diff --git a/.github/actions/poetry_setup/action.yml b/.github/actions/poetry_setup/action.yml
new file mode 100644
index 00000000..75965f14
--- /dev/null
+++ b/.github/actions/poetry_setup/action.yml
@@ -0,0 +1,93 @@
+# An action for setting up poetry install with caching.
+# Using a custom action since the default action does not
+# take poetry install groups into account.
+# Action code from:
+# https://github.com/actions/setup-python/issues/505#issuecomment-1273013236
+name: poetry-install-with-caching
+description: Poetry install with support for caching of dependency groups.
+
+inputs:
+  python-version:
+    description: Python version, supporting MAJOR.MINOR only
+    required: true
+
+  poetry-version:
+    description: Poetry version
+    required: true
+
+  cache-key:
+    description: Cache key to use for manual handling of caching
+    required: true
+
+  working-directory:
+    description: Directory whose poetry.lock file should be cached
+    required: true
+
+runs:
+  using: composite
+  steps:
+    - uses: actions/setup-python@v5
+      name: Setup python ${{ inputs.python-version }}
+      id: setup-python
+      with:
+        python-version: ${{ inputs.python-version }}
+
+    - uses: actions/cache@v4
+      id: cache-bin-poetry
+      name: Cache Poetry binary - Python ${{ inputs.python-version }}
+      env:
+        SEGMENT_DOWNLOAD_TIMEOUT_MIN: "1"
+      with:
+        path: |
+          /opt/pipx/venvs/poetry
+        # This step caches the poetry installation, so make sure it's keyed on the poetry version as well.
+        key: bin-poetry-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-${{ inputs.poetry-version }}
+
+    - name: Refresh shell hashtable and fixup softlinks
+      if: steps.cache-bin-poetry.outputs.cache-hit == 'true'
+      shell: bash
+      env:
+        POETRY_VERSION: ${{ inputs.poetry-version }}
+        PYTHON_VERSION: ${{ inputs.python-version }}
+      run: |
+        set -eux
+
+        # Refresh the shell hashtable, to ensure correct `which` output.
+        hash -r
+
+        # `actions/cache@v3` doesn't always seem able to correctly unpack softlinks.
+        # Delete and recreate the softlinks pipx expects to have.
+        rm /opt/pipx/venvs/poetry/bin/python
+        cd /opt/pipx/venvs/poetry/bin
+        ln -s "$(which "python$PYTHON_VERSION")" python
+        chmod +x python
+        cd /opt/pipx_bin/
+        ln -s /opt/pipx/venvs/poetry/bin/poetry poetry
+        chmod +x poetry
+
+        # Ensure everything got set up correctly.
+        /opt/pipx/venvs/poetry/bin/python --version
+        /opt/pipx_bin/poetry --version
+
+    - name: Install poetry
+      if: steps.cache-bin-poetry.outputs.cache-hit != 'true'
+      shell: bash
+      env:
+        POETRY_VERSION: ${{ inputs.poetry-version }}
+        PYTHON_VERSION: ${{ inputs.python-version }}
+      # Install poetry using the python version installed by setup-python step.
