From dca4de761591f27c7e3670f76b3849662e7f652a Mon Sep 17 00:00:00 2001
From: yaojin <yaojin@dataelem.com>
Date: Mon, 11 Sep 2023 17:46:48 +0800
Subject: [PATCH 1/2] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E9=BB=98=E8=AE=A4Milvus?=
 =?UTF-8?q?=20=E9=85=8D=E7=BD=AE?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/release.yml                 |  35 +-
 src/backend/bisheng/api/v1/knowledge.py       |   2 +-
 src/backend/bisheng/config.yaml               |  29 +-
 .../interface/initialize/vector_store.py      |   3 +-
 .../template/frontend_node/vectorstores.py    |   2 +-
 src/backend/poetry.lock                       | 349 ++++++++++--------
 src/backend/pyproject.toml                    |   1 +
 7 files changed, 237 insertions(+), 184 deletions(-)

diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 25f13354e..648378281 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -27,6 +27,24 @@ jobs:
         run: |
           echo ::set-output name=VERSION::${GITHUB_REF/refs\/tags\//}
 
+      # 构建 bisheng-langchain
+      - name: Set python version 3.8
+        uses: actions/setup-python@v1
+        with:
+          python-version: 3.8
+
+      - name: Build PyPi bisheng-langchain and push
+        id: pypi_build_bisheng_langchain
+        run: |
+          pip install Cython
+          pip install wheel
+          pip install twine
+          cd ./src/bisheng-langchain
+          python setup.py bdist_wheel
+          repo="http://110.16.193.170:50083/repository/pypi-hosted/"
+          twine upload --verbose -u ${{ secrets.NEXUS_USER }}  -p ${{ secrets.NEXUS_PASSWORD }} --repository-url $repo  dist/*.whl
+          twine upload dist/* -u ${{ secrets.PYPI_USER }} -p ${{ secrets.PYPI_PASSWORD }} --repository pypi
+
       # 构建 backend 并推送到 Docker hub
       - name: Build backend and push
         id: docker_build_backend
@@ -62,19 +80,4 @@ jobs:
             ${{ env.DOCKERHUB_REPO }}bisheng-frontend:latest
             ${{ env.DOCKERHUB_REPO }}bisheng-frontend:0.1
 
-      # 构建 bisheng-langchain
-      - name: Set python version 3.8
-        uses: actions/setup-python@v1
-        with:
-          python-version: 3.8
-
-      - name: Build PyPi bisheng-langchain and push
-        id: pypi_build_bisheng_langchain
-        run: |
-          pip install Cython
-          pip install wheel
-          pip install twine
-          cd ./src/bisheng-langchain
-          python setup.py bdist_wheel
-          repo="http://110.16.193.170:50083/repository/pypi-hosted/"
-          twine upload --verbose -u ${{ secrets.NEXUS_USER }}  -p ${{ secrets.NEXUS_PASSWORD }} --repository-url $repo  dist/*.whl
\ No newline at end of file
+     
\ No newline at end of file
diff --git a/src/backend/bisheng/api/v1/knowledge.py b/src/backend/bisheng/api/v1/knowledge.py
index bc4bad902..df8a458e7 100644
--- a/src/backend/bisheng/api/v1/knowledge.py
+++ b/src/backend/bisheng/api/v1/knowledge.py
@@ -44,7 +44,7 @@ async def upload_file(*, file: UploadFile = File(...)):
 async def get_embedding():
     try:
         # 获取本地配置的名字
-        model_list = settings.embedding_config
+        model_list = settings.knowledges.get('embeddings')
         models = list(model_list.keys())
         return {'data': {'models': models}}
     except Exception as exc:
diff --git a/src/backend/bisheng/config.yaml b/src/backend/bisheng/config.yaml
index cc2840656..9ff62d782 100644
--- a/src/backend/bisheng/config.yaml
+++ b/src/backend/bisheng/config.yaml
@@ -1,3 +1,21 @@
+# 数据库配置
+database_url:
+  "mysql+pymysql://root:1234@mysql:3306/bisheng"
+redis_url:
+  "redis:6379"
+
+# 为知识库的embedding进行模型撇脂
+knowledges:
+  embeddings:
+    text-embedding-ada-002:
+      base_url: ""
+      openai_proxy: ""
+      openai_api_key: ""
+  vectorstores:
+    # Milvus 最低要求cpu 4C 8G 推荐4C 16G
+    Milvus: # 如果需要切换其他vectordb，确保其他服务已经启动，然后配置对应参数
+      connection_args: {'host': '110.16.193.170', 'port': '50032', 'user': '', 'password': '', 'secure': False}
+
 agents:
   ZeroShotAgent:
     documentation: "https://python.langchain.com/docs/modules/agents/how_to/custom_mrkl_agent"
@@ -329,15 +347,4 @@ input_output:
   InputFile:
     documentation: ""
 
