dify/api/services/tools/tools_transform_service.py
2025-05-23 10:22:32 +08:00

396 lines
16 KiB
Python

import json
import logging
from typing import Optional, Union, cast
from yarl import URL
from configs import dify_config
from core.mcp.types import Tool as MCPTool
from core.tools.__base.tool import Tool
from core.tools.__base.tool_runtime import ToolRuntime
from core.tools.builtin_tool.provider import BuiltinToolProviderController
from core.tools.custom_tool.provider import ApiToolProviderController
from core.tools.entities.api_entities import ToolApiEntity, ToolProviderApiEntity
from core.tools.entities.common_entities import I18nObject
from core.tools.entities.tool_bundle import ApiToolBundle
from core.tools.entities.tool_entities import (
ApiProviderAuthType,
ToolParameter,
ToolProviderType,
)
from core.tools.plugin_tool.provider import PluginToolProviderController
from core.tools.utils.configuration import ProviderConfigEncrypter
from core.tools.workflow_as_tool.provider import WorkflowToolProviderController
from core.tools.workflow_as_tool.tool import WorkflowTool
from models.tools import ApiToolProvider, BuiltinToolProvider, MCPToolProvider, WorkflowToolProvider
logger = logging.getLogger(__name__)
class ToolTransformService:
@classmethod
def get_plugin_icon_url(cls, tenant_id: str, filename: str) -> str:
url_prefix = (
URL(dify_config.CONSOLE_API_URL or "/") / "console" / "api" / "workspaces" / "current" / "plugin" / "icon"
)
return str(url_prefix % {"tenant_id": tenant_id, "filename": filename})
@classmethod
def get_tool_provider_icon_url(cls, provider_type: str, provider_name: str, icon: str | dict) -> Union[str, dict]:
"""
get tool provider icon url
"""
url_prefix = (
URL(dify_config.CONSOLE_API_URL or "/") / "console" / "api" / "workspaces" / "current" / "tool-provider"
)
if provider_type == ToolProviderType.BUILT_IN.value:
return str(url_prefix / "builtin" / provider_name / "icon")
elif provider_type in {ToolProviderType.API.value, ToolProviderType.WORKFLOW.value, ToolProviderType.MCP.value}:
try:
if isinstance(icon, str):
return cast(dict, json.loads(icon))
return icon
except Exception:
return {"background": "#252525", "content": "\ud83d\ude01"}
return ""
@staticmethod
def repack_provider(tenant_id: str, provider: Union[dict, ToolProviderApiEntity]):
"""
repack provider
:param tenant_id: the tenant id
:param provider: the provider dict
"""
if isinstance(provider, dict) and "icon" in provider:
provider["icon"] = ToolTransformService.get_tool_provider_icon_url(
provider_type=provider["type"], provider_name=provider["name"], icon=provider["icon"]
)
elif isinstance(provider, ToolProviderApiEntity):
if provider.plugin_id:
if isinstance(provider.icon, str):
provider.icon = ToolTransformService.get_plugin_icon_url(
tenant_id=tenant_id, filename=provider.icon
)
else:
provider.icon = ToolTransformService.get_tool_provider_icon_url(
provider_type=provider.type.value, provider_name=provider.name, icon=provider.icon
)
@classmethod
def builtin_provider_to_user_provider(
cls,
provider_controller: BuiltinToolProviderController | PluginToolProviderController,
db_provider: Optional[BuiltinToolProvider],
decrypt_credentials: bool = True,
) -> ToolProviderApiEntity:
"""
convert provider controller to user provider
"""
result = ToolProviderApiEntity(
id=provider_controller.entity.identity.name,
author=provider_controller.entity.identity.author,
name=provider_controller.entity.identity.name,
description=provider_controller.entity.identity.description,
icon=provider_controller.entity.identity.icon,
label=provider_controller.entity.identity.label,
type=ToolProviderType.BUILT_IN,
masked_credentials={},
is_team_authorization=False,
plugin_id=None,
tools=[],
labels=provider_controller.tool_labels,
)
if isinstance(provider_controller, PluginToolProviderController):
result.plugin_id = provider_controller.plugin_id
result.plugin_unique_identifier = provider_controller.plugin_unique_identifier
# get credentials schema
schema = {x.to_basic_provider_config().name: x for x in provider_controller.get_credentials_schema()}
for name, value in schema.items():
if result.masked_credentials:
result.masked_credentials[name] = ""
# check if the provider need credentials
if not provider_controller.need_credentials:
