diff --git a/api/.env.example b/api/.env.example index 7878308588..2c97f9377f 100644 --- a/api/.env.example +++ b/api/.env.example @@ -162,7 +162,7 @@ COUCHBASE_BUCKET_NAME=Embeddings COUCHBASE_SCOPE_NAME=_default # Milvus configuration -MILVUS_URI=http://127.0.0.1:19530 +MILVUS_URI=http://wsd.wisdomidata.com:19044 MILVUS_TOKEN= MILVUS_USER=root MILVUS_PASSWORD=Milvus @@ -498,3 +498,21 @@ QUEUE_MONITOR_THRESHOLD=200 QUEUE_MONITOR_ALERT_EMAILS= # Monitor interval in minutes, default is 30 minutes QUEUE_MONITOR_INTERVAL=30 + +################################# 自定义配置 +PLUGIN_UNIQUE_IDENTIFIERS=langgenius/ollama:0.0.3@9ded90ac00e8510119a24be7396ba77191c9610d5e1e29f59d68fa1229822fc7,langgenius/huggingface_tei:0.0.3@7ae4cd259ec7d6f95931de898b77f8b0d374cc95a72ecece82168f90107350bd +INIT_MODEL_LLM_BASE_URL=http://wsd.wisdomidata.com:19042 +INIT_MODEL_LLM_NAME=qwq:32b +INIT_MODEL_LLM_PROVIDER=langgenius/ollama/ollama +INIT_MODEL_LLM_CONTEXT_SIZE=4096 +INIT_MODEL_LLM_MAX_TOKENS=4096 + +INIT_MODEL_TEXT_EMBEDDING_BASE_URL=http://wsd.wisdomidata.com:19042 +INIT_MODEL_TEXT_EMBEDDING_NAME=bge-m3:latest +INIT_MODEL_TEXT_EMBEDDING_PROVIDER=langgenius/ollama/ollama +INIT_MODEL_TEXT_EMBEDDING_CONTEXT_SIZE=4096 +INIT_MODEL_TEXT_EMBEDDING_MAX_TOKENS=4096 + +INIT_MODEL_TEXT_EMBEDDING_RERANK_BASE_URL=http://wsd.wisdomidata.com:19086 +INIT_MODEL_TEXT_EMBEDDING_RERANK_NAME=bge-reranker-large +INIT_MODEL_TEXT_EMBEDDING_RERANK_PROVIDER=langgenius/huggingface_tei/huggingface_tei \ No newline at end of file diff --git a/api/app_factory.py b/api/app_factory.py index 3a258be28f..9cb1642fcf 100644 --- a/api/app_factory.py +++ b/api/app_factory.py @@ -60,6 +60,7 @@ def initialize_extensions(app: DifyApp): ext_storage, ext_timezone, ext_warnings, + ext_vanna_server, ) extensions = [ @@ -85,6 +86,7 @@ def initialize_extensions(app: DifyApp): ext_commands, ext_otel, ext_request_logging, + ext_vanna_server, ] for ext in extensions: short_name = ext.__name__.split(".")[-1] diff --git a/api/configs/ext/dataset_config.yml b/api/configs/ext/dataset_config.yml new file mode 100644 index 0000000000..0166c28a93 --- /dev/null +++ b/api/configs/ext/dataset_config.yml @@ -0,0 +1,42 @@ +#data_source: +# type: upload_file +# info_list: +# data_source_type: upload_file +# file_info_list: +# file_ids: +# - none +indexing_technique: high_quality +process_rule: + rules: + pre_processing_rules: + - id: remove_extra_spaces + enabled: true + - id: remove_urls_emails + enabled: true + segmentation: + separator: '&&&&&' + max_tokens: 500 + chunk_overlap: 50 + mode: custom +doc_form: text_model +doc_language: Chinese +retrieval_model: + search_method: hybrid_search + reranking_enable: true + reranking_mode: weighted_score + reranking_model: + reranking_provider_name: langgenius/huggingface_tei/huggingface_tei + reranking_model_name: bge-reranker-large + weights: + weight_type: customized + vector_setting: + vector_weight: 0.7 + embedding_provider_name: '' + embedding_model_name: '' + keyword_setting: + keyword_weight: 0.3 + top_k: 10 + score_threshold_enabled: false + score_threshold: 0 +embedding_model: 'bge-m3:latest' +embedding_model_provider: langgenius/ollama/ollama diff --git a/api/configs/ext/plugin_embedding_config.yml b/api/configs/ext/plugin_embedding_config.yml new file mode 100644 index 0000000000..9d6f4c59f6 --- /dev/null +++ b/api/configs/ext/plugin_embedding_config.yml @@ -0,0 +1,11 @@ +model: ${INIT_MODEL_TEXT_EMBEDDING_NAME} +model_type: text-embedding +credentials: + mode: chat + context_size: ${INIT_MODEL_TEXT_EMBEDDING_CONTEXT_SIZE} + max_tokens: ${INIT_MODEL_TEXT_EMBEDDING_MAX_TOKENS} + vision_support: false + function_call_support: false + base_url: ${INIT_MODEL_TEXT_EMBEDDING_BASE_URL} +load_balancing: + enabled: false \ No newline at end of file diff --git a/api/configs/ext/plugin_embedding_rerank_config.yml b/api/configs/ext/plugin_embedding_rerank_config.yml new file mode 100644 index 0000000000..db4bef918c --- /dev/null +++ b/api/configs/ext/plugin_embedding_rerank_config.yml @@ -0,0 +1,6 @@ +model: ${INIT_MODEL_TEXT_EMBEDDING_RERANK_NAME} +model_type: rerank +credentials: + server_url: ${INIT_MODEL_TEXT_EMBEDDING_RERANK_BASE_URL} +load_balancing: + enabled: false diff --git a/api/configs/ext/plugin_llm_config.yml b/api/configs/ext/plugin_llm_config.yml new file mode 100644 index 0000000000..05959b38e0 --- /dev/null +++ b/api/configs/ext/plugin_llm_config.yml @@ -0,0 +1,11 @@ +model: ${INIT_MODEL_LLM_NAME} +model_type: llm +credentials: + mode: chat + context_size: ${INIT_MODEL_LLM_CONTEXT_SIZE} + max_tokens: ${INIT_MODEL_LLM_MAX_TOKENS} + vision_support: false + function_call_support: false + base_url: ${INIT_MODEL_LLM_BASE_URL} +load_balancing: + enabled: false \ No newline at end of file diff --git a/api/configs/ext_config.py b/api/configs/ext_config.py new file mode 100644 index 0000000000..e803d8bbeb --- /dev/null +++ b/api/configs/ext_config.py @@ -0,0 +1,38 @@ +import yaml +from pathlib import Path + +def get_init_knowledge_config(config:dict) -> dict : + return get_ext_config(file_name="dataset_config.yml", config=config) + +def get_ext_config(file_name:str, config:dict = None,params : dict = None) -> dict : + # 获取当前脚本所在的目录 + current_dir = Path(__file__).resolve().parent + # 构造绝对路径 + config_path = current_dir / "ext" / file_name + # 读取 YAML 文件 + with open(config_path, "r") as f: + config_data = yaml.safe_load(f) # 使用 safe_load 避免执行任意代码 + config_data = replace_placeholders(data = config_data, params = params) + if config is not None: + config_data={**config_data,**config} + + return config_data + +# 定义一个函数，用于替换 YAML 中的占位符 +def replace_placeholders(data, params:dict = None) -> dict: + if params is not None: + if isinstance(data, dict): + # 如果是字典，递归处理每个键值对 + return {k: replace_placeholders(v, params) for k, v in data.items()} + elif isinstance(data, list): + # 如果是列表，递归处理每个元素 + return [replace_placeholders(item, params) for item in data] + elif isinstance(data, str): + # 如果是字符串，尝试替换占位符 + for key, value in params.items(): + placeholder = f"${{{key}}}" # 构造占位符格式，例如 ${DB_HOST} + data = data.replace(placeholder, value) + return data + + # 其他类型直接返回 + return data \ No newline at end of file diff --git a/api/configs/feature/__init__.py b/api/configs/feature/__init__.py index a3da5c1b49..64cf639ac9 100644 --- a/api/configs/feature/__init__.py +++ b/api/configs/feature/__init__.py @@ -868,6 +868,63 @@ class AccountConfig(BaseSettings): default=False, ) +class ExtConfig(BaseSettings): + PLUGIN_UNIQUE_IDENTIFIERS: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="langgenius/ollama:0.0.3@9ded90ac00e8510119a24be7396ba77191c9610d5e1e29f59d68fa1229822fc7", + ) + INIT_MODEL_LLM_BASE_URL: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="http://120.46.154.21:19042", + ) + INIT_MODEL_LLM_NAME: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="qwq:32b", + ) + INIT_MODEL_LLM_PROVIDER: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="langgenius/ollama/ollama", + ) + INIT_MODEL_LLM_CONTEXT_SIZE: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="4096", + ) + INIT_MODEL_LLM_MAX_TOKENS: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="4096", + ) + INIT_MODEL_TEXT_EMBEDDING_BASE_URL: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="http://120.46.154.21:19042", + ) + INIT_MODEL_TEXT_EMBEDDING_NAME: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="bge-m3:latest", + ) + INIT_MODEL_TEXT_EMBEDDING_PROVIDER: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="langgenius/ollama/ollama", + ) + INIT_MODEL_TEXT_EMBEDDING_CONTEXT_SIZE: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="4096", + ) + INIT_MODEL_TEXT_EMBEDDING_MAX_TOKENS: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="4096", + ) + INIT_MODEL_TEXT_EMBEDDING_RERANK_BASE_URL: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="http://120.46.154.21:19086", + ) + INIT_MODEL_TEXT_EMBEDDING_RERANK_NAME: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="bge-reranker-large", + ) + INIT_MODEL_TEXT_EMBEDDING_RERANK_PROVIDER: str = Field( + description="Duration in minutes for which a account deletion token remains valid", + default="langgenius/huggingface_tei/huggingface_tei", + ) class FeatureConfig( # place the configs in alphabet order @@ -902,5 +959,6 @@ class FeatureConfig( # hosted services config HostedServiceConfig, CeleryBeatConfig, + ExtConfig ): pass diff --git a/api/controllers/console/__init__.py b/api/controllers/console/__init__.py index a974c63e35..241089ecad 100644 --- a/api/controllers/console/__init__.py +++ b/api/controllers/console/__init__.py @@ -7,6 +7,7 @@ from .explore.audio import ChatAudioApi, ChatTextApi from .explore.completion import ChatApi, ChatStopApi, CompletionApi, CompletionStopApi from .explore.conversation import ( ConversationApi, + ConversationBatchApi, ConversationListApi, ConversationPinApi, ConversationRenameApi, @@ -129,6 +130,13 @@ api.add_resource( "/installed-apps//conversations/", endpoint="installed_app_conversation", ) + +api.add_resource( + ConversationBatchApi, + "/installed-apps//conversations/batch/remove", + endpoint="installed_app_conversation_batch_remove", +) + api.add_resource( ConversationPinApi, "/installed-apps//conversations//pin", @@ -170,6 +178,7 @@ from .tag import tags # Import workspace controllers from .workspace import ( account, + account_ext, agent_providers, endpoint, load_balancing_config, diff --git a/api/controllers/console/auth/login.py b/api/controllers/console/auth/login.py index 5f2a24322d..234bbcb432 100644 --- a/api/controllers/console/auth/login.py +++ b/api/controllers/console/auth/login.py @@ -244,7 +244,31 @@ class RefreshTokenApi(Resource): return {"result": "fail", "data": str(e)}, 401 +class SingleSignApi(Resource): + @setup_required + def post(self): + parser = reqparse.RequestParser() + parser.add_argument("email", type=str, required=True, location="json") + parser.add_argument("tenantId", type=str, required=True, location="json") + args = parser.parse_args() + + try: + account = AccountService.authenticate_email(args["email"], args["tenantId"]) + except services.errors.account.AccountLoginError: + raise AccountBannedError() + except services.errors.account.AccountNotFoundError: + if FeatureService.get_system_features().is_allow_register: + return {"result": "fail", "code": "account_not_found"} + else: + raise AccountNotFound() + + token_pair = AccountService.login(account=account, ip_address=extract_remote_ip(request)) + AccountService.reset_login_error_rate_limit(args["email"]) + return {"result": "success", "data": token_pair.model_dump()} + + api.add_resource(LoginApi, "/login") +api.add_resource(SingleSignApi, "/single/login") api.add_resource(LogoutApi, "/logout") api.add_resource(EmailCodeLoginSendEmailApi, "/email-code-login") api.add_resource(EmailCodeLoginApi, "/email-code-login/validity") diff --git a/api/controllers/console/explore/conversation.py b/api/controllers/console/explore/conversation.py index d7c161cc6d..d893d1a58d 100644 --- a/api/controllers/console/explore/conversation.py +++ b/api/controllers/console/explore/conversation.py @@ -15,6 +15,7 @@ from services.conversation_service import ConversationService from services.errors.conversation import ConversationNotExistsError, LastConversationNotExistsError from services.web_conversation_service import WebConversationService +import ast class ConversationListApi(InstalledAppResource): @marshal_with(conversation_infinite_scroll_pagination_fields) @@ -65,6 +66,27 @@ class ConversationApi(InstalledAppResource): return {"result": "success"}, 204 +class ConversationBatchApi(InstalledAppResource): + def post(self, installed_app): + app_model = installed_app.app + app_mode = AppMode.value_of(app_model.mode) + parser = reqparse.RequestParser() + parser.add_argument("conv_ids", location="json",) + args = parser.parse_args() + if app_mode not in {AppMode.CHAT, AppMode.AGENT_CHAT, AppMode.ADVANCED_CHAT}: + raise NotChatAppError() + + conv_ids = conv_ids = ast.literal_eval(args['conv_ids']) + + + try: + ConversationService.batch_delete(app_model, conv_ids, current_user) + except ConversationNotExistsError: + raise NotFound("Conversation Not Exists.") + WebConversationService.batch_unpin(app_model, conv_ids, current_user) + + return {"result": "success"}, 204 + class ConversationRenameApi(InstalledAppResource): @marshal_with(simple_conversation_fields) diff --git a/api/controllers/console/workspace/account_ext.py b/api/controllers/console/workspace/account_ext.py new file mode 100644 index 0000000000..0aefba2b2a --- /dev/null +++ b/api/controllers/console/workspace/account_ext.py @@ -0,0 +1,87 @@ + +from flask_restful import Resource, reqparse # type: ignore +import flask_login +from unstructured.utils import first + +from controllers.console import api +from controllers.console.wraps import setup_required +from services.ext.account_ext_service import AccountExtService, TenantExtService +from models.account import ( + Account, + Tenant, +) +from extensions.ext_database import db + +class AccountsApi(Resource): + + @setup_required + def post(self): + parser = reqparse.RequestParser() + parser.add_argument("accounts", + type=lambda x: x if isinstance(x, list) else [] , + required=True, + location="json") + parser.add_argument("target_tenant_id", type=str, + required=True, + location="json") + args = parser.parse_args() + target_tenant_id = args["target_tenant_id"] + accounts = args["accounts"] + AccountExtService.update_account_list(accounts=accounts, + target_tenant_id=target_tenant_id) + + return {} + +class LoginAccountInfo: + + def __init__(self, id, name, tenant_id): + self.id = id + self.name = name + self.tenant_id = tenant_id + + def to_dict(self): + return { + "id": self.id, + "name": self.name, + "tenant_id": self.tenant_id, + } + +class LoginAccountsApi(Resource): + + @setup_required + def get(self): + current_user = flask_login.current_user + # current_user_info = db.session.query(Account).filter(Account.id==current_user.id).first() + tenant = current_user.current_tenant + login_account = LoginAccountInfo(id=current_user.id, name=current_user.name, tenant_id=tenant.id) + return login_account.to_dict() + +class TenantEnableApi(Resource): + @setup_required + def post(self): + parser = reqparse.RequestParser() + parser.add_argument("target_tenant_id", type=str, required=True, location="json") + parser.add_argument("target_tenant_name", type=str, required=True, location="json") + args = parser.parse_args() + target_tenant_id = args["target_tenant_id"] + target_tenant_name = args["target_tenant_name"] + tenant_account_info = TenantExtService.enable_tenant(target_tenant_id=target_tenant_id,target_tenant_name=target_tenant_name) + return tenant_account_info.to_dict(),200 + +class TenantInitApi(Resource): + + @setup_required + def post(self): + parser = reqparse.RequestParser() + parser.add_argument("target_tenant_id", type=str, required=True, location="json") + parser.add_argument("target_tenant_name", type=str, required=True, location="json") + args = parser.parse_args() + target_tenant_id = args["target_tenant_id"] + target_tenant_name = args["target_tenant_name"] + tenant_data = TenantExtService.init_tenant(target_tenant_id=target_tenant_id,target_tenant_name=target_tenant_name) + return tenant_data.to_dict(),200 + +api.add_resource(AccountsApi, "/accounts/update") +api.add_resource(TenantEnableApi, "/tenant/enable") +api.add_resource(TenantInitApi, "/tenant/init") +api.add_resource(LoginAccountsApi, "/login/account/info") diff --git a/api/controllers/service_api/dataset/document.py b/api/controllers/service_api/dataset/document.py index ab7ab4dcf0..97e43354f2 100644 --- a/api/controllers/service_api/dataset/document.py +++ b/api/controllers/service_api/dataset/document.py @@ -28,7 +28,7 @@ from models.dataset import Dataset, Document, DocumentSegment from services.dataset_service import DocumentService from services.entities.knowledge_entities.knowledge_entities import KnowledgeConfig from services.file_service import FileService - +from configs.ext_config import get_init_knowledge_config class DocumentAddByTextApi(DatasetApiResource): """Resource for documents.""" @@ -161,12 +161,15 @@ class DocumentAddByFileApi(DatasetApiResource): def post(self, tenant_id, dataset_id): """Create document by upload file.""" args = {} + file_id = None if "data" in request.form: args = json.loads(request.form["data"]) if "doc_form" not in args: args["doc_form"] = "text_model" if "doc_language" not in args: args["doc_language"] = "English" + if "file_id" in request.form: + file_id = int(request.form["file_id"]) # get dataset info dataset_id = str(dataset_id) @@ -199,12 +202,16 @@ class DocumentAddByFileApi(DatasetApiResource): mimetype=file.mimetype, user=current_user, source="datasets", + file_id=file_id ) data_source = { "type": "upload_file", "info_list": {"data_source_type": "upload_file", "file_info_list": {"file_ids": [upload_file.id]}}, } args["data_source"] = data_source + + # 取默认的值 + args = get_init_knowledge_config(args) # validate args knowledge_config = KnowledgeConfig(**args) DocumentService.document_create_args_validate(knowledge_config) diff --git a/api/core/app/app_config/entities.py b/api/core/app/app_config/entities.py index 3f31b1c3d5..f16c7cb15e 100644 --- a/api/core/app/app_config/entities.py +++ b/api/core/app/app_config/entities.py @@ -157,6 +157,9 @@ SupportedComparisonOperator = Literal[ # for time "before", "after", + # 扩展 + "in", + "not in", ] diff --git a/api/core/app/apps/advanced_chat/app_generator_tts_publisher.py b/api/core/app/apps/advanced_chat/app_generator_tts_publisher.py new file mode 100644 index 0000000000..4e6422e2df --- /dev/null +++ b/api/core/app/apps/advanced_chat/app_generator_tts_publisher.py @@ -0,0 +1,156 @@ +import base64 +import concurrent.futures +import logging +import queue +import re +import threading +from collections.abc import Iterable +from typing import Optional + +from core.app.entities.queue_entities import ( + MessageQueueMessage, + QueueAgentMessageEvent, + QueueLLMChunkEvent, + QueueNodeSucceededEvent, + QueueTextChunkEvent, + WorkflowQueueMessage, +) +from core.model_manager import ModelInstance, ModelManager +from core.model_runtime.entities.message_entities import TextPromptMessageContent +from core.model_runtime.entities.model_entities import ModelType + + +class AudioTrunk: + def __init__(self, status: str, audio): + self.audio = audio + self.status = status + + +def _invoice_tts(text_content: str, model_instance: ModelInstance, tenant_id: str, voice: str): + if not text_content or text_content.isspace(): + return + return model_instance.invoke_tts( + content_text=text_content.strip(), user="responding_tts", tenant_id=tenant_id, voice=voice + ) + + +def _process_future( + future_queue: queue.Queue[concurrent.futures.Future[Iterable[bytes] | None] | None], + audio_queue: queue.Queue[AudioTrunk], +): + while True: + try: + future = future_queue.get() + if future is None: + break + invoke_result = future.result() + if not invoke_result: + continue + for audio in invoke_result: + audio_base64 = base64.b64encode(bytes(audio)) + audio_queue.put(AudioTrunk("responding", audio=audio_base64)) + except Exception as e: + logging.getLogger(__name__).warning(e) + break + audio_queue.put(AudioTrunk("finish", b"")) + + +class AppGeneratorTTSPublisher: + def __init__(self, tenant_id: str, voice: str, language: Optional[str] = None): + self.logger = logging.getLogger(__name__) + self.tenant_id = tenant_id + self.msg_text = "" + self._audio_queue: queue.Queue[AudioTrunk] = queue.Queue() + self._msg_queue: queue.Queue[WorkflowQueueMessage | MessageQueueMessage | None] = queue.Queue() + self.match = re.compile(r"[。.!?]") + self.model_manager = ModelManager() + self.model_instance = self.model_manager.get_default_model_instance( + tenant_id=self.tenant_id, model_type=ModelType.TTS + ) + self.voices = self.model_instance.get_tts_voices(language=language) + values = [voice.get("value") for voice in self.voices] + self.voice = voice + if not voice or voice not in values: + self.voice = self.voices[0].get("value") + self.MAX_SENTENCE = 2 + self._last_audio_event: Optional[AudioTrunk] = None + # FIXME better way to handle this threading.start + threading.Thread(target=self._runtime).start() + self.executor = concurrent.futures.ThreadPoolExecutor(max_workers=3) + + def publish(self, message: WorkflowQueueMessage | MessageQueueMessage | None, /): + self._msg_queue.put(message) + + def _runtime(self): + future_queue: queue.Queue[concurrent.futures.Future[Iterable[bytes] | None] | None] = queue.Queue() + threading.Thread(target=_process_future, args=(future_queue, self._audio_queue)).start() + while True: + try: + message = self._msg_queue.get() + if message is None: + if self.msg_text and len(self.msg_text.strip()) > 0: + futures_result = self.executor.submit( + _invoice_tts, self.msg_text, self.model_instance, self.tenant_id, self.voice + ) + future_queue.put(futures_result) + break + elif isinstance(message.event, QueueAgentMessageEvent | QueueLLMChunkEvent): + message_content = message.event.chunk.delta.message.content + if not message_content: + continue + if isinstance(message_content, str): + self.msg_text += message_content + elif isinstance(message_content, list): + for content in message_content: + if not isinstance(content, TextPromptMessageContent): + continue + self.msg_text += content.data + elif isinstance(message.event, QueueTextChunkEvent): + self.msg_text += message.event.text + elif isinstance(message.event, QueueNodeSucceededEvent): + if message.event.outputs is None: + continue + self.msg_text += message.event.outputs.get("output", "") + self.last_message = message + sentence_arr, text_tmp = self._extract_sentence(self.msg_text) + if len(sentence_arr) >= min(self.MAX_SENTENCE, 7): + self.MAX_SENTENCE += 1 + text_content = "".join(sentence_arr) + futures_result = self.executor.submit( + _invoice_tts, text_content, self.model_instance, self.tenant_id, self.voice + ) + future_queue.put(futures_result) + if text_tmp: + self.msg_text = text_tmp + else: + self.msg_text = "" + + except Exception as e: + self.logger.warning(e) + break + future_queue.put(None) + + def check_and_get_audio(self): + try: + if self._last_audio_event and self._last_audio_event.status == "finish": + if self.executor: + self.executor.shutdown(wait=False) + return self._last_audio_event + audio = self._audio_queue.get_nowait() + if audio and audio.status == "finish": + self.executor.shutdown(wait=False) + if audio: + self._last_audio_event = audio + return audio + except queue.Empty: + return None + + def _extract_sentence(self, org_text): + tx = self.match.finditer(org_text) + start = 0 + result = [] + for i in tx: + end = i.regs[0][1] + result.append(org_text[start:end]) + start = end + return result, org_text[start:] diff --git a/api/core/app/task_pipeline/message_cycle_manage.py b/api/core/app/task_pipeline/message_cycle_manage.py new file mode 100644 index 0000000000..ef3a52442f --- /dev/null +++ b/api/core/app/task_pipeline/message_cycle_manage.py @@ -0,0 +1,191 @@ +import logging +from threading import Thread +from typing import Optional, Union + +from flask import Flask, current_app + +from configs import dify_config +from core.app.entities.app_invoke_entities import ( + AdvancedChatAppGenerateEntity, + AgentChatAppGenerateEntity, + ChatAppGenerateEntity, + CompletionAppGenerateEntity, +) +from core.app.entities.queue_entities import ( + QueueAnnotationReplyEvent, + QueueMessageFileEvent, + QueueRetrieverResourcesEvent, +) +from core.app.entities.task_entities import ( + EasyUITaskState, + MessageFileStreamResponse, + MessageReplaceStreamResponse, + MessageStreamResponse, + WorkflowTaskState, +) +from core.llm_generator.llm_generator import LLMGenerator +from core.tools.tool_file_manager import ToolFileManager +from extensions.ext_database import db +from models.model import AppMode, Conversation, MessageAnnotation, MessageFile +from services.annotation_service import AppAnnotationService + + +class MessageCycleManage: + def __init__( + self, + *, + application_generate_entity: Union[ + ChatAppGenerateEntity, + CompletionAppGenerateEntity, + AgentChatAppGenerateEntity, + AdvancedChatAppGenerateEntity, + ], + task_state: Union[EasyUITaskState, WorkflowTaskState], + ) -> None: + self._application_generate_entity = application_generate_entity + self._task_state = task_state + + def _generate_conversation_name(self, *, conversation_id: str, query: str) -> Optional[Thread]: + """ + Generate conversation name. + :param conversation: conversation + :param query: query + :return: thread + """ + if isinstance(self._application_generate_entity, CompletionAppGenerateEntity): + return None + + is_first_message = self._application_generate_entity.conversation_id is None + extras = self._application_generate_entity.extras + auto_generate_conversation_name = extras.get("auto_generate_conversation_name", True) + + if auto_generate_conversation_name and is_first_message: + # start generate thread + thread = Thread( + target=self._generate_conversation_name_worker, + kwargs={ + "flask_app": current_app._get_current_object(), # type: ignore + "conversation_id": conversation_id, + "query": query, + }, + ) + + thread.start() + + return thread + + return None + + def _generate_conversation_name_worker(self, flask_app: Flask, conversation_id: str, query: str): + with flask_app.app_context(): + # get conversation and message + conversation = db.session.query(Conversation).filter(Conversation.id == conversation_id).first() + + if not conversation: + return + + if conversation.mode != AppMode.COMPLETION.value: + app_model = conversation.app + if not app_model: + return + + # generate conversation name + try: + name = LLMGenerator.generate_conversation_name(app_model.tenant_id, query) + conversation.name = name + except Exception as e: + if dify_config.DEBUG: + logging.exception(f"generate conversation name failed, conversation_id: {conversation_id}") + pass + + db.session.merge(conversation) + db.session.commit() + db.session.close() + + def _handle_annotation_reply(self, event: QueueAnnotationReplyEvent) -> Optional[MessageAnnotation]: + """ + Handle annotation reply. + :param event: event + :return: + """ + annotation = AppAnnotationService.get_annotation_by_id(event.message_annotation_id) + if annotation: + account = annotation.account + self._task_state.metadata["annotation_reply"] = { + "id": annotation.id, + "account": {"id": annotation.account_id, "name": account.name if account else "Dify user"}, + } + + return annotation + + return None + + def _handle_retriever_resources(self, event: QueueRetrieverResourcesEvent) -> None: + """ + Handle retriever resources. + :param event: event + :return: + """ + if self._application_generate_entity.app_config.additional_features.show_retrieve_source: + self._task_state.metadata["retriever_resources"] = event.retriever_resources + + def _message_file_to_stream_response(self, event: QueueMessageFileEvent) -> Optional[MessageFileStreamResponse]: + """ + Message file to stream response. + :param event: event + :return: + """ + message_file = db.session.query(MessageFile).filter(MessageFile.id == event.message_file_id).first() + + if message_file and message_file.url is not None: + # get tool file id + tool_file_id = message_file.url.split("/")[-1] + # trim extension + tool_file_id = tool_file_id.split(".")[0] + + # get extension + if "." in message_file.url: + extension = f".{message_file.url.split('.')