-embedding_config:
-  text-embedding-ada-002:
-    base_url:
-      ""
-  multilingual-e5-large:
-    base_url:
-      ""
 
-database_url:
-  "mysql+pymysql://root:E1SkG0PaDMEPTAxY@192.168.106.106:3306/langflow"
-redis_url:
-  "192.168.106.116:6379"
diff --git a/src/backend/bisheng/interface/initialize/vector_store.py b/src/backend/bisheng/interface/initialize/vector_store.py
index f3b447562..34d6ccb0f 100644
--- a/src/backend/bisheng/interface/initialize/vector_store.py
+++ b/src/backend/bisheng/interface/initialize/vector_store.py
@@ -2,6 +2,7 @@
 import os
 from typing import Any, Callable, Dict, Type
 
+from bisheng.settings import settings
 from bisheng_langchain.vectorstores import ElasticKeywordsSearch
 from langchain.vectorstores import (FAISS, Chroma, Milvus, MongoDBAtlasVectorSearch, Pinecone,
                                     Qdrant, SupabaseVectorStore, Weaviate)
@@ -202,7 +203,7 @@ def initialize_qdrant(class_object: Type[Qdrant], params: dict):
 
 def initial_milvus(class_object: Type[Milvus], params: dict):
     if 'connection_args' not in params:
-        connection_args = {'host': '192.168.106.12', 'port': '19530', 'user': '', 'secure': False, 'password': ''}
+        connection_args = settings.knowledges.get('vectorstores').get('Milvus')
         params['connection_args'] = connection_args
     elif isinstance(params.get('connection_args'), str):
         print(f"milvus before params={params} type={type(params['connection_args'])}")
diff --git a/src/backend/bisheng/template/frontend_node/vectorstores.py b/src/backend/bisheng/template/frontend_node/vectorstores.py
index dfd5bf0fd..956375327 100644
--- a/src/backend/bisheng/template/frontend_node/vectorstores.py
+++ b/src/backend/bisheng/template/frontend_node/vectorstores.py
@@ -5,6 +5,7 @@
 
 
 class VectorStoreFrontendNode(FrontendNode):
+
     def add_extra_fields(self) -> None:
         extra_fields: List[TemplateField] = []
         # Add search_kwargs field
@@ -295,4 +296,3 @@ def format_field(field: TemplateField, name: Optional[str] = None) -> None:
         elif field.name == 'connection_args':
             field.show = True
             field.advanced = True
-            field.value = {'host': '192.168.106.116', 'port': '19530', 'user': '', 'password': '', 'secure': False}
diff --git a/src/backend/poetry.lock b/src/backend/poetry.lock
index a8184c070..2e412deab 100644
--- a/src/backend/poetry.lock
+++ b/src/backend/poetry.lock
@@ -334,35 +334,52 @@ soupsieve = ">1.2"
 html5lib = ["html5lib"]
 lxml = ["lxml"]
 
+[[package]]
+name = "bisheng-langchain"
+version = "0.0.1"
+description = "bisheng langchain modules"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "bisheng_langchain-0.0.1-py3-none-any.whl", hash = "sha256:8213c80e191bd2cdda2cdf87987ac6473d6734a82e90e1d1d3c04e045a63e801"},
+]
+
+[package.dependencies]
+elasticsearch = "*"
+langchain = "*"
+openai = "*"
+websocket-client = "*"
+zhipuai = "*"
+
 [[package]]
 name = "black"
-version = "23.7.0"
+version = "23.9.1"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "black-23.7.0-cp310-cp310-macosx_10_16_universal2.whl", hash = "sha256:552513d5cd5694590d7ef6f46e1767a4df9af168d449ff767b13b084c020e63f"},
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+    {file = "black-23.9.1-cp39-cp39-win_amd64.whl", hash = "sha256:403397c033adbc45c2bd41747da1f7fc7eaa44efbee256b53842470d4ac5a70f"},
+    {file = "black-23.9.1-py3-none-any.whl", hash = "sha256:6ccd59584cc834b6d127628713e4b6b968e5f79572da66284532525a042549f9"},
+    {file = "black-23.9.1.tar.gz", hash = "sha256:24b6b3ff5c6d9ea08a8888f6977eae858e1f340d7260cf56d70a49823236b62d"},
 ]
 
 [package.dependencies]
@@ -372,7 +389,7 @@ packaging = ">=22.0"
 pathspec = ">=0.9.0"
 platformdirs = ">=2"
 tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
-typing-extensions = {version = ">=3.10.0.0", markers = "python_version < \"3.10\""}
+typing-extensions = {version = ">=4.0.1", markers = "python_version < \"3.11\""}
 
