摊销费，或临时设施的租赁费等。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Construction_Organization_Relocation_Cost",
                     "alias": "施工机构迁移费",
-                    "comment": "施工机构迁移费是指施工企业派遣施工队伍到所承建工程现场所发生的搬迁费用。包括职工调遣差旅费和调遣期间的工资，以及办公设备、工器具、家具、材料用品和施工机械等的搬迁费用。"
+                    "comment": "施工机构迁移费是指施工企业派遣施工队伍到所承建工程现场所发生的搬迁费用。包括职工调遣差旅费和调遣期间的工资，以及办公设备、工器具、家具、材料用品和施工机械等的搬迁费用。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Safe_Civilized_Construction_Cost",
                     "alias": "安全文明施工费",
-                    "comment": "安全文明施工费，包括安全生产费、文明施工费、环境保护费。"
+                    "comment": "安全文明施工费，包括安全生产费、文明施工费、环境保护费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Indirect_Cost",
                     "alias": "间接费",
-                    "comment": "间接费是指建筑安装工程的施工过程中，为全工程项目服务而不直接消耗在特定产品对象上的费用。包括规费、企业管理费和施工企业配合调试费。"
+                    "comment": "间接费是指建筑安装工程的施工过程中，为全工程项目服务而不直接消耗在特定产品对象上的费用。包括规费、企业管理费和施工企业配合调试费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Regulatory_Cost",
                     "alias": "规费",
-                    "comment": "规费是指按照国家行政主管部门或省级政府和省级有关权力部门规定必须缴纳并计入建筑安装工程造价的费用。包括社会保险费和住房公积金。"
+                    "comment": "规费是指按照国家行政主管部门或省级政府和省级有关权力部门规定必须缴纳并计入建筑安装工程造价的费用。包括社会保险费和住房公积金。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Social_Insurance_Premiums",
                     "alias": "社会保险费",
-                    "comment": "社会保险费包括养老保险费、失业保险费、医疗保险费、生育保险费和工伤保险费。"
+                    "comment": "社会保险费包括养老保险费、失业保险费、医疗保险费、生育保险费和工伤保险费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Housing_Provident_Fund",
                     "alias": "住房公积金",
-                    "comment": "住房公积金是指企业按照规定标准为职工缴纳的住房公积金。"
+                    "comment": "住房公积金是指企业按照规定标准为职工缴纳的住房公积金。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Enterprise_Management_Cost",
                     "alias": "企业管理费",
-                    "comment": "企业管理费是指建筑安装施工企业为组织施工生产和经营管理所发生的费用。"
+                    "comment": "企业管理费是指建筑安装施工企业为组织施工生产和经营管理所发生的费用。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Construction_Enterprise_Cooperation_Debugging_Cost",
                     "alias": "施工企业配合调试费",
-                    "comment": "施工企业配合调试费是指在工程整套启动试运阶段，施工企业安装专业配合调试所发生的费用。"
+                    "comment": "施工企业配合调试费是指在工程整套启动试运阶段，施工企业安装专业配合调试所发生的费用。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Profit",
                     "alias": "利润",
-                    "comment": "利润是指施工企业完成所承包工程获得的盈利。"
+                    "comment": "利润是指施工企业完成所承包工程获得的盈利。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Taxes",
                     "alias": "税金",
-                    "comment": "税金是指按照国家税法规定应计入建筑安装工程造价内的销项税额。"
+                    "comment": "税金是指按照国家税法规定应计入建筑安装工程造价内的销项税额。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Equipment_Cost",
                     "alias": "设备费",
-                    "comment": "设备购置费是指为项目建设而购置或自制各种设备，并将设备运至施工现场指定位置所支出的费用。包括设备费和设备运杂费。"
+                    "comment": "设备购置费是指为项目建设而购置或自制各种设备，并将设备运至施工现场指定位置所支出的费用。包括设备费和设备运杂费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "B_Supply_Equipment_Excluding_Tax_Price",
                     "alias": "乙供设备不含税价",
-                    "comment": "设备费中，供货方为乙供设备，不含税价"
+                    "comment": "设备费中，供货方为乙供设备，不含税价",
+                    "type": "REAL"
                 },
                 {
                     "name": "A_Supply_Equipment_Tax_Price",
                     "alias": "甲供设备含税价",
-                    "comment": "设备费中，供货方为甲供设备，含税价"
+                    "comment": "设备费中，供货方为甲供设备，含税价",
+                    "type": "REAL"
                 },
                 {
                     "name": "Installation_Cost",
                     "alias": "安装费",
-                    "comment": "安装费包含定额直接费、措施费、间接费、利润、税金和一笔性费用。"
+                    "comment": "安装费包含定额直接费、措施费、间接费、利润、税金和一笔性费用。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Main_Material_Cost",
                     "alias": "主材费",
-                    "comment": "主材费指装置性材料费"
+                    "comment": "主材费指装置性材料费",
+                    "type": "REAL"
                 },
                 {
                     "name": "Total",
-                    "alias": "总体费用，总计，总价，总的费用",
-                    "comment": "总计包含安装费、主材费、设备费。"
+                    "alias": "总价，总计，总体费用，总的费用",
+                    "comment": "总计包含安装费、主材费、设备费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Sum",
                     "alias": "合计，合价",
-                    "comment": "项目划分合价，分部分项费用，项目划分费用。合计包含安装费和主材费。"
+                    "comment": "项目划分合价，分部分项费用，项目划分费用。合计包含安装费和主材费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Path",
                     "alias": "路径，项目划分全路径",
-                    "comment": "项目划分层级全路径"
+                    "comment": "项目划分层级全路径",
+                    "type": "VARCHAR"
                 }
             ]
         }
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectProperties.json b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectProperties.json
index e0e7c16..f2d8793 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectProperties.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectProperties.json
@@ -4,26 +4,30 @@
             "name": "ProjectProperties",
             "alias": "",
             "comment": "工程属性表是用于存储整个工程的重要属性，访问该表都是为了通过属性名查找属性值。通常属性值有工程信息、工程属性、技经参数，表中包含工程总投资、工程总费用，工程主要费用，工程技经参数等。查询示例: SELECT Value FROM ProjectProperties WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Name\n",
-                    "alias": "属性名，属性名称，属性",
-                    "comment": "属性的唯一标识"
+                    "alias": "名称、属性、属性名称、字段、字段名称、变量、参数，属性名",
+                    "comment": "属性的唯一标识",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Value",
-                    "alias": "属性值",
-                    "comment": "属性对应的实际值"
+                    "alias": "值、变量值、参数值、数值，属性值",
+                    "comment": "属性对应的实际值",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Type",
-                    "alias": "类型，属性类型",
-                    "comment": "属性变量的类型"
+                    "alias": "类型、变量类型、数值类型，属性类型",
+                    "comment": "属性变量的类型",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Unit",
                     "alias": "单位",
-                    "comment": "单位"
+                    "comment": "单位",
+                    "type": "VARCHAR"
                 }
             ]
         }
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectQuantities.json b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectQuantities.json
index 0a721d7..a61a94b 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectQuantities.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectQuantities.json
@@ -4,276 +4,330 @@
             "name": "ProjectQuantities",
             "alias": "",
             "comment": "工程量表是项目划分下工程量，包含定额、主材、设备、一笔性费用。查询示例: SELECT BudgetPrice FROM ProjectQuantities WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
                     "alias": "id",
-                    "comment": "消耗量id，工程量id"
+                    "comment": "消耗量id，工程量id",
+                    "type": "INT"
                 },
                 {
                     "name": "ParentId",
-                    "alias": "父id，父级id",
-                    "comment": "父级id"
+                    "alias": "父级id，父id",
+                    "comment": "父级id",
+                    "type": "INT"
                 },
                 {
                     "name": "ProjectDivisionId",
                     "alias": "项目划分id，项目id",
-                    "comment": "父级项目划分id"
+                    "comment": "父级项目划分id",
+                    "type": "INT"
                 },
                 {
                     "name": "Quantity",
                     "alias": "个数，数量，数目",
-                    "comment": "数量，消耗量数量，工程量数量，主材数量，定额数量，设备数量，项目划分单位"
+                    "comment": "数量，消耗量数量，工程量数量，主材数量，定额数量，设备数量，项目划分单位",
+                    "type": "REAL"
                 },
                 {
                     "name": "FeatureSegment",
                     "alias": "特征段",
-                    "comment": "线路特征段"
+                    "comment": "线路特征段",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "ParentQuantity",