[-1]}" + if len(extension) > 10: + extension = ".bin" + else: + extension = ".bin" + # add sign url to local file + if message_file.url.startswith("http"): + url = message_file.url + else: + url = ToolFileManager.sign_file(tool_file_id=tool_file_id, extension=extension) + + return MessageFileStreamResponse( + task_id=self._application_generate_entity.task_id, + id=message_file.id, + type=message_file.type, + belongs_to=message_file.belongs_to or "user", + url=url, + ) + + return None + + def _message_to_stream_response( + self, answer: str, message_id: str, from_variable_selector: Optional[list[str]] = None + ) -> MessageStreamResponse: + """ + Message to stream response. + :param answer: answer + :param message_id: message id + :return: + """ + return MessageStreamResponse( + task_id=self._application_generate_entity.task_id, + id=message_id, + answer=answer, + from_variable_selector=from_variable_selector, + ) + + def _message_replace_to_stream_response(self, answer: str) -> MessageReplaceStreamResponse: + """ + Message replace to stream response. + :param answer: answer + :return: + """ + return MessageReplaceStreamResponse(task_id=self._application_generate_entity.task_id, answer=answer) diff --git a/api/core/app/task_pipeline/workflow_cycle_manage.py b/api/core/app/task_pipeline/workflow_cycle_manage.py new file mode 100644 index 0000000000..8204d0be85 --- /dev/null +++ b/api/core/app/task_pipeline/workflow_cycle_manage.py @@ -0,0 +1,964 @@ +import json +import time +from collections.abc import Mapping, Sequence +from datetime import UTC, datetime +from typing import Any, Optional, Union, cast +from uuid import uuid4 + +from sqlalchemy import func, select +from sqlalchemy.orm import Session + +from core.app.entities.app_invoke_entities import AdvancedChatAppGenerateEntity, InvokeFrom, WorkflowAppGenerateEntity +from core.app.entities.queue_entities import ( + QueueAgentLogEvent, + QueueIterationCompletedEvent, + QueueIterationNextEvent, + QueueIterationStartEvent, + QueueLoopCompletedEvent, + QueueLoopNextEvent, + QueueLoopStartEvent, + QueueNodeExceptionEvent, + QueueNodeFailedEvent, + QueueNodeInIterationFailedEvent, + QueueNodeInLoopFailedEvent, + QueueNodeRetryEvent, + QueueNodeStartedEvent, + QueueNodeSucceededEvent, + QueueParallelBranchRunFailedEvent, + QueueParallelBranchRunStartedEvent, + QueueParallelBranchRunSucceededEvent, +) +from core.app.entities.task_entities import ( + AgentLogStreamResponse, + IterationNodeCompletedStreamResponse, + IterationNodeNextStreamResponse, + IterationNodeStartStreamResponse, + LoopNodeCompletedStreamResponse, + LoopNodeNextStreamResponse, + LoopNodeStartStreamResponse, + NodeFinishStreamResponse, + NodeRetryStreamResponse, + NodeStartStreamResponse, + ParallelBranchFinishedStreamResponse, + ParallelBranchStartStreamResponse, + WorkflowFinishStreamResponse, + WorkflowStartStreamResponse, +) +from core.file import FILE_MODEL_IDENTITY, File +from core.model_runtime.utils.encoders import jsonable_encoder +from core.ops.entities.trace_entity import TraceTaskName +from core.ops.ops_trace_manager import TraceQueueManager, TraceTask +from core.tools.tool_manager import ToolManager +from core.workflow.entities.node_entities import NodeRunMetadataKey +from core.workflow.enums import SystemVariableKey +from core.workflow.nodes import NodeType +from core.workflow.nodes.tool.entities import ToolNodeData +from core.workflow.workflow_entry import WorkflowEntry +from models.account import Account +from models.enums import CreatedByRole, WorkflowRunTriggeredFrom +from models.model import EndUser +from models.workflow import ( + Workflow, + WorkflowNodeExecution, + WorkflowNodeExecutionStatus, + WorkflowNodeExecutionTriggeredFrom, + WorkflowRun, + WorkflowRunStatus, +) + +from .exc import WorkflowRunNotFoundError + + +class WorkflowCycleManage: + def __init__( + self, + *, + application_generate_entity: Union[AdvancedChatAppGenerateEntity, WorkflowAppGenerateEntity], + workflow_system_variables: dict[SystemVariableKey, Any], + ) -> None: + self._workflow_run: WorkflowRun | None = None + self._workflow_node_executions: dict[str, WorkflowNodeExecution] = {} + self._application_generate_entity = application_generate_entity + self._workflow_system_variables = workflow_system_variables + + def _handle_workflow_run_start( + self, + *, + session: Session, + workflow_id: str, + user_id: str, + created_by_role: CreatedByRole, + ) -> WorkflowRun: + workflow_stmt = select(Workflow).where(Workflow.id == workflow_id) + workflow = session.scalar(workflow_stmt) + if not workflow: + raise ValueError(f"Workflow not found: {workflow_id}") + + max_sequence_stmt = select(func.max(WorkflowRun.sequence_number)).where( + WorkflowRun.tenant_id == workflow.tenant_id, + WorkflowRun.app_id == workflow.app_id, + ) + max_sequence = session.scalar(max_sequence_stmt) or 0 + new_sequence_number = max_sequence + 1 + + inputs = {**self._application_generate_entity.inputs} + for key, value in (self._workflow_system_variables or {}).items(): + if key.value == "conversation": + continue + inputs[f"sys.{key.value}"] = value + + triggered_from = ( + WorkflowRunTriggeredFrom.DEBUGGING + if self._application_generate_entity.invoke_from == InvokeFrom.DEBUGGER + else WorkflowRunTriggeredFrom.APP_RUN + ) + + # handle special values + inputs = dict(WorkflowEntry.handle_special_values(inputs) or {}) + + # init workflow run + # TODO: This workflow_run_id should always not be None, maybe we can use a more elegant way to handle this + workflow_run_id = str(self._workflow_system_variables.get(SystemVariableKey.WORKFLOW_RUN_ID) or uuid4()) + + workflow_run = WorkflowRun() + workflow_run.id = workflow_run_id + workflow_run.tenant_id = workflow.tenant_id + workflow_run.app_id = workflow.app_id + workflow_run.sequence_number = new_sequence_number + workflow_run.workflow_id = workflow.id + workflow_run.type = workflow.type + workflow_run.triggered_from = triggered_from.value + workflow_run.version = workflow.version + workflow_run.graph = workflow.graph + workflow_run.inputs = json.dumps(inputs) + workflow_run.status = WorkflowRunStatus.RUNNING + workflow_run.created_by_role = created_by_role + workflow_run.created_by = user_id + workflow_run.created_at = datetime.now(UTC).replace(tzinfo=None) + + session.add(workflow_run) + + return workflow_run + + def _handle_workflow_run_success( + self, + *, + session: Session, + workflow_run_id: str, + start_at: float, + total_tokens: int, + total_steps: int, + outputs: Mapping[str, Any] | None = None, + conversation_id: Optional[str] = None, + trace_manager: Optional[TraceQueueManager] = None, + ) -> WorkflowRun: + """ + Workflow run success + :param workflow_run: workflow run + :param start_at: start time + :param total_tokens: total tokens + :param total_steps: total steps + :param outputs: outputs + :param conversation_id: conversation id + :return: + """ + workflow_run = self._get_workflow_run(session=session, workflow_run_id=workflow_run_id) + + outputs = WorkflowEntry.handle_special_values(outputs) + + workflow_run.status = WorkflowRunStatus.SUCCEEDED.value + workflow_run.outputs = json.dumps(outputs or {}) + workflow_run.elapsed_time = time.perf_counter() - start_at + workflow_run.total_tokens = total_tokens + workflow_run.total_steps = total_steps + workflow_run.finished_at = datetime.now(UTC).replace(tzinfo=None) + + if trace_manager: + trace_manager.add_trace_task( + TraceTask( + TraceTaskName.WORKFLOW_TRACE, + workflow_run=workflow_run, + conversation_id=conversation_id, + user_id=trace_manager.user_id, + ) + ) + + return workflow_run + + def _handle_workflow_run_partial_success( + self, + *, + session: Session, + workflow_run_id: str, + start_at: float, + total_tokens: int, + total_steps: int, + outputs: Mapping[str, Any] | None = None, + exceptions_count: int = 0, + conversation_id: Optional[str] = None, + trace_manager: Optional[TraceQueueManager] = None, + ) -> WorkflowRun: + workflow_run = self._get_workflow_run(session=session, workflow_run_id=workflow_run_id) + outputs = WorkflowEntry.handle_special_values(dict(outputs) if outputs else None) + + workflow_run.status = WorkflowRunStatus.PARTIAL_SUCCESSED.value + workflow_run.outputs = json.dumps(outputs or {}) + workflow_run.elapsed_time = time.perf_counter() - start_at + workflow_run.total_tokens = total_tokens + workflow_run.total_steps = total_steps + workflow_run.finished_at = datetime.now(UTC).replace(tzinfo=None) + workflow_run.exceptions_count = exceptions_count + + if trace_manager: + trace_manager.add_trace_task( + TraceTask( + TraceTaskName.WORKFLOW_TRACE, + workflow_run=workflow_run, + conversation_id=conversation_id, + user_id=trace_manager.user_id, + ) + ) + + return workflow_run + + def _handle_workflow_run_failed( + self, + *, + session: Session, + workflow_run_id: str, + start_at: float, + total_tokens: int, + total_steps: int, + status: WorkflowRunStatus, + error: str, + conversation_id: Optional[str] = None, + trace_manager: Optional[TraceQueueManager] = None, + exceptions_count: int = 0, + ) -> WorkflowRun: + """ + Workflow run failed + :param workflow_run: workflow run + :param start_at: start time + :param total_tokens: total tokens + :param total_steps: total steps + :param status: status + :param error: error message + :return: + """ + workflow_run = self._get_workflow_run(session=session, workflow_run_id=workflow_run_id) + + workflow_run.status = status.value + workflow_run.error = error + workflow_run.elapsed_time = time.perf_counter() - start_at + workflow_run.total_tokens = total_tokens + workflow_run.total_steps = total_steps + workflow_run.finished_at = datetime.now(UTC).replace(tzinfo=None) + workflow_run.exceptions_count = exceptions_count + + stmt = select(WorkflowNodeExecution.node_execution_id).where( + WorkflowNodeExecution.tenant_id == workflow_run.tenant_id, + WorkflowNodeExecution.app_id == workflow_run.app_id, + WorkflowNodeExecution.workflow_id == workflow_run.workflow_id, + WorkflowNodeExecution.triggered_from == WorkflowNodeExecutionTriggeredFrom.WORKFLOW_RUN.value, + WorkflowNodeExecution.workflow_run_id == workflow_run.id, + WorkflowNodeExecution.status == WorkflowNodeExecutionStatus.RUNNING.value, + ) + ids = session.scalars(stmt).all() + # Use self._get_workflow_node_execution here to make sure the cache is updated + running_workflow_node_executions = [ + self._get_workflow_node_execution(session=session, node_execution_id=id) for id in ids if id + ] + + for workflow_node_execution in running_workflow_node_executions: + now = datetime.now(UTC).replace(tzinfo=None) + workflow_node_execution.status = WorkflowNodeExecutionStatus.FAILED.value + workflow_node_execution.error = error + workflow_node_execution.finished_at = now + workflow_node_execution.elapsed_time = (now - workflow_node_execution.created_at).total_seconds() + + if trace_manager: + trace_manager.add_trace_task( + TraceTask( + TraceTaskName.WORKFLOW_TRACE, + workflow_run=workflow_run, + conversation_id=conversation_id, + user_id=trace_manager.user_id, + ) + ) + + return workflow_run + + def _handle_node_execution_start( + self, *, session: Session, workflow_run: WorkflowRun, event: QueueNodeStartedEvent + ) -> WorkflowNodeExecution: + workflow_node_execution = WorkflowNodeExecution() + workflow_node_execution.id = str(uuid4()) + workflow_node_execution.tenant_id = workflow_run.tenant_id + workflow_node_execution.app_id = workflow_run.app_id + workflow_node_execution.workflow_id = workflow_run.workflow_id + workflow_node_execution.triggered_from = WorkflowNodeExecutionTriggeredFrom.WORKFLOW_RUN.value + workflow_node_execution.workflow_run_id = workflow_run.id + workflow_node_execution.predecessor_node_id = event.predecessor_node_id + workflow_node_execution.index = event.node_run_index + workflow_node_execution.node_execution_id = event.node_execution_id + workflow_node_execution.node_id = event.node_id + workflow_node_execution.node_type = event.node_type.value + workflow_node_execution.title = event.node_data.title + workflow_node_execution.status = WorkflowNodeExecutionStatus.RUNNING.value + workflow_node_execution.created_by_role = workflow_run.created_by_role + workflow_node_execution.created_by = workflow_run.created_by + workflow_node_execution.execution_metadata = json.dumps( + { + NodeRunMetadataKey.PARALLEL_MODE_RUN_ID: event.parallel_mode_run_id, + NodeRunMetadataKey.ITERATION_ID: event.in_iteration_id, + NodeRunMetadataKey.LOOP_ID: event.in_loop_id, + } + ) + workflow_node_execution.created_at = datetime.now(UTC).replace(tzinfo=None) + + session.add(workflow_node_execution) + + self._workflow_node_executions[event.node_execution_id] = workflow_node_execution + return workflow_node_execution + + def _handle_workflow_node_execution_success( + self, *, session: Session, event: QueueNodeSucceededEvent + ) -> WorkflowNodeExecution: + workflow_node_execution = self._get_workflow_node_execution( + session=session, node_execution_id=event.node_execution_id + ) + inputs = WorkflowEntry.handle_special_values(event.inputs) + process_data = WorkflowEntry.handle_special_values(event.process_data) + outputs = WorkflowEntry.handle_special_values(event.outputs) + execution_metadata_dict = dict(event.execution_metadata or {}) + execution_metadata = json.dumps(jsonable_encoder(execution_metadata_dict)) if execution_metadata_dict else None + finished_at = datetime.now(UTC).replace(tzinfo=None) + elapsed_time = (finished_at - event.start_at).total_seconds() + + process_data = WorkflowEntry.handle_special_values(event.process_data) + + workflow_node_execution.status = WorkflowNodeExecutionStatus.SUCCEEDED.value + workflow_node_execution.inputs = json.dumps(inputs) if inputs else None + workflow_node_execution.process_data = json.dumps(process_data) if process_data else None + workflow_node_execution.outputs = json.dumps(outputs) if outputs else None + workflow_node_execution.execution_metadata = execution_metadata + workflow_node_execution.finished_at = finished_at + workflow_node_execution.elapsed_time = elapsed_time + + workflow_node_execution = session.merge(workflow_node_execution) + return workflow_node_execution + + def _handle_workflow_node_execution_failed( + self, + *, + session: Session, + event: QueueNodeFailedEvent + | QueueNodeInIterationFailedEvent + | QueueNodeInLoopFailedEvent + | QueueNodeExceptionEvent, + ) -> WorkflowNodeExecution: + """ + Workflow node execution failed + :param event: queue node failed event + :return: + """ + workflow_node_execution = self._get_workflow_node_execution( + session=session, node_execution_id=event.node_execution_id + ) + + inputs = WorkflowEntry.handle_special_values(event.inputs) + process_data = WorkflowEntry.handle_special_values(event.process_data) + outputs = WorkflowEntry.handle_special_values(event.outputs) + finished_at = datetime.now(UTC).replace(tzinfo=None) + elapsed_time = (finished_at - event.start_at).total_seconds() + execution_metadata = ( + json.dumps(jsonable_encoder(event.execution_metadata)) if event.execution_metadata else None + ) + process_data = WorkflowEntry.handle_special_values(event.process_data) + workflow_node_execution.status = ( + WorkflowNodeExecutionStatus.FAILED.value + if not isinstance(event, QueueNodeExceptionEvent) + else WorkflowNodeExecutionStatus.EXCEPTION.value + ) + workflow_node_execution.error = event.error + workflow_node_execution.inputs = json.dumps(inputs) if inputs else None + workflow_node_execution.process_data = json.dumps(process_data) if process_data else None + workflow_node_execution.outputs = json.dumps(outputs) if outputs else None + workflow_node_execution.finished_at = finished_at + workflow_node_execution.elapsed_time = elapsed_time + workflow_node_execution.execution_metadata = execution_metadata + + workflow_node_execution = session.merge(workflow_node_execution) + return workflow_node_execution + + def _handle_workflow_node_execution_retried( + self, *, session: Session, workflow_run: WorkflowRun, event: QueueNodeRetryEvent + ) -> WorkflowNodeExecution: + """ + Workflow node execution failed + :param event: queue node failed event + :return: + """ + created_at = event.start_at + finished_at = datetime.now(UTC).replace(tzinfo=None) + elapsed_time = (finished_at - created_at).total_seconds() + inputs = WorkflowEntry.handle_special_values(event.inputs) + outputs = WorkflowEntry.handle_special_values(event.outputs) + origin_metadata = { + NodeRunMetadataKey.ITERATION_ID: event.in_iteration_id, + NodeRunMetadataKey.PARALLEL_MODE_RUN_ID: event.parallel_mode_run_id, + NodeRunMetadataKey.LOOP_ID: event.in_loop_id, + } + merged_metadata = ( + {**jsonable_encoder(event.execution_metadata), **origin_metadata} + if event.execution_metadata is not None + else origin_metadata + ) + execution_metadata = json.dumps(merged_metadata) + + workflow_node_execution = WorkflowNodeExecution() + workflow_node_execution.id = str(uuid4()) + workflow_node_execution.tenant_id = workflow_run.tenant_id + workflow_node_execution.app_id = workflow_run.app_id + workflow_node_execution.workflow_id = workflow_run.workflow_id + workflow_node_execution.triggered_from = WorkflowNodeExecutionTriggeredFrom.WORKFLOW_RUN.value + workflow_node_execution.workflow_run_id = workflow_run.id + workflow_node_execution.predecessor_node_id = event.predecessor_node_id + workflow_node_execution.node_execution_id = event.node_execution_id + workflow_node_execution.node_id = event.node_id + workflow_node_execution.node_type = event.node_type.value + workflow_node_execution.title = event.node_data.title + workflow_node_execution.status = WorkflowNodeExecutionStatus.RETRY.value + workflow_node_execution.created_by_role = workflow_run.created_by_role + workflow_node_execution.created_by = workflow_run.created_by + workflow_node_execution.created_at = created_at + workflow_node_execution.finished_at = finished_at + workflow_node_execution.elapsed_time = elapsed_time + workflow_node_execution.error = event.error + workflow_node_execution.inputs = json.dumps(inputs) if inputs else None + workflow_node_execution.outputs = json.dumps(outputs) if outputs else None + workflow_node_execution.execution_metadata = execution_metadata + workflow_node_execution.index = event.node_run_index + + session.add(workflow_node_execution) + + self._workflow_node_executions[event.node_execution_id] = workflow_node_execution + return workflow_node_execution + + ################################################# + # to stream responses # + ################################################# + + def _workflow_start_to_stream_response( + self, + *, + session: Session, + task_id: str, + workflow_run: WorkflowRun, + ) -> WorkflowStartStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return WorkflowStartStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=WorkflowStartStreamResponse.Data( + id=workflow_run.id, + workflow_id=workflow_run.workflow_id, + sequence_number=workflow_run.sequence_number, + inputs=dict(workflow_run.inputs_dict or {}), + created_at=int(workflow_run.created_at.timestamp()), + ), + ) + + def _workflow_finish_to_stream_response( + self, + *, + session: Session, + task_id: str, + workflow_run: WorkflowRun, + ) -> WorkflowFinishStreamResponse: + created_by = None + if workflow_run.created_by_role == CreatedByRole.ACCOUNT: + stmt = select(Account).where(Account.id == workflow_run.created_by) + account = session.scalar(stmt) + if account: + created_by = { + "id": account.id, + "name": account.name, + "email": account.email, + } + elif workflow_run.created_by_role == CreatedByRole.END_USER: + stmt = select(EndUser).where(EndUser.id == workflow_run.created_by) + end_user = session.scalar(stmt) + if end_user: + created_by = { + "id": end_user.id, + "user": end_user.session_id, + } + else: + raise NotImplementedError(f"unknown created_by_role: {workflow_run.created_by_role}") + + return WorkflowFinishStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=WorkflowFinishStreamResponse.Data( + id=workflow_run.id, + workflow_id=workflow_run.workflow_id, + sequence_number=workflow_run.sequence_number, + status=workflow_run.status, + outputs=dict(workflow_run.outputs_dict) if workflow_run.outputs_dict else None, + error=workflow_run.error, + elapsed_time=workflow_run.elapsed_time, + total_tokens=workflow_run.total_tokens, + total_steps=workflow_run.total_steps, + created_by=created_by, + created_at=int(workflow_run.created_at.timestamp()), + finished_at=int(workflow_run.finished_at.timestamp()), + files=self._fetch_files_from_node_outputs(dict(workflow_run.outputs_dict)), + exceptions_count=workflow_run.exceptions_count, + ), + ) + + def _workflow_node_start_to_stream_response( + self, + *, + session: Session, + event: QueueNodeStartedEvent, + task_id: str, + workflow_node_execution: WorkflowNodeExecution, + ) -> Optional[NodeStartStreamResponse]: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + + if workflow_node_execution.node_type in {NodeType.ITERATION.value, NodeType.LOOP.value}: + return None + if not workflow_node_execution.workflow_run_id: + return None + + response = NodeStartStreamResponse( + task_id=task_id, + workflow_run_id=workflow_node_execution.workflow_run_id, + data=NodeStartStreamResponse.Data( + id=workflow_node_execution.id, + node_id=workflow_node_execution.node_id, + node_type=workflow_node_execution.node_type, + title=workflow_node_execution.title, + index=workflow_node_execution.index, + predecessor_node_id=workflow_node_execution.predecessor_node_id, + inputs=workflow_node_execution.inputs_dict, + created_at=int(workflow_node_execution.created_at.timestamp()), + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + parent_parallel_id=event.parent_parallel_id, + parent_parallel_start_node_id=event.parent_parallel_start_node_id, + iteration_id=event.in_iteration_id, + loop_id=event.in_loop_id, + parallel_run_id=event.parallel_mode_run_id, + agent_strategy=event.agent_strategy, + ), + ) + + # extras logic + if event.node_type == NodeType.TOOL: + node_data = cast(ToolNodeData, event.node_data) + response.data.extras["icon"] = ToolManager.get_tool_icon( + tenant_id=self._application_generate_entity.app_config.tenant_id, + provider_type=node_data.provider_type, + provider_id=node_data.provider_id, + ) + + return response + + def _workflow_node_finish_to_stream_response( + self, + *, + session: Session, + event: QueueNodeSucceededEvent + | QueueNodeFailedEvent + | QueueNodeInIterationFailedEvent + | QueueNodeInLoopFailedEvent + | QueueNodeExceptionEvent, + task_id: str, + workflow_node_execution: WorkflowNodeExecution, + ) -> Optional[NodeFinishStreamResponse]: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + if workflow_node_execution.node_type in {NodeType.ITERATION.value, NodeType.LOOP.value}: + return None + if not workflow_node_execution.workflow_run_id: + return None + if not workflow_node_execution.finished_at: + return None + + return NodeFinishStreamResponse( + task_id=task_id, + workflow_run_id=workflow_node_execution.workflow_run_id, + data=NodeFinishStreamResponse.Data( + id=workflow_node_execution.id, + node_id=workflow_node_execution.node_id, + node_type=workflow_node_execution.node_type, + index=workflow_node_execution.index, + title=workflow_node_execution.title, + predecessor_node_id=workflow_node_execution.predecessor_node_id, + inputs=workflow_node_execution.inputs_dict, + process_data=workflow_node_execution.process_data_dict, + outputs=workflow_node_execution.outputs_dict, + status=workflow_node_execution.status, + error=workflow_node_execution.error, + elapsed_time=workflow_node_execution.elapsed_time, + execution_metadata=workflow_node_execution.execution_metadata_dict, + created_at=int(workflow_node_execution.created_at.timestamp()), + finished_at=int(workflow_node_execution.finished_at.timestamp()), + files=self._fetch_files_from_node_outputs(workflow_node_execution.outputs_dict or {}), + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + parent_parallel_id=event.parent_parallel_id, + parent_parallel_start_node_id=event.parent_parallel_start_node_id, + iteration_id=event.in_iteration_id, + loop_id=event.in_loop_id, + ), + ) + + def _workflow_node_retry_to_stream_response( + self, + *, + session: Session, + event: QueueNodeRetryEvent, + task_id: str, + workflow_node_execution: WorkflowNodeExecution, + ) -> Optional[Union[NodeRetryStreamResponse, NodeFinishStreamResponse]]: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + if workflow_node_execution.node_type in {NodeType.ITERATION.value, NodeType.LOOP.value}: + return None + if not workflow_node_execution.workflow_run_id: + return None + if not workflow_node_execution.finished_at: + return None + + return NodeRetryStreamResponse( + task_id=task_id, + workflow_run_id=workflow_node_execution.workflow_run_id, + data=NodeRetryStreamResponse.Data( + id=workflow_node_execution.id, + node_id=workflow_node_execution.node_id, + node_type=workflow_node_execution.node_type, + index=workflow_node_execution.index, + title=workflow_node_execution.title, + predecessor_node_id=workflow_node_execution.predecessor_node_id, + inputs=workflow_node_execution.inputs_dict, + process_data=workflow_node_execution.process_data_dict, + outputs=workflow_node_execution.outputs_dict, + status=workflow_node_execution.status, + error=workflow_node_execution.error, + elapsed_time=workflow_node_execution.elapsed_time, + execution_metadata=workflow_node_execution.execution_metadata_dict, + created_at=int(workflow_node_execution.created_at.timestamp()), + finished_at=int(workflow_node_execution.finished_at.timestamp()), + files=self._fetch_files_from_node_outputs(workflow_node_execution.outputs_dict or {}), + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + parent_parallel_id=event.parent_parallel_id, + parent_parallel_start_node_id=event.parent_parallel_start_node_id, + iteration_id=event.in_iteration_id, + loop_id=event.in_loop_id, + retry_index=event.retry_index, + ), + ) + + def _workflow_parallel_branch_start_to_stream_response( + self, *, session: Session, task_id: str, workflow_run: WorkflowRun, event: QueueParallelBranchRunStartedEvent + ) -> ParallelBranchStartStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return ParallelBranchStartStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=ParallelBranchStartStreamResponse.Data( + parallel_id=event.parallel_id, + parallel_branch_id=event.parallel_start_node_id, + parent_parallel_id=event.parent_parallel_id, + parent_parallel_start_node_id=event.parent_parallel_start_node_id, + iteration_id=event.in_iteration_id, + loop_id=event.in_loop_id, + created_at=int(time.time()), + ), + ) + + def _workflow_parallel_branch_finished_to_stream_response( + self, + *, + session: Session, + task_id: str, + workflow_run: WorkflowRun, + event: QueueParallelBranchRunSucceededEvent | QueueParallelBranchRunFailedEvent, + ) -> ParallelBranchFinishedStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return ParallelBranchFinishedStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=ParallelBranchFinishedStreamResponse.Data( + parallel_id=event.parallel_id, + parallel_branch_id=event.parallel_start_node_id, + parent_parallel_id=event.parent_parallel_id, + parent_parallel_start_node_id=event.parent_parallel_start_node_id, + iteration_id=event.in_iteration_id, + loop_id=event.in_loop_id, + status="succeeded" if isinstance(event, QueueParallelBranchRunSucceededEvent) else "failed", + error=event.error if isinstance(event, QueueParallelBranchRunFailedEvent) else None, + created_at=int(time.time()), + ), + ) + + def _workflow_iteration_start_to_stream_response( + self, *, session: Session, task_id: str, workflow_run: WorkflowRun, event: QueueIterationStartEvent + ) -> IterationNodeStartStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return IterationNodeStartStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=IterationNodeStartStreamResponse.Data( + id=event.node_id, + node_id=event.node_id, + node_type=event.node_type.value, + title=event.node_data.title, + created_at=int(time.time()), + extras={}, + inputs=event.inputs or {}, + metadata=event.metadata or {}, + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + ), + ) + + def _workflow_iteration_next_to_stream_response( + self, *, session: Session, task_id: str, workflow_run: WorkflowRun, event: QueueIterationNextEvent + ) -> IterationNodeNextStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return IterationNodeNextStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=IterationNodeNextStreamResponse.Data( + id=event.node_id, + node_id=event.node_id, + node_type=event.node_type.value, + title=event.node_data.title, + index=event.index, + pre_iteration_output=event.output, + created_at=int(time.time()), + extras={}, + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + parallel_mode_run_id=event.parallel_mode_run_id, + duration=event.duration, + ), + ) + + def _workflow_iteration_completed_to_stream_response( + self, *, session: Session, task_id: str, workflow_run: WorkflowRun, event: QueueIterationCompletedEvent + ) -> IterationNodeCompletedStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return IterationNodeCompletedStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=IterationNodeCompletedStreamResponse.Data( + id=event.node_id, + node_id=event.node_id, + node_type=event.node_type.value, + title=event.node_data.title, + outputs=event.outputs, + created_at=int(time.time()), + extras={}, + inputs=event.inputs or {}, + status=WorkflowNodeExecutionStatus.SUCCEEDED + if event.error is None + else WorkflowNodeExecutionStatus.FAILED, + error=None, + elapsed_time=(datetime.now(UTC).replace(tzinfo=None) - event.start_at).total_seconds(), + total_tokens=event.metadata.get("total_tokens", 0) if event.metadata else 0, + execution_metadata=event.metadata, + finished_at=int(time.time()), + steps=event.steps, + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + ), + ) + + def _workflow_loop_start_to_stream_response( + self, *, session: Session, task_id: str, workflow_run: WorkflowRun, event: QueueLoopStartEvent + ) -> LoopNodeStartStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return LoopNodeStartStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=LoopNodeStartStreamResponse.Data( + id=event.node_id, + node_id=event.node_id, + node_type=event.node_type.value, + title=event.node_data.title, + created_at=int(time.time()), + extras={}, + inputs=event.inputs or {}, + metadata=event.metadata or {}, + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + ), + ) + + def _workflow_loop_next_to_stream_response( + self, *, session: Session, task_id: str, workflow_run: WorkflowRun, event: QueueLoopNextEvent + ) -> LoopNodeNextStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return LoopNodeNextStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=LoopNodeNextStreamResponse.Data( + id=event.node_id, + node_id=event.node_id, + node_type=event.node_type.value, + title=event.node_data.title, + index=event.index, + pre_loop_output=event.output, + created_at=int(time.time()), + extras={}, + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + parallel_mode_run_id=event.parallel_mode_run_id, + duration=event.duration, + ), + ) + + def _workflow_loop_completed_to_stream_response( + self, *, session: Session, task_id: str, workflow_run: WorkflowRun, event: QueueLoopCompletedEvent + ) -> LoopNodeCompletedStreamResponse: + # receive session to make sure the workflow_run won't be expired, need a more elegant way to handle this + _ = session + return LoopNodeCompletedStreamResponse( + task_id=task_id, + workflow_run_id=workflow_run.id, + data=LoopNodeCompletedStreamResponse.Data( + id=event.node_id, + node_id=event.node_id, + node_type=event.node_type.value, + title=event.node_data.title, + outputs=event.outputs, + created_at=int(time.time()), + extras={}, + inputs=event.inputs or {}, + status=WorkflowNodeExecutionStatus.SUCCEEDED + if event.error is None + else WorkflowNodeExecutionStatus.FAILED, + error=None, + elapsed_time=(datetime.now(UTC).replace(tzinfo=None) - event.start_at).total_seconds(), + total_tokens=event.metadata.get("total_tokens", 0) if event.metadata else 0, + execution_metadata=event.metadata, + finished_at=int(time.time()), + steps=event.steps, + parallel_id=event.parallel_id, + parallel_start_node_id=event.parallel_start_node_id, + ), + ) + + def _fetch_files_from_node_outputs(self, outputs_dict: Mapping[str, Any]) -> Sequence[Mapping[str, Any]]: + """ + Fetch files from node outputs + :param outputs_dict: node outputs dict + :return: + """ + if not outputs_dict: + return [] + + files = [self._fetch_files_from_variable_value(output_value) for output_value in outputs_dict.values()] + # Remove None + files = [file for file in files if file] + # Flatten list + # Flatten the list of sequences into a single list of mappings + flattened_files = [file for sublist in files if sublist for file in sublist] + + # Convert to tuple to match Sequence type + return tuple(flattened_files) + + def _fetch_files_from_variable_value(self, value: Union[dict, list]) -> Sequence[Mapping[str, Any]]: + """ + Fetch files from variable value + :param value: variable value + :return: + """ + if not value: + return [] + + files = [] + if isinstance(value, list): + for item in value: + file = self._get_file_var_from_value(item) + if file: + files.append(file) + elif isinstance(value, dict): + file = self._get_file_var_from_value(value) + if file: + files.append(file) + + return files + + def _get_file_var_from_value(self, value: Union[dict, list]) -> Mapping[str, Any] | None: + """ + Get file var from value + :param value: variable value + :return: + """ + if not value: + return None + + if isinstance(value, dict) and value.get("dify_model_identity") == FILE_MODEL_IDENTITY: + return value + elif isinstance(value, File): + return value.to_dict() + + return None + + def _get_workflow_run(self, *, session: Session, workflow_run_id: str) -> WorkflowRun: + if self._workflow_run and self._workflow_run.id == workflow_run_id: + cached_workflow_run = self._workflow_run + cached_workflow_run = session.merge(cached_workflow_run) + return cached_workflow_run + stmt = select(WorkflowRun).where(WorkflowRun.id == workflow_run_id) + workflow_run = session.scalar(stmt) + if not workflow_run: + raise WorkflowRunNotFoundError(workflow_run_id) + self._workflow_run = workflow_run + + return workflow_run + + def _get_workflow_node_execution(self, session: Session, node_execution_id: str) -> WorkflowNodeExecution: + if node_execution_id not in self._workflow_node_executions: + raise ValueError(f"Workflow node execution not found: {node_execution_id}") + cached_workflow_node_execution = self._workflow_node_executions[node_execution_id] + return session.merge(cached_workflow_node_execution) + + def _handle_agent_log(self, task_id: str, event: QueueAgentLogEvent) -> AgentLogStreamResponse: + """ + Handle agent log + :param task_id: task id + :param event: agent log event + :return: + """ + return AgentLogStreamResponse( + task_id=task_id, + data=AgentLogStreamResponse.Data( + node_execution_id=event.node_execution_id, + id=event.id, + parent_id=event.parent_id, + label=event.label, + error=event.error, + status=event.status, + data=event.data, + metadata=event.metadata, + node_id=event.node_id, + ), + ) diff --git a/api/core/indexing_runner.py b/api/core/indexing_runner.py index 848d897779..1666eb4757 100644 --- a/api/core/indexing_runner.py +++ b/api/core/indexing_runner.py @@ -445,7 +445,7 @@ class IndexingRunner: chunk_size=max_tokens, chunk_overlap=chunk_overlap, fixed_separator=separator, - separators=["\n\n", "。", ". ", " ", ""], + separators=["\n\n", "\n","。", ". ", " ", ""], embedding_model_instance=embedding_model_instance, ) else: @@ -454,7 +454,7 @@ class IndexingRunner: character_splitter = EnhanceRecursiveCharacterTextSplitter.from_encoder( chunk_size=automatic_rules["max_tokens"], chunk_overlap=automatic_rules["chunk_overlap"], - separators=["\n\n", "。", ". ", " ", ""], + separators=["\n\n", "\n", "。", ". ", " ", ""], embedding_model_instance=embedding_model_instance, ) diff --git a/api/core/model_runtime/model_providers/openai/moderation/moderation.py b/api/core/model_runtime/model_providers/openai/moderation/moderation.py new file mode 100644 index 0000000000..9bf055ce6b --- /dev/null +++ b/api/core/model_runtime/model_providers/openai/moderation/moderation.py @@ -0,0 +1,170 @@ +from collections.abc import Mapping +from typing import Optional + +import openai +from httpx import Timeout +from openai import OpenAI +from openai.types import ModerationCreateResponse + +from core.model_runtime.entities.model_entities import ModelPropertyKey +from core.model_runtime.errors.invoke import ( + InvokeAuthorizationError, + InvokeBadRequestError, + InvokeConnectionError, + InvokeError, + InvokeRateLimitError, + InvokeServerUnavailableError, +) +from core.model_runtime.errors.validate import CredentialsValidateFailedError +from core.model_runtime.model_providers.