 [package.extras]
 colorama = ["colorama (>=0.4.3)"]
@@ -380,24 +397,6 @@ d = ["aiohttp (>=3.7.4)"]
 jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
 uvloop = ["uvloop (>=0.15.2)"]
 
-[[package]]
-name = "bleach"
-version = "6.0.0"
-description = "An easy safelist-based HTML-sanitizing tool."
-optional = false
-python-versions = ">=3.7"
-files = [
-    {file = "bleach-6.0.0-py3-none-any.whl", hash = "sha256:33c16e3353dbd13028ab4799a0f89a83f113405c766e9c122df8a06f5b85b3f4"},
-    {file = "bleach-6.0.0.tar.gz", hash = "sha256:1a1a85c1595e07d8db14c5f09f09e6433502c51c595970edc090551f0db99414"},
-]
-
-[package.dependencies]
-six = ">=1.9.0"
-webencodings = "*"
-
-[package.extras]
-css = ["tinycss2 (>=1.1.0,<1.2)"]
-
 [[package]]
 name = "cachetools"
 version = "5.3.1"
@@ -738,13 +737,13 @@ sqlalchemy = ["sqlalchemy (>1.3.21,<2.0)"]
 
 [[package]]
 name = "cohere"
-version = "4.23"
+version = "4.24"
 description = ""
 optional = false
 python-versions = ">=3.7,<4.0"
 files = [
-    {file = "cohere-4.23-py3-none-any.whl", hash = "sha256:72f88cc9835674e8da5ff4cabbebaf38fb7f6e5d79d9b79cd6b65000d46c66b7"},
-    {file = "cohere-4.23.tar.gz", hash = "sha256:d1f62ac0f4758da9ba216b2626ad7134a1ced5f7217e48d4d9e81555025b7794"},
+    {file = "cohere-4.24-py3-none-any.whl", hash = "sha256:04b5b05411724162cc6c620006b2984459fe2a6e23f5bf75489a83d4659a9fbc"},
+    {file = "cohere-4.24.tar.gz", hash = "sha256:ed94200115c4147cdf4e79467d591f1e4892cc8984558e5e9d104ae1e6287470"},
 ]
 
 [package.dependencies]
@@ -914,6 +913,17 @@ ssh = ["bcrypt (>=3.1.5)"]
 test = ["pretend", "pytest (>=6.2.0)", "pytest-benchmark", "pytest-cov", "pytest-xdist"]
 test-randomorder = ["pytest-randomly"]
 
+[[package]]
+name = "dataclasses"
+version = "0.6"
+description = "A backport of the dataclasses module for Python 3.6"
+optional = false
+python-versions = "*"
+files = [
+    {file = "dataclasses-0.6-py3-none-any.whl", hash = "sha256:454a69d788c7fda44efd71e259be79577822f5e3f53f029a22d08004e951dc9f"},
+    {file = "dataclasses-0.6.tar.gz", hash = "sha256:6988bd2b895eef432d562370bb707d540f32f7360ab13da45340101bc2307d84"},
+]
+
 [[package]]
 name = "dataclasses-json"
 version = "0.5.14"
@@ -1707,13 +1717,13 @@ grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
 
 [[package]]
 name = "gotrue"
-version = "1.0.4"
+version = "1.1.0"
 description = "Python Client Library for GoTrue"
 optional = false
 python-versions = ">=3.8,<4.0"
 files = [
-    {file = "gotrue-1.0.4-py3-none-any.whl", hash = "sha256:f016f5e317a21e55dfcee00fb360f2c7a33c5b87a38601e7b9e65cb898bcf7bb"},
-    {file = "gotrue-1.0.4.tar.gz", hash = "sha256:2686c93b798fb2d3b120f067d21e66bb803b013ee6ab6fb7783093102f74603a"},
+    {file = "gotrue-1.1.0-py3-none-any.whl", hash = "sha256:ce60638cf56f07cc01580f63ade1299d7a2bbc636c48b0f3a026d8f265d982b4"},
+    {file = "gotrue-1.1.0.tar.gz", hash = "sha256:7954683d140a58fb906b8eb8f555ac39a888ba985f9bffe481d12ac1437ad46a"},
 ]
 
 [package.dependencies]
@@ -2727,21 +2737,21 @@ test = ["coverage", "pytest", "pytest-cov"]
 
 [[package]]
 name = "llama-cpp-python"
-version = "0.1.83"
+version = "0.1.84"
 description = "A Python wrapper for llama.cpp"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
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-numpy = ">=1.24.4,<2.0.0"
-typing-extensions = ">=4.7.1,<5.0.0"
+diskcache = ">=5.6.1"
+numpy = ">=1.20.0"
+typing-extensions = ">=4.5.0"
 