result.is_team_authorization = True
result.allow_delete = False
elif db_provider:
result.is_team_authorization = True
if decrypt_credentials:
credentials = db_provider.credentials
# init tool configuration
tool_configuration = ProviderConfigEncrypter(
tenant_id=db_provider.tenant_id,
config=[x.to_basic_provider_config() for x in provider_controller.get_credentials_schema()],
provider_type=provider_controller.provider_type.value,
provider_identity=provider_controller.entity.identity.name,
)
# decrypt the credentials and mask the credentials
decrypted_credentials = tool_configuration.decrypt(data=credentials)
masked_credentials = tool_configuration.mask_tool_credentials(data=decrypted_credentials)
result.masked_credentials = masked_credentials
result.original_credentials = decrypted_credentials
return result
@staticmethod
def api_provider_to_controller(
db_provider: ApiToolProvider,
) -> ApiToolProviderController:
"""
convert provider controller to user provider
"""
# package tool provider controller
controller = ApiToolProviderController.from_db(
db_provider=db_provider,
auth_type=ApiProviderAuthType.API_KEY
if db_provider.credentials["auth_type"] == "api_key"
else ApiProviderAuthType.NONE,
)
return controller
@staticmethod
def workflow_provider_to_controller(db_provider: WorkflowToolProvider) -> WorkflowToolProviderController:
"""
convert provider controller to provider
"""
return WorkflowToolProviderController.from_db(db_provider)
@staticmethod
def workflow_provider_to_user_provider(
provider_controller: WorkflowToolProviderController, labels: list[str] | None = None
):
"""
convert provider controller to user provider
"""
return ToolProviderApiEntity(
id=provider_controller.provider_id,
author=provider_controller.entity.identity.author,
name=provider_controller.entity.identity.name,
description=provider_controller.entity.identity.description,
icon=provider_controller.entity.identity.icon,
label=provider_controller.entity.identity.label,
type=ToolProviderType.WORKFLOW,
masked_credentials={},
is_team_authorization=True,
plugin_id=None,
plugin_unique_identifier=None,
tools=[],
labels=labels or [],
)
@staticmethod
def mcp_provider_to_user_provider(db_provider: MCPToolProvider) -> ToolProviderApiEntity:
return ToolProviderApiEntity(
id=db_provider.id,
author=db_provider.user.name if db_provider.user else "Anonymous",
name=db_provider.name,
icon=db_provider.provider_icon,
type=ToolProviderType.MCP,
is_team_authorization=db_provider.authed,
server_url=db_provider.server_url,
tools=ToolTransformService.mcp_tool_to_user_tool(
db_provider, [MCPTool(**tool) for tool in json.loads(db_provider.tools)]
),
updated_at=db_provider.updated_at,
label=I18nObject(en_US=db_provider.name, zh_Hans=db_provider.name),
description=I18nObject(en_US="", zh_Hans=""),
)
@staticmethod
def mcp_tool_to_user_tool(mcp_provider: MCPToolProvider, tools: list[MCPTool]) -> list[ToolApiEntity]:
return [
ToolApiEntity(
author=mcp_provider.user.name if mcp_provider.user else "Anonymous",
name=tool.name,
label=I18nObject(en_US=tool.name, zh_Hans=tool.name),
description=I18nObject(en_US=tool.description, zh_Hans=tool.description),
parameters=ToolTransformService.convert_mcp_schema_to_parameter(tool.inputSchema),
labels=[],
)
for tool in tools
]
@classmethod
def api_provider_to_user_provider(
cls,
provider_controller: ApiToolProviderController,
db_provider: ApiToolProvider,
decrypt_credentials: bool = True,
labels: list[str] | None = None,
) -> ToolProviderApiEntity:
"""
convert provider controller to user provider
"""
username = "Anonymous"
if db_provider.user is None:
raise ValueError(f"user is None for api provider {db_provider.id}")
try:
user = db_provider.user
if not user:
raise ValueError("user not found")
username = user.name
except Exception:
logger.exception(f"failed to get user name for api provider {db_provider.id}")
# add provider into providers
credentials = db_provider.credentials
result = ToolProviderApiEntity(
id=db_provider.id,
author=username,
name=db_provider.name,
description=I18nObject(
en_US=db_provider.description,
zh_Hans=db_provider.description,
),
icon=db_provider.icon,
label=I18nObject(
en_US=db_provider.name,
zh_Hans=db_provider.name,
),
type=ToolProviderType.API,
plugin_id=None,
plugin_unique_identifier=None,
masked_credentials={},
