mirror of
https://gitee.com/dify_ai/dify.git
synced 2024-12-04 12:17:52 +08:00
417 lines
14 KiB
Python
417 lines
14 KiB
Python
from enum import Enum
|
|
from typing import Any, Optional, Union, cast
|
|
|
|
from pydantic import BaseModel, Field, field_validator
|
|
|
|
from core.tools.entities.common_entities import I18nObject
|
|
|
|
|
|
class ToolLabelEnum(Enum):
|
|
SEARCH = 'search'
|
|
IMAGE = 'image'
|
|
VIDEOS = 'videos'
|
|
WEATHER = 'weather'
|
|
FINANCE = 'finance'
|
|
DESIGN = 'design'
|
|
TRAVEL = 'travel'
|
|
SOCIAL = 'social'
|
|
NEWS = 'news'
|
|
MEDICAL = 'medical'
|
|
PRODUCTIVITY = 'productivity'
|
|
EDUCATION = 'education'
|
|
BUSINESS = 'business'
|
|
ENTERTAINMENT = 'entertainment'
|
|
UTILITIES = 'utilities'
|
|
OTHER = 'other'
|
|
|
|
class ToolProviderType(Enum):
|
|
"""
|
|
Enum class for tool provider
|
|
"""
|
|
BUILT_IN = "builtin"
|
|
WORKFLOW = "workflow"
|
|
API = "api"
|
|
APP = "app"
|
|
DATASET_RETRIEVAL = "dataset-retrieval"
|
|
|
|
@classmethod
|
|
def value_of(cls, value: str) -> 'ToolProviderType':
|
|
"""
|
|
Get value of given mode.
|
|
|
|
:param value: mode value
|
|
:return: mode
|
|
"""
|
|
for mode in cls:
|
|
if mode.value == value:
|
|
return mode
|
|
raise ValueError(f'invalid mode value {value}')
|
|
|
|
class ApiProviderSchemaType(Enum):
|
|
"""
|
|
Enum class for api provider schema type.
|
|
"""
|
|
OPENAPI = "openapi"
|
|
SWAGGER = "swagger"
|
|
OPENAI_PLUGIN = "openai_plugin"
|
|
OPENAI_ACTIONS = "openai_actions"
|
|
|
|
@classmethod
|
|
def value_of(cls, value: str) -> 'ApiProviderSchemaType':
|
|
"""
|
|
Get value of given mode.
|
|
|
|
:param value: mode value
|
|
:return: mode
|
|
"""
|
|
for mode in cls:
|
|
if mode.value == value:
|
|
return mode
|
|
raise ValueError(f'invalid mode value {value}')
|
|
|
|
class ApiProviderAuthType(Enum):
|
|
"""
|
|
Enum class for api provider auth type.
|
|
"""
|
|
NONE = "none"
|
|
API_KEY = "api_key"
|
|
|
|
@classmethod
|
|
def value_of(cls, value: str) -> 'ApiProviderAuthType':
|
|
"""
|
|
Get value of given mode.