 [package.extras]
-server = ["fastapi (>=0.100.0)", "pydantic-settings (>=2.0.1)", "sse-starlette (>=1.6.1)", "uvicorn (>=0.23.2,<0.24.0)"]
+server = ["fastapi (>=0.100.0)", "pydantic-settings (>=2.0.1)", "sse-starlette (>=1.6.1)", "uvicorn (>=0.22.0)"]
 
 [[package]]
 name = "loguru"
@@ -3313,6 +3323,31 @@ doc = ["nb2plots (>=0.6)", "numpydoc (>=1.5)", "pillow (>=9.4)", "pydata-sphinx-
 extra = ["lxml (>=4.6)", "pydot (>=1.4.2)", "pygraphviz (>=1.10)", "sympy (>=1.10)"]
 test = ["codecov (>=2.1)", "pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
+[[package]]
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+version = "0.2.14"
+description = "Ammonia HTML sanitizer Python binding"
+optional = false
+python-versions = "*"
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+
 [[package]]
 name = "nltk"
 version = "3.8.1"
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 [[package]]
@@ -4905,13 +4940,13 @@ diagrams = ["jinja2", "railroad-diagrams"]
 
 [[package]]
 name = "pypdf"
-version = "3.15.5"
+version = "3.16.0"
 description = "A pure-python PDF library capable of splitting, merging, cropping, and transforming PDF files"
 optional = false
 python-versions = ">=3.6"
 files = [
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 [package.dependencies]
@@ -4926,23 +4961,23 @@ image = ["Pillow (>=8.0.0)"]
 
 [[package]]
 name = "pypdfium2"
-version = "4.19.0"
+version = "4.20.0"
 description = "Python bindings to PDFium"
 optional = false
 python-versions = ">=3.6"
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 ]
 
 [[package]]
@@ -5392,18 +5427,18 @@ urllib3 = ">=1.26.14,<2.0.0"
 
 [[package]]
 name = "readme-renderer"
-version = "41.0"
-description = "readme_renderer is a library for rendering \"readme\" descriptions for Warehouse"
+version = "42.0"
+description = "readme_renderer is a library for rendering readme descriptions for Warehouse"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
-bleach = ">=2.1.0"
 docutils = ">=0.13.1"
+nh3 = ">=0.2.14"
 Pygments = ">=2.5.1"
 
 [package.extras]
@@ -6732,26 +6767,15 @@ validators = ">=0.18.2,<=0.21.0"
 [package.extras]
 grpc = ["grpcio", "grpcio-tools"]
 
-[[package]]
-name = "webencodings"
-version = "0.5.1"
-description = "Character encoding aliases for legacy web content"
-optional = false
-python-versions = "*"
-files = [
-    {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
-    {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
-]
-
 [[package]]
 name = "websocket-client"
-version = "1.6.2"
+version = "1.6.3"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "websocket-client-1.6.2.tar.gz", hash = "sha256:53e95c826bf800c4c465f50093a8c4ff091c7327023b10bfaff40cf1ef170eaa"},
-    {file = "websocket_client-1.6.2-py3-none-any.whl", hash = "sha256:ce54f419dfae71f4bdba69ebe65bf7f0a93fe71bc009ad3a010aacc3eebad537"},
+    {file = "websocket-client-1.6.3.tar.gz", hash = "sha256:3aad25d31284266bcfcfd1fd8a743f63282305a364b8d0948a43bd606acc652f"},
+    {file = "websocket_client-1.6.3-py3-none-any.whl", hash = "sha256:6cfc30d051ebabb73a5fa246efdcc14c8fbebbd0330f8984ac3bb6d9edd2ad03"},
 ]
 
 [package.extras]
@@ -6981,13 +7005,13 @@ test = ["pytest", "pytest-cov"]
 
 [[package]]
 name = "xlsxwriter"
-version = "3.1.2"
+version = "3.1.3"
 description = "A Python module for creating Excel XLSX files."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "XlsxWriter-3.1.2-py3-none-any.whl", hash = "sha256:331508ff39d610ecdaf979e458840bc1eab6e6a02cfd5d08f044f0f73636236f"},
-    {file = "XlsxWriter-3.1.2.tar.gz", hash = "sha256:78751099a770273f1c98b8d6643351f68f98ae8e6acf9d09d37dc6798f8cd3de"},
+    {file = "XlsxWriter-3.1.3-py3-none-any.whl", hash = "sha256:b1fde9b60dc25fff589f3baf58e95178048ba87a7916d45f6e3bce4a61f56e64"},
+    {file = "XlsxWriter-3.1.3.tar.gz", hash = "sha256:696c16458d50712a3a5f902676c045ddb4c1bd1b54595f501e582d549abdbdb9"},
 ]
 
 [[package]]
@@ -7077,6 +7101,23 @@ files = [
 idna = ">=2.0"
 multidict = ">=4.0"
 