is_team_authorization=True,
tools=[],
labels=labels or [],
)
if decrypt_credentials:
# init tool configuration
tool_configuration = ProviderConfigEncrypter(
tenant_id=db_provider.tenant_id,
config=[x.to_basic_provider_config() for x in provider_controller.get_credentials_schema()],
provider_type=provider_controller.provider_type.value,
provider_identity=provider_controller.entity.identity.name,
)
# decrypt the credentials and mask the credentials
decrypted_credentials = tool_configuration.decrypt(data=credentials)
masked_credentials = tool_configuration.mask_tool_credentials(data=decrypted_credentials)
result.masked_credentials = masked_credentials
return result
@staticmethod
def convert_tool_entity_to_api_entity(
tool: Union[ApiToolBundle, WorkflowTool, Tool],
tenant_id: str,
credentials: dict | None = None,
labels: list[str] | None = None,
) -> ToolApiEntity:
"""
convert tool to user tool
"""
if isinstance(tool, Tool):
# fork tool runtime
tool = tool.fork_tool_runtime(
runtime=ToolRuntime(
credentials=credentials or {},
tenant_id=tenant_id,
)
)
# get tool parameters
parameters = tool.entity.parameters or []
# get tool runtime parameters
runtime_parameters = tool.get_runtime_parameters()
# override parameters
current_parameters = parameters.copy()
for runtime_parameter in runtime_parameters:
found = False
for index, parameter in enumerate(current_parameters):
if parameter.name == runtime_parameter.name and parameter.form == runtime_parameter.form:
current_parameters[index] = runtime_parameter
found = True
break
if not found and runtime_parameter.form == ToolParameter.ToolParameterForm.FORM:
current_parameters.append(runtime_parameter)
return ToolApiEntity(
author=tool.entity.identity.author,
name=tool.entity.identity.name,
label=tool.entity.identity.label,
description=tool.entity.description.human if tool.entity.description else I18nObject(en_US=""),
output_schema=tool.entity.output_schema,
parameters=current_parameters,
labels=labels or [],
)
if isinstance(tool, ApiToolBundle):
return ToolApiEntity(
author=tool.author,
name=tool.operation_id or "",
label=I18nObject(en_US=tool.operation_id, zh_Hans=tool.operation_id),
description=I18nObject(en_US=tool.summary or "", zh_Hans=tool.summary or ""),
parameters=tool.parameters,
labels=labels or [],
)
@staticmethod
def convert_mcp_schema_to_parameter(schema: dict) -> list["ToolParameter"]:
"""
Convert MCP JSON schema to tool parameters
:param schema: JSON schema dictionary
:return: list of ToolParameter instances
"""
def create_parameter(name: str, description: str, param_type: str, required: bool) -> ToolParameter:
"""Create a ToolParameter instance with given attributes"""
return ToolParameter(
name=name,
llm_description=description,
label=I18nObject(en_US=name),
form=ToolParameter.ToolParameterForm.LLM,
required=required,
type=ToolParameter.ToolParameterType(param_type),
human_description=I18nObject(en_US=description),
)
def process_array(name: str, description: str, items: dict, required: bool) -> list[ToolParameter]:
"""Process array type properties"""
item_type = items.get("type", "string")
if item_type == "object" and "properties" in items:
return process_properties(items["properties"], items.get("required", []), f"{name}[0]")
return [create_parameter(name, description, item_type, required)]
def process_properties(props: dict, required: list, prefix: str = "") -> list[ToolParameter]:
"""Process properties recursively"""
parameters = []
for name, prop in props.items():
current_name = f"{prefix}.{name}" if prefix else name
current_description = prop.get("description", "")
prop_type = prop.get("type", "string")
if isinstance(prop_type, list):
prop_type = prop_type[0]
if prop_type == "integer":
prop_type = "number"
if prop_type == "array":
parameters.extend(
process_array(current_name, current_description, prop.get("items", {}), name in required)
)
elif prop_type == "object" and "properties" in prop:
parameters.extend(process_properties(prop["properties"], prop.get("required", []), current_name))
else:
parameters.append(create_parameter(current_name, current_description, prop_type, name in required))
return parameters
if schema.get("type") == "object" and "properties" in schema:
return process_properties(schema["properties"], schema.get("required", []))
return []