|
|
|
|
:param value: mode value
|
|
:return: mode
|
|
"""
|
|
for mode in cls:
|
|
if mode.value == value:
|
|
return mode
|
|
raise ValueError(f'invalid mode value {value}')
|
|
|
|
class ToolInvokeMessage(BaseModel):
|
|
class MessageType(Enum):
|
|
TEXT = "text"
|
|
IMAGE = "image"
|
|
LINK = "link"
|
|
BLOB = "blob"
|
|
IMAGE_LINK = "image_link"
|
|
FILE_VAR = "file_var"
|
|
|
|
type: MessageType = MessageType.TEXT
|
|
"""
|
|
plain text, image url or link url
|
|
"""
|
|
message: Union[str, bytes] = None
|
|
meta: dict[str, Any] = None
|
|
save_as: str = ''
|
|
|
|
class ToolInvokeMessageBinary(BaseModel):
|
|
mimetype: str = Field(..., description="The mimetype of the binary")
|
|
url: str = Field(..., description="The url of the binary")
|
|
save_as: str = ''
|
|
file_var: Optional[dict[str, Any]] = None
|
|
|
|
class ToolParameterOption(BaseModel):
|
|
value: str = Field(..., description="The value of the option")
|
|
label: I18nObject = Field(..., description="The label of the option")
|
|
|
|
@field_validator('value', mode='before')
|
|
@classmethod
|
|
def transform_id_to_str(cls, value) -> str:
|
|
if not isinstance(value, str):
|
|
return str(value)
|
|
else:
|
|
return value
|
|
|
|
|
|
class ToolParameter(BaseModel):
|
|
class ToolParameterType(str, Enum):
|
|
STRING = "string"
|
|
NUMBER = "number"
|
|
BOOLEAN = "boolean"
|
|
SELECT = "select"
|
|
SECRET_INPUT = "secret-input"
|
|
FILE = "file"
|
|
|
|
class ToolParameterForm(Enum):
|
|
SCHEMA = "schema" # should be set while adding tool
|
|
FORM = "form" # should be set before invoking tool
|
|
LLM = "llm" # will be set by LLM
|
|
|
|
name: str = Field(..., description="The name of the parameter")
|
|
label: I18nObject = Field(..., description="The label presented to the user")
|
|
human_description: I18nObject = Field(..., description="The description presented to the user")
|
|
type: ToolParameterType = Field(..., description="The type of the parameter")
|
|
form: ToolParameterForm = Field(..., description="The form of the parameter, schema/form/llm")
|
|
llm_description: Optional[str] = None
|
|
required: Optional[bool] = False
|
|
default: Optional[Union[int, str]] = None
|
|
min: Optional[Union[float, int]] = None
|
|
max: Optional[Union[float, int]] = None
|
|
options: Optional[list[ToolParameterOption]] = None
|
|
|
|
@classmethod
|
|
def get_simple_instance(cls,
|
|
name: str, llm_description: str, type: ToolParameterType,
|
|
required: bool, options: Optional[list[str]] = None) -> 'ToolParameter':
|
|
"""
|
|
get a simple tool parameter
|
|
|
|
:param name: the name of the parameter
|
|
:param llm_description: the description presented to the LLM
|
|
:param type: the type of the parameter
|
|
:param required: if the parameter is required
|
|
:param options: the options of the parameter
|
|
"""
|
|
# convert options to ToolParameterOption
|
|
if options:
|
|
options = [ToolParameterOption(value=option, label=I18nObject(en_US=option, zh_Hans=option)) for option in options]
|
|
return cls(
|
|
name=name,
|
|
label=I18nObject(en_US='', zh_Hans=''),
|
|
human_description=I18nObject(en_US='', zh_Hans=''),
|
|
type=type,
|
|
form=cls.ToolParameterForm.LLM,
|
|
llm_description=llm_description,
|
|
required=required,
|
|
options=options,
|
|
)
|
|
|
|
class ToolProviderIdentity(BaseModel):
|
|
author: str = Field(..., description="The author of the tool")
|
|
name: str = Field(..., description="The name of the tool")
|
|
description: I18nObject = Field(..., description="The description of the tool")
|
|
icon: str = Field(..., description="The icon of the tool")
|
|
label: I18nObject = Field(..., description="The label of the tool")
|
|
tags: Optional[list[ToolLabelEnum]] = Field(default=[], description="The tags of the tool", )
|
|
|
|
class ToolDescription(BaseModel):
|
|
human: I18nObject = Field(..., description="The description presented to the user")
|
|
llm: str = Field(..., description="The description presented to the LLM")
|
|
|
|
class ToolIdentity(BaseModel):
|
|
author: str = Field(..., description="The author of the tool")
|
|
name: str = Field(..., description="The name of the tool")
|
|
label: I18nObject = Field(..., description="The label of the tool")
|
|
provider: str = Field(..., description="The provider of the tool")
|
|
icon: Optional[str] = None
|
|
|
|
class ToolCredentialsOption(BaseModel):
|
|
value: str = Field(..., description="The value of the option")
|
|
label: I18nObject = Field(..., description="The label of the option")
|
|
|
|
class ToolProviderCredentials(BaseModel):
|
|
class CredentialsType(Enum):
|
|
SECRET_INPUT = "secret-input"
|
|
TEXT_INPUT = "text-input"
|
|
SELECT = "select"
|
|
BOOLEAN = "boolean"
|
|
|
|
@classmethod
|
|
def value_of(cls, value: str) -> "ToolProviderCredentials.CredentialsType":
|
|
"""
|
|
Get value of given mode.