+[[package]]
+name = "zhipuai"
+version = "1.0.7"
+description = "A SDK library for accessing big model apis from ZhipuAI"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "zhipuai-1.0.7-py3-none-any.whl", hash = "sha256:360c01b8c2698f366061452e86d5a36a5ff68a576ea33940da98e4806f232530"},
+    {file = "zhipuai-1.0.7.tar.gz", hash = "sha256:b80f699543d83cce8648acf1ce32bc2725d1c1c443baffa5882abc2cc704d581"},
+]
+
+[package.dependencies]
+cachetools = "*"
+dataclasses = "*"
+PyJWT = "*"
+requests = "*"
+
 [[package]]
 name = "zipp"
 version = "3.16.2"
@@ -7156,4 +7197,4 @@ deploy = ["langchain-serve"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.9,<3.11"
-content-hash = "544db8446d5d51a76437e9a77e7054c1f86dfc9aad6ecf804835e36488636ed4"
+content-hash = "d5c1fc3b9af719390e2761c173df932c66697e2df059d20c956ec26aeb013cfa"
diff --git a/src/backend/pyproject.toml b/src/backend/pyproject.toml
index 243e0bb76..060b3e593 100644
--- a/src/backend/pyproject.toml
+++ b/src/backend/pyproject.toml
@@ -18,6 +18,7 @@ include = ["./bisheng/*", "bisheng/**/*"]
 bisheng = "bisheng.__main__:main"
 
 [tool.poetry.dependencies]
+bisheng_langchain = "^0.0.1"
 fastapi_jwt_auth = "^0.5.0"
 redis = "^5.0.0"
 jieba = "^0.42.1"

From e2c3facac4e02f71da9f0ec967216608c6e422c9 Mon Sep 17 00:00:00 2001
From: yaojin <yaojin@dataelem.com>
Date: Tue, 12 Sep 2023 11:49:36 +0800
Subject: [PATCH 2/2] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E7=9F=A5=E8=AF=86?=
 =?UTF-8?q?=E5=BA=93Milvus=20=E9=85=8D=E7=BD=AE?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .github/workflows/ci.yml                    | 32 +++++++++++----------
 .github/workflows/release.yml               | 11 +++++--
 docker/bisheng/config/config.yaml           |  9 +++---
 src/backend/bisheng/api/v1/flows.py         | 17 +++++++----
 src/backend/bisheng/api/v1/knowledge.py     | 12 ++++----
 src/backend/bisheng/config.yaml             |  4 +--
 src/backend/bisheng/database/models/flow.py |  1 +
 src/frontend/package-lock.json              | 25 ++++++++++++++--
 src/frontend/yarn.lock                      | 17 ++---------
 9 files changed, 77 insertions(+), 51 deletions(-)

diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9693a8a3a..f50e8c543 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -36,6 +36,22 @@ jobs:
         run: |
           echo ::set-output name=VERSION::${GITHUB_REF/refs\/tags\//}
 
+      # 构建 bisheng_langchain
+      - name: Set python version 3.8
+        uses: actions/setup-python@v1
+        with:
+          python-version: 3.8
+
+      - name: Build PyPi bisheng-langchain and push
+        id: pypi_build_bisheng_langchain
+        run: |
+          pip install Cython
+          pip install wheel
+          pip install twine
+          cd ./src/bisheng_langchain
+          python setup.py bdist_wheel
+          twine upload dist/* -u ${{ secrets.PYPI_USER }} -p ${{ secrets.PYPI_PASSWORD }} --repository pypi
+          
       # 构建 backend 并推送到 Docker hub
       - name: Build backend and push
         id: docker_build_backend
@@ -70,18 +86,4 @@ jobs:
           tags: |
             ${{ env.DOCKERHUB_REPO }}bisheng-frontend:latest
             ${{ env.DOCKERHUB_REPO }}bisheng-frontend:${{ steps.get_version.outputs.VERSION }}
-      # 构建 bisheng_langchain
-      - name: Set python version 3.8
-        uses: actions/setup-python@v1
-        with:
-          python-version: 3.8
-
-      - name: Build PyPi bisheng-langchain and push
-        id: pypi_build_bisheng_langchain
-        run: |
-          pip install Cython
-          pip install wheel
-          pip install twine
-          cd ./src/bisheng_langchain
-          python setup.py bdist_wheel
-          twine upload dist/* -u ${{ secrets.PYPI_USER }} -p ${{ secrets.PYPI_PASSWORD }} --repository pypi
\ No newline at end of file
+      
\ No newline at end of file
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 648378281..1d51c6d9c 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -45,6 +45,13 @@ jobs:
           twine upload --verbose -u ${{ secrets.NEXUS_USER }}  -p ${{ secrets.NEXUS_PASSWORD }} --repository-url $repo  dist/*.whl
           twine upload dist/* -u ${{ secrets.PYPI_USER }} -p ${{ secrets.PYPI_PASSWORD }} --repository pypi
 