                     "alias": "父级个数，父级数量",
-                    "comment": "父级id的数量"
+                    "comment": "父级id的数量",
+                    "type": "REAL"
                 },
                 {
                     "name": "Name",
                     "alias": "名称",
-                    "comment": "项目名称，工程量名称，消耗量名称，主材名称，定额名称，设备名称，材料名称"
+                    "comment": "项目名称，工程量名称，消耗量名称，主材名称，定额名称，设备名称，材料名称",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Encoding",
-                    "alias": "译码，编码",
-                    "comment": "编码，定额编码，主材编码，设备编码"
+                    "alias": "编码，译码",
+                    "comment": "编码，定额编码，主材编码，设备编码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "SpecificationModel",
                     "alias": "规格型号",
-                    "comment": "规格型号，主材规格型号，设备规格型号"
+                    "comment": "规格型号，主材规格型号，设备规格型号",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Unit",
                     "alias": "单位",
-                    "comment": "单位，主材单位，定额单位，设备单位，项目划分单位"
+                    "comment": "单位，主材单位，定额单位，设备单位，项目划分单位",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "BasePrice",
                     "alias": "基价",
-                    "comment": "定额基价"
+                    "comment": "定额基价",
+                    "type": "REAL"
                 },
                 {
                     "name": "LaborCost",
                     "alias": "人工费",
-                    "comment": "定额人工费"
+                    "comment": "定额人工费",
+                    "type": "REAL"
                 },
                 {
                     "name": "MaterialCost",
                     "alias": "材料费",
-                    "comment": "定额材料费"
+                    "comment": "定额材料费",
+                    "type": "REAL"
                 },
                 {
                     "name": "MachineryCost",
                     "alias": "机械费",
-                    "comment": "定额机械费"
+                    "comment": "定额机械费",
+                    "type": "REAL"
                 },
                 {
                     "name": "QuotaCoefficient",
                     "alias": "定额系数",
-                    "comment": "定额系数"
+                    "comment": "定额系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "LaborCoefficient",
                     "alias": "人工系数",
-                    "comment": "定额人工系数"
+                    "comment": "定额人工系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "MaterialCoefficient",
                     "alias": "材料系数",
-                    "comment": "定额材料系数"
+                    "comment": "定额材料系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "MechanicalCoefficient",
                     "alias": "机械系数",
-                    "comment": "定额机械系数"
+                    "comment": "定额机械系数",
+                    "type": "REAL"
                 },
                 {
                     "name": "ExpenseType",
                     "alias": "费用类型",
-                    "comment": "费用类型，取值为取费、不取费"
+                    "comment": "费用类型，取值为取费、不取费",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "BudgetPrice",
                     "alias": "预算价",
-                    "comment": "预算价"
+                    "comment": "预算价",
+                    "type": "REAL"
                 },
                 {
                     "name": "MarketPrice",
                     "alias": "市场价",
-                    "comment": "间接费是指建筑安装工程的施工过程中，为全工程项目服务而不直接消耗在特定产品对象上的费用。包括规费、企业管理费和施工企业配合调试费。"
+                    "comment": "间接费是指建筑安装工程的施工过程中，为全工程项目服务而不直接消耗在特定产品对象上的费用。包括规费、企业管理费和施工企业配合调试费。",
+                    "type": "REAL"
                 },
                 {
                     "name": "Supplier",
                     "alias": "供货方",
-                    "comment": "供货方，设备供货方，主材供货方，取值为甲供、乙供"
+                    "comment": "供货方，设备供货方，主材供货方，取值为甲供、乙供",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Type",
                     "alias": "类型",
-                    "comment": "工程量类型，取值定额、主材、设备、一笔性费用"
+                    "comment": "工程量类型，取值定额、主材、设备、一笔性费用",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "QuotaRange",
                     "alias": "定额范围",
-                    "comment": "定额范围，取值概算、预算"
+                    "comment": "定额范围，取值概算、预算",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "A_Supply_Material_Cost_Excluding_Tax",
                     "alias": "甲供材料费不含税",
-                    "comment": "甲供材料费不含税"
+                    "comment": "甲供材料费不含税",
+                    "type": "REAL"
                 },
                 {
                     "name": "A_Supply_Material_Cost_Including_Tax",
                     "alias": "甲供材料费含税",
-                    "comment": "甲供材料费含税"
+                    "comment": "甲供材料费含税",
+                    "type": "REAL"
                 },
                 {
                     "name": "B_Supply_Material_Cost_Excluding_Tax",
                     "alias": "乙供材料费不含税",
-                    "comment": "乙供材料费不含税"
+                    "comment": "乙供材料费不含税",
+                    "type": "REAL"
                 },
                 {
                     "name": "B_Supply_Material_Cost_Including_Tax",
                     "alias": "乙供材料费含税",
-                    "comment": "乙供材料费含税"
+                    "comment": "乙供材料费含税",
+                    "type": "REAL"
                 },
                 {
                     "name": "ScaffoldCalculation",
                     "alias": "脚手架计取",
-                    "comment": "脚手架计取，取值计取、不计取"
+                    "comment": "脚手架计取，取值计取、不计取",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Remarks",
-                    "alias": "备注，说明",
-                    "comment": "备注，说明"
+                    "alias": "说明，备注",
+                    "comment": "备注，说明",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "FeeCollectionTableName",
                     "alias": "取费表",
-                    "comment": "项目划分的取费表，工程量的取费表"
+                    "comment": "项目划分的取费表，工程量的取费表",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Quota_Section_Name",
                     "alias": "定额章节名称",
-                    "comment": "定额章节名称"
+                    "comment": "定额章节名称",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "ProfessionalType",
                     "alias": "专业类型",
-                    "comment": "专业类型，字段值有变电安装、变电建筑、线路等。变电安装等于安装工程，变电建筑等于建筑工程，线路等于安装工程。"
+                    "comment": "专业类型，字段值有变电安装、变电建筑、线路等。变电安装等于安装工程，变电建筑等于建筑工程，线路等于安装工程。",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "split",
                     "alias": "拆分",
-                    "comment": "是否为拆分材料，取值1为拆分，取值0为不拆分"
+                    "comment": "是否为拆分材料，取值1为拆分，取值0为不拆分",
+                    "type": "INT"
                 },
                 {
                     "name": "Loss",
                     "alias": "损耗",
-                    "comment": "损耗率，主材损耗率"
+                    "comment": "损耗率，主材损耗率",
+                    "type": "REAL"
                 },
                 {
                     "name": "SingleWeight",
                     "alias": "单重",
-                    "comment": "单重，主材单重"
+                    "comment": "单重，主材单重",
+                    "type": "REAL"
                 },
                 {
                     "name": "LineWeight",
                     "alias": "线重",
-                    "comment": "线重，主材线重"
+                    "comment": "线重，主材线重",
+                    "type": "REAL"
                 },
                 {
                     "name": "SupervisedMaterials",
                     "alias": "监造物料",
-                    "comment": "监造物料，取值1为监造物料，取值0为非监造物料"
+                    "comment": "监造物料，取值1为监造物料，取值0为非监造物料",
+                    "type": "INT"
                 },
                 {
                     "name": "EquipmentMaterials",
                     "alias": "设备性材料",
-                    "comment": "设备性材料，取值1为设备性材料，取值0为主材"
+                    "comment": "设备性材料，取值1为设备性材料，取值0为主材",
+                    "type": "INT"
                 },
                 {
                     "name": "GrossWeight",
                     "alias": "毛重",
-                    "comment": "毛重，主材毛重"
