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import json | |
import logging | |
import mimetypes | |
from collections.abc import Generator | |
from os import listdir, path | |
from threading import Lock, Thread | |
from typing import Any, Optional, Union | |
from configs import dify_config | |
from core.agent.entities import AgentToolEntity | |
from core.app.entities.app_invoke_entities import InvokeFrom | |
from core.helper.module_import_helper import load_single_subclass_from_source | |
from core.helper.position_helper import is_filtered | |
from core.model_runtime.utils.encoders import jsonable_encoder | |
from core.tools.entities.api_entities import UserToolProvider, UserToolProviderTypeLiteral | |
from core.tools.entities.common_entities import I18nObject | |
from core.tools.entities.tool_entities import ApiProviderAuthType, ToolInvokeFrom, ToolParameter | |
from core.tools.errors import ToolProviderNotFoundError | |
from core.tools.provider.api_tool_provider import ApiToolProviderController | |
from core.tools.provider.builtin._positions import BuiltinToolProviderSort | |
from core.tools.provider.builtin_tool_provider import BuiltinToolProviderController | |
from core.tools.tool.api_tool import ApiTool | |
from core.tools.tool.builtin_tool import BuiltinTool | |
from core.tools.tool.tool import Tool | |
from core.tools.tool_label_manager import ToolLabelManager | |
from core.tools.utils.configuration import ToolConfigurationManager, ToolParameterConfigurationManager | |
from extensions.ext_database import db | |
from models.tools import ApiToolProvider, BuiltinToolProvider, WorkflowToolProvider | |
from services.tools.tools_transform_service import ToolTransformService | |
logger = logging.getLogger(__name__) | |
class ToolManager: | |
_builtin_provider_lock = Lock() | |
_builtin_providers = {} | |
_builtin_providers_loaded = False | |
_builtin_tools_labels = {} | |
def get_builtin_provider(cls, provider: str) -> BuiltinToolProviderController: | |
""" | |
get the builtin provider | |
:param provider: the name of the provider | |
:return: the provider | |
""" | |
if len(cls._builtin_providers) == 0: | |
# init the builtin providers | |
cls.load_builtin_providers_cache() | |
if provider not in cls._builtin_providers: | |
raise ToolProviderNotFoundError(f"builtin provider {provider} not found") | |
return cls._builtin_providers[provider] | |
def get_builtin_tool(cls, provider: str, tool_name: str) -> BuiltinTool: | |
""" | |
get the builtin tool | |
:param provider: the name of the provider | |
:param tool_name: the name of the tool | |
:return: the provider, the tool | |
""" | |
provider_controller = cls.get_builtin_provider(provider) | |
tool = provider_controller.get_tool(tool_name) | |
return tool | |
def get_tool( | |
cls, provider_type: str, provider_id: str, tool_name: str, tenant_id: Optional[str] = None | |
) -> Union[BuiltinTool, ApiTool]: | |
""" | |
get the tool | |
:param provider_type: the type of the provider | |
:param provider_name: the name of the provider | |
:param tool_name: the name of the tool | |
:return: the tool | |
""" | |
if provider_type == "builtin": | |
return cls.get_builtin_tool(provider_id, tool_name) | |
elif provider_type == "api": | |
if tenant_id is None: | |
raise ValueError("tenant id is required for api provider") | |
api_provider, _ = cls.get_api_provider_controller(tenant_id, provider_id) | |
return api_provider.get_tool(tool_name) | |
elif provider_type == "app": | |
raise NotImplementedError("app provider not implemented") | |
else: | |
raise ToolProviderNotFoundError(f"provider type {provider_type} not found") | |
def get_tool_runtime( | |
cls, | |
provider_type: str, | |
provider_id: str, | |
tool_name: str, | |
tenant_id: str, | |
invoke_from: InvokeFrom = InvokeFrom.DEBUGGER, | |
tool_invoke_from: ToolInvokeFrom = ToolInvokeFrom.AGENT, | |
) -> Union[BuiltinTool, ApiTool]: | |
""" | |
get the tool runtime | |
:param provider_type: the type of the provider | |
:param provider_name: the name of the provider | |
:param tool_name: the name of the tool | |
:return: the tool | |
""" | |
if provider_type == "builtin": | |
builtin_tool = cls.get_builtin_tool(provider_id, tool_name) | |