+      # 发布到私服
+      - name: Login
+        uses: docker/login-action@v1
+        with:
+          registry: "http://110.16.193.170:50083/repository/docker-hosted/"
+          username: ${{ secrets.NEXUS_USER }}
+          password: ${{ secrets.NEXUS_PASSWORD }} 
       # 构建 backend 并推送到 Docker hub
       - name: Build backend and push
         id: docker_build_backend
@@ -53,7 +60,7 @@ jobs:
           # backend 的context目录
           context: "./src/backend/"
           # 是否 docker push
-          push: false
+          push: true
           # docker build arg, 注入 APP_NAME/APP_VERSION
           build-args: |
             APP_NAME="bisheng-backend"
@@ -70,7 +77,7 @@ jobs:
           # frontend 的context目录
           context: "./src/frontend/"
           # 是否 docker push
-          push: false
+          push: true
           # docker build arg, 注入 APP_NAME/APP_VERSION
           build-args: |
             APP_NAME="bisheng-frontend"
diff --git a/docker/bisheng/config/config.yaml b/docker/bisheng/config/config.yaml
index 1be186669..816391dda 100644
--- a/docker/bisheng/config/config.yaml
+++ b/docker/bisheng/config/config.yaml
@@ -8,14 +8,13 @@ redis_url:
 knowledges:
   embeddings:
     text-embedding-ada-002:
-      base_url: ""
+      openai_api_base: "https://api.openai.com/v1/"
       openai_proxy: ""
       openai_api_key: ""
   vectorstores:
-    Chroma:
-      persist_directory: "/app/data/chroma_persist"  # In-memory chroma with saving/loading to disk
-    # Milvus: # 如果需要切换其他vectordb，确保其他服务已经启动，然后配置对应参数
-    #   connection_args = {'host': '127.0.0.1', 'port': '19530', 'user': '', 'password': '', 'secure': False}
+    # Milvus 最低要求cpu 4C 8G 推荐4C 16G
+    Milvus: # 如果需要切换其他vectordb，确保其他服务已经启动，然后配置对应参数
+      connection_args = {'host': '110.16.193.170', 'port': '50032', 'user': '', 'password': '', 'secure': False}
 
 agents:
   ZeroShotAgent:
diff --git a/src/backend/bisheng/api/v1/flows.py b/src/backend/bisheng/api/v1/flows.py
index 136a1ee60..886c6ed2d 100644
--- a/src/backend/bisheng/api/v1/flows.py
+++ b/src/backend/bisheng/api/v1/flows.py
@@ -5,8 +5,7 @@
 from bisheng.api.utils import build_flow_no_yield, remove_api_keys
 from bisheng.api.v1.schemas import FlowListCreate, FlowListRead
 from bisheng.database.base import get_session
-from bisheng.database.models.flow import (Flow, FlowCreate, FlowRead,
-                                          FlowReadWithStyle, FlowUpdate)
+from bisheng.database.models.flow import Flow, FlowCreate, FlowRead, FlowReadWithStyle, FlowUpdate
 from bisheng.database.models.template import Template
 from bisheng.database.models.user import User
 from bisheng.settings import settings
@@ -57,11 +56,12 @@ def read_flows(*,
             sql = sql.where(Flow.name.like(f'%{name}%'))
         if status:
             sql = sql.where(Flow.status == status)
+        # count = session.exec(sql.count())
+        # total = count.scalar()
 
         sql = sql.order_by(Flow.update_time.desc())
         if page_num and page_size:
             sql = sql.offset((page_num - 1) * page_size).limit(page_size)
-
         flows = session.exec(sql).all()
 
         res = [jsonable_encoder(flow) for flow in flows]
@@ -88,7 +88,11 @@ def read_flow(*, session: Session = Depends(get_session), flow_id: UUID):
 
 
 @router.patch('/{flow_id}', response_model=FlowRead, status_code=200)
-def update_flow(*, session: Session = Depends(get_session), flow_id: UUID, flow: FlowUpdate, Authorize: AuthJWT = Depends()):
+def update_flow(*,
+                session: Session = Depends(get_session),
+                flow_id: UUID,
+                flow: FlowUpdate,
+                Authorize: AuthJWT = Depends()):
     Authorize.jwt_required()
     payload = json.loads(Authorize.get_jwt_subject())
     """Update a flow."""
@@ -159,7 +163,10 @@ def create_flows(*, session: Session = Depends(get_session), flow_list: FlowList
 