+                    "comment": "毛重，主材毛重",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "TransportationType",
                     "alias": "运输类型",
-                    "comment": "运输类型，主材运输类型"
+                    "comment": "运输类型，主材运输类型",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "TransportationMiscellaneous",
                     "alias": "运杂费率",
-                    "comment": "运杂费率，设备运杂费率"
+                    "comment": "运杂费率，设备运杂费率",
+                    "type": "REAL"
                 },
                 {
                     "name": "EquipmentType",
                     "alias": "设备类型",
-                    "comment": "设备类型，取值为主要设备、普通设备"
+                    "comment": "设备类型，取值为主要设备、普通设备",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "UnitPrice",
                     "alias": "单价",
-                    "comment": "单价"
+                    "comment": "单价",
+                    "type": "REAL"
                 },
                 {
                     "name": "Market_Price_Excluding_Tax",
                     "alias": "市场价不含税",
-                    "comment": "市场价不含税"
+                    "comment": "市场价不含税",
+                    "type": "REAL"
                 },
                 {
                     "name": "Market_Price_Including_Tax",
                     "alias": "市场价含税",
-                    "comment": "市场价含税，设备含税价"
+                    "comment": "市场价含税，设备含税价",
+                    "type": "REAL"
                 },
                 {
                     "name": "Budget_Price_Excluding_Tax",
                     "alias": "预算价不含税",
-                    "comment": "预算价不含税"
+                    "comment": "预算价不含税",
+                    "type": "REAL"
                 },
                 {
                     "name": "Budget_Price_Including_Tax",
                     "alias": "预算价含税",
-                    "comment": "预算价含税"
+                    "comment": "预算价含税",
+                    "type": "REAL"
                 },
                 {
                     "name": "Unit_Price_Excluding_Tax",
                     "alias": "单价不含税",
-                    "comment": "单价不含税，设备不含税价"
+                    "comment": "单价不含税，设备不含税价",
+                    "type": "REAL"
                 },
                 {
                     "name": "GroupPrice",
                     "alias": "分组合价",
-                    "comment": "分组合价"
+                    "comment": "分组合价",
+                    "type": "REAL"
                 },
                 {
                     "name": "Pump_Truck_Pouring",
                     "alias": "泵车浇制",
-                    "comment": "泵车浇制，取值1为泵车浇制，取值0为非泵车浇制"
+                    "comment": "泵车浇制，取值1为泵车浇制，取值0为非泵车浇制",
+                    "type": "INT"
                 },
                 {
                     "name": "On_Site_Preparation",
                     "alias": "现场制备",
-                    "comment": "现场制备，取值1为现场制备，取值0为非现场制备"
+                    "comment": "现场制备，取值1为现场制备，取值0为非现场制备",
+                    "type": "INT"
                 },
                 {
                     "name": "Clear_Water_Concrete",
                     "alias": "清水混凝土",
-                    "comment": "清水混凝土，取值1为清水混凝土，取值0为非清水混凝土"
+                    "comment": "清水混凝土，取值1为清水混凝土，取值0为非清水混凝土",
+                    "type": "INT"
                 },
                 {
                     "name": "Debugging_Fee_Calculation",
                     "alias": "调试费计取",
-                    "comment": "调试费计取，取值计取、不计取"
+                    "comment": "调试费计取，取值计取、不计取",
+                    "type": "VARCHAR"
                 }
             ]
         }
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_TotalCalculateTable.json b/backend/data/projectstruct/博微电力造价工程文件格式_TotalCalculateTable.json
index 3f5d25b..a39af44 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_TotalCalculateTable.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_TotalCalculateTable.json
@@ -2,83 +2,98 @@
     "Table": [
         {
             "name": "TotalCalculateTable",
-            "alias": "总算表",
+            "alias": "",
             "comment": "总算表也被称为“工程总费用”、“工程费用”。其中包含本地工程、辅助设施工程、编制基准期价差、设备购置费、其他费用、基本预备费、特殊费用、工程静态投资、动态费用、价差预备费、建设期贷款利息、工程动态投资、可抵扣增值税额。查询示例: SELECT Amount FROM TotalCalculateTable WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
-                    "alias": "id，项目id，费用id",
-                    "comment": "费用项目id"
+                    "alias": "项目id，id，费用id",
+                    "comment": "费用项目id",
+                    "type": "INT"
                 },
                 {
                     "name": "ParentId",
-                    "alias": "父id，父级id",
-                    "comment": "费用项目父级id"
+                    "alias": "父级id，父id",
+                    "comment": "费用项目父级id",
+                    "type": "INT"
                 },
                 {
                     "name": "Level",
-                    "alias": "层级，层编号，层号",
-                    "comment": "层级编号，从1开始"
+                    "alias": "层号，层级，层编号",
+                    "comment": "层级编号，从1开始",
+                    "type": "INT"
                 },
                 {
                     "name": "Name",
-                    "alias": "费用名，名称，项目名",
-                    "comment": "费用名称，项目名称"
+                    "alias": "名称，费用名，项目名",
+                    "comment": "费用名称，项目名称",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "SerialNumber",
                     "alias": "序号",
-                    "comment": "工程费用序号"
+                    "comment": "工程费用序号",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Code",
-                    "alias": "代码，代号，编号",
-                    "comment": "费用代码"
+                    "alias": "编号，代号，代码",
+                    "comment": "费用代码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Rate",
                     "alias": "费用利率，费率",
-                    "comment": "费率"
+                    "comment": "费率",
+                    "type": "REAL"
                 },
                 {
                     "name": "Amount",
                     "alias": "金额，价格",
-                    "comment": "合计费"
+                    "comment": "合计费",
+                    "type": "REAL"
                 },
                 {
                     "name": "WBS_Code",
                     "alias": "WBS编号，WBS编码",
-                    "comment": "费用编码"
+                    "comment": "费用编码",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Path",
-                    "alias": "费用全路径，路径",
-                    "comment": "费用名称全路径"
+                    "alias": "路径，费用全路径",
+                    "comment": "费用名称全路径",
+                    "type": "VARCHAR"
                 },
                 {
                     "name": "Amount_InstallationCost",
-                    "alias": "安装价格，安装金额，金额_安装费",
-                    "comment": "安装费金额"
+                    "alias": "安装金额，金额_安装费，安装价格",
+                    "comment": "安装费金额",
+                    "type": "REAL"
                 },
                 {
                     "name": "Amount_EquipmentCost",
-                    "alias": "设备价格，金额_设备费，设备金额",
-                    "comment": "设备费金额"
+                    "alias": "金额_设备费，设备金额，设备价格",
+                    "comment": "设备费金额",
+                    "type": "REAL"
                 },
                 {
                     "name": "Amount_OtherCost",
-                    "alias": "其他费用价格，其他费用金额，金额_其他费",
-                    "comment": "其他费金额"
+                    "alias": "其他费用金额，金额_其他费，其他费用价格",
+                    "comment": "其他费金额",
+                    "type": "REAL"
                 },
                 {
                     "name": "Amount_Total",
                     "alias": "总的金额，金额_占总计，总体金额",
-                    "comment": "合计费占总计"
+                    "comment": "合计费占总计",
+                    "type": "REAL"
                 },
                 {
                     "name": "Amount_UnitInvestment",
-                    "alias": "合计投资金额，金额_单位投资",
-                    "comment": "合计费单位投资"
+                    "alias": "金额_单位投资，合计投资金额",
+                    "comment": "合计费单位投资",
+                    "type": "REAL"
                 }
             ]
         }
-- 
2.52.0