|
|
|
|
:param value: mode value
|
|
:return: mode
|
|
"""
|
|
for mode in cls:
|
|
if mode.value == value:
|
|
return mode
|
|
raise ValueError(f'invalid mode value {value}')
|
|
|
|
@staticmethod
|
|
def default(value: str) -> str:
|
|
return ""
|
|
|
|
name: str = Field(..., description="The name of the credentials")
|
|
type: CredentialsType = Field(..., description="The type of the credentials")
|
|
required: bool = False
|
|
default: Optional[Union[int, str]] = None
|
|
options: Optional[list[ToolCredentialsOption]] = None
|
|
label: Optional[I18nObject] = None
|
|
help: Optional[I18nObject] = None
|
|
url: Optional[str] = None
|
|
placeholder: Optional[I18nObject] = None
|
|
|
|
def to_dict(self) -> dict:
|
|
return {
|
|
'name': self.name,
|
|
'type': self.type.value,
|
|
'required': self.required,
|
|
'default': self.default,
|
|
'options': self.options,
|
|
'help': self.help.to_dict() if self.help else None,
|
|
'label': self.label.to_dict(),
|
|
'url': self.url,
|
|
'placeholder': self.placeholder.to_dict() if self.placeholder else None,
|
|
}
|
|
|
|
class ToolRuntimeVariableType(Enum):
|
|
TEXT = "text"
|
|
IMAGE = "image"
|
|
|
|
class ToolRuntimeVariable(BaseModel):
|
|
type: ToolRuntimeVariableType = Field(..., description="The type of the variable")
|
|
name: str = Field(..., description="The name of the variable")
|
|
position: int = Field(..., description="The position of the variable")
|
|
tool_name: str = Field(..., description="The name of the tool")
|
|
|
|
class ToolRuntimeTextVariable(ToolRuntimeVariable):
|
|
value: str = Field(..., description="The value of the variable")
|
|
|
|
class ToolRuntimeImageVariable(ToolRuntimeVariable):
|
|
value: str = Field(..., description="The path of the image")
|
|
|
|
class ToolRuntimeVariablePool(BaseModel):
|
|
conversation_id: str = Field(..., description="The conversation id")
|
|
user_id: str = Field(..., description="The user id")
|
|
tenant_id: str = Field(..., description="The tenant id of assistant")
|
|
|
|
pool: list[ToolRuntimeVariable] = Field(..., description="The pool of variables")
|
|
|
|
def __init__(self, **data: Any):
|
|
pool = data.get('pool', [])
|
|
# convert pool into correct type
|
|
for index, variable in enumerate(pool):
|
|
if variable['type'] == ToolRuntimeVariableType.TEXT.value:
|
|
pool[index] = ToolRuntimeTextVariable(**variable)
|
|
elif variable['type'] == ToolRuntimeVariableType.IMAGE.value:
|
|
pool[index] = ToolRuntimeImageVariable(**variable)
|
|
super().__init__(**data)
|
|
|
|
def dict(self) -> dict:
|
|
return {
|
|
'conversation_id': self.conversation_id,
|
|
'user_id': self.user_id,
|
|
'tenant_id': self.tenant_id,
|
|
'pool': [variable.model_dump() for variable in self.pool],
|
|
}
|
|
|
|
def set_text(self, tool_name: str, name: str, value: str) -> None:
|
|
"""
|
|
set a text variable
|
|
"""
|
|
for variable in self.pool:
|
|
if variable.name == name:
|
|
if variable.type == ToolRuntimeVariableType.TEXT:
|
|
variable = cast(ToolRuntimeTextVariable, variable)
|
|
variable.value = value
|
|
return
|
|
|
|
variable = ToolRuntimeTextVariable(
|
|
type=ToolRuntimeVariableType.TEXT,
|
|
name=name,
|
|
position=len(self.pool),
|
|
tool_name=tool_name,
|
|
value=value,
|
|
)
|
|
|
|
self.pool.append(variable)
