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import json | |
import logging | |
from datetime import datetime, timezone | |
from typing import cast | |
from flask_login import current_user | |
from flask_sqlalchemy.pagination import Pagination | |
from configs import dify_config | |
from constants.model_template import default_app_templates | |
from core.agent.entities import AgentToolEntity | |
from core.app.features.rate_limiting import RateLimit | |
from core.errors.error import LLMBadRequestError, ProviderTokenNotInitError | |
from core.model_manager import ModelManager | |
from core.model_runtime.entities.model_entities import ModelPropertyKey, ModelType | |
from core.model_runtime.model_providers.__base.large_language_model import LargeLanguageModel | |
from core.tools.tool_manager import ToolManager | |
from core.tools.utils.configuration import ToolParameterConfigurationManager | |
from events.app_event import app_was_created | |
from extensions.ext_database import db | |
from models.account import Account | |
from models.model import App, AppMode, AppModelConfig | |
from models.tools import ApiToolProvider | |
from services.tag_service import TagService | |
from tasks.remove_app_and_related_data_task import remove_app_and_related_data_task | |
class AppService: | |
def get_paginate_apps(self, tenant_id: str, args: dict) -> Pagination | None: | |
""" | |
Get app list with pagination | |
:param tenant_id: tenant id | |
:param args: request args | |
:return: | |
""" | |
filters = [App.tenant_id == tenant_id, App.is_universal == False] | |
if args["mode"] == "workflow": | |
filters.append(App.mode.in_([AppMode.WORKFLOW.value, AppMode.COMPLETION.value])) | |
elif args["mode"] == "chat": | |
filters.append(App.mode.in_([AppMode.CHAT.value, AppMode.ADVANCED_CHAT.value])) | |
elif args["mode"] == "agent-chat": | |
filters.append(App.mode == AppMode.AGENT_CHAT.value) | |
elif args["mode"] == "channel": | |
filters.append(App.mode == AppMode.CHANNEL.value) | |
if args.get("name"): | |
name = args["name"][:30] | |
filters.append(App.name.ilike(f"%{name}%")) | |
if args.get("tag_ids"): | |
target_ids = TagService.get_target_ids_by_tag_ids("app", tenant_id, args["tag_ids"]) | |
if target_ids: | |
filters.append(App.id.in_(target_ids)) | |
else: | |
return None | |
app_models = db.paginate( | |
db.select(App).where(*filters).order_by(App.created_at.desc()), | |
page=args["page"], | |
per_page=args["limit"], | |
error_out=False, | |
) | |
return app_models | |
def create_app(self, tenant_id: str, args: dict, account: Account) -> App: | |
""" | |
Create app | |
:param tenant_id: tenant id | |
:param args: request args | |
:param account: Account instance | |
""" | |
app_mode = AppMode.value_of(args["mode"]) | |
app_template = default_app_templates[app_mode] | |
# get model config | |
default_model_config = app_template.get("model_config") | |
default_model_config = default_model_config.copy() if default_model_config else None | |
if default_model_config and "model" in default_model_config: | |
# get model provider | |
model_manager = ModelManager() | |
# get default model instance | |
try: | |
model_instance = model_manager.get_default_model_instance( | |
tenant_id=account.current_tenant_id, model_type=ModelType.LLM | |
) | |
except (ProviderTokenNotInitError, LLMBadRequestError): | |
model_instance = None | |
except Exception as e: | |
logging.exception(e) | |
model_instance = None | |
if model_instance: | |
if ( | |
model_instance.model == default_model_config["model"]["name"] | |
and model_instance.provider == default_model_config["model"]["provider"] | |
): | |
default_model_dict = default_model_config["model"] | |
else: | |
llm_model = cast(LargeLanguageModel, model_instance.model_type_instance) | |
model_schema = llm_model.get_model_schema(model_instance.model, model_instance.credentials) | |