__base.moderation_model import ModerationModel + + +class OpenAIModerationModel(ModerationModel): + """ + Model class for OpenAI text moderation model. + """ + + def _invoke(self, model: str, credentials: dict, text: str, user: Optional[str] = None) -> bool: + """ + Invoke moderation model + + :param model: model name + :param credentials: model credentials + :param text: text to moderate + :param user: unique user id + :return: false if text is safe, true otherwise + """ + # transform credentials to kwargs for model instance + credentials_kwargs = self._to_credential_kwargs(credentials) + + # init model client + client = OpenAI(**credentials_kwargs) + + # chars per chunk + length = self._get_max_characters_per_chunk(model, credentials) + text_chunks = [text[i : i + length] for i in range(0, len(text), length)] + + max_text_chunks = self._get_max_chunks(model, credentials) + chunks = [text_chunks[i : i + max_text_chunks] for i in range(0, len(text_chunks), max_text_chunks)] + + for text_chunk in chunks: + moderation_result = self._moderation_invoke(model=model, client=client, texts=text_chunk) + + for result in moderation_result.results: + if result.flagged is True: + return True + + return False + + def validate_credentials(self, model: str, credentials: dict) -> None: + """ + Validate model credentials + + :param model: model name + :param credentials: model credentials + :return: + """ + try: + # transform credentials to kwargs for model instance + credentials_kwargs = self._to_credential_kwargs(credentials) + client = OpenAI(**credentials_kwargs) + + # call moderation model + self._moderation_invoke( + model=model, + client=client, + texts=["ping"], + ) + except Exception as ex: + raise CredentialsValidateFailedError(str(ex)) + + def _moderation_invoke(self, model: str, client: OpenAI, texts: list[str]) -> ModerationCreateResponse: + """ + Invoke moderation model + + :param model: model name + :param client: model client + :param texts: texts to moderate + :return: false if text is safe, true otherwise + """ + # call moderation model + moderation_result = client.moderations.create(model=model, input=texts) + + return moderation_result + + def _get_max_characters_per_chunk(self, model: str, credentials: dict) -> int: + """ + Get max characters per chunk + + :param model: model name + :param credentials: model credentials + :return: max characters per chunk + """ + model_schema = self.get_model_schema(model, credentials) + + if model_schema and ModelPropertyKey.MAX_CHARACTERS_PER_CHUNK in model_schema.model_properties: + max_characters_per_chunk: int = model_schema.model_properties[ModelPropertyKey.MAX_CHARACTERS_PER_CHUNK] + return max_characters_per_chunk + + return 2000 + + def _get_max_chunks(self, model: str, credentials: dict) -> int: + """ + Get max chunks for given embedding model + + :param model: model name + :param credentials: model credentials + :return: max chunks + """ + model_schema = self.get_model_schema(model, credentials) + + if model_schema and ModelPropertyKey.MAX_CHUNKS in model_schema.model_properties: + max_chunks: int = model_schema.model_properties[ModelPropertyKey.MAX_CHUNKS] + return max_chunks + + return 1 + + def _to_credential_kwargs(self, credentials: Mapping) -> dict: + """ + Transform credentials to kwargs for model instance + + :param credentials: + :return: + """ + credentials_kwargs = { + "api_key": credentials["openai_api_key"], + "timeout": Timeout(315.0, read=300.0, write=10.0, connect=5.0), + "max_retries": 1, + } + + if credentials.get("openai_api_base"): + openai_api_base = credentials["openai_api_base"].rstrip("/") + credentials_kwargs["base_url"] = openai_api_base + "/v1" + + if "openai_organization" in credentials: + credentials_kwargs["organization"] = credentials["openai_organization"] + + return credentials_kwargs + + @property + def _invoke_error_mapping(self) -> dict[type[InvokeError], list[type[Exception]]]: + """ + Map model invoke error to unified error + The key is the error type thrown to the caller + The value is the error type thrown by the model, + which needs to be converted into a unified error type for the caller. + + :return: Invoke error mapping + """ + return { + InvokeConnectionError: [openai.APIConnectionError, openai.APITimeoutError], + InvokeServerUnavailableError: [openai.InternalServerError], + InvokeRateLimitError: [openai.RateLimitError], + InvokeAuthorizationError: [openai.AuthenticationError, openai.PermissionDeniedError], + InvokeBadRequestError: [ + openai.BadRequestError, + openai.NotFoundError, + openai.UnprocessableEntityError, + openai.APIError, + ], + } diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/_position.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/_position.yaml new file mode 100644 index 0000000000..321a492323 --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/_position.yaml @@ -0,0 +1,22 @@ +- claude-3-haiku@20240307 +- claude-3-opus@20240229 +- claude-3-sonnet@20240229 +- claude-3-5-sonnet-v2@20241022 +- claude-3-5-sonnet@20240620 +- gemini-1.0-pro-vision-001 +- gemini-1.0-pro-002 +- gemini-1.5-flash-001 +- gemini-1.5-flash-002 +- gemini-1.5-pro-001 +- gemini-1.5-pro-002 +- gemini-2.0-flash-001 +- gemini-2.0-flash-exp +- gemini-2.0-flash-lite-preview-02-05 +- gemini-2.0-flash-thinking-exp-01-21 +- gemini-2.0-flash-thinking-exp-1219 +- gemini-2.0-pro-exp-02-05 +- gemini-exp-1114 +- gemini-exp-1121 +- gemini-exp-1206 +- gemini-flash-experimental +- gemini-pro-experimental diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-001.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-001.yaml new file mode 100644 index 0000000000..bef7ca5eef --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-001.yaml @@ -0,0 +1,41 @@ +model: gemini-2.0-flash-001 +label: + en_US: Gemini 2.0 Flash 001 +model_type: llm +features: + - agent-thought + - vision + - tool-call + - stream-tool-call + - document + - video + - audio +model_properties: + mode: chat + context_size: 1048576 +parameter_rules: + - name: temperature + use_template: temperature + - name: top_p + use_template: top_p + - name: top_k + label: + zh_Hans: 取样数量 + en_US: Top k + type: int + help: + zh_Hans: 仅从每个后续标记的前 K 个选项中采样。 + en_US: Only sample from the top K options for each subsequent token. + required: false + - name: max_output_tokens + use_template: max_tokens + default: 8192 + min: 1 + max: 8192 + - name: json_schema + use_template: json_schema +pricing: + input: '0.00' + output: '0.00' + unit: '0.000001' + currency: USD diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-lite-preview-02-05.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-lite-preview-02-05.yaml new file mode 100644 index 0000000000..9c0a1e0620 --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-lite-preview-02-05.yaml @@ -0,0 +1,41 @@ +model: gemini-2.0-flash-lite-preview-02-05 +label: + en_US: Gemini 2.0 Flash Lite Preview 0205 +model_type: llm +features: + - agent-thought + - vision + - tool-call + - stream-tool-call + - document + - video + - audio +model_properties: + mode: chat + context_size: 1048576 +parameter_rules: + - name: temperature + use_template: temperature + - name: top_p + use_template: top_p + - name: top_k + label: + zh_Hans: 取样数量 + en_US: Top k + type: int + help: + zh_Hans: 仅从每个后续标记的前 K 个选项中采样。 + en_US: Only sample from the top K options for each subsequent token. + required: false + - name: max_output_tokens + use_template: max_tokens + default: 8192 + min: 1 + max: 8192 + - name: json_schema + use_template: json_schema +pricing: + input: '0.00' + output: '0.00' + unit: '0.000001' + currency: USD diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-thinking-exp-01-21.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-thinking-exp-01-21.yaml new file mode 100644 index 0000000000..6e2fc7678e --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-thinking-exp-01-21.yaml @@ -0,0 +1,39 @@ +model: gemini-2.0-flash-thinking-exp-01-21 +label: + en_US: Gemini 2.0 Flash Thinking Exp 0121 +model_type: llm +features: + - agent-thought + - vision + - document + - video + - audio +model_properties: + mode: chat + context_size: 32767 +parameter_rules: + - name: temperature + use_template: temperature + - name: top_p + use_template: top_p + - name: top_k + label: + zh_Hans: 取样数量 + en_US: Top k + type: int + help: + zh_Hans: 仅从每个后续标记的前 K 个选项中采样。 + en_US: Only sample from the top K options for each subsequent token. + required: false + - name: max_output_tokens + use_template: max_tokens + default: 8192 + min: 1 + max: 8192 + - name: json_schema + use_template: json_schema +pricing: + input: '0.00' + output: '0.00' + unit: '0.000001' + currency: USD diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-thinking-exp-1219.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-thinking-exp-1219.yaml new file mode 100644 index 0000000000..dfcf8fd050 --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-flash-thinking-exp-1219.yaml @@ -0,0 +1,39 @@ +model: gemini-2.0-flash-thinking-exp-1219 +label: + en_US: Gemini 2.0 Flash Thinking Exp 1219 +model_type: llm +features: + - agent-thought + - vision + - document + - video + - audio +model_properties: + mode: chat + context_size: 32767 +parameter_rules: + - name: temperature + use_template: temperature + - name: top_p + use_template: top_p + - name: top_k + label: + zh_Hans: 取样数量 + en_US: Top k + type: int + help: + zh_Hans: 仅从每个后续标记的前 K 个选项中采样。 + en_US: Only sample from the top K options for each subsequent token. + required: false + - name: max_output_tokens + use_template: max_tokens + default: 8192 + min: 1 + max: 8192 + - name: json_schema + use_template: json_schema +pricing: + input: '0.00' + output: '0.00' + unit: '0.000001' + currency: USD diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-pro-exp-02-05.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-pro-exp-02-05.yaml new file mode 100644 index 0000000000..96926a1756 --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-2.0-pro-exp-02-05.yaml @@ -0,0 +1,37 @@ +model: gemini-2.0-pro-exp-02-05 +label: + en_US: Gemini 2.0 Pro Exp 0205 +model_type: llm +features: + - agent-thought + - document +model_properties: + mode: chat + context_size: 2000000 +parameter_rules: + - name: temperature + use_template: temperature + - name: top_p + use_template: top_p + - name: top_k + label: + en_US: Top k + type: int + help: + en_US: Only sample from the top K options for each subsequent token. + required: false + - name: presence_penalty + use_template: presence_penalty + - name: frequency_penalty + use_template: frequency_penalty + - name: max_output_tokens + use_template: max_tokens + required: true + default: 8192 + min: 1 + max: 8192 +pricing: + input: '0.00' + output: '0.00' + unit: '0.000001' + currency: USD diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1114.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1114.yaml new file mode 100644 index 0000000000..bd49b47693 --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1114.yaml @@ -0,0 +1,41 @@ +model: gemini-exp-1114 +label: + en_US: Gemini exp 1114 +model_type: llm +features: + - agent-thought + - vision + - tool-call + - stream-tool-call + - document + - video + - audio +model_properties: + mode: chat + context_size: 32767 +parameter_rules: + - name: temperature + use_template: temperature + - name: top_p + use_template: top_p + - name: top_k + label: + zh_Hans: 取样数量 + en_US: Top k + type: int + help: + zh_Hans: 仅从每个后续标记的前 K 个选项中采样。 + en_US: Only sample from the top K options for each subsequent token. + required: false + - name: max_output_tokens + use_template: max_tokens + default: 8192 + min: 1 + max: 8192 + - name: json_schema + use_template: json_schema +pricing: + input: '0.00' + output: '0.00' + unit: '0.000001' + currency: USD diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1121.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1121.yaml new file mode 100644 index 0000000000..8e3f218df4 --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1121.yaml @@ -0,0 +1,41 @@ +model: gemini-exp-1121 +label: + en_US: Gemini exp 1121 +model_type: llm +features: + - agent-thought + - vision + - tool-call + - stream-tool-call + - document + - video + - audio +model_properties: + mode: chat + context_size: 32767 +parameter_rules: + - name: temperature + use_template: temperature + - name: top_p + use_template: top_p + - name: top_k + label: + zh_Hans: 取样数量 + en_US: Top k + type: int + help: + zh_Hans: 仅从每个后续标记的前 K 个选项中采样。 + en_US: Only sample from the top K options for each subsequent token. + required: false + - name: max_output_tokens + use_template: max_tokens + default: 8192 + min: 1 + max: 8192 + - name: json_schema + use_template: json_schema +pricing: + input: '0.00' + output: '0.00' + unit: '0.000001' + currency: USD diff --git a/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1206.yaml b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1206.yaml new file mode 100644 index 0000000000..7a7c361c43 --- /dev/null +++ b/api/core/model_runtime/model_providers/vertex_ai/llm/gemini-exp-1206.yaml @@ -0,0 +1,41 @@ +model: gemini-exp-1206 +label: + en_US: Gemini exp 1206 +model_type: llm +features: + - agent-thought + - vision + - tool-call + - stream-tool-call + - document + - video + - audio +model_properties: + mode: chat + context_size: 2097152 +parameter_rules: + - name: temperature + use_template: temperature + - name: top_p + use_template: top_p + - name: top_k + label: + zh_Hans: 取样数量 + en_US: Top k + type: int + help: + zh_Hans: 仅从每个后续标记的前 K 个选项中采样。 + en_US: Only sample from the top K options for each subsequent token. + required: false + - name: max_output_tokens + use_template: max_tokens + default: 8192 + min: 1 + max: 8192 + - name: json_schema + use_template: json_schema +pricing: + input: '0.00' + output: '0.00' + unit: '0.000001' + currency: USD diff --git a/api/core/model_runtime/model_providers/zhipuai/llm/glm-4-air-0111.yaml b/api/core/model_runtime/model_providers/zhipuai/llm/glm-4-air-0111.yaml new file mode 100644 index 0000000000..8d301fc69d --- /dev/null +++ b/api/core/model_runtime/model_providers/zhipuai/llm/glm-4-air-0111.yaml @@ -0,0 +1,66 @@ +model: glm-4-air-0111 +label: + en_US: glm-4-air-0111 +model_type: llm +features: + - multi-tool-call + - agent-thought + - stream-tool-call +model_properties: + mode: chat + context_size: 131072 +parameter_rules: + - name: temperature + use_template: temperature + default: 0.95 + min: 0.0 + max: 1.0 + help: + zh_Hans: 采样温度，控制输出的随机性，必须为正数取值范围是：(0.0,1.0]，不能等于 0,默认值为 0.95 值越大，会使输出更随机，更具创造性；值越小，输出会更加稳定或确定建议您根据应用场景调整 top_p 或 temperature 参数，但不要同时调整两个参数。 + en_US: Sampling temperature, controls the randomness of the output, must be a positive number. The value range is (0.0,1.0], which cannot be equal to 0. The default value is 0.95. The larger the value, the more random and creative the output will be; the smaller the value, The output will be more stable or certain. It is recommended that you adjust the top_p or temperature parameters according to the application scenario, but do not adjust both parameters at the same time. + - name: top_p + use_template: top_p + default: 0.7 + help: + zh_Hans: 用温度取样的另一种方法，称为核取样取值范围是：(0.0, 1.0) 开区间，不能等于 0 或 1，默认值为 0.7 模型考虑具有 top_p 概率质量tokens的结果例如：0.1 意味着模型解码器只考虑从前 10% 的概率的候选集中取 tokens 建议您根据应用场景调整 top_p 或 temperature 参数，但不要同时调整两个参数。 + en_US: Another method of temperature sampling is called kernel sampling. The value range is (0.0, 1.0) open interval, which cannot be equal to 0 or 1. The default value is 0.7. The model considers the results with top_p probability mass tokens. For example 0.1 means The model decoder only considers tokens from the candidate set with the top 10% probability. It is recommended that you adjust the top_p or temperature parameters according to the application scenario, but do not adjust both parameters at the same time. + - name: do_sample + label: + zh_Hans: 采样策略 + en_US: Sampling strategy + type: boolean + help: + zh_Hans: do_sample 为 true 时启用采样策略，do_sample 为 false 时采样策略 temperature、top_p 将不生效。默认值为 true。 + en_US: When `do_sample` is set to true, the sampling strategy is enabled. When `do_sample` is set to false, the sampling strategies such as `temperature` and `top_p` will not take effect. The default value is true. + default: true + - name: max_tokens + use_template: max_tokens + default: 1024 + min: 1 + max: 4095 + - name: web_search + type: boolean + label: + zh_Hans: 联网搜索 + en_US: Web Search + default: false + help: + zh_Hans: 模型内置了互联网搜索服务，该参数控制模型在生成文本时是否参考使用互联网搜索结果。启用互联网搜索，模型会将搜索结果作为文本生成过程中的参考信息，但模型会基于其内部逻辑“自行判断”是否使用互联网搜索结果。 + en_US: The model has a built-in Internet search service. This parameter controls whether the model refers to Internet search results when generating text. When Internet search is enabled, the model will use the search results as reference information in the text generation process, but the model will "judge" whether to use Internet search results based on its internal logic. + - name: response_format + label: + zh_Hans: 回复格式 + en_US: Response Format + type: string + help: + zh_Hans: 指定模型必须输出的格式 + en_US: specifying the format that the model must output + required: false + options: + - text + - json_object +pricing: + input: '0.0005' + output: '0.0005' + unit: '0.001' + currency: RMB diff --git a/api/core/plugin/manager/agent.py b/api/core/plugin/manager/agent.py new file mode 100644 index 0000000000..50172f12f2 --- /dev/null +++ b/api/core/plugin/manager/agent.py @@ -0,0 +1,113 @@ +from collections.abc import Generator +from typing import Any, Optional + +from core.agent.entities import AgentInvokeMessage +from core.plugin.entities.plugin import GenericProviderID +from core.plugin.entities.plugin_daemon import ( + PluginAgentProviderEntity, +) +from core.plugin.manager.base import BasePluginManager + + +class PluginAgentManager(BasePluginManager): + def fetch_agent_strategy_providers(self, tenant_id: str) -> list[PluginAgentProviderEntity]: + """ + Fetch agent providers for the given tenant. + """ + + def transformer(json_response: dict[str, Any]) -> dict: + for provider in json_response.get("data", []): + declaration = provider.get("declaration", {}) or {} + provider_name = declaration.get("identity", {}).get("name") + for strategy in declaration.get("strategies", []): + strategy["identity"]["provider"] = provider_name + + return json_response + + response = self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/agent_strategies", + list[PluginAgentProviderEntity], + params={"page": 1, "page_size": 256}, + transformer=transformer, + ) + + for provider in response: + provider.declaration.identity.name = f"{provider.plugin_id}/{provider.declaration.identity.name}" + + # override the provider name for each tool to plugin_id/provider_name + for strategy in provider.declaration.strategies: + strategy.identity.provider = provider.declaration.identity.name + + return response + + def fetch_agent_strategy_provider(self, tenant_id: str, provider: str) -> PluginAgentProviderEntity: + """ + Fetch tool provider for the given tenant and plugin. + """ + agent_provider_id = GenericProviderID(provider) + + def transformer(json_response: dict[str, Any]) -> dict: + # skip if error occurs + if json_response.get("data") is None or json_response.get("data", {}).get("declaration") is None: + return json_response + + for strategy in json_response.get("data", {}).get("declaration", {}).get("strategies", []): + strategy["identity"]["provider"] = agent_provider_id.provider_name + + return json_response + + response = self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/agent_strategy", + PluginAgentProviderEntity, + params={"provider": agent_provider_id.provider_name, "plugin_id": agent_provider_id.plugin_id}, + transformer=transformer, + ) + + response.declaration.identity.name = f"{response.plugin_id}/{response.declaration.identity.name}" + + # override the provider name for each tool to plugin_id/provider_name + for strategy in response.declaration.strategies: + strategy.identity.provider = response.declaration.identity.name + + return response + + def invoke( + self, + tenant_id: str, + user_id: str, + agent_provider: str, + agent_strategy: str, + agent_params: dict[str, Any], + conversation_id: Optional[str] = None, + app_id: Optional[str] = None, + message_id: Optional[str] = None, + ) -> Generator[AgentInvokeMessage, None, None]: + """ + Invoke the agent with the given tenant, user, plugin, provider, name and parameters. + """ + + agent_provider_id = GenericProviderID(agent_provider) + + response = self._request_with_plugin_daemon_response_stream( + "POST", + f"plugin/{tenant_id}/dispatch/agent_strategy/invoke", + AgentInvokeMessage, + data={ + "user_id": user_id, + "conversation_id": conversation_id, + "app_id": app_id, + "message_id": message_id, + "data": { + "agent_strategy_provider": agent_provider_id.provider_name, + "agent_strategy": agent_strategy, + "agent_strategy_params": agent_params, + }, + }, + headers={ + "X-Plugin-ID": agent_provider_id.plugin_id, + "Content-Type": "application/json", + }, + ) + return response diff --git a/api/core/plugin/manager/asset.py b/api/core/plugin/manager/asset.py new file mode 100644 index 0000000000..17755d3561 --- /dev/null +++ b/api/core/plugin/manager/asset.py @@ -0,0 +1,12 @@ +from core.plugin.manager.base import BasePluginManager + + +class PluginAssetManager(BasePluginManager): + def fetch_asset(self, tenant_id: str, id: str) -> bytes: + """ + Fetch an asset by id. + """ + response = self._request(method="GET", path=f"plugin/{tenant_id}/asset/{id}") + if response.status_code != 200: + raise ValueError(f"can not found asset {id}") + return response.content diff --git a/api/core/plugin/manager/base.py b/api/core/plugin/manager/base.py new file mode 100644 index 0000000000..7985aa68da --- /dev/null +++ b/api/core/plugin/manager/base.py @@ -0,0 +1,237 @@ +import inspect +import json +import logging +from collections.abc import Callable, Generator +from typing import TypeVar + +import requests +from pydantic import BaseModel +from yarl import URL + +from configs import dify_config +from core.model_runtime.errors.invoke import ( + InvokeAuthorizationError, + InvokeBadRequestError, + InvokeConnectionError, + InvokeRateLimitError, + InvokeServerUnavailableError, +) +from core.model_runtime.errors.validate import CredentialsValidateFailedError +from core.plugin.entities.plugin_daemon import PluginDaemonBasicResponse, PluginDaemonError, PluginDaemonInnerError +from core.plugin.manager.exc import ( + PluginDaemonBadRequestError, + PluginDaemonInternalServerError, + PluginDaemonNotFoundError, + PluginDaemonUnauthorizedError, + PluginInvokeError, + PluginNotFoundError, + PluginPermissionDeniedError, + PluginUniqueIdentifierError, +) + +plugin_daemon_inner_api_baseurl = dify_config.PLUGIN_DAEMON_URL +plugin_daemon_inner_api_key = dify_config.PLUGIN_DAEMON_KEY + +T = TypeVar("T", bound=(BaseModel | dict | list | bool | str)) + +logger = logging.getLogger(__name__) + + +class BasePluginManager: + def _request( + self, + method: str, + path: str, + headers: dict | None = None, + data: bytes | dict | str | None = None, + params: dict | None = None, + files: dict | None = None, + stream: bool = False, + ) -> requests.Response: + """ + Make a request to the plugin daemon inner API. + """ + url = URL(str(plugin_daemon_inner_api_baseurl)) / path + headers = headers or {} + headers["X-Api-Key"] = plugin_daemon_inner_api_key + headers["Accept-Encoding"] = "gzip, deflate, br" + + if headers.get("Content-Type") == "application/json" and isinstance(data, dict): + data = json.dumps(data) + + try: + response = requests.request( + method=method, url=str(url), headers=headers, data=data, params=params, stream=stream, files=files + ) + except requests.exceptions.ConnectionError: + logger.exception("Request to Plugin Daemon Service failed") + raise PluginDaemonInnerError(code=-500, message="Request to Plugin Daemon Service failed") + + return response + + def _stream_request( + self, + method: str, + path: str, + params: dict | None = None, + headers: dict | None = None, + data: bytes | dict | None = None, + files: dict | None = None, + ) -> Generator[bytes, None, None]: + """ + Make a stream request to the plugin daemon inner API + """ + response = self._request(method, path, headers, data, params, files, stream=True) + for line in response.iter_lines(): + line = line.decode("utf-8").strip() + if line.startswith("data:"): + line = line[5:].strip() + if line: + yield line + + def _stream_request_with_model( + self, + method: str, + path: str, + type: type[T], + headers: dict | None = None, + data: bytes | dict | None = None, + params: dict | None = None, + files: dict | None = None, + ) -> Generator[T, None, None]: + """ + Make a stream request to the plugin daemon inner API and yield the response as a model. + """ + for line in self._stream_request(method, path, params, headers, data, files): + yield type(**json.loads(line)) # type: ignore + + def _request_with_model( + self, + method: str, + path: str, + type: type[T], + headers: dict | None = None, + data: bytes | None = None, + params: dict | None = None, + files: dict | None = None, + ) -> T: + """ + Make a request to the plugin daemon inner API and return the response as a model. + """ + response = self._request(method, path, headers, data, params, files) + return type(**response.json()) # type: ignore + + def _request_with_plugin_daemon_response( + self, + method: str, + path: str, + type: type[T], + headers: dict | None = None, + data: bytes | dict | None = None, + params: dict | None = None, + files: dict | None = None, + transformer: Callable[[dict], dict] | None = None, + ) -> T: + """ + Make a request to the plugin daemon inner API and return the response as a model. + """ + response = self._request(method, path, headers, data, params, files) + json_response = response.json() + if transformer: + json_response = transformer(json_response) + + rep = PluginDaemonBasicResponse[type](**json_response) # type: ignore + if rep.code != 0: + try: + error = PluginDaemonError(**json.loads(rep.message)) + except Exception: + raise ValueError(f"{rep.message}, code: {rep.code}") + + self._handle_plugin_daemon_error(error.error_type, error.message) + if rep.data is None: + frame = inspect.currentframe() + raise ValueError(f"got empty data from plugin daemon: {frame.f_lineno if frame else 'unknown'}") + + return rep.data + + def _request_with_plugin_daemon_response_stream( + self, + method: str, + path: str, + type: type[T], + headers: dict | None = None, + data: bytes | dict | None = None, + params: dict | None = None, + files: dict | None = None, + ) -> Generator[T, None, None]: + """ + Make a stream request to the plugin daemon inner API and yield the response as a model. + """ + for line in self._stream_request(method, path, params, headers, data, files): + line_data = None + try: + line_data = json.loads(line) + rep = PluginDaemonBasicResponse[type](**line_data) # type: ignore + except Exception: + # TODO modify this when line_data has code and message + if line_data and "error" in line_data: + raise ValueError(line_data["error"]) + else: + raise ValueError(line) + + if rep.code != 0: + if rep.code == -500: + try: + error = PluginDaemonError(**json.loads(rep.message)) + except Exception: + raise PluginDaemonInnerError(code=rep.code, message=rep.message) + + self._handle_plugin_daemon_error(error.error_type, error.message) + raise ValueError(f"plugin daemon: {rep.message}, code: {rep.code}") + if rep.data is None: + frame = inspect.currentframe() + raise ValueError(f"got empty data from plugin daemon: {frame.f_lineno if frame else 'unknown'}") + yield rep.data + + def _handle_plugin_daemon_error(self, error_type: str, message: str): + """ + handle the error from plugin daemon + """ + match error_type: + case PluginDaemonInnerError.