From 8366cd8f2f02f44e3fbb22829d0909dc8509152a Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 15:36:45 +0800
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---
 .../博微电力造价工程文件格式_FeeCollectionTable.json            | 2 +-
 .../data/projectstruct/博微电力造价工程文件格式_OtherFee.json   | 2 +-
 .../projectstruct/博微电力造价工程文件格式_ProjectDivision.json | 2 +-
 .../博微电力造价工程文件格式_ProjectDivisions_CostPreview.json  | 2 +-
 .../博微电力造价工程文件格式_ProjectProperties.json             | 2 +-
 .../博微电力造价工程文件格式_ProjectQuantities.json             | 2 +-
 .../博微电力造价工程文件格式_TotalCalculateTable.json           | 2 +-
 7 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_FeeCollectionTable.json b/backend/data/projectstruct/博微电力造价工程文件格式_FeeCollectionTable.json
index 45ce0c1..6be7943 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_FeeCollectionTable.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_FeeCollectionTable.json
@@ -4,7 +4,7 @@
             "name": "FeeCollectionTable",
             "alias": "",
             "comment": "取费表是取费设置中各取费表明细。查询示例: SELECT Rate FROM FeeCollectionTable WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "FeeCollectionTableName",
                     "alias": "取费名，取费名称，取费表名称",
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_OtherFee.json b/backend/data/projectstruct/博微电力造价工程文件格式_OtherFee.json
index a813798..863aae3 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_OtherFee.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_OtherFee.json
@@ -4,7 +4,7 @@
             "name": "OtherFee",
             "alias": "",
             "comment": "其他费用表被称为“工程费用中其他费用明细”。其他费用是指为完成工程项目建设所必需的，但不属于建筑工程费、安装工程费、设备购置费、基本预备费的其他相关费用。包括建设场地征用及清理费、项目建设管理费、项目建设技术服务费、生产准备费、大件运输措施费、专业爆破服务费等。查询示例: SELECT Rate FROM OtherFee WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
                     "alias": "id，项目id，费用id",
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivision.json b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivision.json
index de24f3b..2b91d17 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivision.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivision.json
@@ -4,7 +4,7 @@
             "name": "ProjectDivision",
             "alias": "",
             "comment": "项目划分表是用于存储工程项目划分树状数据。内部包含安装工程项目划分，建筑工程项目划分，线路项目划分，工程分部分项。查询示例: SELECT Sum_Price FROM ProjectDivision WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
                     "alias": "id，项目id，费用id",
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivisions_CostPreview.json b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivisions_CostPreview.json
index b1c88be..80b156b 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivisions_CostPreview.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectDivisions_CostPreview.json
@@ -4,7 +4,7 @@
             "name": "ProjectDivisions_CostPreview",
             "alias": "",
             "comment": "项目划分_费用预览表也被称为“项目划分费用预览”、“项目划分取费费用”。其中包含项目划分合价、直接费、间接费、利润、税金、主材费等。查询示例: SELECT Total FROM ProjectDivisions_CostPreview WHERE Id = '15'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
                     "alias": "id，项目id",
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectProperties.json b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectProperties.json
index e0e7c16..55d71a2 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectProperties.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectProperties.json
@@ -4,7 +4,7 @@
             "name": "ProjectProperties",
             "alias": "",
             "comment": "工程属性表是用于存储整个工程的重要属性，访问该表都是为了通过属性名查找属性值。通常属性值有工程信息、工程属性、技经参数，表中包含工程总投资、工程总费用，工程主要费用，工程技经参数等。查询示例: SELECT Value FROM ProjectProperties WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Name\n",
                     "alias": "属性名，属性名称，属性",
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectQuantities.json b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectQuantities.json
index 0a721d7..a62b8a5 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_ProjectQuantities.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_ProjectQuantities.json
@@ -4,7 +4,7 @@
             "name": "ProjectQuantities",
             "alias": "",
             "comment": "工程量表是项目划分下工程量，包含定额、主材、设备、一笔性费用。查询示例: SELECT BudgetPrice FROM ProjectQuantities WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
                     "alias": "id",
diff --git a/backend/data/projectstruct/博微电力造价工程文件格式_TotalCalculateTable.json b/backend/data/projectstruct/博微电力造价工程文件格式_TotalCalculateTable.json
index 3f5d25b..8aee494 100644
--- a/backend/data/projectstruct/博微电力造价工程文件格式_TotalCalculateTable.json
+++ b/backend/data/projectstruct/博微电力造价工程文件格式_TotalCalculateTable.json
@@ -4,7 +4,7 @@
             "name": "TotalCalculateTable",
             "alias": "总算表",
             "comment": "总算表也被称为“工程总费用”、“工程费用”。其中包含本地工程、辅助设施工程、编制基准期价差、设备购置费、其他费用、基本预备费、特殊费用、工程静态投资、动态费用、价差预备费、建设期贷款利息、工程动态投资、可抵扣增值税额。查询示例: SELECT Amount FROM TotalCalculateTable WHERE Name = 'findname'。",
-            "fileds": [
+            "fields": [
                 {
                     "name": "Id",
                     "alias": "id，项目id，费用id",
-- 
2.52.0