 
 @router.post('/upload/', response_model=List[FlowRead], status_code=201)
-async def upload_file(*, session: Session = Depends(get_session), file: UploadFile = File(...), Authorize: AuthJWT = Depends()):
+async def upload_file(*,
+                      session: Session = Depends(get_session),
+                      file: UploadFile = File(...),
+                      Authorize: AuthJWT = Depends()):
     """Upload flows from a file."""
     contents = await file.read()
     data = json.loads(contents)
diff --git a/src/backend/bisheng/api/v1/knowledge.py b/src/backend/bisheng/api/v1/knowledge.py
index df8a458e7..60907ed78 100644
--- a/src/backend/bisheng/api/v1/knowledge.py
+++ b/src/backend/bisheng/api/v1/knowledge.py
@@ -86,6 +86,7 @@ async def process_knowledge(*, session: Session = Depends(get_session), data: di
         logger.info(f'fileName={file_name} col={collection_name}')
     asyncio.create_task(
         addEmbedding(collection_name=collection_name,
+                     model=knowledge.model,
                      chunk_size=chunck_size,
                      file_paths=file_paths,
                      knowledge_files=files))
@@ -105,9 +106,10 @@ def create_knowledge(*,
     payload = json.loads(Authorize.get_jwt_subject())
     """创建知识库."""
     db_knowldge = Knowledge.from_orm(knowledge)
-    know = session.exec(select(Knowledge).where(Knowledge.name == knowledge.name)).all()
+    know = session.exec(
+        select(Knowledge).where(Knowledge.name == knowledge.name, knowledge.user_id == payload.get('user_id'))).all()
     if know:
-        raise HTTPException(status_code=500, detail='name 重复')
+        raise HTTPException(status_code=500, detail='知识库名称重复')
     if not db_knowldge.collection_name:
         # 默认collectionName
         db_knowldge.collection_name = f'col_{int(time.time())}_{str(uuid4())[:8]}'
@@ -200,13 +202,13 @@ def delete_knowledge_file(*, session: Session = Depends(get_session), file_id: i
 def decide_embeddings(model: str) -> Embeddings:
     model_list = settings.knowledges.get('embeddings')
     if model == 'text-embedding-ada-002':
-        return OpenAIEmbeddings(**model_list.get('model'))
+        return OpenAIEmbeddings(**model_list.get(model))
     else:
-        return HostEmbeddings(**model_list.get('model'))
+        return HostEmbeddings(**model_list.get(model))
 
 
 def decide_vectorstores(collection_name: str, embedding: Embeddings) -> VectorStore:
-    param = {'collection_name': collection_name, 'embedding_function': embedding}
+    param = {'collection_name': collection_name, 'embedding': embedding}
     vector_store = list(settings.knowledges.get('vectorstores').keys())[0]
     vector_config = settings.knowledges.get('vectorstores').get(vector_store)
     param.update(vector_config)
diff --git a/src/backend/bisheng/config.yaml b/src/backend/bisheng/config.yaml
index 9ff62d782..40a17976b 100644
--- a/src/backend/bisheng/config.yaml
+++ b/src/backend/bisheng/config.yaml
@@ -1,6 +1,6 @@
 # 数据库配置
 database_url:
-  "mysql+pymysql://root:1234@mysql:3306/bisheng"
+  "mysql+pymysql://root:1234@mysql/bisheng"
 redis_url:
   "redis:6379"
 
@@ -8,7 +8,7 @@ redis_url:
 knowledges:
   embeddings:
     text-embedding-ada-002:
-      base_url: ""
+      openai_api_base: "https://api.openai.com"
       openai_proxy: ""
       openai_api_key: ""
   vectorstores:
diff --git a/src/backend/bisheng/database/models/flow.py b/src/backend/bisheng/database/models/flow.py
index ada034c38..24766a3b9 100644
--- a/src/backend/bisheng/database/models/flow.py
+++ b/src/backend/bisheng/database/models/flow.py
@@ -61,6 +61,7 @@ class FlowRead(FlowBase):
 
 class FlowReadWithStyle(FlowRead):
     style: Optional['FlowStyleRead'] = None
+    total: Optional[int] = None
 