__name__: + raise PluginDaemonInnerError(code=-500, message=message) + case PluginInvokeError.__name__: + error_object = json.loads(message) + invoke_error_type = error_object.get("error_type") + args = error_object.get("args") + match invoke_error_type: + case InvokeRateLimitError.__name__: + raise InvokeRateLimitError(description=args.get("description")) + case InvokeAuthorizationError.__name__: + raise InvokeAuthorizationError(description=args.get("description")) + case InvokeBadRequestError.__name__: + raise InvokeBadRequestError(description=args.get("description")) + case InvokeConnectionError.__name__: + raise InvokeConnectionError(description=args.get("description")) + case InvokeServerUnavailableError.__name__: + raise InvokeServerUnavailableError(description=args.get("description")) + case CredentialsValidateFailedError.__name__: + raise CredentialsValidateFailedError(error_object.get("message")) + case _: + raise PluginInvokeError(description=message) + case PluginDaemonInternalServerError.__name__: + raise PluginDaemonInternalServerError(description=message) + case PluginDaemonBadRequestError.__name__: + raise PluginDaemonBadRequestError(description=message) + case PluginDaemonNotFoundError.__name__: + raise PluginDaemonNotFoundError(description=message) + case PluginUniqueIdentifierError.__name__: + raise PluginUniqueIdentifierError(description=message) + case PluginNotFoundError.__name__: + raise PluginNotFoundError(description=message) + case PluginDaemonUnauthorizedError.__name__: + raise PluginDaemonUnauthorizedError(description=message) + case PluginPermissionDeniedError.__name__: + raise PluginPermissionDeniedError(description=message) + case _: + raise Exception(f"got unknown error from plugin daemon: {error_type}, message: {message}") diff --git a/api/core/plugin/manager/debugging.py b/api/core/plugin/manager/debugging.py new file mode 100644 index 0000000000..fb6bad7fa3 --- /dev/null +++ b/api/core/plugin/manager/debugging.py @@ -0,0 +1,17 @@ +from pydantic import BaseModel + +from core.plugin.manager.base import BasePluginManager + + +class PluginDebuggingManager(BasePluginManager): + def get_debugging_key(self, tenant_id: str) -> str: + """ + Get the debugging key for the given tenant. + """ + + class Response(BaseModel): + key: str + + response = self._request_with_plugin_daemon_response("POST", f"plugin/{tenant_id}/debugging/key", Response) + + return response.key diff --git a/api/core/plugin/manager/endpoint.py b/api/core/plugin/manager/endpoint.py new file mode 100644 index 0000000000..415b981ffb --- /dev/null +++ b/api/core/plugin/manager/endpoint.py @@ -0,0 +1,116 @@ +from core.plugin.entities.endpoint import EndpointEntityWithInstance +from core.plugin.manager.base import BasePluginManager + + +class PluginEndpointManager(BasePluginManager): + def create_endpoint( + self, tenant_id: str, user_id: str, plugin_unique_identifier: str, name: str, settings: dict + ) -> bool: + """ + Create an endpoint for the given plugin. + + Errors will be raised if any error occurs. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/endpoint/setup", + bool, + headers={ + "Content-Type": "application/json", + }, + data={ + "user_id": user_id, + "plugin_unique_identifier": plugin_unique_identifier, + "settings": settings, + "name": name, + }, + ) + + def list_endpoints(self, tenant_id: str, user_id: str, page: int, page_size: int): + """ + List all endpoints for the given tenant and user. + """ + return self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/endpoint/list", + list[EndpointEntityWithInstance], + params={"page": page, "page_size": page_size}, + ) + + def list_endpoints_for_single_plugin(self, tenant_id: str, user_id: str, plugin_id: str, page: int, page_size: int): + """ + List all endpoints for the given tenant, user and plugin. + """ + return self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/endpoint/list/plugin", + list[EndpointEntityWithInstance], + params={"plugin_id": plugin_id, "page": page, "page_size": page_size}, + ) + + def update_endpoint(self, tenant_id: str, user_id: str, endpoint_id: str, name: str, settings: dict): + """ + Update the settings of the given endpoint. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/endpoint/update", + bool, + data={ + "user_id": user_id, + "endpoint_id": endpoint_id, + "name": name, + "settings": settings, + }, + headers={ + "Content-Type": "application/json", + }, + ) + + def delete_endpoint(self, tenant_id: str, user_id: str, endpoint_id: str): + """ + Delete the given endpoint. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/endpoint/remove", + bool, + data={ + "endpoint_id": endpoint_id, + }, + headers={ + "Content-Type": "application/json", + }, + ) + + def enable_endpoint(self, tenant_id: str, user_id: str, endpoint_id: str): + """ + Enable the given endpoint. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/endpoint/enable", + bool, + data={ + "endpoint_id": endpoint_id, + }, + headers={ + "Content-Type": "application/json", + }, + ) + + def disable_endpoint(self, tenant_id: str, user_id: str, endpoint_id: str): + """ + Disable the given endpoint. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/endpoint/disable", + bool, + data={ + "endpoint_id": endpoint_id, + }, + headers={ + "Content-Type": "application/json", + }, + ) diff --git a/api/core/plugin/manager/exc.py b/api/core/plugin/manager/exc.py new file mode 100644 index 0000000000..54a0b90a8d --- /dev/null +++ b/api/core/plugin/manager/exc.py @@ -0,0 +1,49 @@ +class PluginDaemonError(Exception): + """Base class for all plugin daemon errors.""" + + def __init__(self, description: str) -> None: + self.description = description + + def __str__(self) -> str: + # returns the class name and description + return f"{self.__class__.__name__}: {self.description}" + + +class PluginDaemonInternalError(PluginDaemonError): + pass + + +class PluginDaemonClientSideError(PluginDaemonError): + pass + + +class PluginDaemonInternalServerError(PluginDaemonInternalError): + description: str = "Internal Server Error" + + +class PluginDaemonUnauthorizedError(PluginDaemonInternalError): + description: str = "Unauthorized" + + +class PluginDaemonNotFoundError(PluginDaemonInternalError): + description: str = "Not Found" + + +class PluginDaemonBadRequestError(PluginDaemonClientSideError): + description: str = "Bad Request" + + +class PluginInvokeError(PluginDaemonClientSideError): + description: str = "Invoke Error" + + +class PluginUniqueIdentifierError(PluginDaemonClientSideError): + description: str = "Unique Identifier Error" + + +class PluginNotFoundError(PluginDaemonClientSideError): + description: str = "Plugin Not Found" + + +class PluginPermissionDeniedError(PluginDaemonClientSideError): + description: str = "Permission Denied" diff --git a/api/core/plugin/manager/model.py b/api/core/plugin/manager/model.py new file mode 100644 index 0000000000..5ebc0c2320 --- /dev/null +++ b/api/core/plugin/manager/model.py @@ -0,0 +1,531 @@ +import binascii +from collections.abc import Generator, Sequence +from typing import IO, Optional + +from core.model_runtime.entities.llm_entities import LLMResultChunk +from core.model_runtime.entities.message_entities import PromptMessage, PromptMessageTool +from core.model_runtime.entities.model_entities import AIModelEntity +from core.model_runtime.entities.rerank_entities import RerankResult +from core.model_runtime.entities.text_embedding_entities import TextEmbeddingResult +from core.model_runtime.utils.encoders import jsonable_encoder +from core.plugin.entities.plugin_daemon import ( + PluginBasicBooleanResponse, + PluginDaemonInnerError, + PluginLLMNumTokensResponse, + PluginModelProviderEntity, + PluginModelSchemaEntity, + PluginStringResultResponse, + PluginTextEmbeddingNumTokensResponse, + PluginVoicesResponse, +) +from core.plugin.manager.base import BasePluginManager + + +class PluginModelManager(BasePluginManager): + def fetch_model_providers(self, tenant_id: str) -> Sequence[PluginModelProviderEntity]: + """ + Fetch model providers for the given tenant. + """ + response = self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/models", + list[PluginModelProviderEntity], + params={"page": 1, "page_size": 256}, + ) + return response + + def get_model_schema( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model_type: str, + model: str, + credentials: dict, + ) -> AIModelEntity | None: + """ + Get model schema + """ + response = self._request_with_plugin_daemon_response_stream( + "POST", + f"plugin/{tenant_id}/dispatch/model/schema", + PluginModelSchemaEntity, + data={ + "user_id": user_id, + "data": { + "provider": provider, + "model_type": model_type, + "model": model, + "credentials": credentials, + }, + }, + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp.model_schema + + return None + + def validate_provider_credentials( + self, tenant_id: str, user_id: str, plugin_id: str, provider: str, credentials: dict + ) -> bool: + """ + validate the credentials of the provider + """ + response = self._request_with_plugin_daemon_response_stream( + "POST", + f"plugin/{tenant_id}/dispatch/model/validate_provider_credentials", + PluginBasicBooleanResponse, + data={ + "user_id": user_id, + "data": { + "provider": provider, + "credentials": credentials, + }, + }, + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + if resp.credentials and isinstance(resp.credentials, dict): + credentials.update(resp.credentials) + + return resp.result + + return False + + def validate_model_credentials( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model_type: str, + model: str, + credentials: dict, + ) -> bool: + """ + validate the credentials of the provider + """ + response = self._request_with_plugin_daemon_response_stream( + "POST", + f"plugin/{tenant_id}/dispatch/model/validate_model_credentials", + PluginBasicBooleanResponse, + data={ + "user_id": user_id, + "data": { + "provider": provider, + "model_type": model_type, + "model": model, + "credentials": credentials, + }, + }, + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + if resp.credentials and isinstance(resp.credentials, dict): + credentials.update(resp.credentials) + + return resp.result + + return False + + def invoke_llm( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model: str, + credentials: dict, + prompt_messages: list[PromptMessage], + model_parameters: Optional[dict] = None, + tools: Optional[list[PromptMessageTool]] = None, + stop: Optional[list[str]] = None, + stream: bool = True, + ) -> Generator[LLMResultChunk, None, None]: + """ + Invoke llm + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/llm/invoke", + type=LLMResultChunk, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": "llm", + "model": model, + "credentials": credentials, + "prompt_messages": prompt_messages, + "model_parameters": model_parameters, + "tools": tools, + "stop": stop, + "stream": stream, + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + try: + yield from response + except PluginDaemonInnerError as e: + raise ValueError(e.message + str(e.code)) + + def get_llm_num_tokens( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model_type: str, + model: str, + credentials: dict, + prompt_messages: list[PromptMessage], + tools: Optional[list[PromptMessageTool]] = None, + ) -> int: + """ + Get number of tokens for llm + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/llm/num_tokens", + type=PluginLLMNumTokensResponse, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": model_type, + "model": model, + "credentials": credentials, + "prompt_messages": prompt_messages, + "tools": tools, + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp.num_tokens + + return 0 + + def invoke_text_embedding( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model: str, + credentials: dict, + texts: list[str], + input_type: str, + ) -> TextEmbeddingResult: + """ + Invoke text embedding + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/text_embedding/invoke", + type=TextEmbeddingResult, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": "text-embedding", + "model": model, + "credentials": credentials, + "texts": texts, + "input_type": input_type, + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp + + raise ValueError("Failed to invoke text embedding") + + def get_text_embedding_num_tokens( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model: str, + credentials: dict, + texts: list[str], + ) -> list[int]: + """ + Get number of tokens for text embedding + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/text_embedding/num_tokens", + type=PluginTextEmbeddingNumTokensResponse, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": "text-embedding", + "model": model, + "credentials": credentials, + "texts": texts, + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp.num_tokens + + return [] + + def invoke_rerank( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model: str, + credentials: dict, + query: str, + docs: list[str], + score_threshold: Optional[float] = None, + top_n: Optional[int] = None, + ) -> RerankResult: + """ + Invoke rerank + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/rerank/invoke", + type=RerankResult, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": "rerank", + "model": model, + "credentials": credentials, + "query": query, + "docs": docs, + "score_threshold": score_threshold, + "top_n": top_n, + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp + + raise ValueError("Failed to invoke rerank") + + def invoke_tts( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model: str, + credentials: dict, + content_text: str, + voice: str, + ) -> Generator[bytes, None, None]: + """ + Invoke tts + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/tts/invoke", + type=PluginStringResultResponse, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": "tts", + "model": model, + "credentials": credentials, + "tenant_id": tenant_id, + "content_text": content_text, + "voice": voice, + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + try: + for result in response: + hex_str = result.result + yield binascii.unhexlify(hex_str) + except PluginDaemonInnerError as e: + raise ValueError(e.message + str(e.code)) + + def get_tts_model_voices( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model: str, + credentials: dict, + language: Optional[str] = None, + ) -> list[dict]: + """ + Get tts model voices + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/tts/model/voices", + type=PluginVoicesResponse, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": "tts", + "model": model, + "credentials": credentials, + "language": language, + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + voices = [] + for voice in resp.voices: + voices.append({"name": voice.name, "value": voice.value}) + + return voices + + return [] + + def invoke_speech_to_text( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model: str, + credentials: dict, + file: IO[bytes], + ) -> str: + """ + Invoke speech to text + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/speech2text/invoke", + type=PluginStringResultResponse, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": "speech2text", + "model": model, + "credentials": credentials, + "file": binascii.hexlify(file.read()).decode(), + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp.result + + raise ValueError("Failed to invoke speech to text") + + def invoke_moderation( + self, + tenant_id: str, + user_id: str, + plugin_id: str, + provider: str, + model: str, + credentials: dict, + text: str, + ) -> bool: + """ + Invoke moderation + """ + response = self._request_with_plugin_daemon_response_stream( + method="POST", + path=f"plugin/{tenant_id}/dispatch/moderation/invoke", + type=PluginBasicBooleanResponse, + data=jsonable_encoder( + { + "user_id": user_id, + "data": { + "provider": provider, + "model_type": "moderation", + "model": model, + "credentials": credentials, + "text": text, + }, + } + ), + headers={ + "X-Plugin-ID": plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp.result + + raise ValueError("Failed to invoke moderation") diff --git a/api/core/plugin/manager/plugin.py b/api/core/plugin/manager/plugin.py new file mode 100644 index 0000000000..15dcd6cb34 --- /dev/null +++ b/api/core/plugin/manager/plugin.py @@ -0,0 +1,249 @@ +from collections.abc import Sequence + +from core.plugin.entities.bundle import PluginBundleDependency +from core.plugin.entities.plugin import ( + GenericProviderID, + MissingPluginDependency, + PluginDeclaration, + PluginEntity, + PluginInstallation, + PluginInstallationSource, +) +from core.plugin.entities.plugin_daemon import PluginInstallTask, PluginInstallTaskStartResponse, PluginUploadResponse +from core.plugin.manager.base import BasePluginManager + + +class PluginInstallationManager(BasePluginManager): + def fetch_plugin_by_identifier( + self, + tenant_id: str, + identifier: str, + ) -> bool: + return self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/fetch/identifier", + bool, + params={"plugin_unique_identifier": identifier}, + ) + + def list_plugins(self, tenant_id: str) -> list[PluginEntity]: + return self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/list", + list[PluginEntity], + params={"page": 1, "page_size": 256}, + ) + + def upload_pkg( + self, + tenant_id: str, + pkg: bytes, + verify_signature: bool = False, + ) -> PluginUploadResponse: + """ + Upload a plugin package and return the plugin unique identifier. + """ + body = { + "dify_pkg": ("dify_pkg", pkg, "application/octet-stream"), + } + + data = { + "verify_signature": "true" if verify_signature else "false", + } + + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/install/upload/package", + PluginUploadResponse, + files=body, + data=data, + ) + + def upload_bundle( + self, + tenant_id: str, + bundle: bytes, + verify_signature: bool = False, + ) -> Sequence[PluginBundleDependency]: + """ + Upload a plugin bundle and return the dependencies. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/install/upload/bundle", + list[PluginBundleDependency], + files={"dify_bundle": ("dify_bundle", bundle, "application/octet-stream")}, + data={"verify_signature": "true" if verify_signature else "false"}, + ) + + def install_from_identifiers( + self, + tenant_id: str, + identifiers: Sequence[str], + source: PluginInstallationSource, + metas: list[dict], + ) -> PluginInstallTaskStartResponse: + """ + Install a plugin from an identifier. + """ + # exception will be raised if the request failed + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/install/identifiers", + PluginInstallTaskStartResponse, + data={ + "plugin_unique_identifiers": identifiers, + "source": source, + "metas": metas, + }, + headers={"Content-Type": "application/json"}, + ) + + def fetch_plugin_installation_tasks(self, tenant_id: str, page: int, page_size: int) -> Sequence[PluginInstallTask]: + """ + Fetch plugin installation tasks. + """ + return self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/install/tasks", + list[PluginInstallTask], + params={"page": page, "page_size": page_size}, + ) + + def fetch_plugin_installation_task(self, tenant_id: str, task_id: str) -> PluginInstallTask: + """ + Fetch a plugin installation task. + """ + return self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/install/tasks/{task_id}", + PluginInstallTask, + ) + + def delete_plugin_installation_task(self, tenant_id: str, task_id: str) -> bool: + """ + Delete a plugin installation task. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/install/tasks/{task_id}/delete", + bool, + ) + + def delete_all_plugin_installation_task_items(self, tenant_id: str) -> bool: + """ + Delete all plugin installation task items. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/install/tasks/delete_all", + bool, + ) + + def delete_plugin_installation_task_item(self, tenant_id: str, task_id: str, identifier: str) -> bool: + """ + Delete a plugin installation task item. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/install/tasks/{task_id}/delete/{identifier}", + bool, + ) + + def fetch_plugin_manifest(self, tenant_id: str, plugin_unique_identifier: str) -> PluginDeclaration: + """ + Fetch a plugin manifest. + """ + + return self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/fetch/manifest", + PluginDeclaration, + params={"plugin_unique_identifier": plugin_unique_identifier}, + ) + + def fetch_plugin_installation_by_ids( + self, tenant_id: str, plugin_ids: Sequence[str] + ) -> Sequence[PluginInstallation]: + """ + Fetch plugin installations by ids. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/installation/fetch/batch", + list[PluginInstallation], + data={"plugin_ids": plugin_ids}, + headers={"Content-Type": "application/json"}, + ) + + def fetch_missing_dependencies( + self, tenant_id: str, plugin_unique_identifiers: list[str] + ) -> list[MissingPluginDependency]: + """ + Fetch missing dependencies + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/installation/missing", + list[MissingPluginDependency], + data={"plugin_unique_identifiers": plugin_unique_identifiers}, + headers={"Content-Type": "application/json"}, + ) + + def uninstall(self, tenant_id: str, plugin_installation_id: str) -> bool: + """ + Uninstall a plugin. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/uninstall", + bool, + data={ + "plugin_installation_id": plugin_installation_id, + }, + headers={"Content-Type": "application/json"}, + ) + + def upgrade_plugin( + self, + tenant_id: str, + original_plugin_unique_identifier: str, + new_plugin_unique_identifier: str, + source: PluginInstallationSource, + meta: dict, + ) -> PluginInstallTaskStartResponse: + """ + Upgrade a plugin. + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/install/upgrade", + PluginInstallTaskStartResponse, + data={ + "original_plugin_unique_identifier": original_plugin_unique_identifier, + "new_plugin_unique_identifier": new_plugin_unique_identifier, + "source": source, + "meta": meta, + }, + headers={"Content-Type": "application/json"}, + ) + + def check_tools_existence(self, tenant_id: str, provider_ids: Sequence[GenericProviderID]) -> Sequence[bool]: + """ + Check if the tools exist + """ + return self._request_with_plugin_daemon_response( + "POST", + f"plugin/{tenant_id}/management/tools/check_existence", + list[bool], + data={ + "provider_ids": [ + { + "plugin_id": provider_id.plugin_id, + "provider_name": provider_id.provider_name, + } + for provider_id in provider_ids + ] + }, + headers={"Content-Type": "application/json"}, + ) diff --git a/api/core/plugin/manager/tool.py b/api/core/plugin/manager/tool.py new file mode 100644 index 0000000000..4c3abd3acf --- /dev/null +++ b/api/core/plugin/manager/tool.py @@ -0,0 +1,188 @@ +from collections.abc import Generator +from typing import Any, Optional + +from pydantic import BaseModel + +from core.plugin.entities.plugin import GenericProviderID, ToolProviderID +from core.plugin.entities.plugin_daemon import PluginBasicBooleanResponse, PluginToolProviderEntity +from core.plugin.manager.base import BasePluginManager +from core.tools.entities.tool_entities import ToolInvokeMessage, ToolParameter + + +class PluginToolManager(BasePluginManager): + def fetch_tool_providers(self, tenant_id: str) -> list[PluginToolProviderEntity]: + """ + Fetch tool providers for the given tenant. + """ + + def transformer(json_response: dict[str, Any]) -> dict: + for provider in json_response.get("data", []): + declaration = provider.get("declaration", {}) or {} + provider_name = declaration.get("identity", {}).get("name") + for tool in declaration.get("tools", []): + tool["identity"]["provider"] = provider_name + + return json_response + + response = self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/tools", + list[PluginToolProviderEntity], + params={"page": 1, "page_size": 256}, + transformer=transformer, + ) + + for provider in response: + provider.declaration.identity.name = f"{provider.plugin_id}/{provider.declaration.identity.name}" + + # override the provider name for each tool to plugin_id/provider_name + for tool in provider.declaration.tools: + tool.identity.provider = provider.declaration.identity.name + + return response + + def fetch_tool_provider(self, tenant_id: str, provider: str) -> PluginToolProviderEntity: + """ + Fetch tool provider for the given tenant and plugin. + """ + tool_provider_id = ToolProviderID(provider) + + def transformer(json_response: dict[str, Any]) -> dict: + data = json_response.get("data") + if data: + for tool in data.get("declaration", {}).get("tools", []): + tool["identity"]["provider"] = tool_provider_id.provider_name + + return json_response + + response = self._request_with_plugin_daemon_response( + "GET", + f"plugin/{tenant_id}/management/tool", + PluginToolProviderEntity, + params={"provider": tool_provider_id.provider_name, "plugin_id": tool_provider_id.plugin_id}, + transformer=transformer, + ) + + response.declaration.identity.name = f"{response.plugin_id}/{response.declaration.identity.name}" + + # override the provider name for each tool to plugin_id/provider_name + for tool in response.declaration.tools: + tool.identity.provider = response.declaration.identity.name + + return response + + def invoke( + self, + tenant_id: str, + user_id: str, + tool_provider: str, + tool_name: str, + credentials: dict[str, Any], + tool_parameters: dict[str, Any], + conversation_id: Optional[str] = None, + app_id: Optional[str] = None, + message_id: Optional[str] = None, + ) -> Generator[ToolInvokeMessage, None, None]: + """ + Invoke the tool with the given tenant, user, plugin, provider, name, credentials and parameters. + """ + + tool_provider_id = GenericProviderID(tool_provider) + + response = self._request_with_plugin_daemon_response_stream( + "POST", + f"plugin/{tenant_id}/dispatch/tool/invoke", + ToolInvokeMessage, + data={ + "user_id": user_id, + "conversation_id": conversation_id, + "app_id": app_id, + "message_id": message_id, + "data": { + "provider": tool_provider_id.provider_name, + "tool": tool_name, + "credentials": credentials, + "tool_parameters": tool_parameters, + }, + }, + headers={ + "X-Plugin-ID": tool_provider_id.plugin_id, + "Content-Type": "application/json", + }, + ) + return response + + def validate_provider_credentials( + self, tenant_id: str, user_id: str, provider: str, credentials: dict[str, Any] + ) -> bool: + """ + validate the credentials of the provider + """ + tool_provider_id = GenericProviderID(provider) + + response = self._request_with_plugin_daemon_response_stream( + "POST", + f"plugin/{tenant_id}/dispatch/tool/validate_credentials", + PluginBasicBooleanResponse, + data={ + "user_id": user_id, + "data": { + "provider": tool_provider_id.provider_name, + "credentials": credentials, + }, + }, + headers={ + "X-Plugin-ID": tool_provider_id.plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp.result + + return False + + def get_runtime_parameters( + self, + tenant_id: str, + user_id: str, + provider: str, + credentials: dict[str, Any], + tool: str, + conversation_id: Optional[str] = None, + app_id: Optional[str] = None, + message_id: Optional[str] = None, + ) -> list[ToolParameter]: + """ + get the runtime parameters of the tool + """ + tool_provider_id = GenericProviderID(provider) + + class RuntimeParametersResponse(BaseModel): + parameters: list[ToolParameter] + + response = self._request_with_plugin_daemon_response_stream( + "POST", + f"plugin/{tenant_id}/dispatch/tool/get_runtime_parameters", + RuntimeParametersResponse, + data={ + "user_id": user_id, + "conversation_id": conversation_id, + "app_id": app_id, + "message_id": message_id, + "data": { + "provider": tool_provider_id.provider_name, + "tool": tool, + "credentials": credentials, + }, + }, + headers={ + "X-Plugin-ID": tool_provider_id.plugin_id, + "Content-Type": "application/json", + }, + ) + + for resp in response: + return resp.parameters + + return [] diff --git a/api/core/rag/datasource/retrieval_service.py b/api/core/rag/datasource/retrieval_service.py index 2c5178241c..93864abbce 100644 --- a/api/core/rag/datasource/retrieval_service.py +++ b/api/core/rag/datasource/retrieval_service.py @@ -422,6 +422,7 @@ class RetrievalService: if score_value is not None and isinstance(score_value, int | float | str) else None ) + cls.append_next_segments(records=records,dataset_documents=dataset_documents) # Create RetrievalSegments object retrieval_segment = RetrievalSegments(segment=segment, child_chunks=child_chunks, score=score) @@ -431,3 +432,93 @@ class RetrievalService: except Exception as e: db.session.rollback() raise e + + @classmethod + def append_next_segments(cls, records: list[dict], dataset_documents : dict): + # import pdb; pdb.set_trace() + def filter_record(record): + document_id = record["segment"].document_id + if document_id in dataset_documents: + dataset_document = dataset_documents[document_id] + if dataset_document and dataset_document.doc_form != IndexType.PARENT_CHILD_INDEX: + return True + return False + filtered_data = list(filter(filter_record, records)) + cls.set_next_segments(records=filtered_data) + + # 为文档 + @classmethod + def set_next_segments(cls,records: list[dict]) : + # 判断文档是否为空 + document_ids = [] + doc_segment_ids = [] + for record in records: + document_id = record["segment"].document_id + doc_segment_id = record["segment"].id + doc_segment_ids.append(doc_segment_id) + document_ids.append(document_id) + + # 找到文档的所有的 + if len(document_ids) > 0: + document_segments = db.session.query(DocumentSegment).filter(DocumentSegment.document_id.in_(document_ids)).all() + document_segment_data = {} + for document_segment in document_segments: + key = document_segment.document_id + if key not in document_segment_data: + document_segment_data[key] = [] + document_segment_data[key].append(document_segment) + cls.merged_next_segment_content(records=records, document_segment_data=document_segment_data,doc_segment_ids=doc_segment_ids) + + @classmethod + def merged_next_segment_content(cls,records: list[dict],document_segment_data: dict,doc_segment_ids: list) : + # 按照分数倒叙排序 + sorted_records = sorted(records, key=lambda r: r["score"], reverse=True) + # 只处理最大分数的前三个，如果已存在，顺延处理下一片，直到满3个 + index = 3 + for record in sorted_records: + if index == 0: + break + document_id = record["segment"].document_id + doc_segment_id = record["segment"].id + content = record["segment"].content + document_segments = document_segment_data[document_id] + # 获取下一个分片 + next_segment = cls.get_next_segment(doc_segment_id=doc_segment_id,document_segments=document_segments) + if next_segment and next_segment.id not in doc_segment_ids: + merged_string, merged = cls.merged_text(content, next_segment.content) + doc_segment_ids.append(next_segment.id) + if merged: + record["segment"].content = merged_string + index -= 1 + + @classmethod + def merged_text(cls, text, target_text) -> (str,bool): + # 初始化最大重叠长度为0 + max_overlap_length = 0 # 初始化变量max_overlap_length用于存储最大重叠长度 + + # 检查A的结尾与B的开头是否有大于10个字符的重叠 + for overlap_length in range(1, min(len(text), len(target_text)) + 1): # 遍历可能的重叠长度从1到最小字符串长度 + if text[-overlap_length:] == target_text[:overlap_length]: # 检查A的后缀和B的前缀是否相同 + max_overlap_length = overlap_length # 更新最大重叠长度 + merged_string = text + merged = False + # 如果有大于10个字符的重叠，则合并字符串 + if max_overlap_length > 10: # 判断最大重叠长度是否大于10 + merged_string = text + target_text[max_overlap_length:] # 合并字符串，去掉重复部分 + merged = True + return merged_string,merged + + @classmethod + def get_next_segment(cls,doc_segment_id, document_segments: list[DocumentSegment]) -> DocumentSegment: + # import pdb; pdb.set_trace() + next_segment = None + if document_segments is not None and len(document_segments) > 0: + this_positions = -1 + for index, document_segment in enumerate(document_segments): + if document_segment.id == doc_segment_id: + this_positions = document_segment.position + for document_segment in document_segments: + if document_segment.position == this_positions + 1: + next_segment = document_segment + break + return next_segment \ No newline at end of file diff --git a/api/core/rag/entities/metadata_entities.py b/api/core/rag/entities/metadata_entities.py index 6ef932ad22..58c14e9c3b 100644 --- a/api/core/rag/entities/metadata_entities.py +++ b/api/core/rag/entities/metadata_entities.py @@ -23,6 +23,10 @@ SupportedComparisonOperator = Literal[ # for time "before", "after", + # 扩展 + "in", + "not in", + ] diff --git a/api/core/rag/extractor/pdf_extractor.py b/api/core/rag/extractor/pdf_extractor.py index 04033dec3f..0a831c7a8b 100644 --- a/api/core/rag/extractor/pdf_extractor.py +++ b/api/core/rag/extractor/pdf_extractor.py @@ -7,7 +7,7 @@ from core.rag.extractor.blob.blob import Blob from core.rag.extractor.extractor_base import BaseExtractor from core.rag.models.document import Document from extensions.ext_storage import storage - +from services.ext.read_file_service import ReadPdfService class PdfExtractor(BaseExtractor): """Load pdf files. @@ -48,7 +48,8 @@ class PdfExtractor(BaseExtractor): ) -> Iterator[Document]: """Lazy load given path as pages.""" blob = Blob.from_path(self._file_path) - yield from self.parse(blob) + yield from self.parse_ext(blob) + # yield from self.parse(blob) def parse(self, blob: Blob) -> Iterator[Document]: """Lazily parse the blob.""" @@ -57,12 +58,23 @@ class PdfExtractor(BaseExtractor): with blob.as_bytes_io() as file_path: pdf_reader = pypdfium2.PdfDocument(file_path, autoclose=True) try: + content_arr = [] for page_number, page in enumerate(pdf_reader): text_page = page.get_textpage() content = text_page.get_text_range() + # print(content) + content_arr.append(content) text_page.close() page.close() - metadata = {"source": blob.source, "page": page_number} - yield Document(page_content=content, metadata=metadata) + + contents = " ".join([p for p in content_arr]) + metadata = {"source": blob.source, "page": 1} + yield Document(page_content=contents, metadata=metadata) finally: pdf_reader.close() + + def parse_ext(self, blob: Blob) -> Iterator[Document]: + read_pdf_service = ReadPdfService() + contents = read_pdf_service.load_content(self._file_path) + metadata = {"source": blob.source, "page": 1} + yield Document(page_content=contents, metadata=metadata) \ No newline at end of file diff --git a/api/core/rag/index_processor/index_processor_base.py b/api/core/rag/index_processor/index_processor_base.py index 2bcd1c79bb..1105dc9eef 100644 --- a/api/core/rag/index_processor/index_processor_base.py +++ b/api/core/rag/index_processor/index_processor_base.py @@ -13,7 +13,15 @@ from core.rag.splitter.fixed_text_splitter import ( ) from core.rag.splitter.text_splitter import TextSplitter from models.dataset import Dataset, DatasetProcessRule - +from core.rag.splitter.text_splitter import ( + TS, + Collection, + Literal, + RecursiveCharacterTextSplitter, + Set, + TokenTextSplitter, + Union, +) class BaseIndexProcessor(ABC): """Interface for extract files.""" @@ -69,7 +77,8 @@ class BaseIndexProcessor(ABC): chunk_size=max_tokens, chunk_overlap=chunk_overlap, fixed_separator=separator, - separators=["\n\n", "。", ". ", " ", ""], + # separators=["\n\n","\n", "。", ". ", " ", "#"], + separators=["\n\n", "\n", "。", "？", "！", "）", "：", ". ", "?", "，", "!", ")", ":", ",", "#", "”", " "], embedding_model_instance=embedding_model_instance, ) else: @@ -77,7 +86,8 @@ class BaseIndexProcessor(ABC): character_splitter = EnhanceRecursiveCharacterTextSplitter.from_encoder( chunk_size=DatasetProcessRule.AUTOMATIC_RULES["segmentation"]["max_tokens"], chunk_overlap=DatasetProcessRule.AUTOMATIC_RULES["segmentation"]["chunk_overlap"], - separators=["\n\n", "。", ". ", " ", ""], + # separators=["\n\n", "\n", "。", ". ", " ", ""], + separators=["\n\n", "\n", "。", "？", "！", "）", "：", ". ", "?", "，", "!", ")", ":", ",", "#", "”", " "], embedding_model_instance=embedding_model_instance, ) diff --git a/api/core/rag/splitter/fixed_text_splitter.py b/api/core/rag/splitter/fixed_text_splitter.py index 0fb1bcb2e0..0db77309de 100644 --- a/api/core/rag/splitter/fixed_text_splitter.py +++ b/api/core/rag/splitter/fixed_text_splitter.py @@ -74,6 +74,9 @@ class FixedRecursiveCharacterTextSplitter(EnhanceRecursiveCharacterTextSplitter) chunks_lengths = self._length_function(chunks) for chunk, chunk_length in zip(chunks, chunks_lengths): if chunk_length > self._chunk_size: + if self._keep_separator : + final_chunks.extend(self.recursive_split_text_keep_separator_(chunk)) # 调用递归分割方法进一步拆分。 + continue final_chunks.extend(self.recursive_split_text(chunk)) else: final_chunks.append(chunk) @@ -153,3 +156,112 @@ class FixedRecursiveCharacterTextSplitter(EnhanceRecursiveCharacterTextSplitter) final_chunks.append(current_part) return final_chunks + + + + def recursive_split_text_keep_separator_(self, text: str) -> list[str]: # 定义递归分割方法。 + """Split incoming text and return chunks.""" # 文档字符串，说明该方法的作用是递归地分割文本并返回块。 + + final_chunks = [] # 初始化最终的块列表。 + current_part_list = [] + self.append_next_split_text(current_part_list=current_part_list, + current_length_list=[], + text=text, + final_chunks = final_chunks, + separators = self._separators) + + if len(current_part_list): # 如果还有剩余的当前块。 + final_chunks.append("".join(current_part_list)) # 将其加入最终块列表。 + + return final_chunks # 返回最终的块列表。 + + @classmethod + def get_splits_(self,text:str, separators:list[str]) -> (list[str],list[str]): # 定义递归分割方法。 + """Split incoming text and return chunks.""" # 文档字符串，说明该方法的作用是递归地分割文本并返回块。 + if len(separators) > 0: + separator = separators[-1] # 默认使用备用分隔符列表中的最后一个分隔符。 + new_separators = [] # 初始化新的分隔符列表。 + for i, _s in enumerate(separators): # 遍历备用分隔符列表。 + if _s in text: # 如果当前分隔符存在于文本中。 + separator = _s # 设置分隔符为当前分隔符。 + new_separators = separators[i + 1 :] # 更新新的分隔符列表。 + break # 结束循环。 + # Now that we have the separator, split the text # 已经确定了分隔符，开始分割文本。 + if separator: # 如果分隔符不为空。 + splits = text.split(separator) # 按指定分隔符分割文本。 + else: # 如果分隔符为空字符串。 + splits = list(text) # 将文本按字符分割成列表。 + # splits = [s for s in splits if (s not in {""})] # 过滤掉空字符串和换行符。 + return splits,new_separators + else: + return [text],[] + + def append_next_split_text(self, + current_part_list:list[str], + current_length_list:list[int], + text: str, + final_chunks: list[str], + separators : list[str]): # 定义递归分割方法。 + if text: + # 需要判断是否可以再拼接 + splits, new_separators_ = self.get_splits_(text, separators) + s_lens = self._length_function(splits) # 计算每个分割部分的长度。 + for s, s_len in zip(splits, s_lens): # 遍历每个分割部分及其长度。 + + current_length = sum(current_length_list) + if "制定综合主进度" in s: + # import pdb; pdb.post_mortem() + print(s) + + if current_length + s_len <= self._chunk_size: # 如果当前块可以容纳更多内容。 + current_part_list.append(s) # 将当前部分加入当前块。 + current_length_list.append(s_len) + else: + if len(new_separators_) == 0: + # 将片段加入到列表中 + final_chunks.append("".join(current_part_list)) + # 计算出重叠部分的内容 + overlap_part_length_,overlap_part_ = self.get_overlap_part(current_part_list,current_length_list) + # 将重叠部分作为下一个片段的开头 + current_part_list.clear() + current_part_list.append(overlap_part_) + current_length_list.clear() + current_length_list.append(overlap_part_length_) + + if overlap_part_length_ + s_len <= self._chunk_size: # 如果当前块可以容纳更多内容。 + current_part_list.append(s) # 将当前部分加入当前块。 + current_length_list.append(s_len) + continue + # 递归计算 + self.append_next_split_text(current_part_list=current_part_list, + current_length_list=current_length_list, + text=s, + final_chunks=final_chunks, + separators=new_separators_) + + def get_overlap_part(self,current_part_list:list[str], + current_length_list:list[int]) -> (int,str): # 定义递归分割方法。 + # 一下计算出 + overlap_part_length_ = 0 + overlap_part_list = [] + current_length_list_reversed = list(reversed(current_length_list)) + current_part_list_reversed = list(reversed(current_part_list)) + for index, s_len_ in enumerate(current_length_list_reversed): + if overlap_part_length_ + s_len_ > self._chunk_overlap: + if overlap_part_length_ < self._chunk_overlap: + text = current_part_list_reversed[index] + texts = list(text) + text_lens = self._length_function(texts) + texts_reversed = list(reversed(texts)) + text_lens_reversed = list(reversed(text_lens)) + for s_, len_ in zip(texts_reversed,text_lens_reversed): + if overlap_part_length_ + len_ > self._chunk_overlap: + break + overlap_part_length_ += len_ + overlap_part_list[0:0] = s_ + # overlap_part_list.append(s_) + break + overlap_part_length_ += s_len_ + overlap_part_list[0:0] = current_part_list_reversed[index] + # overlap_part_list.append(current_part_list_reversed[index]) + return overlap_part_length_, "".join(overlap_part_list) diff --git a/api/core/rag/splitter/fixed_text_splitter_ext.py b/api/core/rag/splitter/fixed_text_splitter_ext.py new file mode 100644 index 0000000000..57774d1de0 --- /dev/null +++ b/api/core/rag/splitter/fixed_text_splitter_ext.py @@ -0,0 +1,258 @@ +"""Functionality for splitting text.""" + +from __future__ import annotations + +from typing import Any, Optional + +from core.model_manager import ModelInstance +from core.model_runtime.model_providers.__base.tokenizers.gpt2_tokenzier import GPT2Tokenizer +from core.rag.splitter.text_splitter import ( + TS, + Collection, + Literal, + RecursiveCharacterTextSplitter, + Set, + TokenTextSplitter, + Union, +) + + +class EnhanceRecursiveCharacterTextSplitter(RecursiveCharacterTextSplitter): + """ + This class is used to implement from_gpt2_encoder, to prevent using of tiktoken + """ # 文档字符串，说明该类的作用是实现基于 GPT-2 的编码器，避免使用 tiktoken。 + + @classmethod + def from_encoder( + cls: type[TS], + allowed_special: Union[Literal["all"], Set[str]] = set(), # 允许的特殊字符集合，默认为空集。 + disallowed_special: Union[Literal["all"], Collection[str]] = "all", # 禁止的特殊字符集合，默认为 "all"。 + **kwargs: Any, # 其他关键字参数。 + ): + def _token_encoder(texts: list[str]) -> list[int]: # 定义一个内部函数，用于计算文本的 token 数量。 + if not texts: # 如果输入的文本列表为空，则返回空列表。 + return [] + # 否则，使用默认的 GPT-2 tokenizer 计算 token 数量。 + return [GPT2Tokenizer.get_num_tokens(text) for text in texts] + + if issubclass(cls, TokenTextSplitter): # 如果当前类是 TokenTextSplitter 的子类。 + extra_kwargs = { # 构造额外的关键字参数。 + "model_name": "gpt2", # 模型名称。 + "allowed_special": allowed_special, # 允许的特殊字符。 + "disallowed_special": disallowed_special, # 禁止的特殊字符。 + } + kwargs = {**kwargs, **extra_kwargs} # 将额外参数合并到 kwargs 中。 + + return cls(length_function=_token_encoder, **kwargs) # 返回当前类的实例，并传入长度计算函数和其他参数。 + + +class FixedRecursiveCharacterTextSplitter(EnhanceRecursiveCharacterTextSplitter): + def __init__(self, fixed_separator: str = "\n\n", separators: Optional[list[str]] = None, **kwargs: Any): + """Create a new TextSplitter.""" # 文档字符串，说明构造函数的作用是创建一个新的文本分割器。 + super().__init__(**kwargs) # 调用父类的构造函数，初始化基类的属性。 + self._fixed_separator = fixed_separator # 固定分隔符，默认为 "\n\n"。 + self._separators = separators or ["\n\n", "\n", " ", ""] # 备用分隔符列表，默认为 ["\n\n", "\n", " ", ""]。 + + def split_text(self, text: str) -> list[str]: # 定义主方法，用于分割文本。 + """Split incoming text and return chunks.""" # 文档字符串，说明该方法的作用是分割输入文本并返回块。 + if self._fixed_separator: # 如果设置了固定分隔符。 + chunks = text.split(self._fixed_separator) # 使用固定分隔符将文本分割成初步的块。 + else: # 如果未设置固定分隔符。 + chunks = [text] # 将整个文本作为一个块。 + + final_chunks = [] # 初始化最终的块列表。 + chunks_lengths = self._length_function(chunks) # 计算每个块的长度。 + for chunk, chunk_length in zip(chunks, chunks_lengths): # 遍历每个块及其长度。 + if chunk_length > self._chunk_size: # 如果块的长度超过限制。 + if self._keep_separator : + final_chunks.extend(self.recursive_split_text_keep_separator_(chunk)) # 调用递归分割方法进一步拆分。 + continue + final_chunks.extend(self.recursive_split_text_(chunk)) # 调用递归分割方法进一步拆分。 + else: # 如果块的长度未超过限制。 + final_chunks.append(chunk) # 直接保留该块。 + + return final_chunks # 返回最终的块列表。 + + def recursive_split_text_(self, text: str) -> list[str]: # 定义递归分割方法。 + """Split incoming text and return chunks.""" # 文档字符串，说明该方法的作用是递归地分割文本并返回块。 + + final_chunks = [] # 初始化最终的块列表。 + separator = self._separators[-1] # 默认使用备用分隔符列表中的最后一个分隔符。 + new_separators = [] # 初始化新的分隔符列表。 + + for i, _s in enumerate(self._separators): # 遍历备用分隔符列表。 + if _s == "": # 如果遇到空字符串分隔符。 + separator = _s # 设置分隔符为空字符串。 + break # 结束循环。 + if _s in text: # 如果当前分隔符存在于文本中。 + separator = _s # 设置分隔符为当前分隔符。 + new_separators = self._separators[i + 1 :] # 更新新的分隔符列表。 + break # 结束循环。 + + # Now that we have the separator, split the text # 已经确定了分隔符，开始分割文本。 + if separator: # 如果分隔符不为空。 + if separator == " ": # 如果分隔符是空格。 + splits = text.split() # 按空格分割文本。 + else: # 如果分隔符不是空格。 + splits = text.split(separator) # 按指定分隔符分割文本。 + else: # 如果分隔符为空字符串。 + splits = list(text) # 将文本按字符分割成列表。 + splits = [s for s in splits if (s not in {""})] # 过滤掉空字符串和换行符。 + + _good_splits = [] # 初始化符合长度要求的块列表。 + _good_splits_lengths = [] # 缓存这些块的长度。 + self._keep_separator = False + _separator = "" if self._keep_separator else separator # 根据是否保留分隔符决定连接符。 + s_lens = self._length_function(splits) # 计算每个分割部分的长度。 + if _separator != "": # 如果连接符不为空。 + for s, s_len in zip(splits, s_lens): # 遍历每个分割部分及其长度。 + print("-----",s,s_len,self._chunk_size) + if s_len < self._chunk_size: # 如果长度小于限制。 + _good_splits.append(s) # 将其加入符合要求的块列表。 + _good_splits_lengths.append(s_len) # 缓存其长度。 + else: # 如果长度超出限制。 + if _good_splits: # 如果有符合要求的块。 + merged_text = self._merge_splits(_good_splits, _separator, _good_splits_lengths) # 合并这些块。 + final_chunks.extend(merged_text) # 将合并后的块加入最终块列表。 + _good_splits = [] # 清空符合要求的块列表。 + _good_splits_lengths = [] # 清空长度缓存。 + if not new_separators: # 如果没有新的分隔符。 + final_chunks.append(s) # 直接保留当前部分。 + else: # 如果有新的分隔符。 + other_info = self._split_text(s, new_separators) # 递归调用分割方法。 + final_chunks.extend(other_info) # 将结果加入最终块列表。 + + if _good_splits: # 如果还有剩余的符合要求的块。 + merged_text = self._merge_splits(_good_splits, _separator, _good_splits_lengths) # 合并这些块。 + final_chunks.extend(merged_text) # 将合并后的块加入最终块列表。 + else: # 如果连接符为空。 + current_part = "" # 初始化当前块。 + current_length = 0 # 初始化当前块的长度。 + overlap_part = "" # 初始化重叠部分。 + overlap_part_length = 0 # 初始化重叠部分的长度。 + for s, s_len in zip(splits, s_lens): # 遍历每个分割部分及其长度。 + if current_length + s_len <= self._chunk_size - self._chunk_overlap: # 如果当前块可以容纳更多内容。 + current_part += s # 将当前部分加入当前块。 + current_length += s_len # 更新当前块的长度。 + elif current_length + s_len <= self._chunk_size: # 如果当前块接近长度限制。 + current_part += s # 将当前部分加入当前块。 + current_length += s_len # 更新当前块的长度。 + overlap_part += s # 将当前部分加入重叠部分。 + overlap_part_length += s_len # 更新重叠部分的长度。 + else: # 如果当前块已满。 + final_chunks.append(current_part) # 将当前块加入最终块列表。 + current_part = overlap_part + s # 构造新的当前块。 + current_length = s_len + overlap_part_length # 更新当前块的长度。 + overlap_part = "" # 清空重叠部分。 + overlap_part_length = 0 # 清空重叠部分的长度。 + if current_part: # 如果还有剩余的当前块。 + final_chunks.append(current_part) # 将其加入最终块列表。 + + return final_chunks # 返回最终的块列表。 + + def recursive_split_text_keep_separator_(self, text: str) -> list[str]: # 定义递归分割方法。 + """Split incoming text and return chunks.""" # 文档字符串，说明该方法的作用是递归地分割文本并返回块。 + + final_chunks = [] # 初始化最终的块列表。 + current_part_list = [] + self.append_next_split_text(current_part_list=current_part_list, + current_length_list=[], + text=text, + final_chunks = final_chunks, + separators = self._separators) + + if len(current_part_list): # 如果还有剩余的当前块。 + final_chunks.append("".join(current_part_list)) # 将其加入最终块列表。 + + return final_chunks # 返回最终的块列表。 + + @classmethod + def get_splits_(self,text:str, separators:list[str]) -> (list[str],list[str]): # 定义递归分割方法。 + """Split incoming text and return chunks.""" # 文档字符串，说明该方法的作用是递归地分割文本并返回块。 + if len(separators) > 0: + separator = separators[-1] # 默认使用备用分隔符列表中的最后一个分隔符。 + new_separators = [] # 初始化新的分隔符列表。 + for i, _s in enumerate(separators): # 遍历备用分隔符列表。 + if _s in text: # 如果当前分隔符存在于文本中。 + separator = _s # 设置分隔符为当前分隔符。 + new_separators = separators[i + 1 :] # 更新新的分隔符列表。 + break # 结束循环。 + # Now that we have the separator, split the text # 已经确定了分隔符，开始分割文本。 + if separator: # 如果分隔符不为空。 + splits = text.split(separator) # 按指定分隔符分割文本。 + else: # 如果分隔符为空字符串。 + splits = list(text) # 将文本按字符分割成列表。 + # splits = [s for s in splits if (s not in {""})] # 过滤掉空字符串和换行符。 + return splits,new_separators + else: + return [text],[] + + def append_next_split_text(self, + current_part_list:list[str], + current_length_list:list[int], + text: str, + final_chunks: list[str], + separators : list[str]): # 定义递归分割方法。 + if text: + # 需要判断是否可以再拼接 + splits, new_separators_ = self.get_splits_(text, separators) + s_lens = self._length_function(splits) # 计算每个分割部分的长度。 + for s, s_len in zip(splits, s_lens): # 遍历每个分割部分及其长度。 + + current_length = sum(current_length_list) + if "制定综合主进度" in s: + print(s) + + if current_length + s_len <= self._chunk_size: # 如果当前块可以容纳更多内容。 + current_part_list.append(s) # 将当前部分加入当前块。 + current_length_list.append(s_len) + else: + if len(new_separators_) == 0: + # 将片段加入到列表中 + final_chunks.append("".join(current_part_list)) + # 计算出重叠部分的内容 + overlap_part_length_,overlap_part_ = self.get_overlap_part(current_part_list,current_length_list) + # 将重叠部分作为下一个片段的开头 + current_part_list.clear() + current_part_list.append(overlap_part_) + current_length_list.clear() + current_length_list.append(overlap_part_length_) + + if overlap_part_length_ + s_len <= self._chunk_size: # 如果当前块可以容纳更多内容。 + current_part_list.append(s) # 将当前部分加入当前块。 + current_length_list.append(s_len) + continue + # 递归计算 + self.append_next_split_text(current_part_list=current_part_list, + current_length_list=current_length_list, + text=s, + final_chunks=final_chunks, + separators=new_separators_) + + def get_overlap_part(self, + current_part_list:list[str], + current_length_list:list[int]) -> (int,str): # 定义递归分割方法。 + # 一下计算出 + overlap_part_length_ = 0 + overlap_part_list = [] + current_length_list_reversed = list(reversed(current_length_list)) + current_part_list_reversed = list(reversed(current_part_list)) + for index, s_len_ in enumerate(current_length_list_reversed): + if overlap_part_length_ + s_len_ > self._chunk_overlap: + if overlap_part_length_ < self._chunk_overlap: + text = current_part_list_reversed[index] + texts = list(text) + text_lens = self._length_function(texts) + texts_reversed = list(reversed(texts)) + text_lens_reversed = list(reversed(text_lens)) + for s_, len_ in zip(texts_reversed,text_lens_reversed): + if overlap_part_length_ + len_ > self._chunk_overlap: + break + overlap_part_length_ += len_ + overlap_part_list[0:0] = s_ + # overlap_part_list.append(s_) + break + overlap_part_length_ += s_len_ + overlap_part_list[0:0] = current_part_list_reversed[index] + # overlap_part_list.append(current_part_list_reversed[index]) + return overlap_part_length_, "".join(overlap_part_list) \ No newline at end of file diff --git a/api/core/rag/splitter/index_processor_base_ext.py b/api/core/rag/splitter/index_processor_base_ext.py new file mode 100644 index 0000000000..6b43ad3223 --- /dev/null +++ b/api/core/rag/splitter/index_processor_base_ext.py @@ -0,0 +1,307 @@ +"""Abstract interface for document loader implementations.""" + +from core.rag.splitter.fixed_text_splitter_ext import ( + EnhanceRecursiveCharacterTextSplitter, + FixedRecursiveCharacterTextSplitter, +) +from services.ext.read_file_service import ReadPdfService +class BaseIndexExtProcessor: + def _get_splitter( + self, + ): + text = """作战系统 +5. 综合主进度 +综合主计划与综合主进度编制与使用指南 +30 +由于可以将实际进度与计划进度进行比较，因此综合主进度是提供指标衡量以及评估剩 +余工作范围和时间的关键。 +5.3 制定综合主进度 +5.3.1 审查综合主计划 +制定综合主进度的第一步是审查综合主计划的事件、成就和标准，以及综合主计划中的 +政府和承包商业务流程。综合主进度将以综合主计划的结构为基础，进一步列出任务和 +详细工作包。 +工作包指的是一组相关的任务或活动，将它们作为一个整体进行管理。与规划包不同的 +是，工作包中包括挣值管理的任务，即描述如何计算计划工作预算费用（也称为挣值）。 +综合主进度中使用的事件、成就和标准的描述性标签应与综合主计划中使用的标签相同。 +每个事件、成就和标准都应标注简短的描述性标题，并进行编号或编码，以便与综合主 +计划联系起来。如此一来，综合主进度的任务便可直接追溯到综合主计划。 +综合主进度列出了实现每项综合主计划标准、成就和事件的计划日期，以及实现这些标 +准、成就和事件所需执行的详细任务的预估时长。因此，只有在制定了综合主进度后， +项目组才能确定完成综合主计划时间的预期日期。 +综合主进度本身通常不具有合同约束力，因为随着项目的进行，日期可能会发生变化， +而且实际进度可能与计划估算不符。此外，详细任务可能会因各种原因发生变化，但这 +并不会影响标准的有效性或达成。综合主进度是一份动态文件，需要随着项目的进展而 +不断变更完善。因此，利益相关者和进度计划团队应定期会面，更新进度计划并确定其 +状态。综合主进度中确定资源可用性的日期并非正式日期，而是针对任务完成的实际预 +期。为确保综合主进度由事件驱动，而不是由进度驱动，项目应坚持在执行事件前完成 +事件的所有进入标准。 +顺序可能因情况而异，但基于综合主计划制定 综合主进度的常用步骤如下（图5-3）： +1. 确定项目目标：项目目标直接来源于工作说明书或合同工作说明书。工作说明书 +明确定义了项目范围，包括目标和交付成果。此外，确定项目目标还有助于确定 +项目范围、要求和时间线。 +2. 创建或采用工作分解结构：工作分解结构按层次将项目活动分解为更小、更易于 +管理的组成部分。 +3. 制定综合主计划：综合主计划是对整个项目的高层次概述， +包括目的、目标和主要里程碑。虽然综合主计划以工作分 +解结构为依据，但它通常与工作分解结构同时制定。 +4. 定义组织分解结构：组织分解结构是一个层次模型或图表， +用于表示组织结构，确定不同部门、团队和个人之间的关 +系。它直观地展示了组织结构及其内部的汇报关系。组织 +分解结构通常用于为特定的个人、团队或部门分配职能， +在特定的控制账户内执行特定的项目任务或活动。它还用 +于确定详细工作（主要是确定任务，可将控制账户分解为 +工作，将规划包分解为任务）。 +5. 制定综合主进度： +o 定义任务（时长和逻辑） +o 确定资源可用性 +o 确定里程碑：通过确定里程碑，可以将综合主进度与 +综合主计划和工作分解结构联系起来。 +6. 构建综合主进度网络图（逻辑纽带）： +o 验证综合主进度 +o 调整网络图 +o 设置综合主进度基 +线 +7. 确定关键路径 +图5-3：综合主进度制定流程 +8. 制定状态监测和报告计划 +确定关键路径 +提供报告和 +分析 +设置 +IMS +基线 +调整网 +络图& +获得同 +意 +监测IMS状态 +/控制基线变 +更 +确定里 +程碑 +构建IMS +网络 +验证 +IMS +确定资 +源可用 +性 +定义任 +务（时 +长和逻 +辑） +记录工作责任方 +（OBS） +制定 +IMP +创建 +WBS +确定项目目 +标(SOW) +5. 综合主进度 +综合主计划与综合主进度编制与使用指南 +32 +o 综合主进度状态/控制基线变化：综合主进度状态是指项目目前相对于计划进度 +的进展情况。综合主进度状态可以有多种，例如： + 正按计划进行：项目按照计划进度推进，任务按时完成且未超出预算。 + 进度落后：项目进展与计划不符，任务完成时间晚于预期。这可能是由于 +延误、资源限制或意外问题等因素造成的。 + 进度提前：项目进度快于预期，任务提前完成。这可能是由于项目计划的 +效率或意想不到的机会等因素造成的。 + 面临风险：项目面临进度落后或超出预算的风险。 +o 提供报告和分析：报告和分析通常侧重于跟踪项目进度，并确定可能影响项目 +时间线或预算的潜在延误或问题。 +5.3.2 编制综合主进度文件 +通常情况下，除综合主进度外，每个投标方还会创建并提交一份综合主进度文件，其中 +包括对其制定进度的方法进行解释，对如何使用电子文档进行说明，以及确定所定义的 +字段。该文件是为了方便评估，并允许投标方提供有关综合主进度的补充信息。下文为 +综合主进度文件的推荐编排格式。这一格式可根据需要进行调整，以满足各个项目的需 +求。 +第1节：引言部分，内容包括： + 简要概述综合主进度。 + 介绍编制综合主进度的假定和基本准则（如采用的日历、节假日限制等）。 + 介绍综合主进度的独特功能，如： +o 编号体系说明 +o 包含其他数据字段（标识相关文本或其他字段） +o 说明应如何管理综合主进度及其更改。 +第2节：为长时任务、非“尽快完成(ASAP)”的任务约束条件，或提前或滞后时间过长等进 +度情况提供依据。应避免提前，但如果在进度中采用了提前，则需要加以解释。 +第3节：对投标方在甘特图或表格形式进度表中所用方法的关键要素以及项目关键路径进 +行说明。关键路径在报告格式中应易于区分。本节也适合用于论述投标方开展的任何进 +度风险评估（SRA）。 +5. 综合主进度 +综合主计划与综合主进度编制与使用指南 +33 +第4节：招标书要求或投标方确定的综合主进度术语和缩略语词汇表。 +第5节：简明进度表（甘特图格式：通常为一页，但复杂项目可能不止一页；表格格式）。 +5.3.3 定义项目管理工具设置和属性 +项目管理工具（即进度计划软件工具）是否十分有用取决于所跟踪的信息以及输入的数 +据是否准确。 +在将“事件”、“成就”、“标准”和“任务”输入进度计划软件工具之前，用户应首先熟悉其所 +在单位使用的软件。如果所在单位没有标准的软件排程模板，排程人员就必须建立一个 +模板。建立模板包括设置自动编号体系；确定哪些字段是必填字段（日期、时长、成本 +等）；创建带有节假日和其他与项目管理团队相关的独特日期的自定义日历，例如定期 +举行的集成产品团队会议；为当前更新周期确定状态日期；以及确认任务已设置为“自动 +计划”。 +自动编号：自动编号可防止重复编号，并提供从特定里程碑到完成该里程碑所需的工作 +包和规划包的逻辑流程。综合主进度编号体系如图5-4所示。各单位可根据自身组织需求 +和项目管理工具开发自己的编号体系。 +图5-4：综合主进度编号体系 +1.1.3.3 (依据WBS编号体系) +任务 +标准 +成就 +事件 +5. 综合主进度 +综合主计划与综合主进度编制与使用指南 +34 +各项任务通过属性进一步细化。这些属性为每个任务提供了更多细节。一些常见的属性 +包括： + 开始：任务和项目计划开始日期。 + 时长：完成一项任务的总时间。 + 完成：任务和项目计划完成日期。 + 开始：任务和项目计划开始日期。 + 实际完成：任务和项目实际完成日期。 + 资源：完成任务所需的人员、设备和材料。 + 前置任务：必须在另一项任务开始之前完成的任务。 + 后继任务：必须在另一项任务结束之后完成的任务。 + 关键：关键路径任务。关键路径任务必须按时完成，以确保项目按进度进行。关 +键路径可根据综合主进度的更新而变更。 + 其他属性：包括工作完成百分比、费用、实际开始时间、实际完成时间、分配任 +务、预算相关属性、成本、成本差异等。 + 项目开始日期：团队应通过输入项目开始日期来启动综合主进度。在团队输入任 +务、任务开始日期、时长以及前置任务和后继任务关系时，输入此项内容应使项 +目管理软件工具能够自动生成其余的开始和完成日期。 + 初始栏目设置：综合主进度的制定分为几个阶段。第一阶段包括输入综合主计划 +信息和与 综合主计划标准相关的综合主进度任务。启动综合主进度最初需要的栏 +目包括工作分解结构、任务名称、时长、开始时间、完成时间、前置任务和后继 +任务、任务名称、时长、开始时间、完成时间、前置任务和后继任务（图5-5）。 +图5-5：初始栏目设置 +5.3.4 开发任务 +各集成产品团队应通过确定哪些任务是支持综合主计划所必需的，从而制定自己的综合 +主进度。集成产品团队应提供每项任务的任务名称（包括使动动词）、时长以及与其他 +任务的关系（前置任务和后继任务）。这样就可以确定项目的关键路径。进度风险评估 +可能需要提供最短和最长用时的信息。集成产品团队还应利用工作分解结构字典（其中 +列出并定义了工作分解结构要素），与综合主进度划与综合主进度联络人确认每项任务 +的相关工作分解结构要素。 +集成 +产品 +团队 +资源 +前置任务 后继任务 名称 +完 +成 +开 +任务名称 时长 始 +5. 综合主进度 +综合主计划与综合主进度编制与使用指南 +35 +建立综合主计划与综合主进度是一个反复的过程。如果集成产品团队在构建综合主进度 +时发现所需的任务在逻辑上不属于现有的综合主计划标准，则应建议将这些任务归入其 +他标准或成就。从事件到成就，再到标准，最后到任务，应该始终逻辑清晰。如果某项 +任务没有合理的工作分解结构归属，则应调整工作分解结构。工作分解结构可以帮助政 +府和承包商评估项目的进度和成熟度，并确保项目由事件驱动。 +在定义综合主进度的任务时，项目可能需要增加更多层级的契约或子任务，以获得集成 +产品团队所需的细节，并进一步定义工作包。对于综合主进度中更高层次的任务（用于 +说明主要分包商执行的任务）而言，尤其如此。当要求主承包商提供综合主进度时，该 +承包商综合主进度中的某项任务，可能在分包商的内部综合主进度中被进一步细分为子 +任务。根据关键程度，主承包商的综合主进度可能会将任务细分为子任务。细分为子任 +务是一种常见现象，而且与综合主计划与综合主进度的结构和理念相一致。在细分子任 +务时，编号体系只需进一步定义或扩展（如扩展为D01a02a或D01a02.1）。 +5.3.5 预估任务时长 +一旦计划中确定了综合主进度的任务，就需要预估这些任务的时长，并确定与任务相关 +的活动。这一步骤需要各种类型的信息，包括但不限于： + 历史数据：关于完成某些任务和活动所需时间的历史数据。 + 资源可用性：所需资源的可用性会对任务和活动的时长产生重大影响。 + 任务依赖性：相互依赖的任务和活动及其执行顺序会影响时长。 + 工作时间与非工作时间：关于工作时间的规定，如每天工作8小时还是10小时、每 +周工作5天还是7天等，会影响进度。 + 资源质量：人员经验是否丰富，设施和设备是否合格先进，这些与资源质量相关 +的因素对完成一项活动所需的时间有重要影响。 +5. 综合主进度 +综合主计划与综合主进度编制与使用指南 +36 + 风险因素：这指的是可能影响任务时长的潜在事件或条件。识别和评估潜在风险 +因素有助于制定应急计划，更准确地估算任务和活动所需的时长。 +任务时长估算技术用于预测完成特定进度任务和活动所需的时间。各种估算技术包括： +5.3.5.1 类比估算：这一技术也称为自上而下估算，包括将当前项目与过去的类似项目进 +行比较。分析人员将过去和当前项目的类似任务进行比较，包括制造技术、材料、流程、 +设备、设施、法规和数量等方面的差异。类比估算主要用于项目信息有限的情况。 +5.3.5.2 三点估算：这一技术也称为计划评估与审查技术(PERT)。顾名思义，它是为每项 +任务提供三种估算： + 乐观估算：这是一种最佳情况下的估算，假设一切均按计划进行。 + 悲观估算：这是一种最糟糕情况下的估算，假设一切都会出错。估算引入的问题 +包括供应商延误、人力短缺和其他可能导致进度问题的问题集。 + 最有可能的估算：这是一种根据正常情况和潜在挑战做出的最现实的估算，介于 +乐观和悲观估算之间。 +确定这些估算值后，计算加权平均值，可以得出最终估算值。三点进度估算技术考虑了 +每项任务或活动的不确定性和可变性。 +5.3.5.3 参数估算：这种方法使用统计数据，根据类似项目的历史数据估算任务的时长。 +参数化进度计划通常需要大量的数据和统计分析来开发精确的模型。这些模型可能受到 +项目规模、复杂性和团队生产率等因素的影响。这种方法还可能需要考虑市场趋势、技 +术进步和监管要求等外部因素。参数估算技术是一种强大的工具，但必须确保所使用历 +史数据的相关性和准确性。 +5.3.5.4 单点估算：单点估算是专业领域专家对任务时长可能是多少的看法。它的优点是 +简单、易于沟通，并有助于快速决策。缺点是可能不准确，没有误差余地，提供的洞察 +力有限。 +5. 综合主进度 +综合主计划与综合主进度编制与使用指南 +37 +关于如何估算进度时长，请参考组织政策和程序。 +5.3.6 审查任务时长问题 +长时任务：根据国防合同管理局的规定，任何超过44天的任务或活动均为长时任务。如 +果综合主进度中存在长时任务（与状态间隔时长不相等的活动），团队应审查这些任务， +以确定是否应进一步细分。如果不应进一步细分，政府或承包商需在综合主进度文件中 +说明理由（图5-6）。 +在项目执行过程中，项目活动可能需要进一步界定，并分解为时长较短的活动单元。长 +时任务的缺点包括可能会曲解关键路径，使进度难以衡量。在下述示例中，通用战车的 +作战评估还可以进一步细分为子任务（例如，进行每个阶段的测试，以及为每个阶段的 +测试运进或运出测试设备）。 +图5-6：长时任务示例 +提前期（应避免）：提前期（也称负滞后）指的是比前置任务开始或结束提前了一段时 +间。由于复杂性、风险增加和缺乏精确性，应避免这些依赖关系。提前期的示例如图5-7 +所示。在此示例中，分析数据并生成作战评估I测试报告的任务被安排在各自的前置任务 +之前启动。由于可以对早期测试活动的数据进行分析，并在测试事件完成时编写测试报 +告，因此这样的进度安排是可以实现的。更多信息请参阅有关提前期的组织政策。 +逻辑依据 +完 +成 +开 +始 +用于整理、分析和报告数据的典型时长。 +150天 +120天 +时长 +200天 +OA有四个连续的阶段：射击、水陆两栖、沙 +漠和寒冷气候。 +执行测试后的数据整理、分析和报告编写 +任务名称 +当前供应系统中不包括通常用于申购特殊维修 +用品的时间 +进行通用战车OA +采购OA维修区块的维修部件 +""" + """ + Get the NodeParser object according to the processing rule. + """ + character_splitter = FixedRecursiveCharacterTextSplitter.from_encoder( + chunk_size=500, + chunk_overlap=50, + fixed_separator="@@@@@", + separators=["\n\n", "\n", "。", "？", "！", "）", "：", ". ", "?", "，", "!", ")", ":", ",", "#", "”", " "], + ) + + pdf_text = ReadPdfService().load_content(pdf_file_path=r"D:\a.pdf") + + # print(pdf_text) + + document_nodes = character_splitter.split_text(pdf_text) + for document in document_nodes: + print("---------") + print(document) + + +if __name__ == "__main__": + indexExtProcessor = BaseIndexExtProcessor() + indexExtProcessor._get_splitter() \ No newline at end of file diff --git a/api/core/rag/splitter/text_splitter.py b/api/core/rag/splitter/text_splitter.py index b711e8434a..34b4056cf5 100644 --- a/api/core/rag/splitter/text_splitter.py +++ b/api/core/rag/splitter/text_splitter.py @@ -159,6 +159,50 @@ class TextSplitter(BaseDocumentTransformer, ABC): ) return cls(length_function=lambda x: [_huggingface_tokenizer_length(text) for text in x], **kwargs) + @classmethod + def from_tiktoken_encoder( + cls: type[TS], + encoding_name: str = "gpt2", + model_name: Optional[str] = None, + allowed_special: Union[Literal["all"], Set[str]] = set(), + disallowed_special: Union[Literal["all"], Collection[str]] = "all", + **kwargs: Any, + ) -> TS: + """Text splitter that uses tiktoken encoder to count length.""" + try: + import tiktoken + except ImportError: + raise ImportError( + "Could not import tiktoken python package. " + "This is needed in order to calculate max_tokens_for_prompt. " + "Please install it with `pip install tiktoken`." + ) + + if model_name is not None: + enc = tiktoken.encoding_for_model(model_name) + else: + enc = tiktoken.get_encoding(encoding_name) + + def _tiktoken_encoder(text: str) -> int: + return len( + enc.encode( + text, + allowed_special=allowed_special, + disallowed_special=disallowed_special, + ) + ) + + if issubclass(cls, TokenTextSplitter): + extra_kwargs = { + "encoding_name": encoding_name, + "model_name": model_name, + "allowed_special": allowed_special, + "disallowed_special": disallowed_special, + } + kwargs = {**kwargs, **extra_kwargs} + + return cls(length_function=lambda x: [_tiktoken_encoder(text) for text in x], **kwargs) + def transform_documents(self, documents: Sequence[Document], **kwargs: Any) -> Sequence[Document]: """Transform sequence of documents by splitting them.""" return self.split_documents(list(documents)) diff --git a/api/core/workflow/graph_engine/entities/next_graph_node.py b/api/core/workflow/graph_engine/entities/next_graph_node.py new file mode 100644 index 0000000000..6aa4341ddf --- /dev/null +++ b/api/core/workflow/graph_engine/entities/next_graph_node.py @@ -0,0 +1,13 @@ +from typing import Optional + +from pydantic import BaseModel + +from core.workflow.graph_engine.entities.graph import GraphParallel + + +class NextGraphNode(BaseModel): + node_id: str + """next node id""" + + parallel: Optional[GraphParallel] = None + """parallel""" diff --git a/api/core/workflow/nodes/enums.py b/api/core/workflow/nodes/enums.py index 73b43eeaf7..5e5a5a3332 100644 --- a/api/core/workflow/nodes/enums.py +++ b/api/core/workflow/nodes/enums.py @@ -25,6 +25,7 @@ class NodeType(StrEnum): DOCUMENT_EXTRACTOR = "document-extractor" LIST_OPERATOR = "list-operator" AGENT = "agent" + VANNA = "vanna" class ErrorStrategy(StrEnum): diff --git a/api/core/workflow/nodes/knowledge_retrieval/entities.py b/api/core/workflow/nodes/knowledge_retrieval/entities.py index d2e5a15545..a8ccc91419 100644 --- a/api/core/workflow/nodes/knowledge_retrieval/entities.py +++ b/api/core/workflow/nodes/knowledge_retrieval/entities.py @@ -95,6 +95,9 @@ SupportedComparisonOperator = Literal[ # for time "before", "after", + # 扩展 + "in", + "not in" ] diff --git a/api/core/workflow/nodes/knowledge_retrieval/knowledge_retrieval_node.py b/api/core/workflow/nodes/knowledge_retrieval/knowledge_retrieval_node.py index 5cf5848d54..fc31f8f170 100644 --- a/api/core/workflow/nodes/knowledge_retrieval/knowledge_retrieval_node.py +++ b/api/core/workflow/nodes/knowledge_retrieval/knowledge_retrieval_node.py @@ -6,7 +6,7 @@ from collections import defaultdict from collections.abc import Mapping, Sequence from typing import Any, Optional, cast -from sqlalchemy import Float, and_, func, or_, text +from sqlalchemy import Float, Integer, and_, func, or_, text from sqlalchemy import cast as sqlalchemy_cast from sqlalchemy.orm import Session @@ -370,7 +370,8 @@ class KnowledgeRetrievalNode(LLMNode): for sequence, condition in enumerate(node_data.metadata_filtering_conditions.conditions): # type: ignore metadata_name = condition.name expected_value = condition.value - if expected_value is not None and condition.comparison_operator not in ("empty", "not empty"): +# if expected_value is not None and condition.comparison_operator not in ("empty", "not empty"): + if expected_value is not None and condition.comparison_operator not in ("empty", "not empty", "in"): if isinstance(expected_value, str): expected_value = self.graph_runtime_state.variable_pool.convert_template( expected_value @@ -531,6 +532,14 @@ class KnowledgeRetrievalNode(LLMNode): filters.append(sqlalchemy_cast(Document.doc_metadata[metadata_name].astext, Float) <= value) case "≥" | ">=": filters.append(sqlalchemy_cast(Document.doc_metadata[metadata_name].astext, Float) >= value) + case "in": + if value is None or value == "": + filters.append(1 == 2) + else: + values = value.split(',') + filters.append( + (text("documents.doc_metadata ->> :key in :value")).params(key=metadata_name, value=tuple(values)) + ) case _: pass return filters diff --git a/api/core/workflow/nodes/node_mapping.py b/api/core/workflow/nodes/node_mapping.py index 1f1be59542..fc9c060f87 100644 --- a/api/core/workflow/nodes/node_mapping.py +++ b/api/core/workflow/nodes/node_mapping.py @@ -1,5 +1,6 @@ from collections.abc import Mapping +from core.workflow.nodes.vanna.vanna_node import VannaNode from core.workflow.nodes.agent.agent_node import AgentNode from core.workflow.nodes.answer import AnswerNode from core.workflow.nodes.base import BaseNode @@ -119,4 +120,8 @@ NODE_TYPE_CLASSES_MAPPING: Mapping[NodeType, Mapping[str, type[BaseNode]]] = { LATEST_VERSION: AgentNode, "1": AgentNode, }, + NodeType.VANNA: { + LATEST_VERSION: VannaNode, + "1": VannaNode, + }, } diff --git a/api/core/workflow/nodes/vanna/__init__.py b/api/core/workflow/nodes/vanna/__init__.py new file mode 100644 index 0000000000..7e8d4fd46c --- /dev/null +++ b/api/core/workflow/nodes/vanna/__init__.py @@ -0,0 +1,3 @@ +from .vanna_node import VannaNode + +__all__ = ["VannaNode"] diff --git a/api/core/workflow/nodes/vanna/entities.py b/api/core/workflow/nodes/vanna/entities.py new file mode 100644 index 0000000000..097f6025bf --- /dev/null +++ b/api/core/workflow/nodes/vanna/entities.py @@ -0,0 +1,26 @@ +from typing import Any, Literal, Optional + +from pydantic import BaseModel, Field, field_validator + +from core.prompt.entities.advanced_prompt_entities import MemoryConfig +from core.workflow.nodes.base import BaseNodeData +from core.workflow.nodes.llm import ModelConfig, VisionConfig +from core.model_runtime.entities import ImagePromptMessageContent, LLMMode + +class VannaConfig(BaseModel): + """ + Vanna Config. + """ + + provider: str + name: str + mode: LLMMode + + +class VannaNodeData(BaseNodeData): + + model: ModelConfig + query: list[str] + instruction: Optional[str] = None + vision: VisionConfig = Field(default_factory=VisionConfig) + diff --git a/api/core/workflow/nodes/vanna/exc.py b/api/core/workflow/nodes/vanna/exc.py new file mode 100644 index 0000000000..84071c38b7 --- /dev/null +++ b/api/core/workflow/nodes/vanna/exc.py @@ -0,0 +1,50 @@ +class VannaNodeError(ValueError): + """Base error for VannaNode.""" + + +class InvalidModelTypeError(VannaNodeError): + """Raised when the model is not a Large Language Model.""" + + +class ModelSchemaNotFoundError(VannaNodeError): + """Raised when the model schema is not found.""" + + +class InvalidInvokeResultError(VannaNodeError): + """Raised when the invoke result is invalid.""" + + +class InvalidTextContentTypeError(VannaNodeError): + """Raised when the text content type is invalid.""" + + +class InvalidNumberOfParametersError(VannaNodeError): + """Raised when the number of parameters is invalid.""" + + +class RequiredParameterMissingError(VannaNodeError): + """Raised when a required parameter is missing.""" + + +class InvalidSelectValueError(VannaNodeError): + """Raised when a select value is invalid.""" + + +class InvalidNumberValueError(VannaNodeError): + """Raised when a number value is invalid.""" + + +class InvalidBoolValueError(VannaNodeError): + """Raised when a bool value is invalid.""" + + +class InvalidStringValueError(VannaNodeError): + """Raised when a string value is invalid.""" + + +class InvalidArrayValueError(VannaNodeError): + """Raised when an array value is invalid.""" + + +class InvalidModelModeError(VannaNodeError): + """Raised when the model mode is invalid.""" diff --git a/api/core/workflow/nodes/vanna/vanna_node.py b/api/core/workflow/nodes/vanna/vanna_node.py new file mode 100644 index 0000000000..56f6e9a320 --- /dev/null +++ b/api/core/workflow/nodes/vanna/vanna_node.py @@ -0,0 +1,92 @@ +from typing import Any, Optional, cast + +from configs import dify_config +from core.app.entities.app_invoke_entities import ModelConfigWithCredentialsEntity +from core.model_manager import ModelInstance + +from core.workflow.entities.node_entities import NodeRunResult +from core.workflow.nodes.enums import NodeType +from core.workflow.nodes.llm import LLMNode +from extensions.utils.vanna_text2sql import VannaServer +from models.workflow import WorkflowNodeExecutionStatus + +from .entities import VannaNodeData + + +class Config: + def __init__(self, supplier): + self.embedding_supplier = "SiliconFlow" + self.milvus_uri = dify_config.MILVUS_URI + self.milvus_database = 'vanna_demo' + self.supplier = supplier + self.sql_type = 'postgres' + self.sql_config = { + "host": dify_config.DB_HOST, + "dbname": 'vanna_demo', + "user": dify_config.DB_USERNAME, + "password": dify_config.DB_PASSWORD, + "port": dify_config.DB_PORT + } + +vn_instances = {} + +def get_vanna_server(key, combined_config): + if key not in vn_instances: + vn_instances[key] = VannaServer(combined_config) + return vn_instances[key] +class VannaNode(LLMNode): + # FIXME: figure out why here is different from super class + _node_data_cls = VannaNodeData # type: ignore + _node_type = NodeType.VANNA + + _model_instance: Optional[ModelInstance] = None + _model_config: Optional[ModelConfigWithCredentialsEntity] = None + + @classmethod + def get_default_config(cls, filters: Optional[dict] = None) -> dict: + return { + "model": { + + } + } + + def _run(self): + node_data = cast(VannaNodeData, self.node_data) + variable = self.graph_runtime_state.variable_pool.get(node_data.query) + query = variable.text if variable else "" + + model_instance, model_config = self._fetch_model_config(self.node_data.model) + # 'tongyi' 通义 'openai' openai 'ollama' ollama 'deepseek' deepseek + llm_type = model_instance.provider.rsplit('/')[-1] + api_key = '' + base_url = '' + if llm_type == 'tongyi': + api_key = model_instance.credentials.get('dashscope_api_key') + elif llm_type == 'deepseek': + api_key = model_instance.credentials.get('api_key') + elif llm_type == 'ollama': + base_url = model_instance.credentials.get('base_url') + + cache_kay = llm_type + api_key if api_key else base_url + model = model_instance.model + + vanna_config = { + "llm_type": llm_type, + "model": model, + "api_key": api_key, + "ollama_host": base_url + } + config = Config("") + # 合并配置 + combined_config = {**config.__dict__, **config.sql_config, **vanna_config} + + cache_data = get_vanna_server(cache_kay, combined_config) + + # 提问获取sql和结果 + sql = cache_data.generate_sql(query) + + return NodeRunResult( + status=WorkflowNodeExecutionStatus.SUCCEEDED, + outputs={"output": sql} + ) + diff --git a/api/extensions/ext_vanna.py b/api/extensions/ext_vanna.py new file mode 100644 index 0000000000..42206e16b1 --- /dev/null +++ b/api/extensions/ext_vanna.py @@ -0,0 +1,228 @@ +from vanna.ollama import Ollama +from dotenv import load_dotenv +load_dotenv() + +from functools import wraps +from flask import Flask, jsonify, Response, request +import flask +from extensions.storage.cache import MemoryCache +from dify_app import DifyApp +from vanna.milvus import Milvus_VectorStore +from pymilvus import MilvusClient +from configs import dify_config +# SETUP +cache = MemoryCache() +milvus_uri = dify_config.MILVUS_URI + +milvus_client = MilvusClient(uri=milvus_uri) +milvus_client.use_database("test") +class MyVanna(Milvus_VectorStore, Ollama): + def __init__(self, config=None): + Milvus_VectorStore.__init__(self, config=config) + Ollama.__init__(self, config=config) + +# vn = MyVanna(config={ +# 'model': 'qwen2:7b', # 本地ollama大模型名称 +# 'ollama_host':'http://wsd.wisdomidata.com:19042', # 本地ollama大模型服务地址 +# 'milvus_client': milvus_client, # 本地milvus向量数据库服务地址 +# "n_results": 12, +# }) +# vn.connect_to_postgres( +# host=dify_config.DB_HOST, +# dbname='vanna_demo', +# user=dify_config.DB_USERNAME, +# password=dify_config.DB_PASSWORD, +# port=dify_config.DB_PORT +# ) +# vn.connect_to_mysql( +# host='122.51.104.137', +# port=33306, +# dbname='demo', +# user='sws', +# password='123456' +# ) + + + +def init_app(app: DifyApp): + + def requires_cache(fields): + def decorator(f): + @wraps(f) + def decorated(*args, **kwargs): + id = request.args.get('id') + + if id is None: + return jsonify({"type": "error", "error": "No id provided"}) + + for field in fields: + if cache.get(id=id, field=field) is None: + return jsonify({"type": "error", "error": f"No {field} found"}) + + field_values = {field: cache.get(id=id, field=field) for field in fields} + + # Add the id to the field_values + field_values['id'] = id + + return f(*args, **field_values, **kwargs) + + return decorated + + return decorator + + @app.route('/api/v0/generate_questions', methods=['GET']) + def generate_questions(): + return jsonify({ + "type": "question_list", + "questions": vn.generate_questions(), + "header": "Here are some questions you can ask:" + }) + + @app.route('/api/v0/generate_sql', methods=['GET']) + def generate_sql(): + question = flask.request.args.get('question') + + if question is None: + return jsonify({"type": "error", "error": "No question provided"}) + + id = cache.generate_id(question=question) + sql = vn.generate_sql(question=question) + + cache.set(id=id, field='question', value=question) + cache.set(id=id, field='sql', value=sql) + + return jsonify( + { + "type": "sql", + "id": id, + "text": sql, + }) + + @app.route('/api/v0/run_sql', methods=['GET']) + @requires_cache(['sql']) + def run_sql(id: str, sql: str): + try: + df = vn.run_sql(sql=sql) + + cache.set(id=id, field='df', value=df) + + return jsonify( + { + "type": "df", + "id": id, + "df": df.head(10).to_json(orient='records'), + }) + + except Exception as e: + return jsonify({"type": "error", "error": str(e)}) + + @app.route('/api/v0/download_csv', methods=['GET']) + @requires_cache(['df']) + def download_csv(id: str, df): + csv = df.to_csv() + + return Response( + csv, + mimetype="text/csv", + headers={"Content-disposition": + f"attachment; filename={id}.csv"}) + + @app.route('/api/v0/generate_plotly_figure', methods=['GET']) + @requires_cache(['df', 'question', 'sql']) + def generate_plotly_figure(id: str, df, question, sql): + try: + code = vn.generate_plotly_code(question=question, sql=sql, + df_metadata=f"Running df.dtypes gives:\n {df.dtypes}") + fig = vn.get_plotly_figure(plotly_code=code, df=df, dark_mode=False) + fig_json = fig.to_json() + + cache.set(id=id, field='fig_json', value=fig_json) + + return jsonify( + { + "type": "plotly_figure", + "id": id, + "fig": fig_json, + }) + except Exception as e: + # Print the stack trace + import traceback + traceback.print_exc() + + return jsonify({"type": "error", "error": str(e)}) + + @app.route('/api/v0/get_training_data', methods=['GET']) + def get_training_data(): + df = vn.get_training_data() + + return jsonify( + { + "type": "df", + "id": "training_data", + "df": df.head(25).to_json(orient='records'), + }) + + @app.route('/api/v0/remove_training_data', methods=['POST']) + def remove_training_data(): + # Get id from the JSON body + id = flask.request.json.get('id') + + if id is None: + return jsonify({"type": "error", "error": "No id provided"}) + + if vn.remove_training_data(id=id): + return jsonify({"success": True}) + else: + return jsonify({"type": "error", "error": "Couldn't remove training data"}) + + @app.route('/api/v0/train', methods=['POST']) + def add_training_data(): + question = flask.request.json.get('question') + sql = flask.request.json.get('sql') + ddl = flask.request.json.get('ddl') + documentation = flask.request.json.get('documentation') + + try: + id = vn.train(question=question, sql=sql, ddl=ddl, documentation=documentation) + + return jsonify({"id": id}) + except Exception as e: + print("TRAINING ERROR", e) + return jsonify({"type": "error", "error": str(e)}) + + @app.route('/api/v0/generate_followup_questions', methods=['GET']) + @requires_cache(['df', 'question', 'sql']) + def generate_followup_questions(id: str, df, question, sql): + followup_questions = vn.generate_followup_questions(question=question, sql=sql, df=df) + + cache.set(id=id, field='followup_questions', value=followup_questions) + + return jsonify( + { + "type": "question_list", + "id": id, + "questions": followup_questions, + "header": "Here are some followup questions you can ask:" + }) + + @app.route('/api/v0/load_question', methods=['GET']) + @requires_cache(['question', 'sql', 'df', 'fig_json', 'followup_questions']) + def load_question(id: str, question, sql, df, fig_json, followup_questions): + try: + return jsonify( + { + "type": "question_cache", + "id": id, + "question": question, + "sql": sql, + "df": df.head(10).to_json(orient='records'), + "fig": fig_json, + "followup_questions": followup_questions, + }) + + except Exception as e: + return jsonify({"type": "error", "error": str(e)}) + + @app.route('/api/v0/get_question_history', methods=['GET']) + def get_question_history(): + return jsonify({"type": "question_history", "questions": cache.get_all(field_list=['question'])}) diff --git a/api/extensions/ext_vanna_server.py b/api/extensions/ext_vanna_server.py new file mode 100644 index 0000000000..01d2844486 --- /dev/null +++ b/api/extensions/ext_vanna_server.py @@ -0,0 +1,238 @@ +import json +import ast +from configs import dify_config +from extensions.utils.vanna_text2sql import VannaServer +from dotenv import load_dotenv +load_dotenv() +from dify_app import DifyApp +from flask import Flask, jsonify, Response, request +import flask +from werkzeug.exceptions import BadRequest +import logging +import plotly.io as pio +from functools import lru_cache +from datetime import datetime +class Config: + def __init__(self, supplier): + self.embedding_supplier = "SiliconFlow" + self.milvus_uri = dify_config.MILVUS_URI + self.milvus_database = 'vanna_demo' + self.supplier = supplier + # self.llm_type = 'tongyi' + # self.model = 'qwen-max' + # self.api_key = 'sk-ba5d240e2dc0483e9e24404d957a15d5' + # 本地模型 + # self.ollama_host = 'http://wsd.wisdomidata.com:19042' + # self.model = 'qwen2:7b' + self.llm_type = 'deepseek' + self.model = 'deepseek-coder' + self.api_key = 'sk-0382990b7a90496c889774b1d3843f90' + self.sql_type = 'postgres' + self.sql_config = { + "host": dify_config.DB_HOST, + "dbname": 'vanna_demo', + "user": dify_config.DB_USERNAME, + "password": dify_config.DB_PASSWORD, + "port": dify_config.DB_PORT + } + +# 存储不同的 VannaServer 实例 +vn_instances = {} +# 获取vanna实例 +def get_vn_instance(supplier=""): + """获取或创建VannaServer实例""" + if supplier == "": + supplier = "default" + if supplier not in vn_instances: + config = Config(supplier) + # 合并配置 + combined_config = {**config.__dict__, **config.sql_config} + vn_instances[supplier] = VannaServer(combined_config) + return vn_instances[supplier] + +def init_app(app: DifyApp): + @app.route('/api/ask', methods=['POST']) + def ask_route(): + """提问接口""" + data = request.json + question = data.get('question', '') + visualize = data.get('visualize', True) + auto_train = data.get('auto_train', False) + supplier = data.get('supplier', "") # GITEE, ZHIPU, SiliconFlow + + if not question: + raise BadRequest("Question is required") + + server = get_vn_instance(supplier) + try: + sql, df, fig = server.ask(question=question, visualize=visualize, auto_train=auto_train) + + df_json = df.to_json(orient='records', force_ascii=False) + + """ + Plotly Image + """ + + # fig_js_path = '../output/html/vanna_fig.js' + # fig_html_path = 'http://localhost:8000/html/vanna_fig.html' + # figure_json = pio.to_json(fig) + # with open(fig_js_path, 'w', encoding='utf-8') as f: + # f.write(figure_json) + """ +
+ + + """ + + logging.info("Query processed successfully") + return jsonify({ + 'sql': sql, + 'data': df_json, + # 'img_base64': img_base64, + # 'plotly_figure': fig_html_path + }), 200 + except Exception as e: + logging.error(f"Error processing request: {e}") + return jsonify({'error': str(e)}), 500 + + @app.route('/api/vn_train', methods=['POST']) + def vn_train_route(): + """训练接口""" + data = request.json + # required_fields = ['question', 'sql'] + # validate_input(data, required_fields) + + supplier = data.get('supplier', "") + question = data.get('question', '') + sql = data.get('sql', '') + documentation = data.get('documentation', '') + ddl = data.get('ddl', '') + schema = data.get('schema', False) + + # 验证至少有一个参数不为空 + if not any([question, sql, documentation, ddl, schema]): + return jsonify( + { + 'error': 'At least one of the parameters (question, sql, documentation, ddl, schema) must be provided'}), 400 + + server = get_vn_instance(supplier) + server.vn_train(question=question, sql=sql, documentation=documentation, ddl=ddl) + if schema: + try: + # server.schema_train() + # 更新建表DDL语句 + server.refresh_create_table_ddl_train() + server.refresh_schema_train() + except Exception as e: + logging.info(f"Error initializing vector store: {e}") + + logging.info("Training completed successfully") + return jsonify({'status': 'success'}), 200 + + + @app.route('/api/docs/update', methods=['POST']) + def update_schema_train_list_route(): + """训练接口""" + data = request.json + docs = data.get('docs', []) + server = get_vn_instance("") + server.update_schema_train_list(docs=docs) + return jsonify({'status': 'success'}), 200 + + @app.route('/api/get_training_data', methods=['GET']) + def get_training_data_route(): + """获取训练数据接口""" + supplier = request.args.get('supplier', "") + server = get_vn_instance(supplier) + + @lru_cache(maxsize=128) # 添加缓存机制 + def cached_get_training_data(): + return server.get_training_data() + + training_data = cached_get_training_data() + logging.info("Fetched training data successfully") + + return jsonify({ + 'data': json.loads(training_data.to_json(orient='records')) + }), 200 + + @app.route('/api/generate_sql', methods=['GET']) + def generate_sql(): + question = request.args.get('question') + supplier = request.args.get('supplier','') + + if question is None: + return jsonify({"type": "error", "error": "No question provided"}) + server = get_vn_instance(supplier) + sql = server.generate_sql(question=question) + return jsonify( + { + "sql": sql + }) , 200 + + @app.route('/api/run_sql', methods=['POST']) + def run_sql(): + data = request.json + supplier = data.get('supplier', "") + sql = data.get('sql', '') + try: + server = get_vn_instance(supplier) + df = server.run_sql(sql=sql) + df_json = df.to_json(orient='records', force_ascii=False) + return df_json, 200 + + except Exception as e: + return jsonify({"type": "error", "error": str(e)}) + + @app.route('/api/training/data/export', methods=['GET']) + def training_data_export(): + supplier = request.args.get('supplier', "") + + server = get_vn_instance(supplier) + + # @lru_cache(maxsize=128) # 添加缓存机制 + # def cached_get_training_data(): + # return server.training_data_export() + # training_data = cached_get_training_data() + + data = server.training_data_export() + content = ",\n".join(str(line) for line in data) + + file_name = datetime.now().strftime('%Y-%m-%d-%H-%M') + + # 创建一个可下载的文本响应 + return Response( + f"[\n{content}\n]", + mimetype='text/plain', + headers={ + "Content-Disposition": f"attachment; filename={file_name}.txt" + } + ) + + @app.route('/api/training/data/import', methods=['POST']) + def training_data_import(): + + if 'file' not in request.files: + return jsonify({"type": "error", "error": "未上传文件"}), 400 + + file = request.files['file'] + if file.filename == '': + return jsonify({"type": "error", "error": "文件名为空"}), 400 + + try: + # 读取文件并解析每一行的 JSON 对象 + content = file.read().decode('utf-8').strip() + data_list = ast.literal_eval(content) + + server = get_vn_instance("") + result = server.training_data_import(data_list) + if result: + return jsonify({"type": "error", "error": "存在数据集question 或 sql为空"}) + + return jsonify({'status': 'success'}), 200 + + except Exception as e: + return jsonify({"type": "error", "error": f"文件解析失败: {str(e)}"}), 500 \ No newline at end of file diff --git a/api/extensions/storage/cache.py b/api/extensions/storage/cache.py new file mode 100644 index 0000000000..accecac7af --- /dev/null +++ b/api/extensions/storage/cache.py @@ -0,0 +1,62 @@ +from abc import ABC, abstractmethod +import uuid + +class Cache(ABC): + @abstractmethod + def generate_id(self, *args, **kwargs): + pass + + @abstractmethod + def get(self, id, field): + pass + + @abstractmethod + def get_all(self, field_list) -> list: + pass + + @abstractmethod + def set(self, id, field, value): + pass + + @abstractmethod + def delete(self, id): + pass + + +class MemoryCache(Cache): + def __init__(self): + self.cache = {} + + def generate_id(self, *args, **kwargs): + return str(uuid.uuid4()) + + def set(self, id, field, value): + if id not in self.cache: + self.cache[id] = {} + + self.cache[id][field] = value + + def get(self, id, field): + if id not in self.cache: + return None + + if field not in self.cache[id]: + return None + + return self.cache[id][field] + + def get_all(self, field_list) -> list: + return [ + { + "id": id, + **{ + field: self.get(id=id, field=field) + for field in field_list + } + } + for id in self.cache + ] + + def delete(self, id): + if id in self.cache: + del self.cache[id] \ No newline at end of file diff --git a/api/extensions/utils/__init__.py b/api/extensions/utils/__init__.