From bbe3fd0b0b6b99435547db1aae1fa0c6878c32af Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 15:39:28 +0800
Subject: [PATCH 31/39] =?UTF-8?q?=E4=BF=AE=E6=94=B9XinferenceRerank?=
 =?UTF-8?q?=E7=B1=BB=E5=A2=9E=E5=8A=A0=E6=9C=80=E5=A4=9AN=E6=9D=A1?=
 =?UTF-8?q?=E7=9F=A5=E8=AF=86=E5=92=8C=E6=9C=80=E5=B0=8F=E5=8C=B9=E9=85=8D?=
 =?UTF-8?q?=E5=BA=A6=E8=BF=87=E6=BB=A4=E6=94=AF=E6=8C=81?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/xinference/base.py | 19 ++++++++++++++-----
 1 file changed, 14 insertions(+), 5 deletions(-)

diff --git a/backend/app/xinference/base.py b/backend/app/xinference/base.py
index 54cb16d..3a91374 100644
--- a/backend/app/xinference/base.py
+++ b/backend/app/xinference/base.py
@@ -13,6 +13,7 @@ from llama_index.core.instrumentation.events.rerank import ReRankStartEvent, ReR
 from llama_index.core.postprocessor.types import BaseNodePostprocessor
 from llama_index.core.schema import ImageType, NodeWithScore, QueryBundle
 from pydantic import Field
+from win32comext.shell.demos.IUniformResourceLocator import new_sh
 