+      run: pipx install "poetry==$POETRY_VERSION" --python '${{ steps.setup-python.outputs.python-path }}' --verbose
+
+    - name: Restore pip and poetry cached dependencies
+      uses: actions/cache@v4
+      env:
+        SEGMENT_DOWNLOAD_TIMEOUT_MIN: "4"
+        WORKDIR: ${{ inputs.working-directory == '' && '.' || inputs.working-directory }}
+      with:
+        path: |
+          ~/.cache/pip
+          ~/.cache/pypoetry/virtualenvs
+          ~/.cache/pypoetry/cache
+          ~/.cache/pypoetry/artifacts
+          ${{ env.WORKDIR }}/.venv
+        key: py-deps-${{ runner.os }}-${{ runner.arch }}-py-${{ inputs.python-version }}-poetry-${{ inputs.poetry-version }}-${{ inputs.cache-key }}-${{ hashFiles(format('{0}/**/poetry.lock', env.WORKDIR)) }}
\ No newline at end of file
diff --git a/.github/workflows/_release.yml b/.github/workflows/_release.yml
new file mode 100644
index 00000000..291c6972
--- /dev/null
+++ b/.github/workflows/_release.yml
@@ -0,0 +1,264 @@
+name: release
+run-name: Release ${{ inputs.working-directory }} by @${{ github.actor }}
+on:
+  workflow_call:
+    branches:
+      - dev
+    inputs:
+      working-directory:
+        required: true
+        type: string
+        description: "From which folder this pipeline executes"
+  workflow_dispatch:
+    branches:
+      - dev
+    inputs:
+      working-directory:
+        required: true
+        type: string
+        default: './chatchat-server'
+        description: "From which folder this pipeline executes"
+env:
+  PYTHON_VERSION: "3.8"
+  POETRY_VERSION: "1.7.1"
+
+jobs:
+  build:
+    if: github.ref == 'refs/heads/master'
+    environment: Scheduled testing
+    runs-on: ubuntu-latest
+
+    outputs:
+      pkg-name: ${{ steps.check-version.outputs.pkg-name }}
+      version: ${{ steps.check-version.outputs.version }}
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python + Poetry ${{ env.POETRY_VERSION }}
+        uses: "./.github/actions/poetry_setup"
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+          poetry-version: ${{ env.POETRY_VERSION }}
+          working-directory: ${{ inputs.working-directory }}
+          cache-key: release
+
+      # We want to keep this build stage *separate* from the release stage,
+      # so that there's no sharing of permissions between them.
+      # The release stage has trusted publishing and GitHub repo contents write access,
+      # and we want to keep the scope of that access limited just to the release job.
+      # Otherwise, a malicious `build` step (e.g. via a compromised dependency)
+      # could get access to our GitHub or PyPI credentials.
+      #
+      # Per the trusted publishing GitHub Action:
+      # > It is strongly advised to separate jobs for building [...]
+      # > from the publish job.
+      # https://github.com/pypa/gh-action-pypi-publish#non-goals
+      - name: Build project for distribution
+        run: poetry build
+        working-directory: ${{ inputs.working-directory }}
+
+      - name: Upload build
+        uses: actions/upload-artifact@v4
+        with:
+          name: dist
+          path: ${{ inputs.working-directory }}/dist/
+
+      - name: Check Version
+        id: check-version
+        shell: bash
+        working-directory: ${{ inputs.working-directory }}
+        run: |
+          echo pkg-name="$(poetry version | cut -d ' ' -f 1)" >> $GITHUB_OUTPUT
+          echo version="$(poetry version --short)" >> $GITHUB_OUTPUT
+
+  test-pypi-publish:
+    needs:
+      - build
+    uses:
+      ./.github/workflows/_test_release.yml
+    with:
+      working-directory: ${{ inputs.working-directory }}
+    secrets: inherit
+
+  pre-release-checks:
+    needs:
+      - build
+      - test-pypi-publish
+    environment: Scheduled testing
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+
+      # We explicitly *don't* set up caching here. This ensures our tests are
+      # maximally sensitive to catching breakage.
+      #
+      # For example, here's a way that caching can cause a falsely-passing test:
+      # - Make the langchain package manifest no longer list a dependency package
+      #   as a requirement. This means it won't be installed by `pip install`,
+      #   and attempting to use it would cause a crash.
+      # - That dependency used to be required, so it may have been cached.
+      #   When restoring the venv packages from cache, that dependency gets included.
+      # - Tests pass, because the dependency is present even though it wasn't specified.
+      # - The package is published, and it breaks on the missing dependency when
+      #   used in the real world.
+
+      - name: Set up Python + Poetry ${{ env.POETRY_VERSION }}
+        uses: "./.github/actions/poetry_setup"
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+          poetry-version: ${{ env.POETRY_VERSION }}
+          working-directory: ${{ inputs.working-directory }}
+
+      - name: Import published package
+        shell: bash
+        working-directory: ${{ inputs.working-directory }}
+        env:
+          PKG_NAME: ${{ needs.build.outputs.pkg-name }}
+          VERSION: ${{ needs.build.outputs.version }}
+        # Here we use:
+        # - The default regular PyPI index as the *primary* index, meaning
+        #   that it takes priority (https://pypi.org/simple)
+        # - The test PyPI index as an extra index, so that any dependencies that
+        #   are not found on test PyPI can be resolved and installed anyway.
