diff --git a/.dockerignore b/.dockerignore index 774c368..5de4b14 100644 --- a/.dockerignore +++ b/.dockerignore @@ -18,3 +18,6 @@ frontend/*.log */.venv */.env */*.pyc + + +**/.notebooks diff --git a/.gitignore b/.gitignore index f155f76..ea5e9e3 100644 --- a/.gitignore +++ b/.gitignore @@ -12,7 +12,9 @@ auth node_modules/ **/.notebooks +**/.notebooks/* **/todo*.md +**/mcp.json # Byte-compiled / optimized / DLL files __pycache__/ diff --git a/Makefile b/Makefile index 6f9adb9..4492cd2 100644 --- a/Makefile +++ b/Makefile @@ -27,3 +27,4 @@ build_and_push: docker buildx build --platform linux/amd64 -t $(REGISTRY)/document-extractor:$(IMAGE_TAG) -f document-extractor/Dockerfile --push . docker buildx build --platform linux/amd64 -t $(REGISTRY)/frontend:$(IMAGE_TAG) -f frontend/apps/chat-app/Dockerfile --push . docker buildx build --platform linux/amd64 -t $(REGISTRY)/admin-frontend:$(IMAGE_TAG) -f frontend/apps/admin-app/Dockerfile --push . + docker buildx build --platform linux/amd64 -t $(REGISTRY)/mcp-server:$(IMAGE_TAG) -f mcp-server/Dockerfile --push . diff --git a/README.md b/README.md index 7a013c9..5ea5e7c 100644 --- a/README.md +++ b/README.md @@ -47,6 +47,7 @@ This repository contains the following components: - [*rag-backend*](#111-rag-backend): The main component of the RAG. - [*admin-backend*](#112-admin-backend): Manages user documents and confluence spaces, interacts with document-extractor and rag-backend. - [*document-extractor*](#113-document-extractor): Extracts content from documents and Confluence spaces. +- [*mcp-server*](#114-mcp-server): Model Context Protocol server that provides MCP-compatible access to the RAG system. - *frontend*: Frontend for both, chat and admin APIs. - *rag-infrastructure*: Contains the helm-chart and other files related to infrastructure and deployment. Please consult [this README](https://github.com/stackitcloud/rag-infrastructure/blob/main/README.md) for further information. - *rag-core-library*: Contains the API-libraries that are used to construct the backend-services in this repository. For further information, please consult [this README](https://github.com/stackitcloud/rag-core-library/blob/main/README.md). @@ -68,6 +69,17 @@ The Document extractor is a component that is used to extract the content from t All components are provided by the *extractor-api-lib*. For further information on endpoints and requirements, please consult [this README](https://github.com/stackitcloud/rag-core-library/blob/main/README.md#3-extractor-api-lib). +#### 1.1.4 MCP Server + +The MCP Server is a Model Context Protocol (MCP) server that provides a bridge between MCP-compatible clients and the RAG backend. It enables AI assistants and other tools to interact with the RAG system through standardized MCP tools. + +The MCP server runs as a sidecar container alongside the main RAG backend and exposes two main tools: + +- `chat_simple`: Basic question-answering without conversation history +- `chat_with_history`: Advanced chat interface with conversation history and returns structured responses with `answer`, `finish_reason`, and `citations`. + +For further information on configuration and usage, please consult the [MCP Server README](./mcp-server/README.md). + ### 1.2 Requirements > 📝 *Windows users*: make sure you use wsl for infrastructure setup & orchestration. diff --git a/Tiltfile b/Tiltfile index bf61b99..c070450 100644 --- a/Tiltfile +++ b/Tiltfile @@ -177,8 +177,37 @@ local_resource( allow_parallel=True, ) +################################## build mcp image and do live update ################################################## +# NOTE: full image names should match the one in the helm chart values.yaml! +registry = "ghcr.io/stackitcloud/rag-template" +mcp_image_name = "rag-mcp" + +mcp_context = "./mcp-server" +mcp_full_image_name = "%s/%s" % (registry, mcp_image_name) +docker_build( + mcp_full_image_name, + ".", + build_args={ + "dev": "1" if backend_debug else "0", + }, + live_update=[ + sync(mcp_context, "/app/mcp-server"), + ], + dockerfile=mcp_context + "/Dockerfile", +) + +# Add linter trigger +local_resource( + "MCP server linting", + create_linter_command(mcp_context, "back"), + labels=["linting"], + auto_init=False, + trigger_mode=TRIGGER_MODE_AUTO, + allow_parallel=True, +) + ######################################################################################################################## -################################## build admin backend image and do live update ############################################## +################################## build admin backend image and do live update ######################################## ######################################################################################################################## # NOTE: full image names should match the one in the helm chart values.yaml! @@ -313,6 +342,8 @@ value_override = [ "features.minio.enabled=true", "shared.config.tls.enabled=false", "shared.ssl=false", + "shared.config.basicAuth.enabled=true", + "features.mcp.enabled=true", # ingress host names "backend.ingress.host.name=rag.localhost", # langfuse @@ -398,6 +429,11 @@ k8s_resource( 31415, container_port=31415, name="Backend-Debugger", + ), + port_forward( + 9090, + container_port=8000, + name="MCP-Server", ) ], labels=["backend"], diff --git a/mcp-server/Dockerfile b/mcp-server/Dockerfile new file mode 100644 index 0000000..4c0d490 --- /dev/null +++ b/mcp-server/Dockerfile @@ -0,0 +1,62 @@ +FROM --platform=linux/amd64 python:3.11.7-bookworm AS build + +ARG dev=0 +ENV POETRY_VIRTUALENVS_PATH=/app/mcp-server/.venv +ENV POETRY_VERSION=1.8.3 + +WORKDIR /app + +RUN DEBIAN_FRONTEND=noninteractive apt-get update \ + && DEBIAN_FRONTEND=noninteractive apt-get install -y build-essential --no-install-recommends make && \ + python3 -m venv "${POETRY_VIRTUALENVS_PATH}" \ + && $POETRY_VIRTUALENVS_PATH/bin/pip install "poetry==${POETRY_VERSION}" +ENV PATH="${POETRY_VIRTUALENVS_PATH}/bin:$PATH" + + +WORKDIR /app/mcp-server +COPY mcp-server/pyproject.toml mcp-server/poetry.lock ./ + +RUN mkdir log && chmod 700 log +RUN touch /app/mcp-server/log/logfile.log && chmod 600 /app/mcp-server/log/logfile.log + +RUN poetry config virtualenvs.create false &&\ + if [ "$dev" = "1" ]; then \ + poetry install --no-interaction --no-ansi --no-root --with dev; \ + else \ + poetry install --no-interaction --no-ansi --no-root; \ + fi + +FROM --platform=linux/amd64 python:3.11.7-bookworm +ARG dev=0 + +RUN adduser --disabled-password --gecos "" --uid 65532 nonroot + +ENV POETRY_VIRTUALENVS_PATH=/app/mcp-server/.venv +COPY --from=build --chown=nonroot:nonroot ${POETRY_VIRTUALENVS_PATH} ${POETRY_VIRTUALENVS_PATH} +COPY --from=build /usr/local/bin/ /usr/local/bin/ +COPY --from=build /usr/bin/make /usr/bin/make +COPY --from=build /usr/local/lib/ /usr/local/lib/ + +WORKDIR /app/mcp-server +COPY --chown=nonroot:nonroot mcp-server/src ./src +COPY --chown=nonroot:nonroot mcp-server/pyproject.toml mcp-server/poetry.lock ./ +# cleanup +RUN apt-get clean autoclean +RUN apt-get autoremove --yes + +RUN if [ "$dev" = "0" ]; then \ + while read -r shell; do rm -f "$shell"; done < /etc/shells; \ + rm -rf /var/lib/{apt,dpkg,cache,log}/ \ + else \ + echo "POETRY_VIRTUALENVS_PATH=/app/mcp-server/.venv" >> /etc/environment;\ + export POETRY_VIRTUALENVS_PATH=/app/mcp-server/.venv;\ + export PATH="${POETRY_VIRTUALENVS_PATH}/bin:$PATH";\ + fi + + +USER nonroot +COPY --from=build --chown=nonroot:nonroot /app/mcp-server/log /app/mcp-server/log + +ENV PATH="${POETRY_VIRTUALENVS_PATH}/bin:${PATH}" + +CMD [ "poetry", "run", "python", "src/main.py" ] diff --git a/mcp-server/README.md b/mcp-server/README.md new file mode 100644 index 0000000..6e8e234 --- /dev/null +++ b/mcp-server/README.md @@ -0,0 +1,106 @@ +# MCP Server + +The MCP Server is a Model Context Protocol (MCP) server that provides a bridge between MCP-compatible clients and the RAG backend. It enables AI assistants and other tools to interact with the RAG system through standardized MCP tools. + +## Features 🚀 + +- **Simple Chat Interface**: Basic question-answering without conversation history +- **Chat with History**: Conversational interface that maintains context across messages +- **Citation Support**: Returns source documents and metadata for transparency +- **Streamable HTTP Transport**: Uses HTTP-based transport for reliable communication +- **Configurable Settings**: Environment-based configuration for different deployment scenarios + +## Architecture + +The server consists of several key components: + +- **RagMcpServer**: Main server class that handles MCP tool registration and request routing +- **Dependency Container**: Manages dependency injection for clean architecture +- **Settings**: Environment-based configuration management +- **RAG Backend Client**: Auto-generated OpenAPI client for backend communication + +## Requirements + +All required python libraries can be found in the [pyproject.toml](pyproject.toml) file. +The MCP server uses Poetry for dependency management and shares the base Dockerfile pattern with other services in the RAG template. + +## Available Tools + +The server exposes two main MCP tools for interacting with the RAG system: + +### `chat_simple` + +Simple question-answering interface that returns plain text responses. + +**Parameters:** + +- `session_id` (str): Unique identifier for the chat session +- `message` (str): The question or message to send to the RAG system + +**Returns:** + +- `str`: Plain text answer from the RAG system + +### `chat_with_history` + +Advanced chat interface that supports conversation history and returns structured responses with citations. + +**Parameters:** + +- `session_id` (str): Unique identifier for the chat session +- `message` (str): The current question or message +- `history` (list[dict], optional): Previous conversation history + +**History Format:** +Each history item should be a dictionary with: + +- `role`: Either "user" or "assistant" +- `message`: The message content + +**Returns:** + +- `dict`: Structured response containing: + - `answer`: The response text + - `finish_reason`: Why the response ended + - `citations`: List of source documents with content and metadata + +## Configuration + +The server supports configuration through environment variables with the following prefixes: + +### MCP Settings (`MCP_` prefix) + +- `MCP_HOST`: Server bind address (default: `0.0.0.0`) +- `MCP_PORT`: Server port (default: `8000`) +- `MCP_NAME`: Server name (default: `RAG MCP server`) + +### Backend Settings (`BACKEND_` prefix) + +- `BACKEND_BASE_PATH`: RAG backend URL (default: `http://127.0.0.1:8080`) + +## Deployment + +The MCP server is designed to be deployed alongside the main RAG backend as a sidecar container. A detailed explanation of the deployment can be found in the [main README](../README.md) and the [infrastructure README](../rag-infrastructure/README.md) of the project. + +### Docker Support + +The server includes Docker support for containerized deployment and is integrated into the main Tilt development workflow. + +### Integration in RAG Template + +The MCP server is automatically deployed when `backend.mcp.enabled=true` is set in the Helm values. It runs as a sidecar container alongside the main RAG backend, accessible via: + +- **Port**: 8000 (configurable via `MCP_PORT`) +- **Endpoint**: `/mcp` path through the main ingress +- **Development**: Port-forwarded to 9090 in local Tilt setup + +## Development + +The MCP server is integrated into the main RAG template development workflow: + +- **Tilt Integration**: Automatically built and deployed with live reload +- **Linting**: Included in the main linting pipeline +- **Testing**: Part of the overall test suite +- **Debugging**: Supports the same debugging workflow as other services + +For detailed development setup instructions, see the [main README](../README.md). diff --git a/mcp-server/api-generator.sh b/mcp-server/api-generator.sh new file mode 100755 index 0000000..5ee2151 --- /dev/null +++ b/mcp-server/api-generator.sh @@ -0,0 +1,7 @@ +#!/bin/bash + + +docker run --user $(id -u):$(id -g) --rm -v $PWD:/local 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+dependency-injector = "^4.46.0" +python-dateutil = "^2.9.0.post0" + +[tool.poetry.group.dev.dependencies] +debugpy = "^1.8.1" +pytest = "^8.2.1" +flake8 = "^7.1.0" +flake8-black = "^0.3.6" +flake8-pyproject = "^1.2.3" +coverage = "^7.5.4" +flake8-quotes = "^3.4.0" +flake8-return = "^1.2.0" +flake8-annotations-complexity = "^0.0.8" +flake8-bandit = "^4.1.1" +flake8-bugbear = "^24.8.19" +flake8-builtins = "^2.5.0" +flake8-comprehensions = "^3.15.0" +flake8-eradicate = "^1.5.0" +flake8-expression-complexity = "^0.0.11" +# flake8-logging-format = "^2024.24.12" +# flake8-docstrings = "^1.7.0" +flake8-pytest-style = "^2.0.0" +pep8-naming = "^0.14.1" +flake8-eol = "^0.0.8" +flake8-exceptions = "^0.0.1a0" +flake8-simplify = "^0.21.0" +flake8-wot = "^0.2.0" +flake8-function-order = "^0.0.5" +flake8-tidy-imports = "^4.10.0" + +[build-system] +requires = ["poetry-core"] +build-backend = "poetry.core.masonry.api" + + +[tool.flake8] +exclude= [".eggs", "./src/rag_backend_client", ".git", ".hg", ".mypy_cache", ".tox", ".venv", ".devcontainer", "venv", "_build", "buck-out", "build", "dist"] +statistics = true +show-source = false +max-complexity = 8 +max-annotations-complexity = 3 +docstring-convention = 'numpy' +max-line-length = 120 +ignore = ["E203", "W503", "E704"] +inline-quotes = '"' +docstring-quotes = '"""' +multiline-quotes = '"""' +dictionaries = ["en_US", "python", "technical", "pandas"] +ban-relative-imports = true +per-file-ignores = """ + ./tests/*: S101, + ./src/settings/mcp_settings.py: S104, +""" + + +[tool.black] +line-length = 120 +exclude = """ +/( + .eggs + | .git + | .hg + | .mypy_cache + | .nox + | .pants.d + | .tox + | .venv + | _build + | buck-out + | build + | dist + | node_modules + | venv +)/ +""" + + +[tool.isort] +profile = "black" +skip = ['.eggs', '.git', '.hg', '.mypy_cache', '.nox', '.pants.d', '.tox', '.venv', '_build', 'buck-out', 'build', 'dist', 'node_modules', 'venv'] +skip_gitignore = true + +[tool.pylint] +max-line-length = 120 + diff --git a/mcp-server/src/.openapi-generator-ignore b/mcp-server/src/.openapi-generator-ignore new file mode 100644 index 0000000..7484ee5 --- /dev/null +++ b/mcp-server/src/.openapi-generator-ignore @@ -0,0 +1,23 @@ +# OpenAPI Generator Ignore +# Generated by openapi-generator https://github.com/openapitools/openapi-generator + +# Use this file to prevent files from being overwritten by the generator. +# The patterns follow closely to .gitignore or .dockerignore. + +# As an example, the C# client generator defines ApiClient.cs. +# You can make changes and tell OpenAPI Generator to ignore just this file by uncommenting the following line: +#ApiClient.cs + +# You can match any string of characters against a directory, file or extension with a single asterisk (*): +#foo/*/qux +# The above matches foo/bar/qux and foo/baz/qux, but not foo/bar/baz/qux + +# You can recursively match patterns against a directory, file or extension with a double asterisk (**): +#foo/**/qux +# This matches foo/bar/qux, foo/baz/qux, and foo/bar/baz/qux + +# You can also negate patterns with an exclamation (!). +# For example, you can ignore all files in a docs folder with the file extension .md: +#docs/*.md +# Then explicitly reverse the ignore rule for a single file: +#!docs/README.md diff --git a/mcp-server/src/dependency_container.py b/mcp-server/src/dependency_container.py new file mode 100644 index 0000000..96aac89 --- /dev/null +++ b/mcp-server/src/dependency_container.py @@ -0,0 +1,28 @@ +"""Module containing the dependency injection container for managing application dependencies.""" + +from dependency_injector.containers import DeclarativeContainer +from dependency_injector.providers import Singleton +from fastmcp import FastMCP + +from settings.backend_settings import BackendSettings +from settings.mcp_settings import MCPSettings +from rag_mcp_server import RagMcpServer +from rag_backend_client.openapi_client.api.rag_api import RagApi +from rag_backend_client.openapi_client.api_client import ApiClient +from rag_backend_client.openapi_client.configuration import Configuration + + +class DependencyContainer(DeclarativeContainer): + """Dependency injection container for managing application dependencies.""" + + # Settings + backend_settings = BackendSettings() + mcp_settings = MCPSettings() + + api_configuration = Singleton(Configuration, host=backend_settings.base_path) + api_client = Singleton(ApiClient, configuration=api_configuration) + rag_api_client = Singleton(RagApi, api_client) + + # Create FastMCP server with just the name - host and port are handled in run() + mcp_server = Singleton(FastMCP, name=mcp_settings.name) + rag_mcp_server = Singleton(RagMcpServer, rag_api_client, mcp_server, mcp_settings) diff --git a/mcp-server/src/main.py b/mcp-server/src/main.py new file mode 100644 index 0000000..e810f96 --- /dev/null +++ b/mcp-server/src/main.py @@ -0,0 +1,15 @@ +import logging.config + +import yaml +from settings.logging_settings import LoggingSettings + +from dependency_container import DependencyContainer + +with open(LoggingSettings().directory, "r") as stream: + config = yaml.safe_load(stream) + +logging.config.dictConfig(config) + +container = DependencyContainer() + +container.rag_mcp_server().run() diff --git a/mcp-server/src/rag_backend_client/__init__.py b/mcp-server/src/rag_backend_client/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/mcp-server/src/rag_backend_client/openapi_client/__init__.py b/mcp-server/src/rag_backend_client/openapi_client/__init__.py new file mode 100644 index 0000000..ce82252 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/__init__.py @@ -0,0 +1,44 @@ +# coding: utf-8 + +# flake8: noqa + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +__version__ = "1.0.0" + +# import apis into sdk package +from rag_backend_client.openapi_client.api.rag_api import RagApi + +# import ApiClient +from rag_backend_client.openapi_client.api_response import ApiResponse +from rag_backend_client.openapi_client.api_client import ApiClient +from rag_backend_client.openapi_client.configuration import Configuration +from rag_backend_client.openapi_client.exceptions import OpenApiException +from rag_backend_client.openapi_client.exceptions import ApiTypeError +from rag_backend_client.openapi_client.exceptions import ApiValueError +from rag_backend_client.openapi_client.exceptions import ApiKeyError +from rag_backend_client.openapi_client.exceptions import ApiAttributeError +from rag_backend_client.openapi_client.exceptions import ApiException + +# import models into sdk package +from rag_backend_client.openapi_client.models.chat_history import ChatHistory +from rag_backend_client.openapi_client.models.chat_history_message import ( + ChatHistoryMessage, +) +from rag_backend_client.openapi_client.models.chat_request import ChatRequest +from rag_backend_client.openapi_client.models.chat_response import ChatResponse +from rag_backend_client.openapi_client.models.chat_role import ChatRole +from rag_backend_client.openapi_client.models.content_type import ContentType +from rag_backend_client.openapi_client.models.delete_request import DeleteRequest +from rag_backend_client.openapi_client.models.information_piece import InformationPiece +from rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair diff --git a/mcp-server/src/rag_backend_client/openapi_client/api/__init__.py b/mcp-server/src/rag_backend_client/openapi_client/api/__init__.py new file mode 100644 index 0000000..c33f39e --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/api/__init__.py @@ -0,0 +1,4 @@ +# flake8: noqa + +# import apis into api package +from rag_backend_client.openapi_client.api.rag_api import RagApi diff --git a/mcp-server/src/rag_backend_client/openapi_client/api/rag_api.py b/mcp-server/src/rag_backend_client/openapi_client/api/rag_api.py new file mode 100644 index 0000000..db6de2d --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/api/rag_api.py @@ -0,0 +1,973 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + +import warnings +from pydantic import validate_call, Field, StrictFloat, StrictStr, StrictInt +from typing import Any, Dict, List, Optional, Tuple, Union +from typing_extensions import Annotated + +from pydantic import Field, StrictStr +from typing import List +from typing_extensions import Annotated +from rag_backend_client.openapi_client.models.chat_request import ChatRequest +from rag_backend_client.openapi_client.models.chat_response import ChatResponse +from rag_backend_client.openapi_client.models.delete_request import DeleteRequest +from rag_backend_client.openapi_client.models.information_piece import InformationPiece + +from rag_backend_client.openapi_client.api_client import ApiClient, RequestSerialized +from rag_backend_client.openapi_client.api_response import ApiResponse +from rag_backend_client.openapi_client.rest import RESTResponseType + + +class RagApi: + """NOTE: This class is auto generated by OpenAPI Generator + Ref: https://openapi-generator.tech + + Do not edit the class manually. + """ + + def __init__(self, api_client=None) -> None: + if api_client is None: + api_client = ApiClient.get_default() + self.api_client = api_client + + @validate_call + def chat( + self, + session_id: StrictStr, + chat_request: Annotated[ChatRequest, Field(description="Chat with RAG.")], + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> ChatResponse: + """chat + + + :param session_id: (required) + :type session_id: str + :param chat_request: Chat with RAG. (required) + :type chat_request: ChatRequest + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._chat_serialize( + session_id=session_id, + chat_request=chat_request, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "200": "ChatResponse", + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + response_data.read() + return self.api_client.response_deserialize( + response_data=response_data, + response_types_map=_response_types_map, + ).data + + @validate_call + def chat_with_http_info( + self, + session_id: StrictStr, + chat_request: Annotated[ChatRequest, Field(description="Chat with RAG.")], + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> ApiResponse[ChatResponse]: + """chat + + + :param session_id: (required) + :type session_id: str + :param chat_request: Chat with RAG. (required) + :type chat_request: ChatRequest + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._chat_serialize( + session_id=session_id, + chat_request=chat_request, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "200": "ChatResponse", + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + response_data.read() + return self.api_client.response_deserialize( + response_data=response_data, + response_types_map=_response_types_map, + ) + + @validate_call + def chat_without_preload_content( + self, + session_id: StrictStr, + chat_request: Annotated[ChatRequest, Field(description="Chat with RAG.")], + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> RESTResponseType: + """chat + + + :param session_id: (required) + :type session_id: str + :param chat_request: Chat with RAG. (required) + :type chat_request: ChatRequest + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._chat_serialize( + session_id=session_id, + chat_request=chat_request, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "200": "ChatResponse", + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + return response_data.response + + def _chat_serialize( + self, + session_id, + chat_request, + _request_auth, + _content_type, + _headers, + _host_index, + ) -> RequestSerialized: + + _host = None + + _collection_formats: Dict[str, str] = {} + + _path_params: Dict[str, str] = {} + _query_params: List[Tuple[str, str]] = [] + _header_params: Dict[str, Optional[str]] = _headers or {} + _form_params: List[Tuple[str, str]] = [] + _files: Dict[str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]] = {} + _body_params: Optional[bytes] = None + + # process the path parameters + if session_id is not None: + _path_params["session_id"] = session_id + # process the query parameters + # process the header parameters + # process the form parameters + # process the body parameter + if chat_request is not None: + _body_params = chat_request + + # set the HTTP header `Accept` + if "Accept" not in _header_params: + _header_params["Accept"] = self.api_client.select_header_accept(["application/json"]) + + # set the HTTP header `Content-Type` + if _content_type: + _header_params["Content-Type"] = _content_type + else: + _default_content_type = self.api_client.select_header_content_type(["application/json"]) + if _default_content_type is not None: + _header_params["Content-Type"] = _default_content_type + + # authentication setting + _auth_settings: List[str] = [] + + return self.api_client.param_serialize( + method="POST", + resource_path="/chat/{session_id}", + path_params=_path_params, + query_params=_query_params, + header_params=_header_params, + body=_body_params, + post_params=_form_params, + files=_files, + auth_settings=_auth_settings, + collection_formats=_collection_formats, + _host=_host, + _request_auth=_request_auth, + ) + + @validate_call + def evaluate( + self, + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> None: + """evaluate + + + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._evaluate_serialize( + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "201": None, + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + response_data.read() + return self.api_client.response_deserialize( + response_data=response_data, + response_types_map=_response_types_map, + ).data + + @validate_call + def evaluate_with_http_info( + self, + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> ApiResponse[None]: + """evaluate + + + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._evaluate_serialize( + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "201": None, + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + response_data.read() + return self.api_client.response_deserialize( + response_data=response_data, + response_types_map=_response_types_map, + ) + + @validate_call + def evaluate_without_preload_content( + self, + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> RESTResponseType: + """evaluate + + + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._evaluate_serialize( + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "201": None, + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + return response_data.response + + def _evaluate_serialize( + self, + _request_auth, + _content_type, + _headers, + _host_index, + ) -> RequestSerialized: + + _host = None + + _collection_formats: Dict[str, str] = {} + + _path_params: Dict[str, str] = {} + _query_params: List[Tuple[str, str]] = [] + _header_params: Dict[str, Optional[str]] = _headers or {} + _form_params: List[Tuple[str, str]] = [] + _files: Dict[str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]] = {} + _body_params: Optional[bytes] = None + + # process the path parameters + # process the query parameters + # process the header parameters + # process the form parameters + # process the body parameter + + # authentication setting + _auth_settings: List[str] = [] + + return self.api_client.param_serialize( + method="POST", + resource_path="/evaluate", + path_params=_path_params, + query_params=_query_params, + header_params=_header_params, + body=_body_params, + post_params=_form_params, + files=_files, + auth_settings=_auth_settings, + collection_formats=_collection_formats, + _host=_host, + _request_auth=_request_auth, + ) + + @validate_call + def remove_information_piece( + self, + delete_request: DeleteRequest, + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> None: + """remove information piece + + + :param delete_request: (required) + :type delete_request: DeleteRequest + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._remove_information_piece_serialize( + delete_request=delete_request, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "202": None, + "404": None, + "422": None, + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + response_data.read() + return self.api_client.response_deserialize( + response_data=response_data, + response_types_map=_response_types_map, + ).data + + @validate_call + def remove_information_piece_with_http_info( + self, + delete_request: DeleteRequest, + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> ApiResponse[None]: + """remove information piece + + + :param delete_request: (required) + :type delete_request: DeleteRequest + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._remove_information_piece_serialize( + delete_request=delete_request, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "202": None, + "404": None, + "422": None, + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + response_data.read() + return self.api_client.response_deserialize( + response_data=response_data, + response_types_map=_response_types_map, + ) + + @validate_call + def remove_information_piece_without_preload_content( + self, + delete_request: DeleteRequest, + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> RESTResponseType: + """remove information piece + + + :param delete_request: (required) + :type delete_request: DeleteRequest + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._remove_information_piece_serialize( + delete_request=delete_request, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "202": None, + "404": None, + "422": None, + "500": None, + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + return response_data.response + + def _remove_information_piece_serialize( + self, + delete_request, + _request_auth, + _content_type, + _headers, + _host_index, + ) -> RequestSerialized: + + _host = None + + _collection_formats: Dict[str, str] = {} + + _path_params: Dict[str, str] = {} + _query_params: List[Tuple[str, str]] = [] + _header_params: Dict[str, Optional[str]] = _headers or {} + _form_params: List[Tuple[str, str]] = [] + _files: Dict[str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]] = {} + _body_params: Optional[bytes] = None + + # process the path parameters + # process the query parameters + # process the header parameters + # process the form parameters + # process the body parameter + if delete_request is not None: + _body_params = delete_request + + # set the HTTP header `Content-Type` + if _content_type: + _header_params["Content-Type"] = _content_type + else: + _default_content_type = self.api_client.select_header_content_type(["application/json"]) + if _default_content_type is not None: + _header_params["Content-Type"] = _default_content_type + + # authentication setting + _auth_settings: List[str] = [] + + return self.api_client.param_serialize( + method="POST", + resource_path="/information_pieces/remove", + path_params=_path_params, + query_params=_query_params, + header_params=_header_params, + body=_body_params, + post_params=_form_params, + files=_files, + auth_settings=_auth_settings, + collection_formats=_collection_formats, + _host=_host, + _request_auth=_request_auth, + ) + + @validate_call + def upload_information_piece( + self, + information_piece: List[InformationPiece], + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> None: + """Upload information pieces for vectordatabase + + + :param information_piece: (required) + :type information_piece: List[InformationPiece] + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._upload_information_piece_serialize( + information_piece=information_piece, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "201": None, + "422": "str", + "500": "str", + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + response_data.read() + return self.api_client.response_deserialize( + response_data=response_data, + response_types_map=_response_types_map, + ).data + + @validate_call + def upload_information_piece_with_http_info( + self, + information_piece: List[InformationPiece], + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> ApiResponse[None]: + """Upload information pieces for vectordatabase + + + :param information_piece: (required) + :type information_piece: List[InformationPiece] + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._upload_information_piece_serialize( + information_piece=information_piece, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "201": None, + "422": "str", + "500": "str", + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + response_data.read() + return self.api_client.response_deserialize( + response_data=response_data, + response_types_map=_response_types_map, + ) + + @validate_call + def upload_information_piece_without_preload_content( + self, + information_piece: List[InformationPiece], + _request_timeout: Union[ + None, + Annotated[StrictFloat, Field(gt=0)], + Tuple[Annotated[StrictFloat, Field(gt=0)], Annotated[StrictFloat, Field(gt=0)]], + ] = None, + _request_auth: Optional[Dict[StrictStr, Any]] = None, + _content_type: Optional[StrictStr] = None, + _headers: Optional[Dict[StrictStr, Any]] = None, + _host_index: Annotated[StrictInt, Field(ge=0, le=0)] = 0, + ) -> RESTResponseType: + """Upload information pieces for vectordatabase + + + :param information_piece: (required) + :type information_piece: List[InformationPiece] + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + :type _request_timeout: int, tuple(int, int), optional + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the + authentication in the spec for a single request. + :type _request_auth: dict, optional + :param _content_type: force content-type for the request. + :type _content_type: str, Optional + :param _headers: set to override the headers for a single + request; this effectively ignores the headers + in the spec for a single request. + :type _headers: dict, optional + :param _host_index: set to override the host_index for a single + request; this effectively ignores the host_index + in the spec for a single request. + :type _host_index: int, optional + :return: Returns the result object. + """ # noqa: E501 + + _param = self._upload_information_piece_serialize( + information_piece=information_piece, + _request_auth=_request_auth, + _content_type=_content_type, + _headers=_headers, + _host_index=_host_index, + ) + + _response_types_map: Dict[str, Optional[str]] = { + "201": None, + "422": "str", + "500": "str", + } + response_data = self.api_client.call_api(*_param, _request_timeout=_request_timeout) + return response_data.response + + def _upload_information_piece_serialize( + self, + information_piece, + _request_auth, + _content_type, + _headers, + _host_index, + ) -> RequestSerialized: + + _host = None + + _collection_formats: Dict[str, str] = { + "InformationPiece": "", + } + + _path_params: Dict[str, str] = {} + _query_params: List[Tuple[str, str]] = [] + _header_params: Dict[str, Optional[str]] = _headers or {} + _form_params: List[Tuple[str, str]] = [] + _files: Dict[str, Union[str, bytes, List[str], List[bytes], List[Tuple[str, bytes]]]] = {} + _body_params: Optional[bytes] = None + + # process the path parameters + # process the query parameters + # process the header parameters + # process the form parameters + # process the body parameter + if information_piece is not None: + _body_params = information_piece + + # set the HTTP header `Accept` + if "Accept" not in _header_params: + _header_params["Accept"] = self.api_client.select_header_accept(["application/json"]) + + # set the HTTP header `Content-Type` + if _content_type: + _header_params["Content-Type"] = _content_type + else: + _default_content_type = self.api_client.select_header_content_type(["application/json"]) + if _default_content_type is not None: + _header_params["Content-Type"] = _default_content_type + + # authentication setting + _auth_settings: List[str] = [] + + return self.api_client.param_serialize( + method="POST", + resource_path="/information_pieces/upload", + path_params=_path_params, + query_params=_query_params, + header_params=_header_params, + body=_body_params, + post_params=_form_params, + files=_files, + auth_settings=_auth_settings, + collection_formats=_collection_formats, + _host=_host, + _request_auth=_request_auth, + ) diff --git a/mcp-server/src/rag_backend_client/openapi_client/api_client.py b/mcp-server/src/rag_backend_client/openapi_client/api_client.py new file mode 100644 index 0000000..525e2e7 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/api_client.py @@ -0,0 +1,726 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import datetime +from dateutil.parser import parse +from enum import Enum +import decimal +import json +import mimetypes +import os +import re +import tempfile + +from urllib.parse import quote +from typing import Tuple, Optional, List, Dict, Union +from pydantic import SecretStr + +from rag_backend_client.openapi_client.configuration import Configuration +from rag_backend_client.openapi_client.api_response import ( + ApiResponse, + T as ApiResponseT, +) +import rag_backend_client.openapi_client.models +from rag_backend_client.openapi_client import rest +from rag_backend_client.openapi_client.exceptions import ( + ApiValueError, + ApiException, + BadRequestException, + UnauthorizedException, + ForbiddenException, + NotFoundException, + ServiceException, +) + +RequestSerialized = Tuple[str, str, Dict[str, str], Optional[str], List[str]] + + +class ApiClient: + """Generic API client for OpenAPI client library builds. + + OpenAPI generic API client. This client handles the client- + server communication, and is invariant across implementations. Specifics of + the methods and models for each application are generated from the OpenAPI + templates. + + :param configuration: .Configuration object for this client + :param header_name: a header to pass when making calls to the API. + :param header_value: a header value to pass when making calls to + the API. + :param cookie: a cookie to include in the header when making calls + to the API + """ + + PRIMITIVE_TYPES = (float, bool, bytes, str, int) + NATIVE_TYPES_MAPPING = { + "int": int, + "long": int, # TODO remove as only py3 is supported? + "float": float, + "str": str, + "bool": bool, + "date": datetime.date, + "datetime": datetime.datetime, + "decimal": decimal.Decimal, + "object": object, + } + _pool = None + + def __init__(self, configuration=None, header_name=None, header_value=None, cookie=None) -> None: + # use default configuration if none is provided + if configuration is None: + configuration = Configuration.get_default() + self.configuration = configuration + + self.rest_client = rest.RESTClientObject(configuration) + self.default_headers = {} + if header_name is not None: + self.default_headers[header_name] = header_value + self.cookie = cookie + # Set default User-Agent. + self.user_agent = "OpenAPI-Generator/1.0.0/python" + self.client_side_validation = configuration.client_side_validation + + def __enter__(self): + return self + + def __exit__(self, exc_type, exc_value, traceback): + pass + + @property + def user_agent(self): + """User agent for this API client""" + return self.default_headers["User-Agent"] + + @user_agent.setter + def user_agent(self, value): + self.default_headers["User-Agent"] = value + + def set_default_header(self, header_name, header_value): + self.default_headers[header_name] = header_value + + _default = None + + @classmethod + def get_default(cls): + """Return new instance of ApiClient. + + This method returns newly created, based on default constructor, + object of ApiClient class or returns a copy of default + ApiClient. + + :return: The ApiClient object. + """ + if cls._default is None: + cls._default = ApiClient() + return cls._default + + @classmethod + def set_default(cls, default): + """Set default instance of ApiClient. + + It stores default ApiClient. + + :param default: object of ApiClient. + """ + cls._default = default + + def param_serialize( + self, + method, + resource_path, + path_params=None, + query_params=None, + header_params=None, + body=None, + post_params=None, + files=None, + auth_settings=None, + collection_formats=None, + _host=None, + _request_auth=None, + ) -> RequestSerialized: + """Builds the HTTP request params needed by the request. + :param method: Method to call. + :param resource_path: Path to method endpoint. + :param path_params: Path parameters in the url. + :param query_params: Query parameters in the url. + :param header_params: Header parameters to be + placed in the request header. + :param body: Request body. + :param post_params dict: Request post form parameters, + for `application/x-www-form-urlencoded`, `multipart/form-data`. + :param auth_settings list: Auth Settings names for the request. + :param files dict: key -> filename, value -> filepath, + for `multipart/form-data`. + :param collection_formats: dict of collection formats for path, query, + header, and post parameters. + :param _request_auth: set to override the auth_settings for an a single + request; this effectively ignores the authentication + in the spec for a single request. + :return: tuple of form (path, http_method, query_params, header_params, + body, post_params, files) + """ + + config = self.configuration + + # header parameters + header_params = header_params or {} + header_params.update(self.default_headers) + if self.cookie: + header_params["Cookie"] = self.cookie + if header_params: + header_params = self.sanitize_for_serialization(header_params) + header_params = dict(self.parameters_to_tuples(header_params, collection_formats)) + + # path parameters + if path_params: + path_params = self.sanitize_for_serialization(path_params) + path_params = self.parameters_to_tuples(path_params, collection_formats) + for k, v in path_params: + # specified safe chars, encode everything + resource_path = resource_path.replace("{%s}" % k, quote(str(v), safe=config.safe_chars_for_path_param)) + + # post parameters + if post_params or files: + post_params = post_params if post_params else [] + post_params = self.sanitize_for_serialization(post_params) + post_params = self.parameters_to_tuples(post_params, collection_formats) + if files: + post_params.extend(self.files_parameters(files)) + + # auth setting + self.update_params_for_auth( + header_params, + query_params, + auth_settings, + resource_path, + method, + body, + request_auth=_request_auth, + ) + + # body + if body: + body = self.sanitize_for_serialization(body) + + # request url + if _host is None or self.configuration.ignore_operation_servers: + url = self.configuration.host + resource_path + else: + # use server/host defined in path or operation instead + url = _host + resource_path + + # query parameters + if query_params: + query_params = self.sanitize_for_serialization(query_params) + url_query = self.parameters_to_url_query(query_params, collection_formats) + url += "?" + url_query + + return method, url, header_params, body, post_params + + def call_api( + self, + method, + url, + header_params=None, + body=None, + post_params=None, + _request_timeout=None, + ) -> rest.RESTResponse: + """Makes the HTTP request (synchronous) + :param method: Method to call. + :param url: Path to method endpoint. + :param header_params: Header parameters to be + placed in the request header. + :param body: Request body. + :param post_params dict: Request post form parameters, + for `application/x-www-form-urlencoded`, `multipart/form-data`. + :param _request_timeout: timeout setting for this request. + :return: RESTResponse + """ + + try: + # perform request and return response + response_data = self.rest_client.request( + method, + url, + headers=header_params, + body=body, + post_params=post_params, + _request_timeout=_request_timeout, + ) + + except ApiException as e: + raise e + + return response_data + + def response_deserialize( + self, + response_data: rest.RESTResponse, + response_types_map: Optional[Dict[str, ApiResponseT]] = None, + ) -> ApiResponse[ApiResponseT]: + """Deserializes response into an object. + :param response_data: RESTResponse object to be deserialized. + :param response_types_map: dict of response types. + :return: ApiResponse + """ + + msg = "RESTResponse.read() must be called before passing it to response_deserialize()" + assert response_data.data is not None, msg + + response_type = response_types_map.get(str(response_data.status), None) + if not response_type and isinstance(response_data.status, int) and 100 <= response_data.status <= 599: + # if not found, look for '1XX', '2XX', etc. + response_type = response_types_map.get(str(response_data.status)[0] + "XX", None) + + # deserialize response data + response_text = None + return_data = None + try: + if response_type == "bytearray": + return_data = response_data.data + elif response_type == "file": + return_data = self.__deserialize_file(response_data) + elif response_type is not None: + match = None + content_type = response_data.getheader("content-type") + if content_type is not None: + match = re.search(r"charset=([a-zA-Z\-\d]+)[\s;]?", content_type) + encoding = match.group(1) if match else "utf-8" + response_text = response_data.data.decode(encoding) + return_data = self.deserialize(response_text, response_type, content_type) + finally: + if not 200 <= response_data.status <= 299: + raise ApiException.from_response( + http_resp=response_data, + body=response_text, + data=return_data, + ) + + return ApiResponse( + status_code=response_data.status, + data=return_data, + headers=response_data.getheaders(), + raw_data=response_data.data, + ) + + def sanitize_for_serialization(self, obj): + """Builds a JSON POST object. + + If obj is None, return None. + If obj is SecretStr, return obj.get_secret_value() + If obj is str, int, long, float, bool, return directly. + If obj is datetime.datetime, datetime.date + convert to string in iso8601 format. + If obj is decimal.Decimal return string representation. + If obj is list, sanitize each element in the list. + If obj is dict, return the dict. + If obj is OpenAPI model, return the properties dict. + + :param obj: The data to serialize. + :return: The serialized form of data. + """ + if obj is None: + return None + elif isinstance(obj, Enum): + return obj.value + elif isinstance(obj, SecretStr): + return obj.get_secret_value() + elif isinstance(obj, self.PRIMITIVE_TYPES): + return obj + elif isinstance(obj, list): + return [self.sanitize_for_serialization(sub_obj) for sub_obj in obj] + elif isinstance(obj, tuple): + return tuple(self.sanitize_for_serialization(sub_obj) for sub_obj in obj) + elif isinstance(obj, (datetime.datetime, datetime.date)): + return obj.isoformat() + elif isinstance(obj, decimal.Decimal): + return str(obj) + + elif isinstance(obj, dict): + obj_dict = obj + else: + # Convert model obj to dict except + # attributes `openapi_types`, `attribute_map` + # and attributes which value is not None. + # Convert attribute name to json key in + # model definition for request. + if hasattr(obj, "to_dict") and callable(getattr(obj, "to_dict")): + obj_dict = obj.to_dict() + else: + obj_dict = obj.__dict__ + + return {key: self.sanitize_for_serialization(val) for key, val in obj_dict.items()} + + def deserialize(self, response_text: str, response_type: str, content_type: Optional[str]): + """Deserializes response into an object. + + :param response: RESTResponse object to be deserialized. + :param response_type: class literal for + deserialized object, or string of class name. + :param content_type: content type of response. + + :return: deserialized object. + """ + + # fetch data from response object + if content_type is None: + try: + data = json.loads(response_text) + except ValueError: + data = response_text + elif re.match( + r"^application/(json|[\w!#$&.+-^_]+\+json)\s*(;|$)", + content_type, + re.IGNORECASE, + ): + if response_text == "": + data = "" + else: + data = json.loads(response_text) + elif re.match(r"^text\/[a-z.+-]+\s*(;|$)", content_type, re.IGNORECASE): + data = response_text + else: + raise ApiException(status=0, reason="Unsupported content type: {0}".format(content_type)) + + return self.__deserialize(data, response_type) + + def __deserialize(self, data, klass): + """Deserializes dict, list, str into an object. + + :param data: dict, list or str. + :param klass: class literal, or string of class name. + + :return: object. + """ + if data is None: + return None + + if isinstance(klass, str): + if klass.startswith("List["): + m = re.match(r"List\[(.*)]", klass) + assert m is not None, "Malformed List type definition" + sub_kls = m.group(1) + return [self.__deserialize(sub_data, sub_kls) for sub_data in data] + + if klass.startswith("Dict["): + m = re.match(r"Dict\[([^,]*), (.*)]", klass) + assert m is not None, "Malformed Dict type definition" + sub_kls = m.group(2) + return {k: self.__deserialize(v, sub_kls) for k, v in data.items()} + + # convert str to class + if klass in self.NATIVE_TYPES_MAPPING: + klass = self.NATIVE_TYPES_MAPPING[klass] + else: + klass = getattr(rag_backend_client.openapi_client.models, klass) + + if klass in self.PRIMITIVE_TYPES: + return self.__deserialize_primitive(data, klass) + elif klass == object: + return self.__deserialize_object(data) + elif klass == datetime.date: + return self.__deserialize_date(data) + elif klass == datetime.datetime: + return self.__deserialize_datetime(data) + elif klass == decimal.Decimal: + return decimal.Decimal(data) + elif issubclass(klass, Enum): + return self.__deserialize_enum(data, klass) + else: + return self.