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- import json
- import requests
- class DifyClient:
- def __init__(self, api_key, base_url: str = "https://api.dify.ai/v1"):
- self.api_key = api_key
- self.base_url = base_url
- def _send_request(self, method, endpoint, json=None, params=None, stream=False):
- headers = {
- "Authorization": f"Bearer {self.api_key}",
- "Content-Type": "application/json",
- }
- url = f"{self.base_url}{endpoint}"
- response = requests.request(
- method, url, json=json, params=params, headers=headers, stream=stream
- )
- return response
- def _send_request_with_files(self, method, endpoint, data, files):
- headers = {"Authorization": f"Bearer {self.api_key}"}
- url = f"{self.base_url}{endpoint}"
- response = requests.request(
- method, url, data=data, headers=headers, files=files
- )
- return response
- def message_feedback(self, message_id, rating, user):
- data = {"rating": rating, "user": user}
- return self._send_request("POST", f"/messages/{message_id}/feedbacks", data)
- def get_application_parameters(self, user):
- params = {"user": user}
- return self._send_request("GET", "/parameters", params=params)
- def file_upload(self, user, files):
- data = {"user": user}
- return self._send_request_with_files(
- "POST", "/files/upload", data=data, files=files
- )
- def text_to_audio(self, text: str, user: str, streaming: bool = False):
- data = {"text": text, "user": user, "streaming": streaming}
- return self._send_request("POST", "/text-to-audio", data=data)
- def get_meta(self, user):
- params = {"user": user}
- return self._send_request("GET", "/meta", params=params)
- class CompletionClient(DifyClient):
- def create_completion_message(self, inputs, response_mode, user, files=None):
- data = {
- "inputs": inputs,
- "response_mode": response_mode,
- "user": user,
- "files": files,
- }
- return self._send_request(
- "POST",
- "/completion-messages",
- data,
- stream=True if response_mode == "streaming" else False,
- )
- class ChatClient(DifyClient):
- def create_chat_message(
- self,
- inputs,
- query,
- user,
- response_mode="blocking",
- conversation_id=None,
- files=None,
- ):
- data = {
- "inputs": inputs,
- "query": query,
- "user": user,
- "response_mode": response_mode,
- "files": files,
- }
- if conversation_id:
- data["conversation_id"] = conversation_id
- return self._send_request(
- "POST",
- "/chat-messages",
- data,
- stream=True if response_mode == "streaming" else False,
- )
- def get_suggested(self, message_id, user: str):
- params = {"user": user}
- return self._send_request(
- "GET", f"/messages/{message_id}/suggested", params=params
- )
- def stop_message(self, task_id, user):
- data = {"user": user}
- return self._send_request("POST", f"/chat-messages/{task_id}/stop", data)
- def get_conversations(self, user, last_id=None, limit=None, pinned=None):
- params = {"user": user, "last_id": last_id, "limit": limit, "pinned": pinned}
- return self._send_request("GET", "/conversations", params=params)
- def get_conversation_messages(
- self, user, conversation_id=None, first_id=None, limit=None
- ):
- params = {"user": user}
- if conversation_id:
- params["conversation_id"] = conversation_id
- if first_id:
- params["first_id"] = first_id
- if limit:
- params["limit"] = limit
- return self._send_request("GET", "/messages", params=params)
- def rename_conversation(
- self, conversation_id, name, auto_generate: bool, user: str
- ):
- data = {"name": name, "auto_generate": auto_generate, "user": user}
- return self._send_request(
- "POST", f"/conversations/{conversation_id}/name", data
- )
- def delete_conversation(self, conversation_id, user):
- data = {"user": user}
- return self._send_request("DELETE", f"/conversations/{conversation_id}", data)
- def audio_to_text(self, audio_file, user):
- data = {"user": user}
- files = {"audio_file": audio_file}
- return self._send_request_with_files("POST", "/audio-to-text", data, files)
- class WorkflowClient(DifyClient):
- def run(
- self, inputs: dict, response_mode: str = "streaming", user: str = "abc-123"
- ):
- data = {"inputs": inputs, "response_mode": response_mode, "user": user}
- return self._send_request("POST", "/workflows/run", data)
- def stop(self, task_id, user):
- data = {"user": user}
- return self._send_request("POST", f"/workflows/tasks/{task_id}/stop", data)
- def get_result(self, workflow_run_id):
- return self._send_request("GET", f"/workflows/run/{workflow_run_id}")
- class KnowledgeBaseClient(DifyClient):
- def __init__(
- self,
- api_key,
- base_url: str = "https://api.dify.ai/v1",
- dataset_id: str | None = None,
- ):
- """
- Construct a KnowledgeBaseClient object.