+        #   (https://test.pypi.org/simple). This will include the PKG_NAME==VERSION
+        #   package because VERSION will not have been uploaded to regular PyPI yet.
+        # - attempt install again after 5 seconds if it fails because there is
+        #   sometimes a delay in availability on test pypi
+        run: |
+          poetry run pip install \
+            --extra-index-url https://test.pypi.org/simple/ \
+            "$PKG_NAME==$VERSION" || \
+          ( \
+            sleep 5 && \
+            poetry run pip install \
+              --extra-index-url https://test.pypi.org/simple/ \
+              "$PKG_NAME==$VERSION" \
+          )
+
+          # Replace all dashes in the package name with underscores,
+          # since that's how Python imports packages with dashes in the name.
+          IMPORT_NAME="$(echo "$PKG_NAME" | sed s/-/_/g)"
+
+          poetry run python -c "import $IMPORT_NAME; print(dir($IMPORT_NAME))"
+
+      - name: Import test dependencies
+        run: poetry install --with test
+        working-directory: ${{ inputs.working-directory }}
+
+      # Overwrite the local version of the package with the test PyPI version.
+      - name: Import published package (again)
+        working-directory: ${{ inputs.working-directory }}
+        shell: bash
+        env:
+          PKG_NAME: ${{ needs.build.outputs.pkg-name }}
+          VERSION: ${{ needs.build.outputs.version }}
+        run: |
+          poetry run pip install \
+            --extra-index-url https://test.pypi.org/simple/ \
+            "$PKG_NAME==$VERSION"
+
+      - name: Run unit tests
+        run: make tests
+        env:
+          ZHIPUAI_API_KEY: ${{ secrets.ZHIPUAI_API_KEY }}
+          ZHIPUAI_BASE_URL: ${{ secrets.ZHIPUAI_BASE_URL }}
+        working-directory: ${{ inputs.working-directory }}
+
+#      - name: Run integration tests
+#        env:
+#          ZHIPUAI_API_KEY: ${{ secrets.ZHIPUAI_API_KEY }}
+#          ZHIPUAI_BASE_URL: ${{ secrets.ZHIPUAI_BASE_URL }}
+#        run: make integration_tests
+#        working-directory: ${{ inputs.working-directory }}
+
+  publish:
+    needs:
+      - build
+      - test-pypi-publish
+      - pre-release-checks
+    environment: Scheduled testing
+    runs-on: ubuntu-latest
+    permissions:
+      # This permission is used for trusted publishing:
+      # https://blog.pypi.org/posts/2023-04-20-introducing-trusted-publishers/
+      #
+      # Trusted publishing has to also be configured on PyPI for each package:
+      # https://docs.pypi.org/trusted-publishers/adding-a-publisher/
+      id-token: write
+
+    defaults:
+      run:
+        working-directory: ${{ inputs.working-directory }}
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python + Poetry ${{ env.POETRY_VERSION }}
+        uses: "./.github/actions/poetry_setup"
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+          poetry-version: ${{ env.POETRY_VERSION }}
+          working-directory: ${{ inputs.working-directory }}
+          cache-key: release
+
+      - uses: actions/download-artifact@v4
+        with:
+          name: dist
+          path: ${{ inputs.working-directory }}/dist/
+
+      - name: Publish package distributions to PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          packages-dir: ${{ inputs.working-directory }}/dist/
+          verbose: true
+          print-hash: true
+          password: ${{ secrets.PYPI_API_TOKEN }}
+          # We overwrite any existing distributions with the same name and version.
+          # This is *only for CI use* and is *extremely dangerous* otherwise!