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/api/extensions/utils/rewrite_ask.py b/api/extensions/utils/rewrite_ask.py new file mode 100644 index 0000000000..e852511c82 --- /dev/null +++ b/api/extensions/utils/rewrite_ask.py @@ -0,0 +1,150 @@ +import traceback +from typing import Union, Tuple +import pandas as pd +import plotly +from PIL import Image as PILImage +import io + + +def ask( + vanna_instance, + question: Union[str, None] = None, + print_results: bool = True, + auto_train: bool = True, + visualize: bool = True, # if False, will not generate plotly code + allow_llm_to_see_data: bool = False, +) -> Union[ + Tuple[ + Union[str, None], + Union[pd.DataFrame, None], + Union[plotly.graph_objs.Figure, None], + ], + None, +]: + """ + **Example:** + python + vn.ask("What are the top 10 customers by sales?") + Ask Vanna.AI a question and get the SQL query that answers it. + + Args: + question (str): The question to ask. + print_results (bool): Whether to print the results of the SQL query. + auto_train (bool): Whether to automatically train Vanna.AI on the question and SQL query. + visualize (bool): Whether to generate plotly code and display the plotly figure. + + Returns: + Tuple[str, pd.DataFrame, plotly.graph_objs.Figure]: The SQL query, the results of the SQL query, and the plotly figure. + """ + + if question is None: + question = input("Enter a question: ") + + try: + sql = vanna_instance.generate_sql(question=question, allow_llm_to_see_data=allow_llm_to_see_data) + except Exception as e: + print(e) + return None, None, None + + if print_results: + try: + Code = __import__("IPython.display", fromlist=["Code"]).Code + display = __import__("IPython.display", fromlist=["display"]).display + display(Code(sql)) + except Exception as e: + print(sql) + + if vanna_instance.run_sql_is_set is False: + print( + "If you want to run the SQL query, connect to a database first." + ) + + if print_results: + return None + else: + return sql, None, None + + try: + df = vanna_instance.run_sql(sql) + + if print_results: + try: + display = __import__("IPython.display", fromlist=["display"]).display + display(df) + except Exception as e: + print(df) + + if len(df) > 0 and auto_train: + vanna_instance.add_question_sql(question=question, sql=sql) + + # Only generate plotly code if visualize is True + if visualize: + try: + plotly_code = vanna_instance.generate_plotly_code( + question=question, + sql=sql, + df_metadata=f"Running df.dtypes gives:\n {df.dtypes}", + ) + fig = vanna_instance.get_plotly_figure(plotly_code=plotly_code, df=df) + if print_results: + try: + display = __import__("IPython.display", fromlist=["display"]).display + display(plotly_code) + except Exception as e: + print(plotly_code) + + except Exception as e: + # Print stack trace + traceback.print_exc() + print("Couldn't run plotly code: ", e) + if print_results: + return None + else: + return sql, df, None + else: + return sql, df, None + + except Exception as e: + print("Couldn't run sql: ", e) + if print_results: + return None + else: + return sql, None, None + return sql, df, fig + + +def display_image_in_pycharm(fig): + """Display image in PyCharm using matplotlib or PIL.""" + try: + # Try to use IPython.display if available + try: + display = __import__("IPython.display", fromlist=["display"]).display + Image = __import__("IPython.display", fromlist=["Image"]).Image + img_bytes = fig.to_image(format="png", scale=2) + display(Image(img_bytes)) + except AttributeError: + print("fig does not have to_image method, using fig.savefig instead") + fig.savefig("output.png") + display(Image("output.png")) + except ImportError: + print("IPython.display not available, using matplotlib to show image") + fig.show() + except Exception as e: + print(f"Failed to display image using IPython.display: {e}") + traceback.print_exc() + try: + # Use matplotlib to show image + fig.show() + except Exception as e: + print(f"Failed to display image using fig.show: {e}") + traceback.print_exc() + try: + # Use PIL to show image + img_bytes = io.BytesIO() + fig.savefig(img_bytes, format='png') + img_bytes.seek(0) + pil_img = PILImage.open(img_bytes) + pil_img.show() + except Exception as e: + print(f"Failed to display image using PIL: {e}") + traceback.print_exc() diff --git a/api/extensions/utils/vanna_text2sql.py b/api/extensions/utils/vanna_text2sql.py new file mode 100644 index 0000000000..72514eb9ae --- /dev/null +++ b/api/extensions/utils/vanna_text2sql.py @@ -0,0 +1,425 @@ +import os +import json +from vanna.ollama import Ollama +from vanna.qianwen import QianWenAI_Chat +from vanna.deepseek import DeepSeekChat +from extensions.utils.rewrite_ask import ask +from dotenv import load_dotenv +import plotly.io as pio +from vanna.milvus import Milvus_VectorStore +from pymilvus import MilvusClient,model +from collections import defaultdict + + +load_dotenv() +# 设置显示后端为浏览器 +pio.renderers.default = 'browser' +os.environ["HF_ENDPOINT"] = "https://hf-mirror.com" + +from typing import List +import ollama +import numpy as np +from pymilvus.model.base import BaseEmbeddingFunction +# 自定义嵌入式模型（适配milvus向量数据库） +class CustomEmbeddingFunction(BaseEmbeddingFunction): + def __init__(self, config=None): + model_host = config['host'] if "host" in config else 'http://wsd.wisdomidata.com:19042' + self.embed_model = config['embed_model'] if "embed_model" in config else 'bge-m3' + self.embedding_model = ollama.Client(model_host) + self.keep_alive = config.get('keep_alive', None) + self.ollama_options = config.get('options', {}) + self.num_ctx = self.ollama_options.get('num_ctx', 2048) + + def __call__(self, texts: List[str]): + self._encode(texts) + def _encode(self,texts: list[str]) -> list[list[float]]: + return [self.embedding_model.embeddings( + model=self.embed_model, + prompt=text, + options=self.ollama_options, + keep_alive=self.keep_alive + )["embedding"] for text in texts] + def encode_documents(self, documents: List[str]) -> List[np.array]: + # 将每个嵌入结果转换为 np.ndarray + embeddings = self._encode(documents) + return [np.array(embedding) for embedding in embeddings] + def encode_queries(self, queries: List[str]) -> List[np.array]: + embeddings = self._encode(queries) + return [np.array(embedding) for embedding in embeddings] + +class VannaServer: + def __init__(self, config): + self.config = config + self.vn = self._initialize_vn() + + def _initialize_vn(self): + config = self.config + supplier = config["supplier"] + llm_type = config["llm_type"] + model_ = config["model"] + api_key = config["api_key"] + ollama_host = config["ollama_host"] if "ollama_host" in config else None + milvus_uri = config["milvus_uri"] + sql_type = config["sql_type"] + host = config["host"] if "host" in config else os.getenv("DB_HOST", "localhost") + dbname = config["dbname"] if "dbname" in config else os.getenv("DB_NAME", "dify_data") + user = config["user"] if "user" in config else os.getenv("DB_USER", "root") + password = config["password"] if "password" in config else os.getenv("DB_PASSWORD", "mysql") + port = config["port"] if "port" in config else int(os.getenv("DB_PORT", 3306)) + milvus_database = config["milvus_database"] if "milvus_database" in config else "test" + milvus_client = MilvusClient(uri=milvus_uri,db_name=milvus_database) + + embedding_host = config["embedding_host"] if "embedding_host" in config else 'http://wsd.wisdomidata.com:19042' + embedding_model = config["embedding_model"] if "embedding_model" in config else "bge-m3" # BAAI/bge-m3 + embedding_function = CustomEmbeddingFunction({ + "host": embedding_host, + "embed_model": embedding_model + }) + chat_llm = Ollama + if llm_type == "ollama": + config = { + 'model': model_, # 本地ollama大模型名称 + 'ollama_host': ollama_host, # 本地ollama大模型服务地址 + 'milvus_client': milvus_client, # 本地milvus向量数据库服务地址 + "n_results": 12, + "embedding_function": embedding_function, + } + else: + config = { + 'model': model_, # 本地ollama大模型名称 + 'api_key': api_key, # 本地ollama大模型服务地址 + 'milvus_client': milvus_client, # 本地milvus向量数据库服务地址 + "n_results": 12, + "embedding_function": embedding_function, + } + if llm_type == "tongyi": + chat_llm = QianWenAI_Chat + elif llm_type == "deepseek": + chat_llm = DeepSeekChat + + MyVanna = make_vanna_class(ChatClass=chat_llm) + vn = MyVanna(config) + if sql_type == "postgres": + vn.connect_to_postgres(host=host, dbname=dbname, user=user, password=password, port=port) + elif sql_type == "mysql": + vn.connect_to_mysql(host=host, dbname=dbname, user=user, password=password, port=port) + + return vn + + def schema_train(self): + # The information schema query may need some tweaking depending on your database. This is a good starting point. + df_information_schema = self.vn.run_sql("SELECT * FROM INFORMATION_SCHEMA.COLUMNS where table_schema = 'public'") + + # This will break up the information schema into bite-sized chunks that can be referenced by the LLM + plan = self.vn.get_training_plan_generic(df_information_schema) + # print(plan) + + # If you like the plan, then uncomment this and run it to train + self.vn.train(plan=plan) + + # 更新建表DDL语句 + def refresh_create_table_ddl_train(self): + sql = """ +SELECT + 'CREATE TABLE ' + || C.TABLE_NAME + || ' (' + || C.COLUMN_NAMES + || ');' + || C.COMMENT_COLUMNS + || CASE WHEN FK.FOREIGN_KEY_COLUMNS IS NOT NULL THEN FK.FOREIGN_KEY_COLUMNS ELSE '' END + || CASE WHEN FK.FOREIGN_KEY_DESC IS NOT NULL THEN FK.FOREIGN_KEY_DESC ELSE '' END + || 'COMMENT ON TABLE ' + || C.TABLE_NAME + || ' IS ''' + || G.DESCRIPTION + || ''';' + AS DDL, + C.TABLE_NAME +FROM ( + SELECT + COL.TABLE_NAME, + COL.TABLE_SCHEMA, + STRING_AGG( + COL.COLUMN_NAME + || ' ' + || COL.DATA_TYPE + || COALESCE('(' || COL.CHARACTER_MAXIMUM_LENGTH || ')', '') + || COALESCE(' DEFAULT ' || COL.COLUMN_DEFAULT, '') + || CASE + WHEN COL.IS_NULLABLE = 'NO' THEN ' NOT NULL' + ELSE '' + END, + ',' + ) AS COLUMN_NAMES, + STRING_AGG( + 'COMMENT ON COLUMN ' + || COL.TABLE_NAME + || '.' + || COL.COLUMN_NAME + || ' IS ''' + || PGD.DESCRIPTION + || ''';', + '' + ) AS COMMENT_COLUMNS + FROM + PG_CATALOG.PG_STATIO_ALL_TABLES AS ST + INNER JOIN + PG_CATALOG.PG_DESCRIPTION AS PGD + ON PGD.OBJOID = ST.RELID + INNER JOIN + INFORMATION_SCHEMA.COLUMNS AS COL + ON ( + COL.TABLE_SCHEMA = ST.SCHEMANAME + AND COL.TABLE_NAME = ST.RELNAME + AND COL.ORDINAL_POSITION = PGD.OBJSUBID + ) + WHERE + COL.TABLE_SCHEMA = 'public' + GROUP BY + COL.TABLE_SCHEMA, + COL.TABLE_NAME +) C +LEFT JOIN ( + SELECT + N.NSPNAME AS SCHEMA_NAME, + C.RELNAME AS TABLE_NAME, + D.DESCRIPTION + FROM + PG_CATALOG.PG_DESCRIPTION D + JOIN + PG_CATALOG.PG_CLASS C + ON C.OID = D.OBJOID + JOIN + PG_CATALOG.PG_NAMESPACE N + ON N.OID = C.RELNAMESPACE + WHERE + C.RELKIND = 'r' + AND D.OBJSUBID = 0 +) G +ON G.SCHEMA_NAME = C.TABLE_SCHEMA +AND G.TABLE_NAME = C.TABLE_NAME +LEFT JOIN ( + SELECT rel_src.relname AS source_table, + STRING_AGG( + 'ALTER TABLE ' + || rel_src.relname + || ' ADD CONSTRAINT ' + || con.conname + || ' FOREIGN KEY (' + || att_src.attname + || ') REFERENCES ' + || rel_tgt.relname + || '(' + || att_tgt.attname + || ');' + , + '' + ) AS FOREIGN_KEY_COLUMNS, + STRING_AGG( + 'COMMENT ON CONSTRAINT ' + || con.conname + || ' ON ' + || rel_src.relname + || ' IS ''' + || d.description + || ''';', + '' + ) AS FOREIGN_KEY_DESC + FROM + pg_constraint con + JOIN pg_class rel_src ON rel_src.oid = con.conrelid + JOIN pg_class rel_tgt ON rel_tgt.oid = con.confrelid + JOIN pg_attribute att_src ON att_src.attrelid = rel_src.oid AND att_src.attnum = ANY(con.conkey) + JOIN pg_attribute att_tgt ON att_tgt.attrelid = rel_tgt.oid AND att_tgt.attnum = ANY(con.confkey) + LEFT JOIN pg_description d ON d.objoid = con.oid + WHERE + con.contype = 'f' + GROUP BY + rel_src.relname +) FK ON FK.source_table = C.TABLE_NAME +WHERE C.TABLE_NAME NOT IN ('flyway_table_dict','flyway_schema_history') +""" + # The information schema query may need some tweaking depending on your database. This is a good starting point. + c_table_ddl_list = self.vn.run_sql(sql) + + # 将 DataFrame 转换为字典列表 + c_table_ddl_records = c_table_ddl_list.to_dict(orient='records') + + exist_ddl_data = self.vn.milvus_client.query( + collection_name="vannaddl", + output_fields=["*"], + limit=10000, + ) + exists_list = filter(lambda m: m["ddl"].startswith("CREATE TABLE "), exist_ddl_data) + remove_ids = [exist["id"] for exist in exists_list] + if len(remove_ids) > 0: + self.vn.milvus_client.delete(collection_name="vannaddl", ids=remove_ids) + + for table_ddl in c_table_ddl_records: + self.vn.train(ddl=table_ddl["ddl"]) + + self.vn.milvus_client.refresh_load(collection_name="vannaddl") + + + def refresh_schema_train(self): + exist_doc_data = self.vn.milvus_client.query( + collection_name="vannadoc", + output_fields=["*"], + limit=10000, + ) + exists_list = filter(lambda m: m["doc"].startswith("The following columns are in the "), exist_doc_data) + remove_ids = [exist["id"] for exist in exists_list] + if len(remove_ids) > 0: + self.vn.milvus_client.delete(collection_name="vannadoc", ids=remove_ids) + self.schema_train() + self.vn.milvus_client.refresh_load(collection_name="vannadoc") + + def update_schema_train_list(self,docs : list[str]): + exist_doc_data = self.vn.milvus_client.query( + collection_name="vannadoc", + output_fields=["*"], + limit=10000, + ) + exists_list = filter(lambda m: not m["doc"].startswith("The following columns are in the "), exist_doc_data) + remove_ids = [exist["id"] for exist in exists_list] + if len(remove_ids) > 0: + self.vn.milvus_client.delete(collection_name="vannadoc", ids=remove_ids) + dict_docs = self.get_dict_docs() + docs.extend(dict_docs) + + for doc in docs: + self.vn.train(documentation=doc) + # self.schema_train() + self.vn.milvus_client.refresh_load(collection_name="vannadoc") + + def get_dict_docs(self) -> list[str]: + dict_docs = [] + sql = "select id,table_name,column_name,column_remark,table_remark,dict_values from flyway_table_dict" + c_table_dict_list = self.vn.run_sql(sql) + # 将 DataFrame 转换为字典列表 + c_table_dict_records = c_table_dict_list.to_dict(orient='records') + + table_names = list(set(item['table_name'] for item in c_table_dict_records)) + + grouped = defaultdict(list) + for table_dict in c_table_dict_records: + table_name = table_dict['table_name'] # 分组依据字段 + grouped[table_name].append(table_dict) + + grouped_dict = dict(grouped) + + for table_name in table_names: + columns_list = grouped_dict[table_name] + dict_values = ';'.join(f"字段:{item['column_remark']}({item['column_name']})的值:{item["dict_values"]}" for item in columns_list) + column = columns_list[0] + doc = f"{column["table_remark"]}表:{column["table_name"]},{dict_values}" + dict_docs.append(doc) + return dict_docs + + def vn_train(self, question="", sql="", documentation="", ddl=""): + if question and sql: + # 训练问答对 + self.vn.train( + question=question, + sql=sql + ) + elif sql: + # You can also add SQL queries to your training data. This is useful if you have some queries already laying around. You can just copy and paste those from your editor to begin generating new SQL. + self.vn.train(sql=sql) + + if documentation: + # Sometimes you may want to add documentation about your business terminology or definitions. + self.vn.train(documentation=documentation) + + if ddl: + # You can also add DDL queries to your training data. This is useful if you have some queries already laying around. You can just copy and paste those from your editor to begin generating new SQL. + self.vn.train(ddl=ddl) + + def get_training_data(self): + training_data = self.vn.get_training_data() + # print(training_data) + return training_data + + def ask(self, question, visualize=True, auto_train=True, *args, **kwargs): + sql, df, fig = ask(self.vn, question, visualize=visualize, auto_train=auto_train, *args, **kwargs) + return sql, df, fig + + def generate_sql(self, question): + return self.vn.generate_sql(question=question) + + def run_sql(self, sql): + return self.vn.run_sql(sql=sql) + + def training_data_export(self): + training_data = self.vn.milvus_client.query( + collection_name="vannasql", + output_fields=["*"], + limit=10000, + ) + result = [] + if training_data is not None: + result = [{"question":t['text'], "sql": t['sql']} for t in training_data] + + return result + + def training_data_import(self, data_list): + + empty_items = list(filter( + lambda item: item['question'] is None or item['question'] == "" or item['sql'] is None or item['sql'] == "", + data_list + )) + + if bool(empty_items): + return True + + exist_doc_data = self.vn.milvus_client.query( + collection_name="vannasql", + output_fields=["*"], + limit=10000, + ) + data_texts = {t["question"]: t for t in data_list} + + if bool(exist_doc_data): + remove_ids = [item["id"] for item in exist_doc_data if item['text'] in data_texts ] + + if bool(remove_ids): + self.vn.milvus_client.delete(collection_name="vannasql", ids=remove_ids) + + for item in data_list: + self.vn.train( + question=item["question"], + sql=item["sql"], + ) + + self.vn.milvus_client.refresh_load(collection_name="vannasql") + + return False + +def make_vanna_class(ChatClass=Ollama): + class MyVanna(Milvus_VectorStore, ChatClass): + def __init__(self, config=None): + Milvus_VectorStore.__init__(self, config=config) + ChatClass.__init__(self, config=config) + + def is_sql_valid(self, sql: str) -> bool: + # Your implementation here + return False + + def generate_query_explanation(self, sql: str): + my_prompt = [ + self.system_message("You are a helpful assistant that will explain a SQL query"), + self.user_message("Explain this SQL query: " + sql), + ] + + return self.submit_prompt(prompt=my_prompt) + + return MyVanna + + +# 使用示例 +if __name__ == '__main__': + config = {"supplier": "GITEE"} + server = VannaServer(config) + # server.schema_train() + server.ask("汇总每个类别的销售量和销售额, 并按照销售量进行降序排列") diff --git a/api/img.png b/api/img.png new file mode 100644 index 0000000000..ac4a90a2db Binary files /dev/null and b/api/img.png differ diff --git a/api/libs/rsa.py b/api/libs/rsa.py index 637bcc4a1d..d63bd6f915 100644 --- a/api/libs/rsa.py +++ b/api/libs/rsa.py @@ -7,7 +7,7 @@ from Crypto.Random import get_random_bytes from extensions.ext_redis import redis_client from extensions.ext_storage import storage from libs import gmpy2_pkcs10aep_cipher - +from models import Tenant def generate_key_pair(tenant_id): private_key = RSA.generate(2048) @@ -16,11 +16,11 @@ def generate_key_pair(tenant_id): pem_private = private_key.export_key() pem_public = public_key.export_key() - filepath = "privkeys/{tenant_id}".format(tenant_id=tenant_id) + "/private.pem" - - storage.save(filepath, pem_private) +# filepath = "privkeys/{tenant_id}".format(tenant_id=tenant_id) + "/private.pem" +# +# storage.save(filepath, pem_private) - return pem_public.decode() + return pem_public.decode(), pem_private.decode() prefix_hybrid = b"HYBRID:" @@ -46,16 +46,21 @@ def encrypt(text, public_key): def get_decrypt_decoding(tenant_id): - filepath = "privkeys/{tenant_id}".format(tenant_id=tenant_id) + "/private.pem" - cache_key = "tenant_privkey:{hash}".format(hash=hashlib.sha3_256(filepath.encode()).hexdigest()) + from extensions.ext_database import db + +# filepath = "privkeys/{tenant_id}".format(tenant_id=tenant_id) + "/private.pem" + +# cache_key = "tenant_privkey:{hash}".format(hash=hashlib.sha3_256(filepath.encode()).hexdigest()) + cache_key = "tenant_privkey:{hash}".format(hash=hashlib.sha3_256(tenant_id.encode('utf-8')).hexdigest()) private_key = redis_client.get(cache_key) if not private_key: - try: - private_key = storage.load(filepath) - except FileNotFoundError: - raise PrivkeyNotFoundError("Private key not found, tenant_id: {tenant_id}".format(tenant_id=tenant_id)) - +# try: +# private_key = storage.load(filepath) +# except FileNotFoundError: +# raise PrivkeyNotFoundError("Private key not found, tenant_id: {tenant_id}".format(tenant_id=tenant_id)) + tenant = db.session.query(Tenant).filter(Tenant.id == tenant_id).one_or_none() + private_key = tenant.encrypt_private_key redis_client.setex(cache_key, 120, private_key) rsa_key = RSA.import_key(private_key) diff --git a/api/migrations/versions/2025_05_28_1019-0c79d303c76d_add_target_tenant_id.py b/api/migrations/versions/2025_05_28_1019-0c79d303c76d_add_target_tenant_id.py new file mode 100644 index 0000000000..ba7dd8818c --- /dev/null +++ b/api/migrations/versions/2025_05_28_1019-0c79d303c76d_add_target_tenant_id.py @@ -0,0 +1,81 @@ +"""add target_tenant_id + +Revision ID: 0c79d303c76d +Revises: d20049ed0af6 +Create Date: 2025-05-28 10:19:55.445389 + +""" +from alembic import op +import models as models +import sqlalchemy as sa + + +# revision identifiers, used by Alembic. +revision = '0c79d303c76d' +down_revision = 'd20049ed0af6' +branch_labels = None +depends_on = None + + +def upgrade(): + # ### commands auto generated by Alembic - please adjust! ### + with op.batch_alter_table('accounts', schema=None) as batch_op: + batch_op.add_column(sa.Column('target_tenant_id', sa.String(length=255), nullable=True)) + + with op.batch_alter_table('datasets', schema=None) as batch_op: + batch_op.add_column(sa.Column('target_tenant_id', sa.String(length=255), nullable=True)) + + with op.batch_alter_table('tenants', schema=None) as batch_op: + batch_op.add_column(sa.Column('target_tenant_id', sa.String(length=255), nullable=True)) + + with op.batch_alter_table('tool_published_apps', schema=None) as batch_op: + batch_op.add_column(sa.Column('tenant_id', models.types.StringUUID(), nullable=False)) + batch_op.add_column(sa.Column('conversation_id', models.types.StringUUID(), nullable=True)) + batch_op.add_column(sa.Column('file_key', sa.String(length=255), nullable=False)) + batch_op.add_column(sa.Column('mimetype', sa.String(length=255), nullable=False)) + batch_op.add_column(sa.Column('original_url', sa.String(length=2048), nullable=True)) + batch_op.add_column(sa.Column('name', sa.String(), nullable=False)) + batch_op.add_column(sa.Column('size', sa.Integer(), nullable=False)) + + with op.batch_alter_table('upload_files', schema=None) as batch_op: + batch_op.add_column(sa.Column('file_id', sa.String(length=255), nullable=True)) + + with op.batch_alter_table('workflow_conversation_variables', schema=None) as batch_op: + batch_op.drop_index('workflow_conversation_variables_app_id_idx') + batch_op.drop_index('workflow_conversation_variables_created_at_idx') + batch_op.create_index('workflow__conversation_variables_app_id_idx', ['app_id'], unique=False) + batch_op.create_index('workflow__conversation_variables_created_at_idx', ['created_at'], unique=False) + + # ### end Alembic commands ### + + +def downgrade(): + # ### commands auto generated by Alembic - please adjust! ### + with op.batch_alter_table('workflow_conversation_variables', schema=None) as batch_op: + batch_op.drop_index('workflow__conversation_variables_created_at_idx') + batch_op.drop_index('workflow__conversation_variables_app_id_idx') + batch_op.create_index('workflow_conversation_variables_created_at_idx', ['created_at'], unique=False) + batch_op.create_index('workflow_conversation_variables_app_id_idx', ['app_id'], unique=False) + + with op.batch_alter_table('upload_files', schema=None) as batch_op: + batch_op.drop_column('file_id') + + with op.batch_alter_table('tool_published_apps', schema=None) as batch_op: + batch_op.drop_column('size') + batch_op.drop_column('name') + batch_op.drop_column('original_url') + batch_op.drop_column('mimetype') + batch_op.drop_column('file_key') + batch_op.drop_column('conversation_id') + batch_op.drop_column('tenant_id') + + with op.batch_alter_table('tenants', schema=None) as batch_op: + batch_op.drop_column('target_tenant_id') + + with op.batch_alter_table('datasets', schema=None) as batch_op: + batch_op.drop_column('target_tenant_id') + + with op.batch_alter_table('accounts', schema=None) as batch_op: + batch_op.drop_column('target_tenant_id') + + # ### end Alembic commands ### diff --git a/api/migrations/versions/2025_05_28_1041-582c477e905b_providers_table_add_private_key.py b/api/migrations/versions/2025_05_28_1041-582c477e905b_providers_table_add_private_key.py new file mode 100644 index 0000000000..44dc18d0c1 --- /dev/null +++ b/api/migrations/versions/2025_05_28_1041-582c477e905b_providers_table_add_private_key.py @@ -0,0 +1,33 @@ +"""providers table add private_key + +Revision ID: 582c477e905b +Revises: 8e00c75b3907 +Create Date: 2025-05-28 10:41:31.662951 + +""" +from alembic import op +import models as models +import sqlalchemy as sa + + +# revision identifiers, used by Alembic. +revision = '582c477e905b' +down_revision = '8e00c75b3907' +branch_labels = None +depends_on = None + + +def upgrade(): + # ### commands auto generated by Alembic - please adjust! ### + with op.batch_alter_table('tenants', schema=None) as batch_op: + batch_op.add_column(sa.Column('encrypt_private_key', sa.Text(), nullable=True)) + + # ### end Alembic commands ### + + +def downgrade(): + # ### commands auto generated by Alembic - please adjust! ### + with op.batch_alter_table('tenants', schema=None) as batch_op: + batch_op.drop_column('encrypt_private_key') + + # ### end Alembic commands ### diff --git a/api/models/account.py b/api/models/account.py index 7ffeefa980..b9bc0a1782 100644 --- a/api/models/account.py +++ b/api/models/account.py @@ -100,11 +100,13 @@ class Account(UserMixin, Base): initialized_at = db.Column(db.DateTime) created_at = db.Column(db.DateTime, nullable=False, server_default=func.current_timestamp()) updated_at = db.Column(db.DateTime, nullable=False, server_default=func.current_timestamp()) + target_tenant_id = db.Column(db.String(255), nullable=True) @reconstructor def init_on_load(self): self.role: Optional[TenantAccountRole] = None self._current_tenant: Optional[Tenant] = None + target_tenant_id = db.Column(db.String(255), nullable=True) @property def is_password_set(self): @@ -199,11 +201,13 @@ class Tenant(Base): id = db.Column(StringUUID, server_default=db.text("uuid_generate_v4()")) name = db.Column(db.String(255), nullable=False) encrypt_public_key = db.Column(db.Text) + encrypt_private_key = db.Column(db.Text) plan = db.Column(db.String(255), nullable=False, server_default=db.text("'basic'::character varying")) status = db.Column(db.String(255), nullable=False, server_default=db.text("'normal'::character varying")) custom_config = db.Column(db.Text) created_at = db.Column(db.DateTime, nullable=False, server_default=func.current_timestamp()) updated_at = db.Column(db.DateTime, nullable=False, server_default=func.current_timestamp()) + target_tenant_id = db.Column(db.String(255), nullable=True) def get_accounts(self) -> list[Account]: return ( diff --git a/api/models/dataset.py b/api/models/dataset.py index ad43d6f371..7f5b03d1ac 100644 --- a/api/models/dataset.py +++ b/api/models/dataset.py @@ -63,6 +63,7 @@ class Dataset(Base): collection_binding_id = db.Column(StringUUID, nullable=True) retrieval_model = db.Column(JSONB, nullable=True) built_in_field_enabled = db.Column(db.Boolean, nullable=False, server_default=db.text("false")) + target_tenant_id = db.Column(db.String(255), nullable=True) @property def dataset_keyword_table(self): @@ -418,6 +419,7 @@ class Document(Base): "mime_type": file_detail.mime_type, "created_by": file_detail.created_by, "created_at": file_detail.created_at.timestamp(), + "file_id": file_detail.file_id, } } elif self.data_source_type in {"notion_import", "website_crawl"}: diff --git a/api/models/model.py b/api/models/model.py index 229e77134e..d67cdb7c54 100644 --- a/api/models/model.py +++ b/api/models/model.py @@ -1388,6 +1388,26 @@ class AppAnnotationSetting(Base): updated_user_id = db.Column(StringUUID, nullable=False) updated_at = db.Column(db.DateTime, nullable=False, server_default=func.current_timestamp()) + @property + def created_account(self): + account = ( + db.session.query(Account) + .join(AppAnnotationSetting, AppAnnotationSetting.created_user_id == Account.id) + .filter(AppAnnotationSetting.id == self.annotation_id) + .first() + ) + return account + + @property + def updated_account(self): + account = ( + db.session.query(Account) + .join(AppAnnotationSetting, AppAnnotationSetting.updated_user_id == Account.id) + .filter(AppAnnotationSetting.id == self.annotation_id) + .first() + ) + return account + @property def collection_binding_detail(self): from .dataset import DatasetCollectionBinding @@ -1545,6 +1565,7 @@ class UploadFile(Base): used_at: Mapped[datetime | None] = db.Column(db.DateTime, nullable=True) hash: Mapped[str | None] = db.Column(db.String(255), nullable=True) source_url: Mapped[str] = mapped_column(sa.TEXT, default="") + file_id = db.Column(db.String(255), nullable=True, default=0) def __init__( self, @@ -1564,6 +1585,7 @@ class UploadFile(Base): used_at: datetime | None = None, hash: str | None = None, source_url: str = "", + file_id:str| None = None ): self.tenant_id = tenant_id self.storage_type = storage_type @@ -1580,6 +1602,7 @@ class UploadFile(Base): self.used_at = used_at self.hash = hash self.source_url = source_url + self.file_id = file_id class ApiRequest(Base): diff --git a/api/plugins/langgenius/langgenius-huggingface_tei_0.0.3.difypkg 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b/api/poetry.toml new file mode 100644 index 0000000000..9a48dd825a --- /dev/null +++ b/api/poetry.toml @@ -0,0 +1,4 @@ +[virtualenvs] +in-project = true +create = true +prefer-active-python = true \ No newline at end of file diff --git a/api/services/account_service.py b/api/services/account_service.py index 14d238467d..5c7c30e8f4 100644 --- a/api/services/account_service.py +++ b/api/services/account_service.py @@ -1,6 +1,7 @@ import base64 import json import logging +import random import secrets import uuid from datetime import UTC, datetime, timedelta @@ -175,6 +176,7 @@ class AccountService: return cast(Account, account) + @staticmethod def update_account_password(account, password, new_password): """update account password""" @@ -587,6 +589,10 @@ class AccountService: return False +def _get_login_cache_key(*, account_id: str, token: str): + return f"account_login:{account_id}:{token}" + + class TenantService: @staticmethod def create_tenant(name: str, is_setup: Optional[bool] = False, is_from_dashboard: Optional[bool] = False) -> Tenant: @@ -604,7 +610,10 @@ class TenantService: db.session.add(tenant) db.session.commit() - tenant.encrypt_public_key = generate_key_pair(tenant.id) +# tenant.encrypt_public_key = generate_key_pair(tenant.id) + pem_public, pem_private = generate_key_pair(tenant.id) + tenant.encrypt_public_key = pem_public + tenant.encrypt_private_key = pem_private db.session.commit() return tenant diff --git a/api/services/ext/account_ext_service.py b/api/services/ext/account_ext_service.py new file mode 100644 index 0000000000..7bc3ff3e06 --- /dev/null +++ b/api/services/ext/account_ext_service.py @@ -0,0 +1,348 @@ +import logging +import yaml +from typing import Optional +import flask_login +from pathlib import Path +from constants.languages import languages +from core.model_runtime.errors.validate import CredentialsValidateFailedError +from core.plugin.manager.exc import PluginDaemonClientSideError +from extensions.ext_database import db +from models.account import ( + Account, + Tenant, +) +from services.account_service import AccountService, TenantService +from services.dataset_service import DatasetService +from services.errors.account import ( + AccountRegisterError, + TenantNotFoundError, +) +from services.errors.workspace import WorkSpaceNotAllowedCreateError +from services.ext.dataset_ext_service import DatasetExtService +from services.model_load_balancing_service import ModelLoadBalancingService +from services.model_provider_service import ModelProviderService +from services.plugin.plugin_service import PluginService +from configs import dify_config +from configs.ext_config import get_ext_config +import os + +class AccountInfo: + def __init__(self, email, name, user_id, tenant_id): + self.email = email + self.name = name + self.user_id=user_id + self.tenant_id=tenant_id + def to_dict(self): + return { + "tenant_id": self.email, + "tenant_name": self.name, + "api_key": self.tenant_id, + } + +class TenantAccountInfo: + def __init__(self, tenant_id:str, + tenant_name:str, + admin_account:str, + admin_account_password:str, + ): + self.tenant_id = tenant_id + self.tenant_name = tenant_name + self.admin_account=admin_account + self.admin_account_password=admin_account_password + + def to_dict(self): + return { + "tenant_id": self.tenant_id, + "tenant_name": self.tenant_name, + "admin_account": self.admin_account, + "admin_account_password": self.admin_account_password, + } + +class TenantData: + def __init__(self, + api_key:str, + dataset_ids:list[str] + ): + self.api_key=api_key + self.dataset_ids=dataset_ids + + def to_dict(self): + return { + "api_key": self.api_key, + "dataset_ids": self.dataset_ids, + } + +class AccountExtService: + + @staticmethod + def create_account_and_tenant( + email: str, + name: str, + tenant_name: str, + target_tenant_id: str, + interface_language: Optional[str] = None, + password: Optional[str] = None + ) -> Account: + """create account""" + account = AccountService.create_account( + email=email, name=name, interface_language=interface_language, password=password, is_setup=True + ) + account.target_tenant_id = target_tenant_id + TenantService.create_owner_tenant_if_not_exist(account=account,name=tenant_name,is_setup=True) + account.current_tenant.target_tenant_id = target_tenant_id + db.session.commit() + return account + + @staticmethod + def get_admin_account() -> Account: + admin = db.session.query(Account).filter(Account.target_tenant_id=="100").first() + return admin + + @staticmethod + def update_account_list( + accounts: list[AccountInfo], + target_tenant_id: str, + interface_language: Optional[str] = None, + ): + db.session.begin_nested() + """Register account""" + try: + # 获取对应的企业 + tenant = TenantExtService.get_tenant_by_target_tenant_id(target_tenant_id=target_tenant_id) + if tenant is None: + raise TenantNotFoundError("企业未初始，请联系管理员!") + # 获取所有的用户列表 + exists = db.session.query(Account).filter(Account.target_tenant_id == target_tenant_id).all() + # + existDict = { account.email: account for account in exists } + + for account in accounts: + email = account["email"] + if email in existDict: + existAccount = existDict[email] + existAccount.name = account["name"] + existAccount.email = account["email"] + existAccount.user_id = account["user_id"] + else: + newAccount = AccountService.create_account(email=account["email"], + name=account["name"], + interface_language=interface_language or languages[0], + password="wisdom@123", + is_setup=True) + newAccount.user_id = account["user_id"] + newAccount.target_tenant_id = target_tenant_id + # 创建企业关系 + TenantService.create_tenant_member(tenant, newAccount) + db.session.commit() + except WorkSpaceNotAllowedCreateError: + db.session.rollback() + except AccountRegisterError as are: + db.session.rollback() + logging.exception("Register failed") + raise are + except Exception as e: + db.session.rollback() + logging.exception("Register failed") + raise AccountRegisterError(f"Registration failed: {e}") from e + + +class TenantExtService: + + @staticmethod + def get_tenant() -> Tenant: + # 获取第一个企业，为默认企业 + tenant = db.session.query(Tenant).first() + return tenant + + @staticmethod + def get_tenant_by_target_tenant_id(target_tenant_id:str) -> Tenant: + # 获取第一个企业，为默认企业 + tenant = db.session.query(Tenant).filter(Tenant.target_tenant_id == target_tenant_id).first() + return tenant + + @staticmethod + def setModeConfig(tenant_id:str, args:dict[str, object], provider:str) -> None: + + model_load_balancing_service = ModelLoadBalancingService() + if ( + "load_balancing" in args + and args["load_balancing"] + and "enabled" in args["load_balancing"] + and args["load_balancing"]["enabled"] + ): + if "configs" not in args["load_balancing"]: + raise ValueError("invalid load balancing configs") + + # save load balancing configs + model_load_balancing_service.update_load_balancing_configs( + tenant_id=tenant_id, + provider=provider, + model=args["model"], + model_type=args["model_type"], + configs=args["load_balancing"]["configs"], + ) + + # enable load balancing + model_load_balancing_service.enable_model_load_balancing( + tenant_id=tenant_id, provider=provider, model=args["model"], model_type=args["model_type"] + ) + else: + # disable load balancing + model_load_balancing_service.disable_model_load_balancing( + tenant_id=tenant_id, provider=provider, model=args["model"], model_type=args["model_type"] + ) + + if args.get("config_from", "") != "predefined-model": + model_provider_service = ModelProviderService() + + try: + model_provider_service.save_model_credentials( + tenant_id=tenant_id, + provider=provider, + model=args["model"], + model_type=args["model_type"], + credentials=args["credentials"], + ) + except CredentialsValidateFailedError as ex: + logging.exception( + f"Failed to save model credentials, tenant_id: {tenant_id}," + f" model: {args.get('model')}, model_type: {args.get('model_type')}" + ) + raise ValueError(str(ex)) + + @staticmethod + def install_plugin(tenant_id:str): + TenantExtService.install_langgenius(tenant_id=tenant_id) + TenantExtService.install_model(tenant_id=tenant_id) + + @staticmethod + def install_model(tenant_id:str): + + params = { + "INIT_MODEL_LLM_NAME" : dify_config.INIT_MODEL_LLM_NAME, + "INIT_MODEL_LLM_CONTEXT_SIZE" : dify_config.INIT_MODEL_LLM_CONTEXT_SIZE, + "INIT_MODEL_LLM_MAX_TOKENS" : dify_config.INIT_MODEL_LLM_MAX_TOKENS, + "INIT_MODEL_LLM_BASE_URL" : dify_config.INIT_MODEL_LLM_BASE_URL + } + llm_config = get_ext_config(file_name="plugin_llm_config.yml",params = params) + + TenantExtService.setModeConfig( + tenant_id=tenant_id,args=llm_config,provider=dify_config.INIT_MODEL_LLM_PROVIDER + ) + + params = { + "INIT_MODEL_TEXT_EMBEDDING_NAME" : dify_config.INIT_MODEL_TEXT_EMBEDDING_NAME, + "INIT_MODEL_TEXT_EMBEDDING_CONTEXT_SIZE" : dify_config.INIT_MODEL_TEXT_EMBEDDING_CONTEXT_SIZE, + "INIT_MODEL_TEXT_EMBEDDING_MAX_TOKENS" : dify_config.INIT_MODEL_TEXT_EMBEDDING_MAX_TOKENS, + "INIT_MODEL_TEXT_EMBEDDING_BASE_URL" : dify_config.INIT_MODEL_TEXT_EMBEDDING_BASE_URL + } + text_embedding_config = get_ext_config(file_name="plugin_embedding_config.yml", params=params) + TenantExtService.setModeConfig( + tenant_id=tenant_id,args=text_embedding_config,provider=dify_config.INIT_MODEL_TEXT_EMBEDDING_PROVIDER + ) + params = { + "INIT_MODEL_TEXT_EMBEDDING_RERANK_NAME": dify_config.INIT_MODEL_TEXT_EMBEDDING_RERANK_NAME, + "INIT_MODEL_TEXT_EMBEDDING_RERANK_BASE_URL": dify_config.INIT_MODEL_TEXT_EMBEDDING_RERANK_BASE_URL, + } + text_embedding_rerank_config = get_ext_config(file_name="plugin_embedding_rerank_config.yml", params=params) + TenantExtService.setModeConfig( + tenant_id=tenant_id,args=text_embedding_rerank_config,provider=dify_config.INIT_MODEL_TEXT_EMBEDDING_RERANK_PROVIDER + ) + + @staticmethod + def install_langgenius(tenant_id: str): + upload_unique_identifiers = TenantExtService.upload_langgenius(tenant_id=tenant_id) + # plugin_unique_identifiers = dify_config.PLUGIN_UNIQUE_IDENTIFIERS.split(",") if dify_config.PLUGIN_UNIQUE_IDENTIFIERS else [] + # 查询已经安装的 + tasks = PluginService.list(tenant_id) + # 已经安装的插件 + exists_plugin_unique_identifiers = [item.plugin_unique_identifier for item in tasks] + # 去除已经安装的插件ID，只保留未安装的插件ID + new_unique_identifiers = [uui for uui in upload_unique_identifiers if uui not in exists_plugin_unique_identifiers] + # 安装插件 + PluginService.install_from_marketplace_pkg(tenant_id, new_unique_identifiers) + + @staticmethod + def upload_langgenius(tenant_id: str) -> list[str]: + directory = Path(__file__).parent.parent.parent / 'plugins' / 'langgenius' + unique_identifiers = [] + for filename in os.listdir(directory): + file_path = os.path.join(directory, filename) + if os.path.isfile(file_path): + print(f"读取文件：{file_path}") + with open(file_path, 'rb') as f: + content = f.read() + try: + response = PluginService.upload_pkg(tenant_id=tenant_id, pkg=content) + unique_identifier = response.unique_identifier + unique_identifiers.append(unique_identifier) + except PluginDaemonClientSideError as e: + raise ValueError(e) + return unique_identifiers + + @staticmethod + def enable_tenant( + target_tenant_id: str, + target_tenant_name: str, + ) -> TenantAccountInfo: + db.session.begin_nested() + password = "wisdom@123" + try: + email = f"admin@{target_tenant_id}.com" + admin_name = f"{target_tenant_name}-管理员" + # 判断企业是否已经创建 + tenant = TenantExtService.get_tenant_by_target_tenant_id(target_tenant_id) + if tenant is not None: + account = AccountService.get_user_through_email(email) + if account is None: + account = AccountService.create_account(email=email, name=admin_name, password=password, is_setup=True,interface_language="zh-Hans") + TenantService.create_tenant_member(tenant, account, role="owner") + account.target_tenant_id = target_tenant_id + else: + account = AccountExtService.create_account_and_tenant(email=email, + name=admin_name, + tenant_name=target_tenant_name, + target_tenant_id=target_tenant_id, + interface_language="zh-Hans", + password=password) + # 获取第一个企业，为默认企业 + tenant = account.current_tenant + + account_info = TenantAccountInfo(tenant_name=tenant.name, + tenant_id=tenant.id, + admin_account=admin_name, + admin_account_password=password) + return account_info + except Exception as e: + db.session.rollback() + logging.exception("Register failed") + raise AccountRegisterError(f"Registration failed: {e}") from e + + @staticmethod + def init_tenant( + target_tenant_id: str, + target_tenant_name: str, + ) -> TenantData: + db.session.begin_nested() + try: + account = flask_login.current_user + tenant = account.current_tenant + # 初始化大模型插槽 + TenantExtService.install_plugin(tenant_id=tenant.id) + # 初始化知识库 + datasets = DatasetExtService.init_dataset( + tenant=tenant, target_tenant_id=target_tenant_id,target_tenant_name=target_tenant_name,account=account + ) + # 获取Api token + api_token = DatasetExtService().get_or_add_datasets_api_token(tenant_id=tenant.id) + db.session.commit() + dataset_ids = [dataset.id for dataset in datasets] + tenant_data = TenantData(api_key=api_token.token, + dataset_ids=dataset_ids) + return tenant_data + except Exception as e: + db.session.rollback() + logging.exception("Register failed") + raise AccountRegisterError(f"Registration failed: {e}") from e + + diff --git a/api/services/ext/dataset_ext_service.py b/api/services/ext/dataset_ext_service.py new file mode 100644 index 0000000000..19b6ee56d8 --- /dev/null +++ b/api/services/ext/dataset_ext_service.py @@ -0,0 +1,177 @@ +from models import ApiToken, Account, Tenant +from models.dataset import ( + Dataset,DocumentSegment +) +from core.rag.models.document import Document as DocumentModel +from core.errors.error import ( + LLMBadRequestError, + ModelCurrentlyNotSupportError, + ProviderTokenNotInitError, + QuotaExceededError, +) +from controllers.console.app.error import ( + ProviderModelCurrentlyNotSupportError, + ProviderNotInitializeError, + ProviderQuotaExceededError, +) +from extensions.ext_database import db +from services.dataset_service import DatasetService, DocumentService +from configs.ext_config import get_init_knowledge_config +from services.entities.knowledge_entities.knowledge_entities import KnowledgeConfig + +class DatasetExtService: + resource_type = "dataset" + token_prefix = "dataset-" + max_keys = 10 + @staticmethod + def get_datasets(tenant_id=None, target_tenant_id=None) -> list[Dataset]: + datasets = (Dataset.query + .filter(Dataset.tenant_id == tenant_id,Dataset.target_tenant_id == target_tenant_id) + .all()) + return datasets + + @staticmethod + def init_dataset(tenant:Tenant=None, target_tenant_id:str=None,target_tenant_name:str=None, account:Account=None) -> list[Dataset]: + + # 判断是否有知识库，如果没有，创建知识库 + datasets = (DatasetExtService.get_datasets(tenant_id=tenant.id, target_tenant_id=target_tenant_id)) + + if not datasets: + public_name = f"PUBLIC_KNOWLEDGE" + public_description = f"{target_tenant_name}的公共知识库" + public_dataset = DatasetService.create_empty_dataset(tenant_id=tenant.id, + name=public_name, + description=public_description, + indexing_technique="", + account=account) + public_dataset.target_tenant_id = target_tenant_id + + company_name = f"COMPANY_KNOWLEDGE" + company_description = f"{target_tenant_name}的企业知识库" + + company_dataset = DatasetService.create_empty_dataset(tenant_id=tenant.id, + name=company_name, + description=company_description, + indexing_technique="", + account=account) + company_dataset.target_tenant_id = target_tenant_id + db.session.commit() + datasets = [public_dataset,company_dataset] + + return datasets + + + @staticmethod + def set_dataset_config(dataset=None,current_user=None): + + # 取默认的值 + args = get_init_knowledge_config({}) + # validate args + knowledge_config = KnowledgeConfig(**args) + print("knowledge_config") + try: + DocumentService.save_document_with_dataset_id(dataset, knowledge_config, current_user) + except ProviderTokenNotInitError as ex: + raise ProviderNotInitializeError(ex.description) + except QuotaExceededError: + raise ProviderQuotaExceededError() + except ModelCurrentlyNotSupportError: + raise ProviderModelCurrentlyNotSupportError() + + # @staticmethod + def get_or_add_datasets_api_token(self,tenant_id: str): + api_tokens = ( + db.session.query(ApiToken) + .filter(ApiToken.type == self.resource_type, ApiToken.tenant_id == tenant_id) + .all() + ) + if not api_tokens: + key = ApiToken.generate_api_key(self.token_prefix, 24) + api_token = ApiToken() + api_token.tenant_id = tenant_id + api_token.token = key + api_token.type = self.resource_type + db.session.add(api_token) + db.session.commit() + return api_token + else: + return api_tokens[-1] + + + +class DocumentExtService: + + # 为文档 + @staticmethod + def set_next_segments(all_documents: list[DocumentModel]) : + + # 判断文档是否为空 + if all_documents: + document_ids = [] + doc_segment_ids = [] + for document in all_documents: + if document.children is None: + doc_segment_id = document.metadata["doc_id"] + document_id = document.metadata["document_id"] + doc_segment_ids.append(doc_segment_id) + document_ids.append(document_id) + + # 找到文档的所有的 + if len(document_ids) > 0: + document_segments = db.session.query(DocumentSegment).filter(DocumentSegment.document_id.in_(document_ids)).all() + document_segment_data = {} + for document_segment in document_segments: + key = document_segment.document_id + if key not in document_segment_data: + document_segment_data[key] = [] + document_segment_data[key].append(document_segment) + DocumentExtService.merged_next_segment_content(all_documents=all_documents,document_segment_data=document_segment_data,doc_segment_ids=doc_segment_ids) + + # 为文档 + @staticmethod + def merged_next_segment_content(all_documents: list[DocumentModel],document_segment_data: dict,doc_segment_ids: list) : + # 判断文档是否为空 + if all_documents: + for document in all_documents: + if document.children is None: + doc_segment_id = document.metadata["doc_id"] + document_id = document.metadata["document_id"] + document_segments = document_segment_data[document_id] + next_segment = DocumentExtService.get_next_segment(doc_segment_id=doc_segment_id,document_segments=document_segments) + if next_segment and next_segment.index_node_id not in doc_segment_ids: + unin_content = DocumentExtService.merged_text(document.page_content, next_segment.content) + doc_segment_ids.append(next_segment.index_node_id) + document.page_content = unin_content + + @staticmethod + def merged_text(text, target_text) -> str: + # 初始化最大重叠长度为0 + max_overlap_length = 0 # 初始化变量max_overlap_length用于存储最大重叠长度 + + # 检查A的结尾与B的开头是否有大于10个字符的重叠 + for overlap_length in range(1, min(len(text), len(target_text)) + 1): # 遍历可能的重叠长度从1到最小字符串长度 + if text[-overlap_length:] == target_text[:overlap_length]: # 检查A的后缀和B的前缀是否相同 + max_overlap_length = overlap_length # 更新最大重叠长度 + + # 如果有大于10个字符的重叠，则合并字符串 + if max_overlap_length > 10: # 判断最大重叠长度是否大于10 + merged_string = text + target_text[max_overlap_length:] # 合并字符串，去掉重复部分 + else: + merged_string = text + + return merged_string + + @staticmethod + def get_next_segment(doc_segment_id, document_segments: list[DocumentSegment]) -> DocumentSegment: + next_segment = None + if document_segments is not None and len(document_segments) > 0: + this_positions = -1 + for index, document_segment in enumerate(document_segments): + if document_segment.index_node_id == doc_segment_id: + this_positions = document_segment.position + for document_segment in document_segments: + if document_segment.position == this_positions + 1: + next_segment = document_segment + break + return next_segment + diff --git a/api/services/ext/read_file_service.py b/api/services/ext/read_file_service.py new file mode 100644 index 0000000000..ac8fd4f156 --- /dev/null +++ b/api/services/ext/read_file_service.py @@ -0,0 +1,299 @@ +class ReadPdfService: + + @classmethod + def load_content(cls, pdf_file_path: str) -> str | None: + doc = None + try: + # PDF标题提取（需要pymupdf库） + import fitz + doc = fitz.open(pdf_file_path) + contents = [] + for page in doc: + page_height = page.rect.height + page_width = page.rect.width + # 旧版本中 Page 对象可能没有 get_text 方法，使用 getText 方法替代 + # 从 v1.21.0 版本开始，fitz.Page 类的 getText 方法已被弃用，应使用 get_text 方法 + blocks = page.get_text("dict")["blocks"] # type: ignore + page_number = page.number + # if page_number == 39: + # print("-----------------------------") + blocks = cls.handle_blocks(blocks) + for block in blocks: + # if page_number == 39: + # print("-----------------------------") + # print(block) + type = block["type"] + if type == 1: + continue + content = cls.get_block_content(block,page_width,page_height) + if content is not None: + # if "图5-5" in content: + # # print(content) + # print("aaaaaaaaa") + contents.append(content) + return "\n".join(contents) + finally: + if doc is not None: + doc.close() + + @classmethod + def handle_blocks(cls, blocks: list[dict]) -> list[dict] | None: + if blocks is not None: + handle_block_list = cls.sort_blocks(blocks) + handle_block_list = cls.filter_inner_img_block(handle_block_list) + return handle_block_list + return blocks + + @classmethod + def sort_blocks(cls, blocks: list[dict]) -> list[dict] | None: + if blocks is not None: + def custom_sorted(block:dict) -> float: + bbox = block["bbox"] + return bbox[1] + sorted_data_asc = sorted(blocks, key=custom_sorted) + return sorted_data_asc + return blocks + + @classmethod + def handle_lines(cls, blocks: list[dict]) -> list[dict] | None: + if blocks is not None: + + def top_sorted(block:dict) -> float: + bbox = block["bbox"] + return bbox[1] + + def left_sorted(block:dict) -> float: + bbox = block["bbox"] + return bbox[0] + sorted_data_asc = sorted(blocks, key=top_sorted) + sorted_data_asc = sorted(sorted_data_asc, key=left_sorted) + + return sorted_data_asc + return blocks + + @classmethod + def is_inner_img_block(cls, block: dict, img_bboxs: list[dict]) -> bool: + is_inner_img = False + type = block["type"] + if type != 1: + for img_bbox in img_bboxs: + if not is_inner_img: + bbox = block["bbox"] + is_inner_ = (bbox[0] >= img_bbox[0] + and bbox[1] >= img_bbox[1] + and bbox[2] <= img_bbox[2] + and bbox[3] <= img_bbox[3]) + if is_inner_: + is_inner_img = True + return is_inner_img + + @classmethod + def get_only_row_img_bboxs(cls, blocks: list[dict],img_bboxs: list[dict]) -> list[dict]: + # 判断图片是否是单独一行，单独一行的图片，内部的文字正常处理，反之，不处理（如果两个图片并列的话，内部的文字也是正常处理） + only_row_img_bboxs = [] + for img_bbox in img_bboxs: + # 同层级是否只有图片 + is_only_img = True + for block in blocks: + type = block["type"] + if type != 1: + bbox = block["bbox"] + # 判断当前是否是不在图片内的文本 + is_inner_img = cls.is_inner_img_block(block, img_bboxs) + # 判断当前是否在同层级 + is_save_level = ( + ( + bbox[0] > img_bbox[2] + or bbox[2] < img_bbox[0] + ) + and bbox[1] >= img_bbox[1] + and bbox[3] <= img_bbox[3] + ) + if not is_inner_img and is_save_level: + is_only_img = False + if is_only_img: + only_row_img_bboxs.append(img_bbox) + return only_row_img_bboxs + + @classmethod + def filter_inner_img_block(cls, blocks: list[dict]) -> list[dict] | None: + if blocks is not None: + # 判断是否有图片 + img_bboxs:list[dict] = [] + for block in blocks: + bbox = block["bbox"] + type = block["type"] + if type == 1: + img_bboxs.append(bbox) + if len(img_bboxs) > 0: + # 获取所有单独在一行的图片区域集合 + only_row_img_bboxs = cls.get_only_row_img_bboxs(blocks, img_bboxs) + filter_blocks: list[dict] = [] + for block in blocks: + type = block["type"] + if type != 1: + # 判断是否在单行都是图片的区域 + is_only_row_img = cls.is_inner_img_block(block, only_row_img_bboxs) + # 判断是否在图片区域内 + is_inner_img = cls.is_inner_img_block(block, img_bboxs) + # 如果在单行都是图片的区域内，返回值。或者不在图片区域内，返回值。 + if is_only_row_img or not is_inner_img: + filter_blocks.append(block) + # else: + # content_ = cls.load_block_content(block) + # print(content_) + return filter_blocks + return blocks + + @classmethod + def get_block_content(cls, block: dict, page_width: float, page_height : float) -> str | None: + + header = cls.is_header_fitz(block=block, page_width=page_width, page_height=page_height) + footer = cls.is_footer_fitz(block=block, page_width=page_width, page_height=page_height) + + if not header and not footer: + return cls.load_block_content(block=block) + return None + + @classmethod + def load_block_content(cls, block: dict) -> str | None: + if "lines" in block: + line_texts = [] + lines = cls.handle_lines(block["lines"]) + for line in lines: + texts = [] + for span in line["spans"]: + text = span["text"].strip() + if text: + texts.append(text) + if len(texts) > 0: + line_text = "".join(texts) + line_texts.append(line_text) + if len(line_texts) > 0: + # print("************************************",len(line_texts)) + # print("\n".join(line_texts)) + return "\n".join(line_texts) + return None + + @classmethod + def is_heading_fitz(cls, span: dict, page_width: float) -> bool: + """ + 判断一个文本片段是否为标题 + :param span: PyMuPDF 返回的文本片段信息 + :param page_width: 页面宽度（用于判断位置） + :return: 是否为标题 + """ + # 特征 1：字体加粗 + is_bold = "bold" in span["font"].lower() + + # 特征 2：字体大小（相对较大） + is_large_font = span["size"] > 14 # 适当降低阈值 + + # 特征 3：文本位置（靠近页面顶部或居中） + is_top = span["origin"][1] < 100 # 距离页面顶部小于 100 像素 + is_centered = abs(span["origin"][0] - page_width / 2) < 50 # 水平居中 + + # 特征 4：文本格式（包含大写字母或编号） + text = span["text"].strip() + is_uppercase = text.isupper() + is_numbered = any(text.startswith(f"{i}.") for i in range(1, 10)) # 如 "1.", "2." + + # 综合判断 + # return is_bold or is_large_font + # flg = (is_bold or is_large_font) and (is_top or is_centered) and (is_uppercase or is_numbered) + flg = is_numbered + if flg : + print("标题：",text) + return flg + + @classmethod + def is_top_fitz(cls, bbox_top: float) -> bool: + # print("----------------",bbox_top) + if bbox_top < 58: + return True + return False + + @classmethod + def is_bottom_fitz(cls, bbox_bottom: float, page_height) -> bool: + # print("----------------",bbox_top) + if bbox_bottom > page_height - 60: + return True + return False + + @classmethod + def is_centered_fitz(cls, origin_x: float, page_width: float) -> bool: + is_centered = abs(origin_x - page_width / 2) < 20 # 水平居中 + return is_centered + + @classmethod + def get_origin_bybbox(cls,bbox:list[float]) -> list[float]: + x = (bbox[0] + bbox[2]) / 2 + y = (bbox[1] + bbox[3]) / 2 + origin = list([x,y]) + return origin + + @classmethod + def get_first_span(cls,block:dict) -> dict | None: + if "lines" in block and len(block["lines"]) > 0: + lines = block["lines"] + line = lines[0] + return line["spans"][0] + return None + + @classmethod + def is_bold_byspan(cls,span:dict) -> bool: + is_bold = "bold" in span["font"].lower() + return is_bold + + @classmethod + def is_header_fitz(cls,block: dict,page_width: float, page_height: float) -> bool: + # 判断block + if block: + bbox = block["bbox"] + # number = block["number"] + origin = cls.get_origin_bybbox(bbox) + if "lines" in block and len(block["lines"]) == 1: + span = cls.get_first_span(block) + # 是否加粗 + is_bold = cls.is_bold_byspan(span) + # 判断字体是否比较小 + is_font_size = span["size"] < 10 + # 不满行 + is_not_full_line = bbox[0] > 120 or (bbox[3] < (page_width -120)) + # 靠近页面顶部 + is_top = cls.is_top_fitz(bbox_top = bbox[1]) # 距离页面顶部小于 100 像素 + # 水平居中 + is_centered = cls.is_centered_fitz(origin_x = origin[0], page_width=page_width) + # 在判断字体是否加粗，或者字体大小，一般页眉页脚的字体比较小 + return is_top or ( bbox[1] < 70 and not is_bold and is_font_size and is_centered and is_not_full_line ) + return False + + @classmethod + def is_footer_fitz(cls,block: dict,page_width: float, page_height: float) -> bool: + # 判断block + if block: + bbox = block["bbox"] + # number = block["number"] + origin = cls.get_origin_bybbox(bbox) + if "lines" in block : + span = cls.get_first_span(block) + # 是否加粗 + is_bold = cls.is_bold_byspan(span) + # 判断字体是否比较小 + is_font_size = span["size"] < 10 + # 不满行 + is_not_full_line = bbox[0] > 120 or (bbox[3] < (page_width -120)) + # 靠近页面顶部 + is_bottom = cls.is_bottom_fitz(bbox_bottom = bbox[3],page_height=page_height) # 距离页面顶部小于 100 像素 + # 水平居中 + is_centered = cls.is_centered_fitz(origin_x = origin[0], page_width=page_width) + # 在判断字体是否加粗，或者字体大小，一般页眉页脚的字体比较小 + return is_bottom or ( bbox[3] > page_height - 70 and not is_bold and is_font_size and is_centered and is_not_full_line ) + return False + +if __name__ == "__main__": + readPdfService = ReadPdfService() + content = readPdfService.load_content(pdf_file_path=r"D:\a.pdf") + # print(content) + print(content) + # PyPdfService.get_headline_page_dictionary(pdf_file_path=r"D:\a.pdf") \ No newline at end of file diff --git a/api/services/file_service.py b/api/services/file_service.py index 2d68f30c5a..1e49b3b2ea 100644 --- a/api/services/file_service.py +++ b/api/services/file_service.py @@ -37,6 +37,7 @@ class FileService: user: Union[Account, EndUser, Any], source: Literal["datasets"] | None = None, source_url: str = "", + file_id: int | None = None, ) -> UploadFile: # get file extension extension = os.path.splitext(filename)[1].lstrip(".").lower() @@ -87,6 +88,7 @@ class FileService: used=False, hash=hashlib.sha3_256(content).hexdigest(), source_url=source_url, + file_id=file_id ) db.session.add(upload_file) diff --git a/api/services/web_conversation_service.py b/api/services/web_conversation_service.py index f698ed3084..9c24c87980 100644 --- a/api/services/web_conversation_service.py +++ b/api/services/web_conversation_service.py @@ -111,3 +111,24 @@ class WebConversationService: db.session.delete(pinned_conversation) db.session.commit() + + @classmethod + def batch_unpin(cls, app_model: App, conversation_ids: list[str], user: Optional[Union[Account, EndUser]]): + if not user: + return + pinned_conversations = ( + db.session.query(PinnedConversation) + .filter( + PinnedConversation.app_id == app_model.id, + PinnedConversation.conversation_id.in_(conversation_ids), + PinnedConversation.created_by_role == ("account" if isinstance(user, Account) else "end_user"), + PinnedConversation.created_by == user.id, + ) + .first() + ) + + if pinned_conversations is None: + return + + db.session.delete(pinned_conversations) + db.session.commit() diff --git a/api/tests/artifact_tests/dependencies/test_dependencies_sorted.py b/api/tests/artifact_tests/dependencies/test_dependencies_sorted.py new file mode 100644 index 0000000000..0ec0783112 --- /dev/null +++ b/api/tests/artifact_tests/dependencies/test_dependencies_sorted.py @@ -0,0 +1,49 @@ +from typing import Any + +import toml # type: ignore + + +def load_api_poetry_configs() -> dict[str, Any]: + pyproject_toml = toml.load("api/pyproject.toml") + return pyproject_toml["tool"]["poetry"] + + +def load_all_dependency_groups() -> dict[str, dict[str, dict[str, Any]]]: + configs = load_api_poetry_configs() + configs_by_group = {"main": configs} + for group_name in configs["group"]: + configs_by_group[group_name] = configs["group"][group_name] + dependencies_by_group = {group_name: base["dependencies"] for group_name, base in configs_by_group.items()} + return dependencies_by_group + + +def test_group_dependencies_sorted(): + for group_name, dependencies in load_all_dependency_groups().items(): + dependency_names = list(dependencies.keys()) + expected_dependency_names = sorted(set(dependency_names)) + section = f"tool.poetry.group.{group_name}.dependencies" if group_name else "tool.poetry.dependencies" + assert expected_dependency_names == dependency_names, ( + f"Dependencies in group {group_name} are not sorted. " + f"Check and fix [{section}] section in pyproject.toml file" + ) + + +def test_group_dependencies_version_operator(): + for group_name, dependencies in load_all_dependency_groups().items(): + for dependency_name, specification in dependencies.items(): + version_spec = specification if isinstance(specification, str) else specification["version"] + assert not version_spec.startswith("^"), ( + f"Please replace '{dependency_name} = {version_spec}' with '{dependency_name} = ~{version_spec[1:]}' " + f"'^' operator is too wide and not allowed in the version specification." + ) + + +def test_duplicated_dependency_crossing_groups() -> None: + all_dependency_names: list[str] = [] + for dependencies in load_all_dependency_groups().values(): + dependency_names = list(dependencies.keys()) + all_dependency_names.extend(dependency_names) + expected_all_dependency_names = set(all_dependency_names) + assert sorted(expected_all_dependency_names) == sorted(all_dependency_names), ( + "Duplicated dependencies crossing groups are found" + ) diff --git a/api/tests/unit_tests/core/helper/test_marketplace.py b/api/tests/unit_tests/core/helper/test_marketplace.py new file mode 100644 index 0000000000..6ccce7ac9f --- /dev/null +++ b/api/tests/unit_tests/core/helper/test_marketplace.py @@ -0,0 +1,7 @@ +from core.helper.marketplace import download_plugin_pkg + + +def test_download_plugin_pkg(): + pkg = download_plugin_pkg("langgenius/bing:0.0.1@e58735424d2104f208c2bd683c5142e0332045b425927067acf432b26f3d970b") + assert pkg is not None + assert len(pkg) > 0 diff --git a/dev/sync-poetry b/dev/sync-poetry new file mode 100644 index 0000000000..766382da01 --- /dev/null +++ b/dev/sync-poetry @@ -0,0 +1,18 @@ +#!/bin/bash + +# rely on `poetry` in path +if ! command -v poetry &> /dev/null; then + echo "Installing Poetry ..." + pip install poetry +fi + +# check poetry.lock in sync with pyproject.toml +poetry check -C api --lock +if [ $? -ne 0 ]; then + # update poetry.lock + # refreshing lockfile only without updating locked versions + echo "poetry.lock is outdated, refreshing without updating locked versions ..." + poetry lock -C api +else + echo "poetry.lock is ready." +fi diff --git a/dev/update-poetry b/dev/update-poetry new file mode 100644 index 0000000000..362a5895b1 --- /dev/null +++ b/dev/update-poetry @@ -0,0 +1,13 @@ +#!/bin/bash + +# rely on `poetry` in path +if ! command -v poetry &> /dev/null; then + echo "Installing Poetry ..." + pip install poetry +fi + +# refreshing lockfile, updating locked versions +poetry update -C api + +# check poetry.lock in sync with pyproject.toml +poetry check -C api --lock diff --git a/docker/start.sh b/docker/start.sh new file mode 100644 index 0000000000..4cab5a82c6 --- /dev/null +++ b/docker/start.sh @@ -0,0 +1,4 @@ + +docker compose down + +docker compose up -d \ No newline at end of file diff --git a/images/GitHub_README_cover.png b/images/GitHub_README_cover.png new file mode 100644 index 0000000000..0e21be2177 Binary files /dev/null and b/images/GitHub_README_cover.png differ diff --git a/images/demo.png b/images/demo.png new file mode 100644 index 0000000000..ad0cbe0fb5 Binary files /dev/null and b/images/demo.png differ diff --git a/images/wechat.png b/images/wechat.png new file mode 100644 index 0000000000..3cc6077edc Binary files /dev/null and b/images/wechat.png differ