- Args:
- api_key (str): API key of Dify.
- base_url (str, optional): Base URL of Dify API. Defaults to 'https://api.dify.ai/v1'.
- dataset_id (str, optional): ID of the dataset. Defaults to None. You don't need this if you just want to
- create a new dataset. or list datasets. otherwise you need to set this.
- """
- super().__init__(api_key=api_key, base_url=base_url)
- self.dataset_id = dataset_id
- def _get_dataset_id(self):
- if self.dataset_id is None:
- raise ValueError("dataset_id is not set")
- return self.dataset_id
- def create_dataset(self, name: str, **kwargs):
- return self._send_request("POST", "/datasets", {"name": name}, **kwargs)
- def list_datasets(self, page: int = 1, page_size: int = 20, **kwargs):
- return self._send_request(
- "GET", f"/datasets?page={page}&limit={page_size}", **kwargs
- )
- def create_document_by_text(
- self, name, text, extra_params: dict | None = None, **kwargs
- ):
- """
- Create a document by text.
- :param name: Name of the document
- :param text: Text content of the document
- :param extra_params: extra parameters pass to the API, such as indexing_technique, process_rule. (optional)
- e.g.
- {
- 'indexing_technique': 'high_quality',
- 'process_rule': {
- 'rules': {
- 'pre_processing_rules': [
- {'id': 'remove_extra_spaces', 'enabled': True},
- {'id': 'remove_urls_emails', 'enabled': True}
- ],
- 'segmentation': {
- 'separator': '\n',
- 'max_tokens': 500
- }
- },
- 'mode': 'custom'
- }
- }
- :return: Response from the API
- """
- data = {
- "indexing_technique": "high_quality",
- "process_rule": {"mode": "automatic"},
- "name": name,
- "text": text,
- }
- if extra_params is not None and isinstance(extra_params, dict):
- data.update(extra_params)
- url = f"/datasets/{self._get_dataset_id()}/document/create_by_text"
- return self._send_request("POST", url, json=data, **kwargs)
- def update_document_by_text(
- self, document_id, name, text, extra_params: dict | None = None, **kwargs
- ):
- """
- Update a document by text.
- :param document_id: ID of the document
- :param name: Name of the document
- :param text: Text content of the document
- :param extra_params: extra parameters pass to the API, such as indexing_technique, process_rule. (optional)
- e.g.
- {
- 'indexing_technique': 'high_quality',
- 'process_rule': {
- 'rules': {
- 'pre_processing_rules': [
- {'id': 'remove_extra_spaces', 'enabled': True},
- {'id': 'remove_urls_emails', 'enabled': True}
- ],
- 'segmentation': {
- 'separator': '\n',
- 'max_tokens': 500
- }
- },
- 'mode': 'custom'
- }
- }
- :return: Response from the API
- """
- data = {"name": name, "text": text}
- if extra_params is not None and isinstance(extra_params, dict):
- data.update(extra_params)
- url = (
- f"/datasets/{self._get_dataset_id()}/documents/{document_id}/update_by_text"
- )
- return self._send_request("POST", url, json=data, **kwargs)
- def create_document_by_file(
- self, file_path, original_document_id=None, extra_params: dict | None = None
- ):
- """
- Create a document by file.
- :param file_path: Path to the file
- :param original_document_id: pass this ID if you want to replace the original document (optional)
- :param extra_params: extra parameters pass to the API, such as indexing_technique, process_rule. (optional)
- e.g.
- {
- 'indexing_technique': 'high_quality',
- 'process_rule': {
- 'rules': {
- 'pre_processing_rules': [
- {'id': 'remove_extra_spaces', 'enabled': True},
- {'id': 'remove_urls_emails', 'enabled': True}
- ],
- 'segmentation': {
- 'separator': '\n',
- 'max_tokens': 500
- }
- },
- 'mode': 'custom'
- }
- }
- :return: Response from the API
- """
- files = {"file": open(file_path, "rb")}
- data = {
- "process_rule": {"mode": "automatic"},
- "indexing_technique": "high_quality",
- }
- if extra_params is not None and isinstance(extra_params, dict):
- data.update(extra_params)
- if original_document_id is not None:
- data["original_document_id"] = original_document_id
- url = f"/datasets/{self._get_dataset_id()}/document/create_by_file"
- return self._send_request_with_files(
- "POST", url, {"data": json.dumps(data)}, files
- )
- def update_document_by_file(
- self, document_id, file_path, extra_params: dict | None = None
- ):
- """
- Update a document by file.