__deserialize_model(data, klass) + + def parameters_to_tuples(self, params, collection_formats): + """Get parameters as list of tuples, formatting collections. + + :param params: Parameters as dict or list of two-tuples + :param dict collection_formats: Parameter collection formats + :return: Parameters as list of tuples, collections formatted + """ + new_params: List[Tuple[str, str]] = [] + if collection_formats is None: + collection_formats = {} + for k, v in params.items() if isinstance(params, dict) else params: + if k in collection_formats: + collection_format = collection_formats[k] + if collection_format == "multi": + new_params.extend((k, value) for value in v) + else: + if collection_format == "ssv": + delimiter = " " + elif collection_format == "tsv": + delimiter = "\t" + elif collection_format == "pipes": + delimiter = "|" + else: # csv is the default + delimiter = "," + new_params.append((k, delimiter.join(str(value) for value in v))) + else: + new_params.append((k, v)) + return new_params + + def parameters_to_url_query(self, params, collection_formats): + """Get parameters as list of tuples, formatting collections. + + :param params: Parameters as dict or list of two-tuples + :param dict collection_formats: Parameter collection formats + :return: URL query string (e.g. a=Hello%20World&b=123) + """ + new_params: List[Tuple[str, str]] = [] + if collection_formats is None: + collection_formats = {} + for k, v in params.items() if isinstance(params, dict) else params: + if isinstance(v, bool): + v = str(v).lower() + if isinstance(v, (int, float)): + v = str(v) + if isinstance(v, dict): + v = json.dumps(v) + + if k in collection_formats: + collection_format = collection_formats[k] + if collection_format == "multi": + new_params.extend((k, str(value)) for value in v) + else: + if collection_format == "ssv": + delimiter = " " + elif collection_format == "tsv": + delimiter = "\t" + elif collection_format == "pipes": + delimiter = "|" + else: # csv is the default + delimiter = "," + new_params.append((k, delimiter.join(quote(str(value)) for value in v))) + else: + new_params.append((k, quote(str(v)))) + + return "&".join(["=".join(map(str, item)) for item in new_params]) + + def files_parameters( + self, + files: Dict[str, Union[str, bytes, List[str], List[bytes], Tuple[str, bytes]]], + ): + """Builds form parameters. + + :param files: File parameters. + :return: Form parameters with files. + """ + params = [] + for k, v in files.items(): + if isinstance(v, str): + with open(v, "rb") as f: + filename = os.path.basename(f.name) + filedata = f.read() + elif isinstance(v, bytes): + filename = k + filedata = v + elif isinstance(v, tuple): + filename, filedata = v + elif isinstance(v, list): + for file_param in v: + params.extend(self.files_parameters({k: file_param})) + continue + else: + raise ValueError("Unsupported file value") + mimetype = mimetypes.guess_type(filename)[0] or "application/octet-stream" + params.append(tuple([k, tuple([filename, filedata, mimetype])])) + return params + + def select_header_accept(self, accepts: List[str]) -> Optional[str]: + """Returns `Accept` based on an array of accepts provided. + + :param accepts: List of headers. + :return: Accept (e.g. application/json). + """ + if not accepts: + return None + + for accept in accepts: + if re.search("json", accept, re.IGNORECASE): + return accept + + return accepts[0] + + def select_header_content_type(self, content_types): + """Returns `Content-Type` based on an array of content_types provided. + + :param content_types: List of content-types. + :return: Content-Type (e.g. application/json). + """ + if not content_types: + return None + + for content_type in content_types: + if re.search("json", content_type, re.IGNORECASE): + return content_type + + return content_types[0] + + def update_params_for_auth( + self, + headers, + queries, + auth_settings, + resource_path, + method, + body, + request_auth=None, + ) -> None: + """Updates header and query params based on authentication setting. + + :param headers: Header parameters dict to be updated. + :param queries: Query parameters tuple list to be updated. + :param auth_settings: Authentication setting identifiers list. + :resource_path: A string representation of the HTTP request resource path. + :method: A string representation of the HTTP request method. + :body: A object representing the body of the HTTP request. + The object type is the return value of sanitize_for_serialization(). + :param request_auth: if set, the provided settings will + override the token in the configuration. + """ + if not auth_settings: + return + + if request_auth: + self._apply_auth_params(headers, queries, resource_path, method, body, request_auth) + else: + for auth in auth_settings: + auth_setting = self.configuration.auth_settings().get(auth) + if auth_setting: + self._apply_auth_params(headers, queries, resource_path, method, body, auth_setting) + + def _apply_auth_params(self, headers, queries, resource_path, method, body, auth_setting) -> None: + """Updates the request parameters based on a single auth_setting + + :param headers: Header parameters dict to be updated. + :param queries: Query parameters tuple list to be updated. + :resource_path: A string representation of the HTTP request resource path. + :method: A string representation of the HTTP request method. + :body: A object representing the body of the HTTP request. + The object type is the return value of sanitize_for_serialization(). + :param auth_setting: auth settings for the endpoint + """ + if auth_setting["in"] == "cookie": + headers["Cookie"] = auth_setting["value"] + elif auth_setting["in"] == "header": + if auth_setting["type"] != "http-signature": + headers[auth_setting["key"]] = auth_setting["value"] + elif auth_setting["in"] == "query": + queries.append((auth_setting["key"], auth_setting["value"])) + else: + raise ApiValueError("Authentication token must be in `query` or `header`") + + def __deserialize_file(self, response): + """Deserializes body to file + + Saves response body into a file in a temporary folder, + using the filename from the `Content-Disposition` header if provided. + + handle file downloading + save response body into a tmp file and return the instance + + :param response: RESTResponse. + :return: file path. + """ + fd, path = tempfile.mkstemp(dir=self.configuration.temp_folder_path) + os.close(fd) + os.remove(path) + + content_disposition = response.getheader("Content-Disposition") + if content_disposition: + m = re.search(r'filename=[\'"]?([^\'"\s]+)[\'"]?', content_disposition) + assert m is not None, "Unexpected 'content-disposition' header value" + filename = m.group(1) + path = os.path.join(os.path.dirname(path), filename) + + with open(path, "wb") as f: + f.write(response.data) + + return path + + def __deserialize_primitive(self, data, klass): + """Deserializes string to primitive type. + + :param data: str. + :param klass: class literal. + + :return: int, long, float, str, bool. + """ + try: + return klass(data) + except UnicodeEncodeError: + return str(data) + except TypeError: + return data + + def __deserialize_object(self, value): + """Return an original value. + + :return: object. + """ + return value + + def __deserialize_date(self, string): + """Deserializes string to date. + + :param string: str. + :return: date. + """ + try: + return parse(string).date() + except ImportError: + return string + except ValueError: + raise rest.ApiException(status=0, reason="Failed to parse `{0}` as date object".format(string)) + + def __deserialize_datetime(self, string): + """Deserializes string to datetime. + + The string should be in iso8601 datetime format. + + :param string: str. + :return: datetime. + """ + try: + return parse(string) + except ImportError: + return string + except ValueError: + raise rest.ApiException( + status=0, + reason=("Failed to parse `{0}` as datetime object".format(string)), + ) + + def __deserialize_enum(self, data, klass): + """Deserializes primitive type to enum. + + :param data: primitive type. + :param klass: class literal. + :return: enum value. + """ + try: + return klass(data) + except ValueError: + raise rest.ApiException(status=0, reason=("Failed to parse `{0}` as `{1}`".format(data, klass))) + + def __deserialize_model(self, data, klass): + """Deserializes list or dict to model. + + :param data: dict, list. + :param klass: class literal. + :return: model object. + """ + + return klass.from_dict(data) diff --git a/mcp-server/src/rag_backend_client/openapi_client/api_response.py b/mcp-server/src/rag_backend_client/openapi_client/api_response.py new file mode 100644 index 0000000..1ce1372 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/api_response.py @@ -0,0 +1,20 @@ +"""API response object.""" + +from __future__ import annotations +from typing import Optional, Generic, Mapping, TypeVar +from pydantic import Field, StrictInt, StrictBytes, BaseModel + +T = TypeVar("T") + + +class ApiResponse(BaseModel, Generic[T]): + """ + API response object + """ + + status_code: StrictInt = Field(description="HTTP status code") + headers: Optional[Mapping[str, str]] = Field(None, description="HTTP headers") + data: T = Field(description="Deserialized data given the data type") + raw_data: StrictBytes = Field(description="Raw data (HTTP response body)") + + model_config = {"arbitrary_types_allowed": True} diff --git a/mcp-server/src/rag_backend_client/openapi_client/configuration.py b/mcp-server/src/rag_backend_client/openapi_client/configuration.py new file mode 100644 index 0000000..b7a5aaf --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/configuration.py @@ -0,0 +1,460 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import copy +import logging +from logging import FileHandler +import multiprocessing +import sys +from typing import Optional +import urllib3 + +import http.client as httplib + +JSON_SCHEMA_VALIDATION_KEYWORDS = { + "multipleOf", + "maximum", + "exclusiveMaximum", + "minimum", + "exclusiveMinimum", + "maxLength", + "minLength", + "pattern", + "maxItems", + "minItems", +} + + +class Configuration: + """This class contains various settings of the API client. + + :param host: Base url. + :param ignore_operation_servers + Boolean to ignore operation servers for the API client. + Config will use `host` as the base url regardless of the operation servers. + :param api_key: Dict to store API key(s). + Each entry in the dict specifies an API key. + The dict key is the name of the security scheme in the OAS specification. + The dict value is the API key secret. + :param api_key_prefix: Dict to store API prefix (e.g. Bearer). + The dict key is the name of the security scheme in the OAS specification. + The dict value is an API key prefix when generating the auth data. + :param username: Username for HTTP basic authentication. + :param password: Password for HTTP basic authentication. + :param access_token: Access token. + :param server_index: Index to servers configuration. + :param server_variables: Mapping with string values to replace variables in + templated server configuration. The validation of enums is performed for + variables with defined enum values before. + :param server_operation_index: Mapping from operation ID to an index to server + configuration. + :param server_operation_variables: Mapping from operation ID to a mapping with + string values to replace variables in templated server configuration. + The validation of enums is performed for variables with defined enum + values before. + :param ssl_ca_cert: str - the path to a file of concatenated CA certificates + in PEM format. + :param retries: Number of retries for API requests. + + """ + + _default = None + + def __init__( + self, + host=None, + api_key=None, + api_key_prefix=None, + username=None, + password=None, + access_token=None, + server_index=None, + server_variables=None, + server_operation_index=None, + server_operation_variables=None, + ignore_operation_servers=False, + ssl_ca_cert=None, + retries=None, + *, + debug: Optional[bool] = None + ) -> None: + """Constructor""" + self._base_path = "http://localhost" if host is None else host + """Default Base url + """ + self.server_index = 0 if server_index is None and host is None else server_index + self.server_operation_index = server_operation_index or {} + """Default server index + """ + self.server_variables = server_variables or {} + self.server_operation_variables = server_operation_variables or {} + """Default server variables + """ + self.ignore_operation_servers = ignore_operation_servers + """Ignore operation servers + """ + self.temp_folder_path = None + """Temp file folder for downloading files + """ + # Authentication Settings + self.api_key = {} + if api_key: + self.api_key = api_key + """dict to store API key(s) + """ + self.api_key_prefix = {} + if api_key_prefix: + self.api_key_prefix = api_key_prefix + """dict to store API prefix (e.g. Bearer) + """ + self.refresh_api_key_hook = None + """function hook to refresh API key if expired + """ + self.username = username + """Username for HTTP basic authentication + """ + self.password = password + """Password for HTTP basic authentication + """ + self.access_token = access_token + """Access token + """ + self.logger = {} + """Logging Settings + """ + self.logger["package_logger"] = logging.getLogger("rag_backend_client.openapi_client") + self.logger["urllib3_logger"] = logging.getLogger("urllib3") + self.logger_format = "%(asctime)s %(levelname)s %(message)s" + """Log format + """ + self.logger_stream_handler = None + """Log stream handler + """ + self.logger_file_handler: Optional[FileHandler] = None + """Log file handler + """ + self.logger_file = None + """Debug file location + """ + if debug is not None: + self.debug = debug + else: + self.__debug = False + """Debug switch + """ + + self.verify_ssl = True + """SSL/TLS verification + Set this to false to skip verifying SSL certificate when calling API + from https server. + """ + self.ssl_ca_cert = ssl_ca_cert + """Set this to customize the certificate file to verify the peer. + """ + self.cert_file = None + """client certificate file + """ + self.key_file = None + """client key file + """ + self.assert_hostname = None + """Set this to True/False to enable/disable SSL hostname verification. + """ + self.tls_server_name = None + """SSL/TLS Server Name Indication (SNI) + Set this to the SNI value expected by the server. + """ + + self.connection_pool_maxsize = multiprocessing.cpu_count() * 5 + """urllib3 connection pool's maximum number of connections saved + per pool. urllib3 uses 1 connection as default value, but this is + not the best value when you are making a lot of possibly parallel + requests to the same host, which is often the case here. + cpu_count * 5 is used as default value to increase performance. + """ + + self.proxy: Optional[str] = None + """Proxy URL + """ + self.proxy_headers = None + """Proxy headers + """ + self.safe_chars_for_path_param = "" + """Safe chars for path_param + """ + self.retries = retries + """Adding retries to override urllib3 default value 3 + """ + # Enable client side validation + self.client_side_validation = True + + self.socket_options = None + """Options to pass down to the underlying urllib3 socket + """ + + self.datetime_format = "%Y-%m-%dT%H:%M:%S.%f%z" + """datetime format + """ + + self.date_format = "%Y-%m-%d" + """date format + """ + + def __deepcopy__(self, memo): + cls = self.__class__ + result = cls.__new__(cls) + memo[id(self)] = result + for k, v in self.__dict__.items(): + if k not in ("logger", "logger_file_handler"): + setattr(result, k, copy.deepcopy(v, memo)) + # shallow copy of loggers + result.logger = copy.copy(self.logger) + # use setters to configure loggers + result.logger_file = self.logger_file + result.debug = self.debug + return result + + def __setattr__(self, name, value): + object.__setattr__(self, name, value) + + @classmethod + def set_default(cls, default): + """Set default instance of configuration. + + It stores default configuration, which can be + returned by get_default_copy method. + + :param default: object of Configuration + """ + cls._default = default + + @classmethod + def get_default_copy(cls): + """Deprecated. Please use `get_default` instead. + + Deprecated. Please use `get_default` instead. + + :return: The configuration object. + """ + return cls.get_default() + + @classmethod + def get_default(cls): + """Return the default configuration. + + This method returns newly created, based on default constructor, + object of Configuration class or returns a copy of default + configuration. + + :return: The configuration object. + """ + if cls._default is None: + cls._default = Configuration() + return cls._default + + @property + def logger_file(self): + """The logger file. + + If the logger_file is None, then add stream handler and remove file + handler. Otherwise, add file handler and remove stream handler. + + :param value: The logger_file path. + :type: str + """ + return self.__logger_file + + @logger_file.setter + def logger_file(self, value): + """The logger file. + + If the logger_file is None, then add stream handler and remove file + handler. Otherwise, add file handler and remove stream handler. + + :param value: The logger_file path. + :type: str + """ + self.__logger_file = value + if self.__logger_file: + # If set logging file, + # then add file handler and remove stream handler. + self.logger_file_handler = logging.FileHandler(self.__logger_file) + self.logger_file_handler.setFormatter(self.logger_formatter) + for _, logger in self.logger.items(): + logger.addHandler(self.logger_file_handler) + + @property + def debug(self): + """Debug status + + :param value: The debug status, True or False. + :type: bool + """ + return self.__debug + + @debug.setter + def debug(self, value): + """Debug status + + :param value: The debug status, True or False. + :type: bool + """ + self.__debug = value + if self.__debug: + # if debug status is True, turn on debug logging + for _, logger in self.logger.items(): + logger.setLevel(logging.DEBUG) + # turn on httplib debug + httplib.HTTPConnection.debuglevel = 1 + else: + # if debug status is False, turn off debug logging, + # setting log level to default `logging.WARNING` + for _, logger in self.logger.items(): + logger.setLevel(logging.WARNING) + # turn off httplib debug + httplib.HTTPConnection.debuglevel = 0 + + @property + def logger_format(self): + """The logger format. + + The logger_formatter will be updated when sets logger_format. + + :param value: The format string. + :type: str + """ + return self.__logger_format + + @logger_format.setter + def logger_format(self, value): + """The logger format. + + The logger_formatter will be updated when sets logger_format. + + :param value: The format string. + :type: str + """ + self.__logger_format = value + self.logger_formatter = logging.Formatter(self.