+          # https://github.com/pypa/gh-action-pypi-publish#tolerating-release-package-file-duplicates
+          skip-existing: true
+
+  mark-release:
+    needs:
+      - build
+      - test-pypi-publish
+      - pre-release-checks
+      - publish
+    environment: Scheduled testing
+    runs-on: ubuntu-latest
+    permissions:
+      # This permission is needed by `ncipollo/release-action` to
+      # create the GitHub release.
+      contents: write
+
+    defaults:
+      run:
+        working-directory: ${{ inputs.working-directory }}
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python + Poetry ${{ env.POETRY_VERSION }}
+        uses: "./.github/actions/poetry_setup"
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+          poetry-version: ${{ env.POETRY_VERSION }}
+          working-directory: ${{ inputs.working-directory }}
+          cache-key: release
+
+      - uses: actions/download-artifact@v4
+        with:
+          name: dist
+          path: ${{ inputs.working-directory }}/dist/
+
+      - name: Create Release
+        uses: ncipollo/release-action@v1
+        if: ${{ inputs.working-directory == './chatchat-server' }}
+        with:
+          artifacts: "dist/*"
+          token: ${{ secrets.GITHUB_TOKEN }}
+          draft: false
+          generateReleaseNotes: true
+          tag: v${{ needs.build.outputs.version }}
+          commit: main
\ No newline at end of file
diff --git a/.github/workflows/_test_release.yml b/.github/workflows/_test_release.yml
new file mode 100644
index 00000000..efeb289b
--- /dev/null
+++ b/.github/workflows/_test_release.yml
@@ -0,0 +1,97 @@
+name: test-release
+
+on:
+  workflow_call:
+    branches:
+      - dev
+    inputs:
+      working-directory:
+        required: true
+        type: string
+        description: "From which folder this pipeline executes"
+
+env:
+  POETRY_VERSION: "1.7.1"
+  PYTHON_VERSION: "3.8"
+
+jobs:
+  build:
+    if: github.ref == 'refs/heads/master'
+    runs-on: ubuntu-latest
+
+    outputs:
+      pkg-name: ${{ steps.check-version.outputs.pkg-name }}
+      version: ${{ steps.check-version.outputs.version }}
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - name: Set up Python + Poetry ${{ env.POETRY_VERSION }}
+        uses: "./.github/actions/poetry_setup"
+        with:
+          python-version: ${{ env.PYTHON_VERSION }}
+          poetry-version: ${{ env.POETRY_VERSION }}
+          working-directory: ${{ inputs.working-directory }}
+          cache-key: release
+
+      # We want to keep this build stage *separate* from the release stage,
+      # so that there's no sharing of permissions between them.
+      # The release stage has trusted publishing and GitHub repo contents write access,
+      # and we want to keep the scope of that access limited just to the release job.
+      # Otherwise, a malicious `build` step (e.g. via a compromised dependency)
+      # could get access to our GitHub or PyPI credentials.
+      #
+      # Per the trusted publishing GitHub Action:
+      # > It is strongly advised to separate jobs for building [...]
+      # > from the publish job.
+      # https://github.com/pypa/gh-action-pypi-publish#non-goals
+      - name: Build project for distribution
+        run: poetry build
+        working-directory: ${{ inputs.working-directory }}
+
+      - name: Upload build
+        uses: actions/upload-artifact@v4
+        with:
+          name: test-dist
+          path: ${{ inputs.working-directory }}/dist/
+
+      - name: Check Version
+        id: check-version
+        shell: bash
+        working-directory: ${{ inputs.working-directory }}
+        run: |
+          echo pkg-name="$(poetry version | cut -d ' ' -f 1)" >> $GITHUB_OUTPUT
+          echo version="$(poetry version --short)" >> $GITHUB_OUTPUT
+
+  publish:
+    needs:
+      - build
+    runs-on: ubuntu-latest
+    permissions:
+      # This permission is used for trusted publishing:
+      # https://blog.pypi.org/posts/2023-04-20-introducing-trusted-publishers/
+      #
+      # Trusted publishing has to also be configured on PyPI for each package:
+      # https://docs.pypi.org/trusted-publishers/adding-a-publisher/
+      id-token: write
+
+    steps:
+      - uses: actions/checkout@v4
+
+      - uses: actions/download-artifact@v4
+        with:
+          name: test-dist
+          path: ${{ inputs.working-directory }}/dist/
+
+      - name: Publish to test PyPI
+        uses: pypa/gh-action-pypi-publish@release/v1
+        with:
+          packages-dir: ${{ inputs.working-directory }}/dist/
+          verbose: true
+          print-hash: true
+          repository-url: https://test.pypi.org/legacy/
+          password: ${{ secrets.TEST_PYPI_API_TOKEN }}
+          # We overwrite any existing distributions with the same name and version.