|
|
|
|
def set_file(self, tool_name: str, value: str, name: str = None) -> None:
|
|
"""
|
|
set an image variable
|
|
|
|
:param tool_name: the name of the tool
|
|
:param value: the id of the file
|
|
"""
|
|
# check how many image variables are there
|
|
image_variable_count = 0
|
|
for variable in self.pool:
|
|
if variable.type == ToolRuntimeVariableType.IMAGE:
|
|
image_variable_count += 1
|
|
|
|
if name is None:
|
|
name = f"file_{image_variable_count}"
|
|
|
|
for variable in self.pool:
|
|
if variable.name == name:
|
|
if variable.type == ToolRuntimeVariableType.IMAGE:
|
|
variable = cast(ToolRuntimeImageVariable, variable)
|
|
variable.value = value
|
|
return
|
|
|
|
variable = ToolRuntimeImageVariable(
|
|
type=ToolRuntimeVariableType.IMAGE,
|
|
name=name,
|
|
position=len(self.pool),
|
|
tool_name=tool_name,
|
|
value=value,
|
|
)
|
|
|
|
self.pool.append(variable)
|
|
|
|
class ModelToolPropertyKey(Enum):
|
|
IMAGE_PARAMETER_NAME = "image_parameter_name"
|
|
|
|
class ModelToolConfiguration(BaseModel):
|
|
"""
|
|
Model tool configuration
|
|
"""
|
|
type: str = Field(..., description="The type of the model tool")
|
|
model: str = Field(..., description="The model")
|
|
label: I18nObject = Field(..., description="The label of the model tool")
|
|
properties: dict[ModelToolPropertyKey, Any] = Field(..., description="The properties of the model tool")
|
|
|
|
class ModelToolProviderConfiguration(BaseModel):
|
|
"""
|
|
Model tool provider configuration
|
|
"""
|
|
provider: str = Field(..., description="The provider of the model tool")
|
|
models: list[ModelToolConfiguration] = Field(..., description="The models of the model tool")
|
|
label: I18nObject = Field(..., description="The label of the model tool")
|
|
|
|
|
|
class WorkflowToolParameterConfiguration(BaseModel):
|
|
"""
|
|
Workflow tool configuration
|
|
"""
|
|
name: str = Field(..., description="The name of the parameter")
|
|
description: str = Field(..., description="The description of the parameter")
|
|
form: ToolParameter.ToolParameterForm = Field(..., description="The form of the parameter")
|
|
|
|
class ToolInvokeMeta(BaseModel):
|
|
"""
|
|
Tool invoke meta
|
|
"""
|
|
time_cost: float = Field(..., description="The time cost of the tool invoke")
|
|
error: Optional[str] = None
|
|
tool_config: Optional[dict] = None
|
|
|
|
@classmethod
|
|
def empty(cls) -> 'ToolInvokeMeta':
|
|
"""
|
|
Get an empty instance of ToolInvokeMeta
|
|
"""
|
|
return cls(time_cost=0.0, error=None, tool_config={})
|
|
|
|
@classmethod
|
|
def error_instance(cls, error: str) -> 'ToolInvokeMeta':
|
|
"""
|
|
Get an instance of ToolInvokeMeta with error
|
|
"""
|
|
return cls(time_cost=0.0, error=error, tool_config={})
|
|
|
|
def to_dict(self) -> dict:
|
|
return {
|
|
'time_cost': self.time_cost,
|
|
'error': self.error,
|
|
'tool_config': self.tool_config,
|
|
}
|
|
|
|
class ToolLabel(BaseModel):
|
|
"""
|
|
Tool label
|
|
"""
|
|
name: str = Field(..., description="The name of the tool")
|
|
label: I18nObject = Field(..., description="The label of the tool")
|
|
icon: str = Field(..., description="The icon of the tool")
|
|
|
|
class ToolInvokeFrom(Enum):
|
|
"""
|
|
Enum class for tool invoke
|
|
"""
|
|
WORKFLOW = "workflow"
|
|
AGENT = "agent" |