 logger = logging.getLogger(__name__)
 
@@ -165,17 +166,19 @@ class XinferenceRerank(BaseNodePostprocessor):
             self,
             model_uid: str,
             endpoint: str,
-            top_n: int = 3,
-            threshold: float = 0.3,
+            top_n: int = None,
+            threshold: float = None,
             return_documents: bool = False
     ):
         _model_uid = model_uid
         _endpoint = endpoint
+        _op_n = top_n
+        threshold = threshold
         generator, model_description = self.load_model(
             model_uid, endpoint
         )
         self._generator = generator
-        super().__init__(top_n=top_n, model=model_uid, threshold = threshold, return_documents=return_documents)
+        super().__init__(top_n=top_n, model=model_uid, model_uid=model_uid, threshold = threshold, return_documents=return_documents)
 
     @classmethod
     def class_name(cls) -> str:
@@ -216,8 +219,14 @@ class XinferenceRerank(BaseNodePostprocessor):
                 new_node_with_score = NodeWithScore(
                     node=nodes[result['index']].node, score=result['relevance_score']
                 )
-                if new_node_with_score.score >=self.threshold:
-                    new_nodes.append(new_node_with_score)
+                if self.threshold is not None:
+                    if new_node_with_score.score >=self.threshold:
+                        new_nodes.append(new_node_with_score)
+
+                if self.top_n is not None:
+                    if len(new_nodes) > self.top_n:
+                        for index in new_nodes[5:-1]:
+                            new_nodes.remove(-1)
 
             event.on_end(payload={EventPayload.NODES: new_nodes})
 
-- 
2.52.0


From d52174532e5ca6b88f584b815322bb2435796df3 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 17:22:38 +0800
Subject: [PATCH 32/39] =?UTF-8?q?=E8=B0=83=E6=95=B4TOP=5FK=E5=8F=82?=
 =?UTF-8?q?=E6=95=B0=E5=80=BC?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.env.xinference | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/backend/.env.xinference b/backend/.env.xinference
index 205bb57..58981d4 100644
--- a/backend/.env.xinference
+++ b/backend/.env.xinference
@@ -4,7 +4,7 @@ SQL_DATABASE_URL=mysql+pymysql://zjinfo1:Dy2Bcr53Hm5xRkba@110.42.234.166:3306/zj
 #SQL_DATABASE_URL=mysql+pymysql://zjinfo2:GSKcziSdBixDXwcd@110.42.234.166:3306/zjinfo2
 
 # The number of similar embeddings to return when retrieving documents.
-TOP_K=5
+TOP_K=10
 #--------------------------
 # 是否启用检索重排功能
 RERANK_ENABLED=true
-- 
2.52.0


From 9eb8142a0bae83cdcf1a7d804c56bcd67c09303a Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 17:23:01 +0800
Subject: [PATCH 33/39] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E5=AF=BC=E5=85=A5?=
 =?UTF-8?q?=E5=85=B3=E7=B3=BB?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/xinference/base.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/backend/app/xinference/base.py b/backend/app/xinference/base.py
index 3a91374..374c2ca 100644
--- a/backend/app/xinference/base.py
+++ b/backend/app/xinference/base.py
@@ -13,7 +13,6 @@ from llama_index.core.instrumentation.events.rerank import ReRankStartEvent, ReR
 from llama_index.core.postprocessor.types import BaseNodePostprocessor
 from llama_index.core.schema import ImageType, NodeWithScore, QueryBundle
 from pydantic import Field
-from win32comext.shell.demos.IUniformResourceLocator import new_sh
 
 logger = logging.getLogger(__name__)
 