# check if the builtin tool need credentials | |
provider_controller = cls.get_builtin_provider(provider_id) | |
if not provider_controller.need_credentials: | |
return builtin_tool.fork_tool_runtime( | |
runtime={ | |
"tenant_id": tenant_id, | |
"credentials": {}, | |
"invoke_from": invoke_from, | |
"tool_invoke_from": tool_invoke_from, | |
} | |
) | |
# get credentials | |
builtin_provider: BuiltinToolProvider = ( | |
db.session.query(BuiltinToolProvider) | |
.filter( | |
BuiltinToolProvider.tenant_id == tenant_id, | |
BuiltinToolProvider.provider == provider_id, | |
) | |
.first() | |
) | |
if builtin_provider is None: | |
raise ToolProviderNotFoundError(f"builtin provider {provider_id} not found") | |
# decrypt the credentials | |
credentials = builtin_provider.credentials | |
controller = cls.get_builtin_provider(provider_id) | |
tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller) | |
decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials) | |
return builtin_tool.fork_tool_runtime( | |
runtime={ | |
"tenant_id": tenant_id, | |
"credentials": decrypted_credentials, | |
"runtime_parameters": {}, | |
"invoke_from": invoke_from, | |
"tool_invoke_from": tool_invoke_from, | |
} | |
) | |
elif provider_type == "api": | |
if tenant_id is None: | |
raise ValueError("tenant id is required for api provider") | |
api_provider, credentials = cls.get_api_provider_controller(tenant_id, provider_id) | |
# decrypt the credentials | |
tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=api_provider) | |
decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials) | |
return api_provider.get_tool(tool_name).fork_tool_runtime( | |
runtime={ | |
"tenant_id": tenant_id, | |
"credentials": decrypted_credentials, | |
"invoke_from": invoke_from, | |
"tool_invoke_from": tool_invoke_from, | |
} | |
) | |
elif provider_type == "workflow": | |
workflow_provider = ( | |
db.session.query(WorkflowToolProvider) | |
.filter(WorkflowToolProvider.tenant_id == tenant_id, WorkflowToolProvider.id == provider_id) | |
.first() | |
) | |
if workflow_provider is None: | |
raise ToolProviderNotFoundError(f"workflow provider {provider_id} not found") | |
controller = ToolTransformService.workflow_provider_to_controller(db_provider=workflow_provider) | |
return controller.get_tools(user_id=None, tenant_id=workflow_provider.tenant_id)[0].fork_tool_runtime( | |
runtime={ | |
"tenant_id": tenant_id, | |
"credentials": {}, | |
"invoke_from": invoke_from, | |
"tool_invoke_from": tool_invoke_from, | |
} | |
) | |
elif provider_type == "app": | |
raise NotImplementedError("app provider not implemented") | |
else: | |
raise ToolProviderNotFoundError(f"provider type {provider_type} not found") | |
def _init_runtime_parameter(cls, parameter_rule: ToolParameter, parameters: dict): | |
""" | |
init runtime parameter | |
""" | |
parameter_value = parameters.get(parameter_rule.name) | |
if not parameter_value and parameter_value != 0: | |
# get default value | |
parameter_value = parameter_rule.default | |
if not parameter_value and parameter_rule.required: | |
raise ValueError(f"tool parameter {parameter_rule.name} not found in tool config") | |
if parameter_rule.type == ToolParameter.ToolParameterType.SELECT: | |
# check if tool_parameter_config in options | |
options = [x.value for x in parameter_rule.options] | |
if parameter_value is not None and parameter_value not in options: | |
raise ValueError( | |
f"tool parameter {parameter_rule.name} value {parameter_value} not in options {options}" | |
) | |
return parameter_rule.type.cast_value(parameter_value) | |
def get_agent_tool_runtime( | |
cls, tenant_id: str, app_id: str, agent_tool: AgentToolEntity, invoke_from: InvokeFrom = InvokeFrom.DEBUGGER | |
) -> Tool: | |
""" | |
get the agent tool runtime | |
""" | |
tool_entity = cls.get_tool_runtime( | |
provider_type=agent_tool.provider_type, | |
provider_id=agent_tool.provider_id, | |
tool_name=agent_tool.tool_name, | |
tenant_id=tenant_id, | |
invoke_from=invoke_from, | |
tool_invoke_from=ToolInvokeFrom.AGENT, | |
) | |
runtime_parameters = {} | |
parameters = tool_entity.get_all_runtime_parameters() | |
for parameter in parameters: | |
# check file types | |
if ( | |