__logger_format) + + def get_api_key_with_prefix(self, identifier, alias=None): + """Gets API key (with prefix if set). + + :param identifier: The identifier of apiKey. + :param alias: The alternative identifier of apiKey. + :return: The token for api key authentication. + """ + if self.refresh_api_key_hook is not None: + self.refresh_api_key_hook(self) + key = self.api_key.get(identifier, self.api_key.get(alias) if alias is not None else None) + if key: + prefix = self.api_key_prefix.get(identifier) + if prefix: + return "%s %s" % (prefix, key) + else: + return key + + def get_basic_auth_token(self): + """Gets HTTP basic authentication header (string). + + :return: The token for basic HTTP authentication. + """ + username = "" + if self.username is not None: + username = self.username + password = "" + if self.password is not None: + password = self.password + return urllib3.util.make_headers(basic_auth=username + ":" + password).get("authorization") + + def auth_settings(self): + """Gets Auth Settings dict for api client. + + :return: The Auth Settings information dict. + """ + auth = {} + return auth + + def to_debug_report(self): + """Gets the essential information for debugging. + + :return: The report for debugging. + """ + return ( + "Python SDK Debug Report:\n" + "OS: {env}\n" + "Python Version: {pyversion}\n" + "Version of the API: 1.0.0\n" + "SDK Package Version: 1.0.0".format(env=sys.platform, pyversion=sys.version) + ) + + def get_host_settings(self): + """Gets an array of host settings + + :return: An array of host settings + """ + return [ + { + "url": "", + "description": "No description provided", + } + ] + + def get_host_from_settings(self, index, variables=None, servers=None): + """Gets host URL based on the index and variables + :param index: array index of the host settings + :param variables: hash of variable and the corresponding value + :param servers: an array of host settings or None + :return: URL based on host settings + """ + if index is None: + return self._base_path + + variables = {} if variables is None else variables + servers = self.get_host_settings() if servers is None else servers + + try: + server = servers[index] + except IndexError: + raise ValueError( + "Invalid index {0} when selecting the host settings. " + "Must be less than {1}".format(index, len(servers)) + ) + + url = server["url"] + + # go through variables and replace placeholders + for variable_name, variable in server.get("variables", {}).items(): + used_value = variables.get(variable_name, variable["default_value"]) + + if "enum_values" in variable and used_value not in variable["enum_values"]: + raise ValueError( + "The variable `{0}` in the host URL has invalid value " + "{1}. Must be {2}.".format(variable_name, variables[variable_name], variable["enum_values"]) + ) + + url = url.replace("{" + variable_name + "}", used_value) + + return url + + @property + def host(self): + """Return generated host.""" + return self.get_host_from_settings(self.server_index, variables=self.server_variables) + + @host.setter + def host(self, value): + """Fix base path.""" + self._base_path = value + self.server_index = None diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/ChatHistory.md b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatHistory.md new file mode 100644 index 0000000..98f1c50 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatHistory.md @@ -0,0 +1,30 @@ +# ChatHistory + + + +## Properties + +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**messages** | [**List[ChatHistoryMessage]**](ChatHistoryMessage.md) | | + +## Example + +```python +from rag_backend_client.openapi_client.models.chat_history import ChatHistory + +# TODO update the JSON string below +json = "{}" +# create an instance of ChatHistory from a JSON string +chat_history_instance = ChatHistory.from_json(json) +# print the JSON string representation of the object +print(ChatHistory.to_json()) + +# convert the object into a dict +chat_history_dict = chat_history_instance.to_dict() +# create an instance of ChatHistory from a dict +chat_history_from_dict = ChatHistory.from_dict(chat_history_dict) +``` +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/ChatHistoryMessage.md b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatHistoryMessage.md new file mode 100644 index 0000000..38d63a6 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatHistoryMessage.md @@ -0,0 +1,31 @@ +# ChatHistoryMessage + + + +## Properties + +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**role** | [**ChatRole**](ChatRole.md) | | +**message** | **str** | | + +## Example + +```python +from rag_backend_client.openapi_client.models.chat_history_message import ChatHistoryMessage + +# TODO update the JSON string below +json = "{}" +# create an instance of ChatHistoryMessage from a JSON string +chat_history_message_instance = ChatHistoryMessage.from_json(json) +# print the JSON string representation of the object +print(ChatHistoryMessage.to_json()) + +# convert the object into a dict +chat_history_message_dict = chat_history_message_instance.to_dict() +# create an instance of ChatHistoryMessage from a dict +chat_history_message_from_dict = ChatHistoryMessage.from_dict(chat_history_message_dict) +``` +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/ChatRequest.md b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatRequest.md new file mode 100644 index 0000000..172268e --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatRequest.md @@ -0,0 +1,31 @@ +# ChatRequest + + + +## Properties + +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**history** | [**ChatHistory**](ChatHistory.md) | | [optional] +**message** | **str** | | + +## Example + +```python +from rag_backend_client.openapi_client.models.chat_request import ChatRequest + +# TODO update the JSON string below +json = "{}" +# create an instance of ChatRequest from a JSON string +chat_request_instance = ChatRequest.from_json(json) +# print the JSON string representation of the object +print(ChatRequest.to_json()) + +# convert the object into a dict +chat_request_dict = chat_request_instance.to_dict() +# create an instance of ChatRequest from a dict +chat_request_from_dict = ChatRequest.from_dict(chat_request_dict) +``` +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/ChatResponse.md b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatResponse.md new file mode 100644 index 0000000..9c06c8d --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatResponse.md @@ -0,0 +1,32 @@ +# ChatResponse + + + +## Properties + +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**answer** | **str** | | +**finish_reason** | **str** | | +**citations** | [**List[InformationPiece]**](InformationPiece.md) | | + +## Example + +```python +from rag_backend_client.openapi_client.models.chat_response import ChatResponse + +# TODO update the JSON string below +json = "{}" +# create an instance of ChatResponse from a JSON string +chat_response_instance = ChatResponse.from_json(json) +# print the JSON string representation of the object +print(ChatResponse.to_json()) + +# convert the object into a dict +chat_response_dict = chat_response_instance.to_dict() +# create an instance of ChatResponse from a dict +chat_response_from_dict = ChatResponse.from_dict(chat_response_dict) +``` +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/ChatRole.md b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatRole.md new file mode 100644 index 0000000..5b4c37d --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/ChatRole.md @@ -0,0 +1,13 @@ +# ChatRole + + + +## Enum + +* `USER` (value: `'user'`) + +* `ASSISTANT` (value: `'assistant'`) + +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/ContentType.md b/mcp-server/src/rag_backend_client/openapi_client/docs/ContentType.md new file mode 100644 index 0000000..c54bb27 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/ContentType.md @@ -0,0 +1,17 @@ +# ContentType + + + +## Enum + +* `TEXT` (value: `'TEXT'`) + +* `IMAGE` (value: `'IMAGE'`) + +* `TABLE` (value: `'TABLE'`) + +* `SUMMARY` (value: `'SUMMARY'`) + +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/DeleteRequest.md b/mcp-server/src/rag_backend_client/openapi_client/docs/DeleteRequest.md new file mode 100644 index 0000000..cf0df1b --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/DeleteRequest.md @@ -0,0 +1,30 @@ +# DeleteRequest + + + +## Properties + +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**metadata** | [**List[KeyValuePair]**](KeyValuePair.md) | | [optional] + +## Example + +```python +from rag_backend_client.openapi_client.models.delete_request import DeleteRequest + +# TODO update the JSON string below +json = "{}" +# create an instance of DeleteRequest from a JSON string +delete_request_instance = DeleteRequest.from_json(json) +# print the JSON string representation of the object +print(DeleteRequest.to_json()) + +# convert the object into a dict +delete_request_dict = delete_request_instance.to_dict() +# create an instance of DeleteRequest from a dict +delete_request_from_dict = DeleteRequest.from_dict(delete_request_dict) +``` +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/InformationPiece.md b/mcp-server/src/rag_backend_client/openapi_client/docs/InformationPiece.md new file mode 100644 index 0000000..b294f96 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/InformationPiece.md @@ -0,0 +1,32 @@ +# InformationPiece + +Uploading a json with chunks and metadata. + +## Properties + +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**metadata** | [**List[KeyValuePair]**](KeyValuePair.md) | The metadata of the documents that are stored in the vectordatabase. | +**page_content** | **str** | The content of the document | +**type** | [**ContentType**](ContentType.md) | | + +## Example + +```python +from rag_backend_client.openapi_client.models.information_piece import InformationPiece + +# TODO update the JSON string below +json = "{}" +# create an instance of InformationPiece from a JSON string +information_piece_instance = InformationPiece.from_json(json) +# print the JSON string representation of the object +print(InformationPiece.to_json()) + +# convert the object into a dict +information_piece_dict = information_piece_instance.to_dict() +# create an instance of InformationPiece from a dict +information_piece_from_dict = InformationPiece.from_dict(information_piece_dict) +``` +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/KeyValuePair.md b/mcp-server/src/rag_backend_client/openapi_client/docs/KeyValuePair.md new file mode 100644 index 0000000..a5a13fa --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/KeyValuePair.md @@ -0,0 +1,31 @@ +# KeyValuePair + +The key value pair. + +## Properties + +Name | Type | Description | Notes +------------ | ------------- | ------------- | ------------- +**key** | **str** | | +**value** | **str** | | + +## Example + +```python +from rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair + +# TODO update the JSON string below +json = "{}" +# create an instance of KeyValuePair from a JSON string +key_value_pair_instance = KeyValuePair.from_json(json) +# print the JSON string representation of the object +print(KeyValuePair.to_json()) + +# convert the object into a dict +key_value_pair_dict = key_value_pair_instance.to_dict() +# create an instance of KeyValuePair from a dict +key_value_pair_from_dict = KeyValuePair.from_dict(key_value_pair_dict) +``` +[[Back to Model list]](../README.md#documentation-for-models) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to README]](../README.md) + + diff --git a/mcp-server/src/rag_backend_client/openapi_client/docs/RagApi.md b/mcp-server/src/rag_backend_client/openapi_client/docs/RagApi.md new file mode 100644 index 0000000..2597883 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/docs/RagApi.md @@ -0,0 +1,273 @@ +# rag_backend_client.openapi_client.RagApi + +All URIs are relative to *http://localhost* + +Method | HTTP request | Description +------------- | ------------- | ------------- +[**chat**](RagApi.md#chat) | **POST** /chat/{session_id} | +[**evaluate**](RagApi.md#evaluate) | **POST** /evaluate | +[**remove_information_piece**](RagApi.md#remove_information_piece) | **POST** /information_pieces/remove | remove information piece +[**upload_information_piece**](RagApi.md#upload_information_piece) | **POST** /information_pieces/upload | Upload information pieces for vectordatabase + + +# **chat** +> ChatResponse chat(session_id, chat_request) + + + +### Example + + +```python +import rag_backend_client.openapi_client +from rag_backend_client.openapi_client.models.chat_request import ChatRequest +from rag_backend_client.openapi_client.models.chat_response import ChatResponse +from rag_backend_client.openapi_client.rest import ApiException +from pprint import pprint + +# Defining the host is optional and defaults to http://localhost +# See configuration.py for a list of all supported configuration parameters. +configuration = rag_backend_client.openapi_client.Configuration( + host = "http://localhost" +) + + +# Enter a context with an instance of the API client +with rag_backend_client.openapi_client.ApiClient(configuration) as api_client: + # Create an instance of the API class + api_instance = rag_backend_client.openapi_client.RagApi(api_client) + session_id = 'session_id_example' # str | + chat_request = rag_backend_client.openapi_client.ChatRequest() # ChatRequest | Chat with RAG. + + try: + api_response = api_instance.chat(session_id, chat_request) + print("The response of RagApi->chat:\n") + pprint(api_response) + except Exception as e: + print("Exception when calling RagApi->chat: %s\n" % e) +``` + + + +### Parameters + + +Name | Type | Description | Notes +------------- | ------------- | ------------- | ------------- + **session_id** | **str**| | + **chat_request** | [**ChatRequest**](ChatRequest.md)| Chat with RAG. | + +### Return type + +[**ChatResponse**](ChatResponse.md) + +### Authorization + +No authorization required + +### HTTP request headers + + - **Content-Type**: application/json + - **Accept**: application/json + +### HTTP response details + +| Status code | Description | Response headers | +|-------------|-------------|------------------| +**200** | OK. | - | +**500** | Internal Server Error! | - | + +[[Back to top]](#) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to Model list]](../README.md#documentation-for-models) [[Back to README]](../README.md) + +# **evaluate** +> evaluate() + + + +### Example + + +```python +import rag_backend_client.openapi_client +from rag_backend_client.openapi_client.rest import ApiException +from pprint import pprint + +# Defining the host is optional and defaults to http://localhost +# See configuration.py for a list of all supported configuration parameters. +configuration = rag_backend_client.openapi_client.Configuration( + host = "http://localhost" +) + + +# Enter a context with an instance of the API client +with rag_backend_client.openapi_client.ApiClient(configuration) as api_client: + # Create an instance of the API class + api_instance = rag_backend_client.openapi_client.RagApi(api_client) + + try: + api_instance.evaluate() + except Exception as e: + print("Exception when calling RagApi->evaluate: %s\n" % e) +``` + + + +### Parameters + +This endpoint does not need any parameter. + +### Return type + +void (empty response body) + +### Authorization + +No authorization required + +### HTTP request headers + + - **Content-Type**: Not defined + - **Accept**: Not defined + +### HTTP response details + +| Status code | Description | Response headers | +|-------------|-------------|------------------| +**201** | Accepted. | - | +**500** | Internal Server Error. | - | + +[[Back to top]](#) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to Model list]](../README.md#documentation-for-models) [[Back to README]](../README.md) + +# **remove_information_piece** +> remove_information_piece(delete_request) + +remove information piece + +### Example + + +```python +import rag_backend_client.openapi_client +from rag_backend_client.openapi_client.models.delete_request import DeleteRequest +from rag_backend_client.openapi_client.rest import ApiException +from pprint import pprint + +# Defining the host is optional and defaults to http://localhost +# See configuration.py for a list of all supported configuration parameters. +configuration = rag_backend_client.openapi_client.Configuration( + host = "http://localhost" +) + + +# Enter a context with an instance of the API client +with rag_backend_client.openapi_client.ApiClient(configuration) as api_client: + # Create an instance of the API class + api_instance = rag_backend_client.openapi_client.RagApi(api_client) + delete_request = rag_backend_client.openapi_client.DeleteRequest() # DeleteRequest | + + try: + # remove information piece + api_instance.remove_information_piece(delete_request) + except Exception as e: + print("Exception when calling RagApi->remove_information_piece: %s\n" % e) +``` + + + +### Parameters + + +Name | Type | Description | Notes +------------- | ------------- | ------------- | ------------- + **delete_request** | [**DeleteRequest**](DeleteRequest.md)| | + +### Return type + +void (empty response body) + +### Authorization + +No authorization required + +### HTTP request headers + + - **Content-Type**: application/json + - **Accept**: Not defined + +### HTTP response details + +| Status code | Description | Response headers | +|-------------|-------------|------------------| +**202** | Accepted. | - | +**404** | Ressource not Found | - | +**422** | ID or metadata missing. | - | +**500** | Internal Server Error. | - | + +[[Back to top]](#) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to Model list]](../README.md#documentation-for-models) [[Back to README]](../README.md) + +# **upload_information_piece** +> upload_information_piece(information_piece) + +Upload information pieces for vectordatabase + +### Example + + +```python +import rag_backend_client.openapi_client +from rag_backend_client.openapi_client.models.information_piece import InformationPiece +from rag_backend_client.openapi_client.rest import ApiException +from pprint import pprint + +# Defining the host is optional and defaults to http://localhost +# See configuration.py for a list of all supported configuration parameters. +configuration = rag_backend_client.openapi_client.Configuration( + host = "http://localhost" +) + + +# Enter a context with an instance of the API client +with rag_backend_client.openapi_client.ApiClient(configuration) as api_client: + # Create an instance of the API class + api_instance = rag_backend_client.openapi_client.RagApi(api_client) + information_piece = [rag_backend_client.openapi_client.InformationPiece()] # List[InformationPiece] | + + try: + # Upload information pieces for vectordatabase + api_instance.upload_information_piece(information_piece) + except Exception as e: + print("Exception when calling RagApi->upload_information_piece: %s\n" % e) +``` + + + +### Parameters + + +Name | Type | Description | Notes +------------- | ------------- | ------------- | ------------- + **information_piece** | [**List[InformationPiece]**](InformationPiece.md)| | + +### Return type + +void (empty response body) + +### Authorization + +No authorization required + +### HTTP request headers + + - **Content-Type**: application/json + - **Accept**: application/json + +### HTTP response details + +| Status code | Description | Response headers | +|-------------|-------------|------------------| +**201** | The file was successful uploaded. | - | +**422** | Wrong json format. | - | +**500** | Internal Server Error. | - | + +[[Back to top]](#) [[Back to API list]](../README.md#documentation-for-api-endpoints) [[Back to Model list]](../README.md#documentation-for-models) [[Back to README]](../README.md) + diff --git a/mcp-server/src/rag_backend_client/openapi_client/exceptions.py b/mcp-server/src/rag_backend_client/openapi_client/exceptions.py new file mode 100644 index 0000000..74ce12a --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/exceptions.py @@ -0,0 +1,197 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + +from typing import Any, Optional +from typing_extensions import Self + + +class OpenApiException(Exception): + """The base exception class for all OpenAPIExceptions""" + + +class ApiTypeError(OpenApiException, TypeError): + def __init__(self, msg, path_to_item=None, valid_classes=None, key_type=None) -> None: + """Raises an exception for TypeErrors + + Args: + msg (str): the exception message + + Keyword Args: + path_to_item (list): a list of keys an indices to get to the + current_item + None if unset + valid_classes (tuple): the primitive classes that current item + should be an instance of + None if unset + key_type (bool): False if our value is a value in a dict + True if it is a key in a dict + False if our item is an item in a list + None if unset + """ + self.path_to_item = path_to_item + self.valid_classes = valid_classes + self.key_type = key_type + full_msg = msg + if path_to_item: + full_msg = "{0} at {1}".format(msg, render_path(path_to_item)) + super(ApiTypeError, self).__init__(full_msg) + + +class ApiValueError(OpenApiException, ValueError): + def __init__(self, msg, path_to_item=None) -> None: + """ + Args: + msg (str): the exception message + + Keyword Args: + path_to_item (list) the path to the exception in the + received_data dict. None if unset + """ + + self.path_to_item = path_to_item + full_msg = msg + if path_to_item: + full_msg = "{0} at {1}".format(msg, render_path(path_to_item)) + super(ApiValueError, self).__init__(full_msg) + + +class ApiAttributeError(OpenApiException, AttributeError): + def __init__(self, msg, path_to_item=None) -> None: + """ + Raised when an attribute reference or assignment fails. + + Args: + msg (str): the exception message + + Keyword Args: + path_to_item (None/list) the path to the exception in the + received_data dict + """ + self.path_to_item = path_to_item + full_msg = msg + if path_to_item: + full_msg = "{0} at {1}".format(msg, render_path(path_to_item)) + super(ApiAttributeError, self).__init__(full_msg) + + +class ApiKeyError(OpenApiException, KeyError): + def __init__(self, msg, path_to_item=None) -> None: + """ + Args: + msg (str): the exception message + + Keyword Args: + path_to_item (None/list) the path to the exception in the + received_data dict + """ + self.path_to_item = path_to_item + full_msg = msg + if path_to_item: + full_msg = "{0} at {1}".format(msg, render_path(path_to_item)) + super(ApiKeyError, self).__init__(full_msg) + + +class ApiException(OpenApiException): + + def __init__( + self, + status=None, + reason=None, + http_resp=None, + *, + body: Optional[str] = None, + data: Optional[Any] = None, + ) -> None: + self.status = status + self.reason = reason + self.body = body + self.data = data + self.headers = None + + if http_resp: + if self.status is None: + self.status = http_resp.status + if self.reason is None: + self.reason = http_resp.reason + if self.body is None: + try: + self.body = http_resp.data.decode("utf-8") + except Exception: + pass + self.headers = http_resp.getheaders() + + @classmethod + def from_response( + cls, + *, + http_resp, + body: Optional[str], + data: Optional[Any], + ) -> Self: + if http_resp.status == 400: + raise BadRequestException(http_resp=http_resp, body=body, data=data) + + if http_resp.status == 401: + raise UnauthorizedException(http_resp=http_resp, body=body, data=data) + + if http_resp.status == 403: + raise ForbiddenException(http_resp=http_resp, body=body, data=data) + + if http_resp.status == 404: + raise NotFoundException(http_resp=http_resp, body=body, data=data) + + if 500 <= http_resp.status <= 599: + raise ServiceException(http_resp=http_resp, body=body, data=data) + raise ApiException(http_resp=http_resp, body=body, data=data) + + def __str__(self): + """Custom error messages for exception""" + error_message = "({0})\n" "Reason: {1}\n".format(self.status, self.reason) + if self.headers: + error_message += "HTTP response headers: {0}\n".format(self.headers) + + if self.data or self.body: + error_message += "HTTP response body: {0}\n".format(self.data or self.body) + + return error_message + + +class BadRequestException(ApiException): + pass + + +class NotFoundException(ApiException): + pass + + +class UnauthorizedException(ApiException): + pass + + +class ForbiddenException(ApiException): + pass + + +class ServiceException(ApiException): + pass + + +def render_path(path_to_item): + """Returns a string representation of a path""" + result = "" + for pth in path_to_item: + if isinstance(pth, int): + result += "[{0}]".format(pth) + else: + result += "['{0}']".format(pth) + return result diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/__init__.py b/mcp-server/src/rag_backend_client/openapi_client/models/__init__.py new file mode 100644 index 0000000..dd6f0fd --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/__init__.py @@ -0,0 +1,27 @@ +# coding: utf-8 + +# flake8: noqa +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +# import models into model package +from rag_backend_client.openapi_client.models.chat_history import ChatHistory +from rag_backend_client.openapi_client.models.chat_history_message import ( + ChatHistoryMessage, +) +from rag_backend_client.openapi_client.models.chat_request import ChatRequest +from rag_backend_client.openapi_client.models.chat_response import ChatResponse +from rag_backend_client.openapi_client.models.chat_role import ChatRole +from rag_backend_client.openapi_client.models.content_type import ContentType +from rag_backend_client.openapi_client.models.delete_request import DeleteRequest +from rag_backend_client.openapi_client.models.information_piece import InformationPiece +from rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/chat_history.py b/mcp-server/src/rag_backend_client/openapi_client/models/chat_history.py new file mode 100644 index 0000000..c2b7621 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/chat_history.py @@ -0,0 +1,98 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import pprint +import re # noqa: F401 +import json + +from pydantic import BaseModel, ConfigDict +from typing import Any, ClassVar, Dict, List +from rag_backend_client.openapi_client.models.chat_history_message import ( + ChatHistoryMessage, +) +from typing import Optional, Set +from typing_extensions import Self + + +class ChatHistory(BaseModel): + """ """ # noqa: E501 + + messages: List[ChatHistoryMessage] + __properties: ClassVar[List[str]] = ["messages"] + + model_config = ConfigDict( + populate_by_name=True, + validate_assignment=True, + protected_namespaces=(), + ) + + def to_str(self) -> str: + """Returns the string representation of the model using alias""" + return pprint.pformat(self.model_dump(by_alias=True)) + + def to_json(self) -> str: + """Returns the JSON representation of the model using alias""" + return self.model_dump_json(by_alias=True, exclude_unset=True) + + @classmethod + def from_json(cls, json_str: str) -> Optional[Self]: + """Create an instance of ChatHistory from a JSON string""" + return cls.from_dict(json.loads(json_str)) + + def to_dict(self) -> Dict[str, Any]: + """Return the dictionary representation of the model using alias. + + This has the following differences from calling pydantic's + `self.model_dump(by_alias=True)`: + + * `None` is only added to the output dict for nullable fields that + were set at model initialization. Other fields with value `None` + are ignored. + """ + excluded_fields: Set[str] = set([]) + + _dict = self.model_dump( + by_alias=True, + exclude=excluded_fields, + exclude_none=True, + ) + # override the default output from pydantic by calling `to_dict()` of each item in messages (list) + _items = [] + if self.messages: + for _item_messages in self.messages: + if _item_messages: + _items.append(_item_messages.to_dict()) + _dict["messages"] = _items + return _dict + + @classmethod + def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]: + """Create an instance of ChatHistory from a dict""" + if obj is None: + return None + + if not isinstance(obj, dict): + return cls.model_validate(obj) + + _obj = cls.model_validate( + { + "messages": ( + [ChatHistoryMessage.from_dict(_item) for _item in obj["messages"]] + if obj.get("messages") is not None + else None + ) + } + ) + return _obj diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/chat_history_message.py b/mcp-server/src/rag_backend_client/openapi_client/models/chat_history_message.py new file mode 100644 index 0000000..15c9240 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/chat_history_message.py @@ -0,0 +1,82 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import pprint +import re # noqa: F401 +import json + +from pydantic import BaseModel, ConfigDict, StrictStr +from typing import Any, ClassVar, Dict, List +from rag_backend_client.openapi_client.models.chat_role import ChatRole +from typing import Optional, Set +from typing_extensions import Self + + +class ChatHistoryMessage(BaseModel): + """ """ # noqa: E501 + + role: ChatRole + message: StrictStr + __properties: ClassVar[List[str]] = ["role", "message"] + + model_config = ConfigDict( + populate_by_name=True, + validate_assignment=True, + protected_namespaces=(), + ) + + def to_str(self) -> str: + """Returns the string representation of the model using alias""" + return pprint.pformat(self.model_dump(by_alias=True)) + + def to_json(self) -> str: + """Returns the JSON representation of the model using alias""" + return self.model_dump_json(by_alias=True, exclude_unset=True) + + @classmethod + def from_json(cls, json_str: str) -> Optional[Self]: + """Create an instance of ChatHistoryMessage from a JSON string""" + return cls.from_dict(json.loads(json_str)) + + def to_dict(self) -> Dict[str, Any]: + """Return the dictionary representation of the model using alias. + + This has the following differences from calling pydantic's + `self.model_dump(by_alias=True)`: + + * `None` is only added to the output dict for nullable fields that + were set at model initialization. Other fields with value `None` + are ignored. + """ + excluded_fields: Set[str] = set([]) + + _dict = self.model_dump( + by_alias=True, + exclude=excluded_fields, + exclude_none=True, + ) + return _dict + + @classmethod + def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]: + """Create an instance of ChatHistoryMessage from a dict""" + if obj is None: + return None + + if not isinstance(obj, dict): + return cls.model_validate(obj) + + _obj = cls.model_validate({"role": obj.get("role"), "message": obj.get("message")}) + return _obj diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/chat_request.py b/mcp-server/src/rag_backend_client/openapi_client/models/chat_request.py new file mode 100644 index 0000000..153af99 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/chat_request.py @@ -0,0 +1,90 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import pprint +import re # noqa: F401 +import json + +from pydantic import BaseModel, ConfigDict, StrictStr +from typing import Any, ClassVar, Dict, List, Optional +from rag_backend_client.openapi_client.models.chat_history import ChatHistory +from typing import Optional, Set +from typing_extensions import Self + + +class ChatRequest(BaseModel): + """ """ # noqa: E501 + + history: Optional[ChatHistory] = None + message: StrictStr + __properties: ClassVar[List[str]] = ["history", "message"] + + model_config = ConfigDict( + populate_by_name=True, + validate_assignment=True, + protected_namespaces=(), + ) + + def to_str(self) -> str: + """Returns the string representation of the model using alias""" + return pprint.pformat(self.model_dump(by_alias=True)) + + def to_json(self) -> str: + """Returns the JSON representation of the model using alias""" + return self.model_dump_json(by_alias=True, exclude_unset=True) + + @classmethod + def from_json(cls, json_str: str) -> Optional[Self]: + """Create an instance of ChatRequest from a JSON string""" + return cls.from_dict(json.loads(json_str)) + + def to_dict(self) -> Dict[str, Any]: + """Return the dictionary representation of the model using alias. + + This has the following differences from calling pydantic's + `self.model_dump(by_alias=True)`: + + * `None` is only added to the output dict for nullable fields that + were set at model initialization. Other fields with value `None` + are ignored. + """ + excluded_fields: Set[str] = set([]) + + _dict = self.model_dump( + by_alias=True, + exclude=excluded_fields, + exclude_none=True, + ) + # override the default output from pydantic by calling `to_dict()` of history + if self.history: + _dict["history"] = self.history.to_dict() + return _dict + + @classmethod + def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]: + """Create an instance of ChatRequest from a dict""" + if obj is None: + return None + + if not isinstance(obj, dict): + return cls.model_validate(obj) + + _obj = cls.model_validate( + { + "history": (ChatHistory.from_dict(obj["history"]) if obj.get("history") is not None else None), + "message": obj.get("message"), + } + ) + return _obj diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/chat_response.py b/mcp-server/src/rag_backend_client/openapi_client/models/chat_response.py new file mode 100644 index 0000000..d183320 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/chat_response.py @@ -0,0 +1,100 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import pprint +import re # noqa: F401 +import json + +from pydantic import BaseModel, ConfigDict, Field, StrictStr +from typing import Any, ClassVar, Dict, List +from rag_backend_client.openapi_client.models.information_piece import InformationPiece +from typing import Optional, Set +from typing_extensions import Self + + +class ChatResponse(BaseModel): + """ """ # noqa: E501 + + answer: StrictStr + finish_reason: StrictStr = Field(description=" ") + citations: List[InformationPiece] + __properties: ClassVar[List[str]] = ["answer", "finish_reason", "citations"] + + model_config = ConfigDict( + populate_by_name=True, + validate_assignment=True, + protected_namespaces=(), + ) + + def to_str(self) -> str: + """Returns the string representation of the model using alias""" + return pprint.pformat(self.model_dump(by_alias=True)) + + def to_json(self) -> str: + """Returns the JSON representation of the model using alias""" + return self.model_dump_json(by_alias=True, exclude_unset=True) + + @classmethod + def from_json(cls, json_str: str) -> Optional[Self]: + """Create an instance of ChatResponse from a JSON string""" + return cls.from_dict(json.loads(json_str)) + + def to_dict(self) -> Dict[str, Any]: + """Return the dictionary representation of the model using alias. + + This has the following differences from calling pydantic's + `self.model_dump(by_alias=True)`: + + * `None` is only added to the output dict for nullable fields that + were set at model initialization. Other fields with value `None` + are ignored. + """ + excluded_fields: Set[str] = set([]) + + _dict = self.model_dump( + by_alias=True, + exclude=excluded_fields, + exclude_none=True, + ) + # override the default output from pydantic by calling `to_dict()` of each item in citations (list) + _items = [] + if self.citations: + for _item_citations in self.citations: + if _item_citations: + _items.append(_item_citations.to_dict()) + _dict["citations"] = _items + return _dict + + @classmethod + def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]: + """Create an instance of ChatResponse from a dict""" + if obj is None: + return None + + if not isinstance(obj, dict): + return cls.model_validate(obj) + + _obj = cls.model_validate( + { + "answer": obj.get("answer"), + "finish_reason": obj.get("finish_reason"), + "citations": ( + [InformationPiece.from_dict(_item) for _item in obj["citations"]] + if obj.get("citations") is not None + else None + ), + } + ) + return _obj diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/chat_role.py b/mcp-server/src/rag_backend_client/openapi_client/models/chat_role.py new file mode 100644 index 0000000..35dca00 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/chat_role.py @@ -0,0 +1,33 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import json +from enum import Enum +from typing_extensions import Self + + +class ChatRole(str, Enum): + """ """ + + """ + allowed enum values + """ + USER = "user" + ASSISTANT = "assistant" + + @classmethod + def from_json(cls, json_str: str) -> Self: + """Create an instance of ChatRole from a JSON string""" + return cls(json.loads(json_str)) diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/content_type.py b/mcp-server/src/rag_backend_client/openapi_client/models/content_type.py new file mode 100644 index 0000000..57d97e3 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/content_type.py @@ -0,0 +1,35 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import json +from enum import Enum +from typing_extensions import Self + + +class ContentType(str, Enum): + """ """ + + """ + allowed enum values + """ + TEXT = "TEXT" + IMAGE = "IMAGE" + TABLE = "TABLE" + SUMMARY = "SUMMARY" + + @classmethod + def from_json(cls, json_str: str) -> Self: + """Create an instance of ContentType from a JSON string""" + return cls(json.loads(json_str)) diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/delete_request.py b/mcp-server/src/rag_backend_client/openapi_client/models/delete_request.py new file mode 100644 index 0000000..2187c2f --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/delete_request.py @@ -0,0 +1,96 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import pprint +import re # noqa: F401 +import json + +from pydantic import BaseModel, ConfigDict +from typing import Any, ClassVar, Dict, List, Optional +from rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair +from typing import Optional, Set +from typing_extensions import Self + + +class DeleteRequest(BaseModel): + """ """ # noqa: E501 + + metadata: Optional[List[KeyValuePair]] = None + __properties: ClassVar[List[str]] = ["metadata"] + + model_config = ConfigDict( + populate_by_name=True, + validate_assignment=True, + protected_namespaces=(), + ) + + def to_str(self) -> str: + """Returns the string representation of the model using alias""" + return pprint.pformat(self.model_dump(by_alias=True)) + + def to_json(self) -> str: + """Returns the JSON representation of the model using alias""" + return self.model_dump_json(by_alias=True, exclude_unset=True) + + @classmethod + def from_json(cls, json_str: str) -> Optional[Self]: + """Create an instance of DeleteRequest from a JSON string""" + return cls.from_dict(json.loads(json_str)) + + def to_dict(self) -> Dict[str, Any]: + """Return the dictionary representation of the model using alias. + + This has the following differences from calling pydantic's + `self.model_dump(by_alias=True)`: + + * `None` is only added to the output dict for nullable fields that + were set at model initialization. Other fields with value `None` + are ignored. + """ + excluded_fields: Set[str] = set([]) + + _dict = self.model_dump( + by_alias=True, + exclude=excluded_fields, + exclude_none=True, + ) + # override the default output from pydantic by calling `to_dict()` of each item in metadata (list) + _items = [] + if self.metadata: + for _item_metadata in self.metadata: + if _item_metadata: + _items.append(_item_metadata.to_dict()) + _dict["metadata"] = _items + return _dict + + @classmethod + def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]: + """Create an instance of DeleteRequest from a dict""" + if obj is None: + return None + + if not isinstance(obj, dict): + return cls.model_validate(obj) + + _obj = cls.model_validate( + { + "metadata": ( + [KeyValuePair.from_dict(_item) for _item in obj["metadata"]] + if obj.get("metadata") is not None + else None + ) + } + ) + return _obj diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/information_piece.py b/mcp-server/src/rag_backend_client/openapi_client/models/information_piece.py new file mode 100644 index 0000000..eb8753d --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/information_piece.py @@ -0,0 +1,105 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import pprint +import re # noqa: F401 +import json + +from pydantic import BaseModel, ConfigDict, Field, StrictStr +from typing import Any, ClassVar, Dict, List +from rag_backend_client.openapi_client.models.content_type import ContentType +from rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair +from typing import Optional, Set +from typing_extensions import Self + + +class InformationPiece(BaseModel): + """ + Uploading a json with chunks and metadata. + """ # noqa: E501 + + metadata: List[KeyValuePair] = Field( + description="The metadata of the documents that are stored in the vectordatabase." + ) + page_content: StrictStr = Field(description="The content of the document") + type: ContentType + __properties: ClassVar[List[str]] = ["metadata", "page_content", "type"] + + model_config = ConfigDict( + populate_by_name=True, + validate_assignment=True, + protected_namespaces=(), + ) + + def to_str(self) -> str: + """Returns the string representation of the model using alias""" + return pprint.pformat(self.model_dump(by_alias=True)) + + def to_json(self) -> str: + """Returns the JSON representation of the model using alias""" + return self.model_dump_json(by_alias=True, exclude_unset=True) + + @classmethod + def from_json(cls, json_str: str) -> Optional[Self]: + """Create an instance of InformationPiece from a JSON string""" + return cls.from_dict(json.loads(json_str)) + + def to_dict(self) -> Dict[str, Any]: + """Return the dictionary representation of the model using alias. + + This has the following differences from calling pydantic's + `self.model_dump(by_alias=True)`: + + * `None` is only added to the output dict for nullable fields that + were set at model initialization. Other fields with value `None` + are ignored. + """ + excluded_fields: Set[str] = set([]) + + _dict = self.model_dump( + by_alias=True, + exclude=excluded_fields, + exclude_none=True, + ) + # override the default output from pydantic by calling `to_dict()` of each item in metadata (list) + _items = [] + if self.metadata: + for _item_metadata in self.metadata: + if _item_metadata: + _items.append(_item_metadata.to_dict()) + _dict["metadata"] = _items + return _dict + + @classmethod + def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]: + """Create an instance of InformationPiece from a dict""" + if obj is None: + return None + + if not isinstance(obj, dict): + return cls.model_validate(obj) + + _obj = cls.model_validate( + { + "metadata": ( + [KeyValuePair.from_dict(_item) for _item in obj["metadata"]] + if obj.get("metadata") is not None + else None + ), + "page_content": obj.get("page_content"), + "type": obj.get("type"), + } + ) + return _obj diff --git a/mcp-server/src/rag_backend_client/openapi_client/models/key_value_pair.py b/mcp-server/src/rag_backend_client/openapi_client/models/key_value_pair.py new file mode 100644 index 0000000..6463538 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/models/key_value_pair.py @@ -0,0 +1,83 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +from __future__ import annotations +import pprint +import re # noqa: F401 +import json + +from pydantic import BaseModel, ConfigDict, Field, StrictStr +from typing import Any, ClassVar, Dict, List +from typing import Optional, Set +from typing_extensions import Self + + +class KeyValuePair(BaseModel): + """ + The key value pair. + """ # noqa: E501 + + key: StrictStr + value: StrictStr = Field(description=" ") + __properties: ClassVar[List[str]] = ["key", "value"] + + model_config = ConfigDict( + populate_by_name=True, + validate_assignment=True, + protected_namespaces=(), + ) + + def to_str(self) -> str: + """Returns the string representation of the model using alias""" + return pprint.pformat(self.model_dump(by_alias=True)) + + def to_json(self) -> str: + """Returns the JSON representation of the model using alias""" + return self.model_dump_json(by_alias=True, exclude_unset=True) + + @classmethod + def from_json(cls, json_str: str) -> Optional[Self]: + """Create an instance of KeyValuePair from a JSON string""" + return cls.from_dict(json.loads(json_str)) + + def to_dict(self) -> Dict[str, Any]: + """Return the dictionary representation of the model using alias. + + This has the following differences from calling pydantic's + `self.model_dump(by_alias=True)`: + + * `None` is only added to the output dict for nullable fields that + were set at model initialization. Other fields with value `None` + are ignored. + """ + excluded_fields: Set[str] = set([]) + + _dict = self.model_dump( + by_alias=True, + exclude=excluded_fields, + exclude_none=True, + ) + return _dict + + @classmethod + def from_dict(cls, obj: Optional[Dict[str, Any]]) -> Optional[Self]: + """Create an instance of KeyValuePair from a dict""" + if obj is None: + return None + + if not isinstance(obj, dict): + return cls.model_validate(obj) + + _obj = cls.model_validate({"key": obj.get("key"), "value": obj.get("value")}) + return _obj diff --git a/mcp-server/src/rag_backend_client/openapi_client/rest.py b/mcp-server/src/rag_backend_client/openapi_client/rest.py new file mode 100644 index 0000000..2ed2fd8 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/rest.py @@ -0,0 +1,237 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import io +import json +import re +import ssl + +import urllib3 + +from rag_backend_client.openapi_client.exceptions import ApiException, ApiValueError + +SUPPORTED_SOCKS_PROXIES = {"socks5", "socks5h", "socks4", "socks4a"} +RESTResponseType = urllib3.HTTPResponse + + +def is_socks_proxy_url(url): + if url is None: + return False + split_section = url.split("://") + if len(split_section) < 2: + return False + else: + return split_section[0].lower() in SUPPORTED_SOCKS_PROXIES + + +class RESTResponse(io.IOBase): + + def __init__(self, resp) -> None: + self.response = resp + self.status = resp.status + self.reason = resp.reason + self.data = None + + def read(self): + if self.data is None: + self.data = self.response.data + return self.data + + def getheaders(self): + """Returns a dictionary of the response headers.""" + return self.response.headers + + def getheader(self, name, default=None): + """Returns a given response header.""" + return self.response.headers.get(name, default) + + +class RESTClientObject: + + def __init__(self, configuration) -> None: + # urllib3.PoolManager will pass all kw parameters to connectionpool + # https://github.com/shazow/urllib3/blob/f9409436f83aeb79fbaf090181cd81b784f1b8ce/urllib3/poolmanager.py#L75 # noqa: E501 + # https://github.com/shazow/urllib3/blob/f9409436f83aeb79fbaf090181cd81b784f1b8ce/urllib3/connectionpool.py#L680 # noqa: E501 + # Custom SSL certificates and client certificates: http://urllib3.readthedocs.io/en/latest/advanced-usage.html # noqa: E501 + + # cert_reqs + if configuration.verify_ssl: + cert_reqs = ssl.CERT_REQUIRED + else: + cert_reqs = ssl.CERT_NONE + + pool_args = { + "cert_reqs": cert_reqs, + "ca_certs": configuration.ssl_ca_cert, + "cert_file": configuration.cert_file, + "key_file": configuration.key_file, + } + if configuration.assert_hostname is not None: + pool_args["assert_hostname"] = configuration.assert_hostname + + if configuration.retries is not None: + pool_args["retries"] = configuration.retries + + if configuration.tls_server_name: + pool_args["server_hostname"] = configuration.tls_server_name + + if configuration.socket_options is not None: + pool_args["socket_options"] = configuration.socket_options + + if configuration.connection_pool_maxsize is not None: + pool_args["maxsize"] = configuration.connection_pool_maxsize + + # https pool manager + self.pool_manager: urllib3.PoolManager + + if configuration.proxy: + if is_socks_proxy_url(configuration.proxy): + from urllib3.contrib.socks import SOCKSProxyManager + + pool_args["proxy_url"] = configuration.proxy + pool_args["headers"] = configuration.proxy_headers + self.pool_manager = SOCKSProxyManager(**pool_args) + else: + pool_args["proxy_url"] = configuration.proxy + pool_args["proxy_headers"] = configuration.proxy_headers + self.pool_manager = urllib3.ProxyManager(**pool_args) + else: + self.pool_manager = urllib3.PoolManager(**pool_args) + + def request( + self, + method, + url, + headers=None, + body=None, + post_params=None, + _request_timeout=None, + ): + """Perform requests. + + :param method: http request method + :param url: http request url + :param headers: http request headers + :param body: request json body, for `application/json` + :param post_params: request post parameters, + `application/x-www-form-urlencoded` + and `multipart/form-data` + :param _request_timeout: timeout setting for this request. If one + number provided, it will be total request + timeout. It can also be a pair (tuple) of + (connection, read) timeouts. + """ + method = method.upper() + assert method in ["GET", "HEAD", "DELETE", "POST", "PUT", "PATCH", "OPTIONS"] + + if post_params and body: + raise ApiValueError("body parameter cannot be used with post_params parameter.") + + post_params = post_params or {} + headers = headers or {} + + timeout = None + if _request_timeout: + if isinstance(_request_timeout, (int, float)): + timeout = urllib3.Timeout(total=_request_timeout) + elif isinstance(_request_timeout, tuple) and len(_request_timeout) == 2: + timeout = urllib3.Timeout(connect=_request_timeout[0], read=_request_timeout[1]) + + try: + # For `POST`, `PUT`, `PATCH`, `OPTIONS`, `DELETE` + if method in ["POST", "PUT", "PATCH", "OPTIONS", "DELETE"]: + + # no content type provided or payload is json + content_type = headers.get("Content-Type") + if not content_type or re.search("json", content_type, re.IGNORECASE): + request_body = None + if body is not None: + request_body = json.dumps(body) + r = self.pool_manager.request( + method, + url, + body=request_body, + timeout=timeout, + headers=headers, + preload_content=False, + ) + elif content_type == "application/x-www-form-urlencoded": + r = self.pool_manager.request( + method, + url, + fields=post_params, + encode_multipart=False, + timeout=timeout, + headers=headers, + preload_content=False, + ) + elif content_type == "multipart/form-data": + # must del headers['Content-Type'], or the correct + # Content-Type which generated by urllib3 will be + # overwritten. + del headers["Content-Type"] + # Ensures that dict objects are serialized + post_params = [(a, json.dumps(b)) if isinstance(b, dict) else (a, b) for a, b in post_params] + r = self.pool_manager.request( + method, + url, + fields=post_params, + encode_multipart=True, + timeout=timeout, + headers=headers, + preload_content=False, + ) + # Pass a `string` parameter directly in the body to support + # other content types than JSON when `body` argument is + # provided in serialized form. + elif isinstance(body, str) or isinstance(body, bytes): + r = self.pool_manager.request( + method, + url, + body=body, + timeout=timeout, + headers=headers, + preload_content=False, + ) + elif headers["Content-Type"].startswith("text/") and isinstance(body, bool): + request_body = "true" if body else "false" + r = self.pool_manager.request( + method, + url, + body=request_body, + preload_content=False, + timeout=timeout, + headers=headers, + ) + else: + # Cannot generate the request from given parameters + msg = """Cannot prepare a request message for provided + arguments. Please check that your arguments match + declared content type.""" + raise ApiException(status=0, reason=msg) + # For `GET`, `HEAD` + else: + r = self.pool_manager.request( + method, + url, + fields={}, + timeout=timeout, + headers=headers, + preload_content=False, + ) + except urllib3.exceptions.SSLError as e: + msg = "\n".join([type(e).__name__, str(e)]) + raise ApiException(status=0, reason=msg) + + return RESTResponse(r) diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/__init__.py b/mcp-server/src/rag_backend_client/openapi_client/test/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_history.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_history.py new file mode 100644 index 0000000..f0b9357 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_history.py @@ -0,0 +1,62 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.chat_history import ChatHistory + + +class TestChatHistory(unittest.TestCase): + """ChatHistory unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def make_instance(self, include_optional) -> ChatHistory: + """Test ChatHistory + include_optional is a boolean, when False only required + params are included, when True both required and + optional params are included""" + # uncomment below to create an instance of `ChatHistory` + """ + model = ChatHistory() + if include_optional: + return ChatHistory( + messages = [ + rag_backend_client.openapi_client.models.chat_history_message.chat_history_message( + role = 'user', + message = '', ) + ] + ) + else: + return ChatHistory( + messages = [ + rag_backend_client.openapi_client.models.chat_history_message.chat_history_message( + role = 'user', + message = '', ) + ], + ) + """ + + def testChatHistory(self): + """Test ChatHistory""" + # inst_req_only = self.make_instance(include_optional=False) + # inst_req_and_optional = self.make_instance(include_optional=True) + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_history_message.