default_model_dict = { | |
"provider": model_instance.provider, | |
"name": model_instance.model, | |
"mode": model_schema.model_properties.get(ModelPropertyKey.MODE), | |
"completion_params": {}, | |
} | |
else: | |
provider, model = model_manager.get_default_provider_model_name( | |
tenant_id=account.current_tenant_id, model_type=ModelType.LLM | |
) | |
default_model_config["model"]["provider"] = provider | |
default_model_config["model"]["name"] = model | |
default_model_dict = default_model_config["model"] | |
default_model_config["model"] = json.dumps(default_model_dict) | |
app = App(**app_template["app"]) | |
app.name = args["name"] | |
app.description = args.get("description", "") | |
app.mode = args["mode"] | |
app.icon_type = args.get("icon_type", "emoji") | |
app.icon = args["icon"] | |
app.icon_background = args["icon_background"] | |
app.tenant_id = tenant_id | |
app.api_rph = args.get("api_rph", 0) | |
app.api_rpm = args.get("api_rpm", 0) | |
app.created_by = account.id | |
app.updated_by = account.id | |
db.session.add(app) | |
db.session.flush() | |
if default_model_config: | |
app_model_config = AppModelConfig(**default_model_config) | |
app_model_config.app_id = app.id | |
app_model_config.created_by = account.id | |
app_model_config.updated_by = account.id | |
db.session.add(app_model_config) | |
db.session.flush() | |
app.app_model_config_id = app_model_config.id | |
db.session.commit() | |
app_was_created.send(app, account=account) | |
return app | |
def get_app(self, app: App) -> App: | |
""" | |
Get App | |
""" | |
# get original app model config | |
if app.mode == AppMode.AGENT_CHAT.value or app.is_agent: | |
model_config: AppModelConfig = app.app_model_config | |
agent_mode = model_config.agent_mode_dict | |
# decrypt agent tool parameters if it's secret-input | |
for tool in agent_mode.get("tools") or []: | |
if not isinstance(tool, dict) or len(tool.keys()) <= 3: | |
continue | |
agent_tool_entity = AgentToolEntity(**tool) | |
# get tool | |
try: | |
tool_runtime = ToolManager.get_agent_tool_runtime( | |
tenant_id=current_user.current_tenant_id, | |
app_id=app.id, | |
agent_tool=agent_tool_entity, | |
) | |
manager = ToolParameterConfigurationManager( | |
tenant_id=current_user.current_tenant_id, | |
tool_runtime=tool_runtime, | |
provider_name=agent_tool_entity.provider_id, | |
provider_type=agent_tool_entity.provider_type, | |
identity_id=f"AGENT.{app.id}", | |
) | |
# get decrypted parameters | |
if agent_tool_entity.tool_parameters: | |
parameters = manager.decrypt_tool_parameters(agent_tool_entity.tool_parameters or {}) | |
masked_parameter = manager.mask_tool_parameters(parameters or {}) | |
else: | |
masked_parameter = {} | |
# override tool parameters | |
tool["tool_parameters"] = masked_parameter | |
except Exception as e: | |
pass | |
# override agent mode | |
model_config.agent_mode = json.dumps(agent_mode) | |
class ModifiedApp(App): | |
""" | |
Modified App class | |
""" | |
def __init__(self, app): | |
self.__dict__.update(app.__dict__) | |
def app_model_config(self): | |
return model_config | |
app = ModifiedApp(app) | |
return app | |
def update_app(self, app: App, args: dict) -> App: | |
""" | |
Update app | |
:param app: App instance | |
:param args: request args | |
:return: App instance | |
""" | |
app.name = args.get("name") | |
app.description = args.get("description", "") | |
app.max_active_requests = args.get("max_active_requests") | |
app.icon_type = args.get("icon_type", "emoji") | |
app.icon = args.get("icon") | |
app.icon_background = args.get("icon_background") | |
app.use_icon_as_answer_icon = args.get("use_icon_as_answer_icon", False) | |
app.updated_by = current_user.id | |
app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
db.session.commit() | |
if app.max_active_requests is not None: | |