 
 class FlowUpdate(SQLModelSerializable):
diff --git a/src/frontend/package-lock.json b/src/frontend/package-lock.json
index de5f3eea0..ebde0373b 100644
--- a/src/frontend/package-lock.json
+++ b/src/frontend/package-lock.json
@@ -1,12 +1,12 @@
 {
   "name": "bisheng",
-  "version": "0.1.2",
+  "version": "0.0.2",
   "lockfileVersion": 3,
   "requires": true,
   "packages": {
     "": {
       "name": "bisheng",
-      "version": "0.1.2",
+      "version": "0.0.2",
       "dependencies": {
         "@emotion/react": "^11.10.5",
         "@emotion/styled": "^11.10.5",
@@ -92,7 +92,8 @@
         "prettier-plugin-tailwindcss": "^0.3.0",
         "tailwindcss": "^3.3.2",
         "typescript": "^5.0.2",
-        "vite": "^4.3.9"
+        "vite": "^4.3.9",
+        "vite-plugin-static-copy": "^0.17.0"
       }
     },
     "node_modules/@adobe/css-tools": {
@@ -10388,6 +10389,24 @@
         }
       }
     },
+    "node_modules/vite-plugin-static-copy": {
+      "version": "0.17.0",
+      "resolved": "https://registry.npmjs.org/vite-plugin-static-copy/-/vite-plugin-static-copy-0.17.0.tgz",
+      "integrity": "sha512-2HpNbHfDt8SDy393AGXh9llHkc8FJMQkI8s3T5WsH3SWLMO+f5cFIyPErl4yGKU9Uh3Vaqsd4lHZYTf042fQ2A==",
+      "dev": true,
+      "dependencies": {
+        "chokidar": "^3.5.3",
+        "fast-glob": "^3.2.11",
+        "fs-extra": "^11.1.0",
+        "picocolors": "^1.0.0"
+      },
+      "engines": {
+        "node": "^14.18.0 || >=16.0.0"
+      },
+      "peerDependencies": {
+        "vite": "^3.0.0 || ^4.0.0"
+      }
+    },
     "node_modules/vite-plugin-svgr": {
       "version": "3.2.0",
       "resolved": "https://registry.npmjs.org/vite-plugin-svgr/-/vite-plugin-svgr-3.2.0.tgz",
diff --git a/src/frontend/yarn.lock b/src/frontend/yarn.lock
index 68b14cdd0..2779dbedf 100644
--- a/src/frontend/yarn.lock
+++ b/src/frontend/yarn.lock
@@ -2800,18 +2800,7 @@ fast-deep-equal@^3.1.1:
   resolved "https://registry.npmjs.org/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz"
   integrity sha512-f3qQ9oQy9j2AhBe/H9VC91wLmKBCCU/gDOnKNAYG5hswO7BLKj09Hc5HYNz9cGI++xlpDCIgDaitVs03ATR84Q==
 
-fast-glob@^3.2.11:
-  version "3.3.1"
-  resolved "https://registry.yarnpkg.com/fast-glob/-/fast-glob-3.3.1.tgz#784b4e897340f3dbbef17413b3f11acf03c874c4"
-  integrity sha512-kNFPyjhh5cKjrUltxs+wFx+ZkbRaxxmZ+X0ZU31SOsxCEtP9VPgtq2teZw1DebupL5GmDaNQ6yKMMVcM41iqDg==
-  dependencies:
-    "@nodelib/fs.stat" "^2.0.2"
-    "@nodelib/fs.walk" "^1.2.3"
-    glob-parent "^5.1.2"
-    merge2 "^1.3.0"
-    micromatch "^4.0.4"
-
-fast-glob@^3.2.12, fast-glob@^3.2.5:
+fast-glob@^3.2.11, fast-glob@^3.2.12, fast-glob@^3.2.5:
   version "3.3.0"
   resolved "https://registry.npmjs.org/fast-glob/-/fast-glob-3.3.0.tgz"
   integrity sha512-ChDuvbOypPuNjO8yIDf36x7BlZX1smcUMTTcyoIjycexOxd6DFsKsg21qVBzEmr3G7fUKIRy2/psii+CIUt7FA==
@@ -5780,7 +5769,7 @@ vfile@^5.0.0:
 
 vite-plugin-static-copy@^0.17.0:
   version "0.17.0"
-  resolved "https://registry.yarnpkg.com/vite-plugin-static-copy/-/vite-plugin-static-copy-0.17.0.tgz#e45527da186c4a3818d09635797b6fc7cc9e035f"
+  resolved "https://registry.npmjs.org/vite-plugin-static-copy/-/vite-plugin-static-copy-0.17.0.tgz"
   integrity sha512-2HpNbHfDt8SDy393AGXh9llHkc8FJMQkI8s3T5WsH3SWLMO+f5cFIyPErl4yGKU9Uh3Vaqsd4lHZYTf042fQ2A==
   dependencies:
     chokidar "^3.5.3"
@@ -5797,7 +5786,7 @@ vite-plugin-svgr@^3.2.0:
     "@svgr/core" "^7.0.0"
     "@svgr/plugin-jsx" "^7.0.0"
 
-"vite@^2.6.0 || 3 || 4", vite@^4, vite@^4.3.9:
+"vite@^2.6.0 || 3 || 4", "vite@^3.0.0 || ^4.0.0", vite@^4, vite@^4.3.9:
   version "4.4.2"
   resolved "https://registry.npmjs.org/vite/-/vite-4.4.2.tgz"
   integrity sha512-zUcsJN+UvdSyHhYa277UHhiJ3iq4hUBwHavOpsNUGsTgjBeoBlK8eDt+iT09pBq0h9/knhG/SPrZiM7cGmg7NA==