-- 
2.52.0


From 59488ae4593d313da38a4a0833203ebe41934a27 Mon Sep 17 00:00:00 2001
From: paituo <330435863@qq.com>
Date: Mon, 19 Aug 2024 17:23:43 +0800
Subject: [PATCH 34/39] =?UTF-8?q?=E5=81=9C=E6=AD=A2=E4=BD=BF=E7=94=A8?=
 =?UTF-8?q?=E5=8E=86=E5=8F=B2=E6=B6=88=E6=81=AF?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/api/routers/chat.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/backend/app/api/routers/chat.py b/backend/app/api/routers/chat.py
index abe77eb..6476567 100644
--- a/backend/app/api/routers/chat.py
+++ b/backend/app/api/routers/chat.py
@@ -48,6 +48,8 @@ async def chat(
 ):
     try:
         last_message_content = data.get_last_message_content()
+        # 由于基于历史消息的提示词没有调整好，所以暂时屏蔽历史消息
+        data.messages.clear()
         messages = data.get_history_messages()
 
         doc_ids = data.get_chat_document_ids()
@@ -59,8 +61,6 @@ async def chat(
         event_handler = EventCallbackHandler()
         chat_engine.callback_manager.handlers.append(event_handler)  # type: ignore
 
-        # 由于基于历史消息的提示词没有调整好，所以暂时屏蔽历史消息
-        messages = None
         response = await chat_engine.astream_chat(last_message_content, messages)
         process_response_nodes(response.source_nodes, background_tasks)
 
-- 
2.52.0


From 0d714476872ef385bd0c20825c461bfb4baffc3f Mon Sep 17 00:00:00 2001
From: wanyaokun <12345678>
Date: Tue, 20 Aug 2024 18:53:19 +0800
Subject: [PATCH 35/39] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E6=95=B0=E7=BB=84?=
 =?UTF-8?q?=E6=BA=A2=E5=87=BA=E9=97=AE=E9=A2=98?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/xinference/base.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/backend/app/xinference/base.py b/backend/app/xinference/base.py
index 374c2ca..f256ec8 100644
--- a/backend/app/xinference/base.py
+++ b/backend/app/xinference/base.py
@@ -224,8 +224,8 @@ class XinferenceRerank(BaseNodePostprocessor):
 
                 if self.top_n is not None:
                     if len(new_nodes) > self.top_n:
-                        for index in new_nodes[5:-1]:
-                            new_nodes.remove(-1)
+                        for index in new_nodes[self.top_n:-1]:
+                            new_nodes.remove(index)
 
             event.on_end(payload={EventPayload.NODES: new_nodes})
 
-- 
2.52.0


From aadbcbf15fc73eac314bbc0845c7f1dac6291fc9 Mon Sep 17 00:00:00 2001
From: wanyaokun <12345678>
Date: Wed, 21 Aug 2024 17:45:38 +0800
Subject: [PATCH 36/39] =?UTF-8?q?=E6=96=B0=E5=A2=9E=E5=BA=93=E4=BE=9D?=
 =?UTF-8?q?=E8=B5=96?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/pyproject.toml | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index b0399fe..bb8fcf2 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -17,6 +17,7 @@ aiostream = "^0.6.2"
 llama-index = "0.10.63"
 cachetools = "^5.3.3"
 protobuf = "4.25.4"
+nltk = "^3.8.2"
 
 #arize-phoenix = "^4.12.0"
 openinference-instrumentation-llama-index="2.2.3"
@@ -32,6 +33,7 @@ llama-index-vector-stores-qdrant = "^0.2.14"
 chroma="^0.2.0"
 llama-index-vector-stores-chroma = "^0.1.10"
 llama-index-readers-json = "^0.1.5"
+llama-index-retrievers-bm25 = "^0.2.2"
 
 duckduckgo_search = "^6.2.6"
 
-- 
2.52.0


From 1ec122c852fb0c54228e90140e9b79323e9ce6d0 Mon Sep 17 00:00:00 2001
From: wanyaokun <12345678>
Date: Wed, 21 Aug 2024 17:48:16 +0800
Subject: [PATCH 37/39] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E9=85=8D=E7=BD=AE?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/.env.xinference | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/backend/.env.xinference b/backend/.env.xinference
index 58981d4..ae37317 100644
--- a/backend/.env.xinference
+++ b/backend/.env.xinference
@@ -8,6 +8,10 @@ TOP_K=10
 #--------------------------
 # 是否启用检索重排功能
 RERANK_ENABLED=true
+# 是否启用混合检索
+HYBRID_ENABLED = false
+# 混合检索阈值
+HYBRID_ALPHA = 0.5
 # Rerank model
 RERANK_MODEL=bge-reranker-v2-m3
 RERANK_BASE_URL=http://10.1.16.39:9995
-- 
2.52.0


From 6e473499b8d65fd3e1df6409adb5d51e6788ecec Mon Sep 17 00:00:00 2001
From: wanyaokun <12345678>
Date: Wed, 21 Aug 2024 19:30:43 +0800
Subject: [PATCH 38/39] =?UTF-8?q?=E6=96=B0=E5=A2=9E=E6=B7=B7=E5=90=88?=
 =?UTF-8?q?=E6=A3=80=E7=B4=A2?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/engine/__init__.py | 83 +++++++++++++++++++++++++++++++++-
 1 file changed, 81 insertions(+), 2 deletions(-)

diff --git a/backend/app/engine/__init__.py b/backend/app/engine/__init__.py
index 444f925..fc36c14 100644
--- a/backend/app/engine/__init__.py
+++ b/backend/app/engine/__init__.py
@@ -13,6 +13,77 @@ from app.engine.tools import ToolFactory
 from app.engine.index import get_index
 from app.settings import get_node_postprocessors
 