parameter.type | |
in { | |
ToolParameter.ToolParameterType.SYSTEM_FILES, | |
ToolParameter.ToolParameterType.FILE, | |
ToolParameter.ToolParameterType.FILES, | |
} | |
and parameter.required | |
): | |
raise ValueError(f"file type parameter {parameter.name} not supported in agent") | |
if parameter.form == ToolParameter.ToolParameterForm.FORM: | |
# save tool parameter to tool entity memory | |
value = cls._init_runtime_parameter(parameter, agent_tool.tool_parameters) | |
runtime_parameters[parameter.name] = value | |
# decrypt runtime parameters | |
encryption_manager = ToolParameterConfigurationManager( | |
tenant_id=tenant_id, | |
tool_runtime=tool_entity, | |
provider_name=agent_tool.provider_id, | |
provider_type=agent_tool.provider_type, | |
identity_id=f"AGENT.{app_id}", | |
) | |
runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters) | |
tool_entity.runtime.runtime_parameters.update(runtime_parameters) | |
return tool_entity | |
def get_workflow_tool_runtime( | |
cls, | |
tenant_id: str, | |
app_id: str, | |
node_id: str, | |
workflow_tool: "ToolEntity", | |
invoke_from: InvokeFrom = InvokeFrom.DEBUGGER, | |
) -> Tool: | |
""" | |
get the workflow tool runtime | |
""" | |
tool_entity = cls.get_tool_runtime( | |
provider_type=workflow_tool.provider_type, | |
provider_id=workflow_tool.provider_id, | |
tool_name=workflow_tool.tool_name, | |
tenant_id=tenant_id, | |
invoke_from=invoke_from, | |
tool_invoke_from=ToolInvokeFrom.WORKFLOW, | |
) | |
runtime_parameters = {} | |
parameters = tool_entity.get_all_runtime_parameters() | |
for parameter in parameters: | |
# save tool parameter to tool entity memory | |
if parameter.form == ToolParameter.ToolParameterForm.FORM: | |
value = cls._init_runtime_parameter(parameter, workflow_tool.tool_configurations) | |
runtime_parameters[parameter.name] = value | |
# decrypt runtime parameters | |
encryption_manager = ToolParameterConfigurationManager( | |
tenant_id=tenant_id, | |
tool_runtime=tool_entity, | |
provider_name=workflow_tool.provider_id, | |
provider_type=workflow_tool.provider_type, | |
identity_id=f"WORKFLOW.{app_id}.{node_id}", | |
) | |
if runtime_parameters: | |
runtime_parameters = encryption_manager.decrypt_tool_parameters(runtime_parameters) | |
tool_entity.runtime.runtime_parameters.update(runtime_parameters) | |
return tool_entity | |
def get_builtin_provider_icon(cls, provider: str) -> tuple[str, str]: | |
""" | |
get the absolute path of the icon of the builtin provider | |
:param provider: the name of the provider | |
:return: the absolute path of the icon, the mime type of the icon | |
""" | |
# get provider | |
provider_controller = cls.get_builtin_provider(provider) | |
absolute_path = path.join( | |
path.dirname(path.realpath(__file__)), | |
"provider", | |
"builtin", | |
provider, | |
"_assets", | |
provider_controller.identity.icon, | |
) | |
# check if the icon exists | |
if not path.exists(absolute_path): | |
raise ToolProviderNotFoundError(f"builtin provider {provider} icon not found") | |
# get the mime type | |
mime_type, _ = mimetypes.guess_type(absolute_path) | |
mime_type = mime_type or "application/octet-stream" | |
return absolute_path, mime_type | |
def list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]: | |
# use cache first | |
if cls._builtin_providers_loaded: | |
yield from list(cls._builtin_providers.values()) | |
return | |
with cls._builtin_provider_lock: | |
if cls._builtin_providers_loaded: | |
yield from list(cls._builtin_providers.values()) | |
return | |
yield from cls._list_builtin_providers() | |
def _list_builtin_providers(cls) -> Generator[BuiltinToolProviderController, None, None]: | |
""" | |
list all the builtin providers | |
""" | |
for provider in listdir(path.join(path.dirname(path.realpath(__file__)), "provider", "builtin")): | |
if provider.startswith("__"): | |
continue | |
if path.isdir(path.join(path.dirname(path.realpath(__file__)), "provider", "builtin", provider)): | |
if provider.startswith("__"): | |
continue | |
# init provider | |
try: | |
provider_class = load_single_subclass_from_source( | |
module_name=f"core.tools.provider.builtin.{provider}.{provider}", | |
script_path=path.join( | |