+          # This is *only for CI use* and is *extremely dangerous* otherwise!
+          # https://github.com/pypa/gh-action-pypi-publish#tolerating-release-package-file-duplicates
+          skip-existing: true
\ No newline at end of file
diff --git a/model-providers/pyproject.toml b/model-providers/pyproject.toml
index 8a4db8a0..67994dc9 100644
--- a/model-providers/pyproject.toml
+++ b/model-providers/pyproject.toml
@@ -21,21 +21,25 @@ openai = "1.13.3"
 tiktoken = "0.5.2"
 pydub = "0.25.1"
 boto3 = "1.28.17"
+
 [tool.poetry.group.test.dependencies]
 # The only dependencies that should be added are
 # dependencies used for running tests (e.g., pytest, freezegun, response).
 # Any dependencies that do not meet that criteria will be removed.
 pytest = "^7.3.0"
+pytest-cov = "^4.0.0"
+pytest-dotenv = "^0.5.2"
+duckdb-engine = "^0.9.2"
+pytest-watcher = "^0.2.6"
 freezegun = "^1.2.2"
-pytest-mock = "^3.10.0"
+responses = "^0.22.0"
+pytest-asyncio = "^0.23.2"
+lark = "^1.1.5"
+pandas = "^2.0.0"
+pytest-mock  = "^3.10.0"
+pytest-socket = "^0.6.0"
 syrupy = "^4.0.2"
-pytest-watcher = "^0.3.4"
-pytest-asyncio = "^0.21.1"
-grandalf = "^0.8"
-pytest-profiling = "^1.7.0"
-responses = "^0.25.0"
-langchain = "0.1.5"
-langchain-openai = "0.0.5"
+requests-mock = "^1.11.0"
 
 [tool.poetry.group.lint]
 optional = true
diff --git a/model-providers/tests/unit_test/conftest.py b/model-providers/tests/unit_test/conftest.py
deleted file mode 100644
index eea02a65..00000000
--- a/model-providers/tests/unit_test/conftest.py
+++ /dev/null
@@ -1,104 +0,0 @@
-"""Configuration for unit tests."""
-import logging
-from importlib import util
-from typing import Dict, List, Sequence
-
-import pytest
-from pytest import Config, Function, Parser
-
-from model_providers.core.utils.utils import (
-    get_config_dict,
-    get_log_file,
-    get_timestamp_ms,
-)
-
-
-def pytest_addoption(parser: Parser) -> None:
-    """Add custom command line options to pytest."""
-    parser.addoption(
-        "--only-extended",
-        action="store_true",
-        help="Only run extended tests. Does not allow skipping any extended tests.",
-    )
-    parser.addoption(
-        "--only-core",
-        action="store_true",
-        help="Only run core tests. Never runs any extended tests.",
-    )
-
-
-def pytest_collection_modifyitems(config: Config, items: Sequence[Function]) -> None:
-    """Add implementations for handling custom markers.
-
-    At the moment, this adds support for a custom `requires` marker.
-
-    The `requires` marker is used to denote tests that require one or more packages
-    to be installed to run. If the package is not installed, the test is skipped.
-
-    The `requires` marker syntax is:
-
-    .. code-block:: python
-
-        @pytest.mark.requires("package1", "package2")
-        def test_something():
-            ...
-    """
-    # Mapping from the name of a package to whether it is installed or not.
-    # Used to avoid repeated calls to `util.find_spec`
-    required_pkgs_info: Dict[str, bool] = {}
-
-    only_extended = config.getoption("--only-extended") or False
-    only_core = config.getoption("--only-core") or False
-
-    if only_extended and only_core:
-        raise ValueError("Cannot specify both `--only-extended` and `--only-core`.")