- :param document_id: ID of the document
- :param file_path: Path to the file
- :param extra_params: extra parameters pass to the API, such as indexing_technique, process_rule. (optional)
- e.g.
- {
- 'indexing_technique': 'high_quality',
- 'process_rule': {
- 'rules': {
- 'pre_processing_rules': [
- {'id': 'remove_extra_spaces', 'enabled': True},
- {'id': 'remove_urls_emails', 'enabled': True}
- ],
- 'segmentation': {
- 'separator': '\n',
- 'max_tokens': 500
- }
- },
- 'mode': 'custom'
- }
- }
- :return:
- """
- files = {"file": open(file_path, "rb")}
- data = {}
- if extra_params is not None and isinstance(extra_params, dict):
- data.update(extra_params)
- url = (
- f"/datasets/{self._get_dataset_id()}/documents/{document_id}/update_by_file"
- )
- return self._send_request_with_files(
- "POST", url, {"data": json.dumps(data)}, files
- )
- def batch_indexing_status(self, batch_id: str, **kwargs):
- """
- Get the status of the batch indexing.
- :param batch_id: ID of the batch uploading
- :return: Response from the API
- """
- url = f"/datasets/{self._get_dataset_id()}/documents/{batch_id}/indexing-status"
- return self._send_request("GET", url, **kwargs)
- def delete_dataset(self):
- """
- Delete this dataset.
- :return: Response from the API
- """
- url = f"/datasets/{self._get_dataset_id()}"
- return self._send_request("DELETE", url)
- def delete_document(self, document_id):
- """
- Delete a document.
- :param document_id: ID of the document
- :return: Response from the API
- """
- url = f"/datasets/{self._get_dataset_id()}/documents/{document_id}"
- return self._send_request("DELETE", url)
- def list_documents(
- self,
- page: int | None = None,
- page_size: int | None = None,
- keyword: str | None = None,
- **kwargs,
- ):
- """
- Get a list of documents in this dataset.
- :return: Response from the API
- """
- params = {}
- if page is not None:
- params["page"] = page
- if page_size is not None:
- params["limit"] = page_size
- if keyword is not None:
- params["keyword"] = keyword
- url = f"/datasets/{self._get_dataset_id()}/documents"
- return self._send_request("GET", url, params=params, **kwargs)
- def add_segments(self, document_id, segments, **kwargs):
- """
- Add segments to a document.
- :param document_id: ID of the document
- :param segments: List of segments to add, example: [{"content": "1", "answer": "1", "keyword": ["a"]}]
- :return: Response from the API
- """
- data = {"segments": segments}
- url = f"/datasets/{self._get_dataset_id()}/documents/{document_id}/segments"
- return self._send_request("POST", url, json=data, **kwargs)
- def query_segments(
- self,
- document_id,
- keyword: str | None = None,
- status: str | None = None,
- **kwargs,
- ):
- """
- Query segments in this document.
- :param document_id: ID of the document
- :param keyword: query keyword, optional
- :param status: status of the segment, optional, e.g. completed
- """
- url = f"/datasets/{self._get_dataset_id()}/documents/{document_id}/segments"
- params = {}
- if keyword is not None:
- params["keyword"] = keyword
- if status is not None:
- params["status"] = status
- if "params" in kwargs:
- params.update(kwargs["params"])
- return self._send_request("GET", url, params=params, **kwargs)
- def delete_document_segment(self, document_id, segment_id):
- """
- Delete a segment from a document.
- :param document_id: ID of the document
- :param segment_id: ID of the segment
- :return: Response from the API
- """
- url = f"/datasets/{self._get_dataset_id()}/documents/{document_id}/segments/{segment_id}"
- return self._send_request("DELETE", url)
- def update_document_segment(self, document_id, segment_id, segment_data, **kwargs):
- """
- Update a segment in a document.
- :param document_id: ID of the document
- :param segment_id: ID of the segment
- :param segment_data: Data of the segment, example: {"content": "1", "answer": "1", "keyword": ["a"], "enabled": True}
- :return: Response from the API
- """
- data = {"segment": segment_data}
- url = f"/datasets/{self._get_dataset_id()}/documents/{document_id}/segments/{segment_id}"
- return self._send_request("POST", url, json=data, **kwargs)
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