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import json | |
import logging | |
from datetime import datetime, timezone | |
from typing import cast | |
import yaml | |
from flask import current_app | |
from flask_login import current_user | |
from flask_sqlalchemy.pagination import Pagination | |
from constants.model_template import default_app_templates | |
from core.agent.entities import AgentToolEntity | |
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_model_config_was_updated, app_was_created, app_was_deleted | |
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 services.workflow_service import WorkflowService | |
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']: | |
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: | |
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 = args['icon'] | |
app.icon_background = args['icon_background'] | |
app.tenant_id = tenant_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 | |
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 import_app(self, tenant_id: str, data: str, args: dict, account: Account) -> App: | |
""" | |
Import app | |
:param tenant_id: tenant id | |
:param data: import data | |
:param args: request args | |
:param account: Account instance | |
""" | |
try: | |
import_data = yaml.safe_load(data) | |
except yaml.YAMLError as e: | |
raise ValueError("Invalid YAML format in data argument.") | |
app_data = import_data.get('app') | |
model_config_data = import_data.get('model_config') | |
workflow = import_data.get('workflow') | |
if not app_data: | |
raise ValueError("Missing app in data argument") | |
app_mode = AppMode.value_of(app_data.get('mode')) | |
if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]: | |
if not workflow: | |
raise ValueError("Missing workflow in data argument " | |
"when app mode is advanced-chat or workflow") | |
elif app_mode in [AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.COMPLETION]: | |
if not model_config_data: | |
raise ValueError("Missing model_config in data argument " | |
"when app mode is chat, agent-chat or completion") | |
else: | |
raise ValueError("Invalid app mode") | |
app = App( | |
tenant_id=tenant_id, | |
mode=app_data.get('mode'), | |
name=args.get("name") if args.get("name") else app_data.get('name'), | |
description=args.get("description") if args.get("description") else app_data.get('description', ''), | |
icon=args.get("icon") if args.get("icon") else app_data.get('icon'), | |
icon_background=args.get("icon_background") if args.get("icon_background") \ | |
else app_data.get('icon_background'), | |
enable_site=True, | |
enable_api=True | |
) | |
db.session.add(app) | |
db.session.commit() | |
app_was_created.send(app, account=account) | |
if workflow: | |
# init draft workflow | |
workflow_service = WorkflowService() | |
draft_workflow = workflow_service.sync_draft_workflow( | |
app_model=app, | |
graph=workflow.get('graph'), | |
features=workflow.get('features'), | |
unique_hash=None, | |
account=account | |
) | |
workflow_service.publish_workflow( | |
app_model=app, | |
account=account, | |
draft_workflow=draft_workflow | |
) | |
if model_config_data: | |
app_model_config = AppModelConfig() | |
app_model_config = app_model_config.from_model_config_dict(model_config_data) | |
app_model_config.app_id = app.id | |
db.session.add(app_model_config) | |
db.session.commit() | |
app.app_model_config_id = app_model_config.id | |
app_model_config_was_updated.send( | |
app, | |
app_model_config=app_model_config | |
) | |
return app | |
def export_app(self, app: App) -> str: | |
""" | |
Export app | |
:param app: App instance | |
:return: | |
""" | |
app_mode = AppMode.value_of(app.mode) | |
export_data = { | |
"app": { | |
"name": app.name, | |
"mode": app.mode, | |
"icon": app.icon, | |
"icon_background": app.icon_background, | |
"description": app.description | |
} | |
} | |
if app_mode in [AppMode.ADVANCED_CHAT, AppMode.WORKFLOW]: | |
workflow_service = WorkflowService() | |
workflow = workflow_service.get_draft_workflow(app) | |
export_data['workflow'] = { | |
"graph": workflow.graph_dict, | |
"features": workflow.features_dict | |
} | |
else: | |
app_model_config = app.app_model_config | |
export_data['model_config'] = app_model_config.to_dict() | |
return yaml.dump(export_data) | |
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.icon = args.get('icon') | |
app.icon_background = args.get('icon_background') | |
app.updated_at = datetime.now(timezone.utc).replace(tzinfo=None) | |
db.session.commit() | |
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_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_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_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_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() | |
app_was_deleted.send(app) | |
# todo async delete related data by event | |
# app_model_configs, site, api_tokens, installed_apps, recommended_apps BY app | |
# app_annotation_hit_histories, app_annotation_settings, app_dataset_joins BY app | |
# workflows, workflow_runs, workflow_node_executions, workflow_app_logs BY app | |
# conversations, pinned_conversations, messages BY app | |
# message_feedbacks, message_annotations, message_chains BY message | |
# message_agent_thoughts, message_files, saved_messages BY message | |
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 = (current_app.config.get("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 | |
) | |
meta['tool_icons'][tool_name] = json.loads(provider.icon) | |
except: | |
meta['tool_icons'][tool_name] = { | |
"background": "#252525", | |
"content": "\ud83d\ude01" | |
} | |
return meta | |