-
-    for item in items:
-        requires_marker = item.get_closest_marker("requires")
-        if requires_marker is not None:
-            if only_core:
-                item.add_marker(pytest.mark.skip(reason="Skipping not a core test."))
-                continue
-
-            # Iterate through the list of required packages
-            required_pkgs = requires_marker.args
-            for pkg in required_pkgs:
-                # If we haven't yet checked whether the pkg is installed
-                # let's check it and store the result.
-                if pkg not in required_pkgs_info:
-                    try:
-                        installed = util.find_spec(pkg) is not None
-                    except Exception:
-                        installed = False
-                    required_pkgs_info[pkg] = installed
-
-                if not required_pkgs_info[pkg]:
-                    if only_extended:
-                        pytest.fail(
-                            f"Package `{pkg}` is not installed but is required for "
-                            f"extended tests. Please install the given package and "
-                            f"try again.",
-                        )
-
-                    else:
-                        # If the package is not installed, we immediately break
-                        # and mark the test as skipped.
-                        item.add_marker(
-                            pytest.mark.skip(reason=f"Requires pkg: `{pkg}`")
-                        )
-                        break
-        else:
-            if only_extended:
-                item.add_marker(
-                    pytest.mark.skip(reason="Skipping not an extended test.")
-                )
-
-
-@pytest.fixture
-def logging_conf() -> dict:
-    return get_config_dict(
-        "DEBUG",
-        get_log_file(log_path="logs", sub_dir=f"local_{get_timestamp_ms()}"),
-        122,
-        111,
-    )
diff --git a/model-providers/tests/unit_tests/model_providers.yaml b/model-providers/tests/unit_tests/model_providers.yaml
new file mode 100644
index 00000000..908883c7
--- /dev/null
+++ b/model-providers/tests/unit_tests/model_providers.yaml
@@ -0,0 +1,33 @@
+openai:
+  model_credential:
+    - model: 'gpt-3.5-turbo'
+      model_type: 'llm'
+      model_credentials:
+        openai_api_key: 'sk-'
+        openai_organization: ''
+        openai_api_base: ''
+    - model: 'gpt-4'
+      model_type: 'llm'
+      model_credentials:
+        openai_api_key: 'sk-'
+        openai_organization: ''
+        openai_api_base: ''
+
+  provider_credential:
+    openai_api_key: 'sk-'
+    openai_organization: ''
+    openai_api_base: ''
+
+xinference:
+  model_credential:
+    - model: 'chatglm3-6b'
+      model_type: 'llm'
+      model_credentials:
+        server_url: 'http://127.0.0.1:9997/'
+        model_uid: 'chatglm3-6b'
+
+
+zhipuai:
+
+  provider_credential:
+    api_key: 'd4fa0690b6dfa205204cae2e12aa6fb6.1'
\ No newline at end of file
diff --git a/model-providers/tests/unit_test/test_provider_manager_models.py b/model-providers/tests/unit_tests/test_provider_manager_models.py
similarity index 89%
rename from model-providers/tests/unit_test/test_provider_manager_models.py
rename to model-providers/tests/unit_tests/test_provider_manager_models.py
index 023c48ec..9416fb9f 100644
--- a/model-providers/tests/unit_test/test_provider_manager_models.py
+++ b/model-providers/tests/unit_tests/test_provider_manager_models.py
@@ -12,12 +12,11 @@ from model_providers.core.provider_manager import ProviderManager
 logger = logging.getLogger(__name__)
 
 
-def test_provider_manager_models(logging_conf: dict) -> None:
+def test_provider_manager_models(logging_conf: dict, providers_file: str) -> None:
     logging.config.dictConfig(logging_conf)  # type: ignore
     # 读取配置文件
     cfg = OmegaConf.load(
-        "/media/gpt4-pdf-chatbot-langchain/langchain-ChatGLM/model-providers"
-        "/model_providers.yaml"
+        providers_file
     )
     # 转换配置文件
     (