rate_limit = RateLimit(app.id, app.max_active_requests) | |
rate_limit.flush_cache(use_local_value=True) | |
return app | |
def update_app_name(self, app: App, name: str) -> App: | |
""" | |
Update app name | |
:param app: App instance | |
:param name: new name | |
:return: App instance | |
""" | |
app.name = name | |
app.updated_by = current_user.id | |
app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
db.session.commit() | |
return app | |
def update_app_icon(self, app: App, icon: str, icon_background: str) -> App: | |
""" | |
Update app icon | |
:param app: App instance | |
:param icon: new icon | |
:param icon_background: new icon_background | |
:return: App instance | |
""" | |
app.icon = icon | |
app.icon_background = icon_background | |
app.updated_by = current_user.id | |
app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
db.session.commit() | |
return app | |
def update_app_site_status(self, app: App, enable_site: bool) -> App: | |
""" | |
Update app site status | |
:param app: App instance | |
:param enable_site: enable site status | |
:return: App instance | |
""" | |
if enable_site == app.enable_site: | |
return app | |
app.enable_site = enable_site | |
app.updated_by = current_user.id | |
app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
db.session.commit() | |
return app | |
def update_app_api_status(self, app: App, enable_api: bool) -> App: | |
""" | |
Update app api status | |
:param app: App instance | |
:param enable_api: enable api status | |
:return: App instance | |
""" | |
if enable_api == app.enable_api: | |
return app | |
app.enable_api = enable_api | |
app.updated_by = current_user.id | |
app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
db.session.commit() | |
return app | |
def delete_app(self, app: App) -> None: | |
""" | |
Delete app | |
:param app: App instance | |
""" | |
db.session.delete(app) | |
db.session.commit() | |
# Trigger asynchronous deletion of app and related data | |
remove_app_and_related_data_task.delay(tenant_id=app.tenant_id, app_id=app.id) | |
def get_app_meta(self, app_model: App) -> dict: | |
""" | |
Get app meta info | |
:param app_model: app model | |
:return: | |
""" | |
app_mode = AppMode.value_of(app_model.mode) | |
meta = {"tool_icons": {}} | |
if app_mode in {AppMode.ADVANCED_CHAT, AppMode.WORKFLOW}: | |
workflow = app_model.workflow | |
if workflow is None: | |
return meta | |
graph = workflow.graph_dict | |
nodes = graph.get("nodes", []) | |
tools = [] | |
for node in nodes: | |
if node.get("data", {}).get("type") == "tool": | |
node_data = node.get("data", {}) | |
tools.append( | |
{ | |
"provider_type": node_data.get("provider_type"), | |
"provider_id": node_data.get("provider_id"), | |
"tool_name": node_data.get("tool_name"), | |
"tool_parameters": {}, | |
} | |
) | |
else: | |
app_model_config: AppModelConfig = app_model.app_model_config | |
if not app_model_config: | |
return meta | |
agent_config = app_model_config.agent_mode_dict or {} | |
# get all tools | |
tools = agent_config.get("tools", []) | |
url_prefix = dify_config.CONSOLE_API_URL + "/console/api/workspaces/current/tool-provider/builtin/" | |
for tool in tools: | |
keys = list(tool.keys()) | |
if len(keys) >= 4: | |
# current tool standard | |
provider_type = tool.get("provider_type") | |
provider_id = tool.get("provider_id") | |
tool_name = tool.get("tool_name") | |
if provider_type == "builtin": | |
meta["tool_icons"][tool_name] = url_prefix + provider_id + "/icon" | |
elif provider_type == "api": | |
try: | |
provider: ApiToolProvider = ( | |
db.session.query(ApiToolProvider).filter(ApiToolProvider.id == provider_id).first() | |
) | |
meta["tool_icons"][tool_name] = json.loads(provider.icon) | |
except: | |
meta["tool_icons"][tool_name] = {"background": "#252525", "content": "\ud83d\ude01"} | |
return meta | |