path.dirname(path.realpath(__file__)), "provider", "builtin", provider, f"{provider}.py" | |
), | |
parent_type=BuiltinToolProviderController, | |
) | |
provider: BuiltinToolProviderController = provider_class() | |
cls._builtin_providers[provider.identity.name] = provider | |
for tool in provider.get_tools(): | |
cls._builtin_tools_labels[tool.identity.name] = tool.identity.label | |
yield provider | |
except Exception as e: | |
logger.error(f"load builtin provider {provider} error: {e}") | |
continue | |
# set builtin providers loaded | |
cls._builtin_providers_loaded = True | |
def load_builtin_providers_cache(cls): | |
for _ in cls.list_builtin_providers(): | |
pass | |
def clear_builtin_providers_cache(cls): | |
cls._builtin_providers = {} | |
cls._builtin_providers_loaded = False | |
def get_tool_label(cls, tool_name: str) -> Union[I18nObject, None]: | |
""" | |
get the tool label | |
:param tool_name: the name of the tool | |
:return: the label of the tool | |
""" | |
if len(cls._builtin_tools_labels) == 0: | |
# init the builtin providers | |
cls.load_builtin_providers_cache() | |
if tool_name not in cls._builtin_tools_labels: | |
return None | |
return cls._builtin_tools_labels[tool_name] | |
def user_list_providers( | |
cls, user_id: str, tenant_id: str, typ: UserToolProviderTypeLiteral | |
) -> list[UserToolProvider]: | |
result_providers: dict[str, UserToolProvider] = {} | |
filters = [] | |
if not typ: | |
filters.extend(["builtin", "api", "workflow"]) | |
else: | |
filters.append(typ) | |
if "builtin" in filters: | |
# get builtin providers | |
builtin_providers = cls.list_builtin_providers() | |
# get db builtin providers | |
db_builtin_providers: list[BuiltinToolProvider] = ( | |
db.session.query(BuiltinToolProvider).filter(BuiltinToolProvider.tenant_id == tenant_id).all() | |
) | |
find_db_builtin_provider = lambda provider: next( | |
(x for x in db_builtin_providers if x.provider == provider), None | |
) | |
# append builtin providers | |
for provider in builtin_providers: | |
# handle include, exclude | |
if is_filtered( | |
include_set=dify_config.POSITION_TOOL_INCLUDES_SET, | |
exclude_set=dify_config.POSITION_TOOL_EXCLUDES_SET, | |
data=provider, | |
name_func=lambda x: x.identity.name, | |
): | |
continue | |
user_provider = ToolTransformService.builtin_provider_to_user_provider( | |
provider_controller=provider, | |
db_provider=find_db_builtin_provider(provider.identity.name), | |
decrypt_credentials=False, | |
) | |
result_providers[provider.identity.name] = user_provider | |
# get db api providers | |
if "api" in filters: | |
db_api_providers: list[ApiToolProvider] = ( | |
db.session.query(ApiToolProvider).filter(ApiToolProvider.tenant_id == tenant_id).all() | |
) | |
api_provider_controllers = [ | |
{"provider": provider, "controller": ToolTransformService.api_provider_to_controller(provider)} | |
for provider in db_api_providers | |
] | |
# get labels | |
labels = ToolLabelManager.get_tools_labels([x["controller"] for x in api_provider_controllers]) | |
for api_provider_controller in api_provider_controllers: | |
user_provider = ToolTransformService.api_provider_to_user_provider( | |
provider_controller=api_provider_controller["controller"], | |
db_provider=api_provider_controller["provider"], | |
decrypt_credentials=False, | |
labels=labels.get(api_provider_controller["controller"].provider_id, []), | |
) | |
result_providers[f"api_provider.{user_provider.name}"] = user_provider | |
if "workflow" in filters: | |
# get workflow providers | |
workflow_providers: list[WorkflowToolProvider] = ( | |
db.session.query(WorkflowToolProvider).filter(WorkflowToolProvider.tenant_id == tenant_id).all() | |
) | |
workflow_provider_controllers = [] | |
for provider in workflow_providers: | |
try: | |
workflow_provider_controllers.append( | |
ToolTransformService.workflow_provider_to_controller(db_provider=provider) | |
) | |
except Exception as e: | |
# app has been deleted | |
pass | |
labels = ToolLabelManager.get_tools_labels(workflow_provider_controllers) | |
for provider_controller in workflow_provider_controllers: | |
user_provider = ToolTransformService.workflow_provider_to_user_provider( | |