+from llama_index.core.retrievers import BaseRetriever
+from llama_index.core import QueryBundle
+from llama_index.core.schema import NodeWithScore
+from typing import List, Any, Optional,Dict
+from llama_index.core.query_engine.retriever_query_engine import RetrieverQueryEngine
+
+class HybridRetriever(BaseRetriever):
+    def __init__(
+        self,
+        vector_index,
+        similarity_top_k: int = 2,
+        out_top_k: Optional[int] = None,
+        alpha: float = 0.5,
+        filters = None,
+        **kwargs: Any,
+    ) -> None:
+        from llama_index.retrievers.bm25 import BM25Retriever
+        from nltk.corpus import stopwords
+
+        super().__init__(**kwargs)
+        self._vector_index = vector_index
+        self._embed_model = vector_index._embed_model
+        self._out_top_k = out_top_k or similarity_top_k
+        self._vecRetriever = vector_index.as_retriever(
+            similarity_top_k=similarity_top_k,filters = filters
+        )
+        self._bm25Retriever = BM25Retriever.from_defaults(similarity_top_k=similarity_top_k,
+                                             nodes=self._vector_index.vector_store.get_nodes(None),
+                                             language=stopwords.words('chinese'))
+        self._alpha = alpha
+
+    def _retrieve(self, query_bundle: QueryBundle) -> List[NodeWithScore]:
+        vecNodes:List[NodeWithScore] = self._vecRetriever.retrieve(query_bundle.query_str)
+        bmNodes:List[NodeWithScore] = self._bm25Retriever.retrieve(query_bundle.query_str)
+
+        bmDic:Dict[str,NodeWithScore] = {}
+        for node in bmNodes:
+            bmDic[node.node_id] = node
+            
+        result_tups = []
+        for i in range(len(vecNodes)):
+            node = vecNodes[i]
+            bmScore = 0.0
+            if node.node_id in bmDic: 
+                bmScore = bmDic[node.node_id].score 
+                bmDic.pop(node.node_id)
+            else:
+                bmScore = 0.0
+            full_similarity = (self._alpha * node.score) + (
+                (1 - self._alpha) * bmScore
+            )
+            result_tups.append((full_similarity, node))
+        
+        for _,node in bmDic.items():
+            full_similarity = (1 - self._alpha) * node.score
+            result_tups.append((full_similarity, node))     
+
+        result_tups = sorted(result_tups, key=lambda x: x[0], reverse=True)
+        for full_score, node in result_tups:
+            node.score = full_score
+        return [n for _, n in result_tups][:self._out_top_k]
+
+def get_Retriever(index,**kwargs):
+    bEnableHybrid = True if os.getenv("HYBRID_ENABLED",False).title() == 'True' else False
+    if bEnableHybrid:
+        alpha = float(os.getenv("HYBRID_ALPHA", "0.5"))
+        retriever = HybridRetriever(index,alpha = alpha,**kwargs)
+    else:
+        retriever = index.as_retriever(**kwargs)
+    return retriever
+
 sql_database = None
 sql_obj_index = None
 
@@ -55,10 +126,12 @@ def get_chat_engine(filters=None, params=None):
 
         # 创建向量检索查询工具
         postprocess = get_node_postprocessors()
-        query_engine = index.as_query_engine(
-            similarity_top_k=top_k, filters=filters,
+        query_engine = RetrieverQueryEngine.from_args(
+            get_Retriever(index,similarity_top_k=top_k,
+                          filters=filters),
             node_postprocessors=postprocess,
         )
+
         query_engine_tool = QueryEngineTool.from_defaults(query_engine=query_engine, name="zj_query_tool",
                                                           description="由博微公司编制的关于电力造价知识、电力造价编制软件知识和造价工程文件结构的知识库。适用于查询电力领域、电力造价领域、博微、博微电力、博微造价等业务等内容。如果本知识库没有直接答案但有解决思路的可以返回解决办法后建议使用“zjdata_query_tool”工具。如果你不知道答案，就说你不知道，不要编造答案。",
                                                           )
@@ -83,3 +156,9 @@ def get_chat_engine(filters=None, params=None):
     #
     # # wrap the worker in the top-level planner
     # return StructuredPlannerAgent(worker, tools)
+
+
+
+
+
+
-- 
2.52.0


From f5d6eb6a227649cb0dfa46c05b0d5360f58300d8 Mon Sep 17 00:00:00 2001
From: wanyaokun <12345678>
Date: Thu, 22 Aug 2024 09:32:19 +0800
Subject: [PATCH 39/39] =?UTF-8?q?=E4=BF=AE=E6=94=B9=E9=87=8D=E6=8E=92?=
 =?UTF-8?q?=E5=BC=80=E5=85=B3=E5=A4=B1=E6=95=88=E9=97=AE=E9=A2=98?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/settings.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/backend/app/settings.py b/backend/app/settings.py
index f5246cd..58333d9 100644
--- a/backend/app/settings.py
+++ b/backend/app/settings.py
@@ -10,8 +10,8 @@ from app.xinference.base import XinferenceEmbedding, XinferenceRerank
 
 
 def get_node_postprocessors():
-    rerank_enabled = os.getenv("RERANK_ENABLED")
-    if rerank_enabled is None or rerank_enabled is False:
+    rerank_enabled = os.getenv("RERANK_ENABLED").title()
+    if rerank_enabled is None or rerank_enabled == 'False':
         return []
 
     rerank_model = os.getenv("RERANK_MODEL")
-- 
2.52.0