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_history_message.py new file mode 100644 index 0000000..09b1b40 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_history_message.py @@ -0,0 +1,58 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.chat_history_message import ( + ChatHistoryMessage, +) + + +class TestChatHistoryMessage(unittest.TestCase): + """ChatHistoryMessage unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def make_instance(self, include_optional) -> ChatHistoryMessage: + """Test ChatHistoryMessage + include_optional is a boolean, when False only required + params are included, when True both required and + optional params are included""" + # uncomment below to create an instance of `ChatHistoryMessage` + """ + model = ChatHistoryMessage() + if include_optional: + return ChatHistoryMessage( + role = 'user', + message = '' + ) + else: + return ChatHistoryMessage( + role = 'user', + message = '', + ) + """ + + def testChatHistoryMessage(self): + """Test ChatHistoryMessage""" + # inst_req_only = self.make_instance(include_optional=False) + # inst_req_and_optional = self.make_instance(include_optional=True) + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_request.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_request.py new file mode 100644 index 0000000..7e1036e --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_request.py @@ -0,0 +1,60 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.chat_request import ChatRequest + + +class TestChatRequest(unittest.TestCase): + """ChatRequest unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def make_instance(self, include_optional) -> ChatRequest: + """Test ChatRequest + include_optional is a boolean, when False only required + params are included, when True both required and + optional params are included""" + # uncomment below to create an instance of `ChatRequest` + """ + model = ChatRequest() + if include_optional: + return ChatRequest( + history = rag_backend_client.openapi_client.models.chat_history.chat_history( + messages = [ + rag_backend_client.openapi_client.models.chat_history_message.chat_history_message( + role = 'user', + message = '', ) + ], ), + message = '' + ) + else: + return ChatRequest( + message = '', + ) + """ + + def testChatRequest(self): + """Test ChatRequest""" + # inst_req_only = self.make_instance(include_optional=False) + # inst_req_and_optional = self.make_instance(include_optional=True) + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_response.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_response.py new file mode 100644 index 0000000..6faa57b --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_response.py @@ -0,0 +1,62 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.chat_response import ChatResponse + + +class TestChatResponse(unittest.TestCase): + """ChatResponse unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def make_instance(self, include_optional) -> ChatResponse: + """Test ChatResponse + include_optional is a boolean, when False only required + params are included, when True both required and + optional params are included""" + # uncomment below to create an instance of `ChatResponse` + """ + model = ChatResponse() + if include_optional: + return ChatResponse( + answer = '', + finish_reason = '', + citations = [ + {"metadata":[{"key":"key","value":"value"},{"key":"key","value":"value"}],"page_content":"some text","type":"TEXT"} + ] + ) + else: + return ChatResponse( + answer = '', + finish_reason = '', + citations = [ + {"metadata":[{"key":"key","value":"value"},{"key":"key","value":"value"}],"page_content":"some text","type":"TEXT"} + ], + ) + """ + + def testChatResponse(self): + """Test ChatResponse""" + # inst_req_only = self.make_instance(include_optional=False) + # inst_req_and_optional = self.make_instance(include_optional=True) + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_role.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_role.py new file mode 100644 index 0000000..fe4149a --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_chat_role.py @@ -0,0 +1,35 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.chat_role import ChatRole + + +class TestChatRole(unittest.TestCase): + """ChatRole unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def testChatRole(self): + """Test ChatRole""" + # inst = ChatRole() + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_content_type.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_content_type.py new file mode 100644 index 0000000..dfd30bd --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_content_type.py @@ -0,0 +1,35 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.content_type import ContentType + + +class TestContentType(unittest.TestCase): + """ContentType unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def testContentType(self): + """Test ContentType""" + # inst = ContentType() + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_delete_request.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_delete_request.py new file mode 100644 index 0000000..8b7b95c --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_delete_request.py @@ -0,0 +1,55 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.delete_request import DeleteRequest + + +class TestDeleteRequest(unittest.TestCase): + """DeleteRequest unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def make_instance(self, include_optional) -> DeleteRequest: + """Test DeleteRequest + include_optional is a boolean, when False only required + params are included, when True both required and + optional params are included""" + # uncomment below to create an instance of `DeleteRequest` + """ + model = DeleteRequest() + if include_optional: + return DeleteRequest( + metadata = [ + {"value":"value","key":"key"} + ] + ) + else: + return DeleteRequest( + ) + """ + + def testDeleteRequest(self): + """Test DeleteRequest""" + # inst_req_only = self.make_instance(include_optional=False) + # inst_req_and_optional = self.make_instance(include_optional=True) + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_information_piece.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_information_piece.py new file mode 100644 index 0000000..dbc5b2a --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_information_piece.py @@ -0,0 +1,62 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.information_piece import InformationPiece + + +class TestInformationPiece(unittest.TestCase): + """InformationPiece unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def make_instance(self, include_optional) -> InformationPiece: + """Test InformationPiece + include_optional is a boolean, when False only required + params are included, when True both required and + optional params are included""" + # uncomment below to create an instance of `InformationPiece` + """ + model = InformationPiece() + if include_optional: + return InformationPiece( + metadata = [ + {"value":"value","key":"key"} + ], + page_content = '', + type = 'TEXT' + ) + else: + return InformationPiece( + metadata = [ + {"value":"value","key":"key"} + ], + page_content = '', + type = 'TEXT', + ) + """ + + def testInformationPiece(self): + """Test InformationPiece""" + # inst_req_only = self.make_instance(include_optional=False) + # inst_req_and_optional = self.make_instance(include_optional=True) + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_key_value_pair.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_key_value_pair.py new file mode 100644 index 0000000..9c5bfff --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_key_value_pair.py @@ -0,0 +1,56 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.models.key_value_pair import KeyValuePair + + +class TestKeyValuePair(unittest.TestCase): + """KeyValuePair unit test stubs""" + + def setUp(self): + pass + + def tearDown(self): + pass + + def make_instance(self, include_optional) -> KeyValuePair: + """Test KeyValuePair + include_optional is a boolean, when False only required + params are included, when True both required and + optional params are included""" + # uncomment below to create an instance of `KeyValuePair` + """ + model = KeyValuePair() + if include_optional: + return KeyValuePair( + key = '', + value = '' + ) + else: + return KeyValuePair( + key = '', + value = '', + ) + """ + + def testKeyValuePair(self): + """Test KeyValuePair""" + # inst_req_only = self.make_instance(include_optional=False) + # inst_req_and_optional = self.make_instance(include_optional=True) + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_backend_client/openapi_client/test/test_rag_api.py b/mcp-server/src/rag_backend_client/openapi_client/test/test_rag_api.py new file mode 100644 index 0000000..6587dc3 --- /dev/null +++ b/mcp-server/src/rag_backend_client/openapi_client/test/test_rag_api.py @@ -0,0 +1,53 @@ +# coding: utf-8 + +""" +RAG SIT x Stackit + +The perfect rag solution. + +The version of the OpenAPI document: 1.0.0 +Generated by OpenAPI Generator (https://openapi-generator.tech) + +Do not edit the class manually. +""" # noqa: E501 + + +import unittest + +from rag_backend_client.openapi_client.api.rag_api import RagApi + + +class TestRagApi(unittest.TestCase): + """RagApi unit test stubs""" + + def setUp(self) -> None: + self.api = RagApi() + + def tearDown(self) -> None: + pass + + def test_chat(self) -> None: + """Test case for chat""" + pass + + def test_evaluate(self) -> None: + """Test case for evaluate""" + pass + + def test_remove_information_piece(self) -> None: + """Test case for remove_information_piece + + remove information piece + """ + pass + + def test_upload_information_piece(self) -> None: + """Test case for upload_information_piece + + Upload information pieces for vectordatabase + """ + pass + + +if __name__ == "__main__": + unittest.main() diff --git a/mcp-server/src/rag_mcp_server.py b/mcp-server/src/rag_mcp_server.py new file mode 100644 index 0000000..d7d2a59 --- /dev/null +++ b/mcp-server/src/rag_mcp_server.py @@ -0,0 +1,115 @@ +import logging + +from fastmcp import FastMCP +from pydantic_settings import BaseSettings + +from rag_backend_client.openapi_client.models.chat_request import ChatRequest +from rag_backend_client.openapi_client.api.rag_api import RagApi +from rag_backend_client.openapi_client.models.chat_response import ChatResponse +from rag_backend_client.openapi_client.models.chat_history import ChatHistory +from rag_backend_client.openapi_client.models.chat_history_message import ChatHistoryMessage +from rag_backend_client.openapi_client.models.chat_role import ChatRole +from typing import Any + +logger = logging.getLogger(__name__) + + +class RagMcpServer: + """MCP Server that connects to the RAG backend.""" + + TRANSPORT = "streamable-http" + + def __init__(self, api_client: RagApi, mcp_server: FastMCP, settings: BaseSettings): + self._api_client = api_client + self._server = mcp_server + self._settings = settings + self._register_tools() + + def run(self): + """Run the MCP server with specified transport.""" + logger.info(f"Starting FastMCP Server on {self.TRANSPORT}://{self._settings.host}:{self._settings.port}") + self._server.run(transport=self.TRANSPORT, host=self._settings.host, port=self._settings.port) + + async def chat_simple(self, session_id: str, message: str) -> str: + """Send a message to the RAG system and get a simple text response. + + This is the simplest way to interact with the RAG system - just provide a message + and get back the answer as plain text. + + Parameters + ---------- + session_id: str + Unique identifier for the chat session. + message: str + The message/question to ask the RAG system. + + Returns + ------- + str + The answer from the RAG system as plain text. + """ + chat_request = ChatRequest(message=message) + response = await self._handle_chat(session_id, chat_request) + return response.answer + + async def chat_with_history( + self, session_id: str, message: str, history: list[dict[str, str]] = None + ) -> dict[str, Any]: + """Send a message with conversation history and get structured response. + + Provide conversation history as a simple list of dictionaries. + Each history item should have 'role' (either 'user' or 'assistant') and 'message' keys. + + Parameters + ---------- + session_id: str + Unique identifier for the chat session. + message: str + The current message/question to ask. + history: List[Dict[str, str]], optional + Previous conversation history. Each item should be: + {"role": "user" or "assistant", "message": "the message text"} + + Returns + ------- + Dict[str, Any] + Response containing: + - answer: The response text + - finish_reason: Why the response ended + - citations: List of source documents used (simplified) + """ + # Build chat history if provided + chat_history = None + if history: + history_messages = [] + for item in history: + role = ChatRole.USER if item.get("role", "").lower() == "user" else ChatRole.ASSISTANT + history_messages.append(ChatHistoryMessage(role=role, message=item["message"])) + chat_history = ChatHistory(messages=history_messages) + + chat_request = ChatRequest(message=message, history=chat_history) + response = await self._handle_chat(session_id, chat_request) + + # Simplify citations for easier consumption + simplified_citations = [] + for citation in response.citations: + simplified_citations.append( + {"content": citation.page_content, "metadata": {pair.key: pair.value for pair in citation.metadata}} + ) + + return {"answer": response.answer, "finish_reason": response.finish_reason, "citations": simplified_citations} + + def _register_tools(self): + """Register all MCP tools with the server.""" + # Simple tools for basic agent usage + self._server.add_tool(self._server.tool(self.chat_simple)) + self._server.add_tool(self._server.tool(self.chat_with_history)) + + async def _handle_chat(self, session_id: str, chat_request: ChatRequest) -> ChatResponse: + """Handle the chat request with the RAG backend.""" + try: + return self._api_client.chat(session_id, chat_request) + + except Exception as e: + logger.error(f"Error in chat request: {str(e)}") + raise Exception(f"Failed to process chat request: {str(e)}") diff --git a/mcp-server/src/settings/__init__.py b/mcp-server/src/settings/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/mcp-server/src/settings/backend_settings.py b/mcp-server/src/settings/backend_settings.py new file mode 100644 index 0000000..4f4eae3 --- /dev/null +++ b/mcp-server/src/settings/backend_settings.py @@ -0,0 +1,23 @@ +"""Module that contains settings for the Fake LLM.""" + +from pydantic import Field +from pydantic_settings import BaseSettings + + +class BackendSettings(BaseSettings): + """ + Settings for the connection to the backend. + + Attributes + ---------- + base_path : str + The base path to the rag backend. + """ + + class Config: + """Configuration for reading fields from the environment.""" + + env_prefix = "BACKEND_" + case_sensitive = False + + base_path: str = Field(default="http://127.0.0.1:8080") diff --git a/mcp-server/src/settings/logging_settings.py b/mcp-server/src/settings/logging_settings.py new file mode 100644 index 0000000..10efe07 --- /dev/null +++ b/mcp-server/src/settings/logging_settings.py @@ -0,0 +1,23 @@ +"""Contains settings regarding logging configuration.""" + +from pydantic import Field +from pydantic_settings import BaseSettings + + +class LoggingSettings(BaseSettings): + """ + Contains settings regarding logging configuration. + + Attributes + ---------- + directory : str + The directory path for the logging configuration file. + """ + + class Config: + """Config class for reading Fields from env.""" + + env_prefix = "LOGGING_" + case_sensitive = False + + directory: str = Field(default="/config/logging.yaml") diff --git a/mcp-server/src/settings/mcp_settings.py b/mcp-server/src/settings/mcp_settings.py new file mode 100644 index 0000000..a4eb1cf --- /dev/null +++ b/mcp-server/src/settings/mcp_settings.py @@ -0,0 +1,33 @@ +"""Module that contains settings for the Fake LLM.""" + +from pydantic import Field +from pydantic_settings import BaseSettings + + +class MCPSettings(BaseSettings): + """ + Settings for the mcp server. + + Attributes + ---------- + host : str + The address to bind to. + port : int + The port to bind to. + name : str + Name of the mcp server. + tool_name : str + Name of the mcp tool. + tool_description : str + Description of the mcp tool. + """ + + class Config: + """Configuration for reading fields from the environment.""" + + env_prefix = "MCP_" + case_sensitive = False + + host: str = Field(default="0.0.0.0") + port: int = Field(default=8000) + name: str = Field(default="RAG MCP server")