provider_controller=provider_controller, | |
labels=labels.get(provider_controller.provider_id, []), | |
) | |
result_providers[f"workflow_provider.{user_provider.name}"] = user_provider | |
return BuiltinToolProviderSort.sort(list(result_providers.values())) | |
def get_api_provider_controller( | |
cls, tenant_id: str, provider_id: str | |
) -> tuple[ApiToolProviderController, dict[str, Any]]: | |
""" | |
get the api provider | |
:param provider_name: the name of the provider | |
:return: the provider controller, the credentials | |
""" | |
provider: ApiToolProvider = ( | |
db.session.query(ApiToolProvider) | |
.filter( | |
ApiToolProvider.id == provider_id, | |
ApiToolProvider.tenant_id == tenant_id, | |
) | |
.first() | |
) | |
if provider is None: | |
raise ToolProviderNotFoundError(f"api provider {provider_id} not found") | |
controller = ApiToolProviderController.from_db( | |
provider, | |
ApiProviderAuthType.API_KEY if provider.credentials["auth_type"] == "api_key" else ApiProviderAuthType.NONE, | |
) | |
controller.load_bundled_tools(provider.tools) | |
return controller, provider.credentials | |
def user_get_api_provider(cls, provider: str, tenant_id: str) -> dict: | |
""" | |
get api provider | |
""" | |
""" | |
get tool provider | |
""" | |
provider: ApiToolProvider = ( | |
db.session.query(ApiToolProvider) | |
.filter( | |
ApiToolProvider.tenant_id == tenant_id, | |
ApiToolProvider.name == provider, | |
) | |
.first() | |
) | |
if provider is None: | |
raise ValueError(f"you have not added provider {provider}") | |
try: | |
credentials = json.loads(provider.credentials_str) or {} | |
except: | |
credentials = {} | |
# package tool provider controller | |
controller = ApiToolProviderController.from_db( | |
provider, ApiProviderAuthType.API_KEY if credentials["auth_type"] == "api_key" else ApiProviderAuthType.NONE | |
) | |
# init tool configuration | |
tool_configuration = ToolConfigurationManager(tenant_id=tenant_id, provider_controller=controller) | |
decrypted_credentials = tool_configuration.decrypt_tool_credentials(credentials) | |
masked_credentials = tool_configuration.mask_tool_credentials(decrypted_credentials) | |
try: | |
icon = json.loads(provider.icon) | |
except: | |
icon = {"background": "#252525", "content": "\ud83d\ude01"} | |
# add tool labels | |
labels = ToolLabelManager.get_tool_labels(controller) | |
return jsonable_encoder( | |
{ | |
"schema_type": provider.schema_type, | |
"schema": provider.schema, | |
"tools": provider.tools, | |
"icon": icon, | |
"description": provider.description, | |
"credentials": masked_credentials, | |
"privacy_policy": provider.privacy_policy, | |
"custom_disclaimer": provider.custom_disclaimer, | |
"labels": labels, | |
} | |
) | |
def get_tool_icon(cls, tenant_id: str, provider_type: str, provider_id: str) -> Union[str, dict]: | |
""" | |
get the tool icon | |
:param tenant_id: the id of the tenant | |
:param provider_type: the type of the provider | |
:param provider_id: the id of the provider | |
:return: | |
""" | |
provider_type = provider_type | |
provider_id = provider_id | |
if provider_type == "builtin": | |
return ( | |
dify_config.CONSOLE_API_URL | |
+ "/console/api/workspaces/current/tool-provider/builtin/" | |
+ provider_id | |
+ "/icon" | |
) | |
elif provider_type == "api": | |
try: | |
provider: ApiToolProvider = ( | |
db.session.query(ApiToolProvider) | |
.filter(ApiToolProvider.tenant_id == tenant_id, ApiToolProvider.id == provider_id) | |
.first() | |
) | |
return json.loads(provider.icon) | |
except: | |
return {"background": "#252525", "content": "\ud83d\ude01"} | |
elif provider_type == "workflow": | |
provider: WorkflowToolProvider = ( | |
db.session.query(WorkflowToolProvider) | |
.filter(WorkflowToolProvider.tenant_id == tenant_id, WorkflowToolProvider.id == provider_id) | |
.first() | |
) | |
if provider is None: | |
raise ToolProviderNotFoundError(f"workflow provider {provider_id} not found") | |
return json.loads(provider.icon) | |
else: | |
raise ValueError(f"provider type {provider_type} not found") | |
# preload builtin tool providers | |
Thread(target=ToolManager.load_builtin_providers_cache, name="pre_load_builtin_providers_cache", daemon=True).start() | |