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15.7 kB
| # -*- coding: utf-8 -*- | |
| # Copyright (c) Alibaba, Inc. and its affiliates. | |
| import asyncio | |
| import json | |
| import os | |
| import platform | |
| import queue | |
| import threading | |
| from dataclasses import dataclass | |
| from http import HTTPStatus | |
| from typing import Dict | |
| from urllib.parse import urlparse | |
| import aiohttp | |
| import requests | |
| from dashscope.api_entities.dashscope_response import DashScopeAPIResponse | |
| from dashscope.common.api_key import get_default_api_key | |
| from dashscope.common.constants import SSE_CONTENT_TYPE | |
| from dashscope.common.logging import logger | |
| from dashscope.version import __version__ | |
| def is_validate_fine_tune_file(file_path): | |
| with open(file_path, encoding="utf-8") as f: | |
| for line in f: | |
| try: | |
| json.loads(line) | |
| except json.decoder.JSONDecodeError: | |
| return False | |
| return True | |
| def _get_task_group_and_task(module_name): | |
| """Get task_group and task name. | |
| get task_group and task name based on api file __name__ | |
| Args: | |
| module_name (str): The api file __name__ | |
| Returns: | |
| (str, str): task_group and task | |
| """ | |
| pkg, task = module_name.rsplit(".", 1) | |
| task = task.replace("_", "-") | |
| _, task_group = pkg.rsplit(".", 1) | |
| return task_group, task | |
| def is_path(path: str): | |
| """Check the input path is valid local path. | |
| Args: | |
| path_or_url (str): The path. | |
| Returns: | |
| bool: If path return True, otherwise False. | |
| """ | |
| url_parsed = urlparse(path) | |
| if url_parsed.scheme in ("file", ""): | |
| return os.path.exists(url_parsed.path) | |
| else: | |
| return False | |
| def is_url(url: str): | |
| """Check the input url is valid url. | |
| Args: | |
| url (str): The url | |
| Returns: | |
| bool: If is url return True, otherwise False. | |
| """ | |
| url_parsed = urlparse(url) | |
| # pylint: disable=simplifiable-if-statement | |
| if url_parsed.scheme in ("http", "https", "oss"): | |
| return True | |
| else: | |
| return False | |
| def iter_over_async(ait): | |
| loop = asyncio.get_event_loop_policy().new_event_loop() | |
| ait = ait.__aiter__() | |
| async def get_next(): | |
| try: | |
| obj = await ait.__anext__() | |
| return False, obj | |
| except StopAsyncIteration: | |
| return True, None | |
| def iter_thread(loop, message_queue): | |
| while True: | |
| try: | |
| done, obj = loop.run_until_complete(get_next()) | |
| if done: | |
| message_queue.put((True, None, None)) | |
| break | |
| message_queue.put((False, None, obj)) | |
| except BaseException as e: # noqa E722 | |
| logger.exception(e) | |
| message_queue.put((True, e, None)) | |
| break | |
| message_queue = queue.Queue() | |
| x = threading.Thread( | |
| target=iter_thread, | |
| args=(loop, message_queue), | |
| name="iter_async_thread", | |
| ) | |
| x.start() | |
| while True: | |
| finished, error, obj = message_queue.get() | |
| if finished: | |
| if error is not None: | |
| yield DashScopeAPIResponse( | |
| -1, | |
| "", | |
| "Unknown", | |
| message=f"Error type: {type(error)}, message: {error}", | |
| ) | |
| break | |
| yield obj # pylint: disable=no-else-break | |
| def async_to_sync(async_generator): | |
| for message in iter_over_async(async_generator): | |
| yield message | |
| def get_user_agent(): | |
| try: | |
| platform_ = ( | |
| platform.platform().replace("\n", "").replace("\r", "").strip() | |
| ) | |
| except Exception: | |
| platform_ = "unknown" | |
| try: | |
| processor_ = ( | |
| platform.processor().replace("\n", "").replace("\r", "").strip() | |
| ) | |
| except Exception: | |
| processor_ = "unknown" | |
| ua = ( | |
| f"dashscope/{__version__}; python/{platform.python_version()}; " | |
| f"platform/{platform_}; " | |
| f"processor/{processor_}" | |
| ) | |
| return ua | |
| def default_headers(api_key: str = None) -> Dict[str, str]: | |
| ua = get_user_agent() | |
| headers = {"user-agent": ua} | |
| if api_key is None: | |
| api_key = get_default_api_key() | |
| headers["Authorization"] = f"Bearer {api_key}" | |
| headers["Accept"] = "application/json" | |
| return headers | |
| def join_url(base_url, *args): | |
| if not base_url.endswith("/"): | |
| base_url = base_url + "/" | |
| url = base_url | |
| for arg in args: | |
| if arg is not None: | |
| url += arg + "/" | |
| return url[:-1] | |
| async def _handle_aiohttp_response(response: aiohttp.ClientResponse): | |
| request_id = "" | |
| if response.status == HTTPStatus.OK: | |
| json_content = await response.json() | |
| if "request_id" in json_content: | |
| request_id = json_content["request_id"] | |
| return DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=HTTPStatus.OK, | |
| output=json_content, | |
| ) | |
| else: | |
| if "application/json" in response.content_type: | |
| error = await response.json() | |
| msg = "" | |
| if "message" in error: | |
| msg = error["message"] | |
| if "request_id" in error: | |
| request_id = error["request_id"] | |
| return DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=response.status, | |
| output=None, | |
| code=error["code"], | |
| message=msg, | |
| ) | |
| else: | |
| msg = await response.read() | |
| return DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=response.status, | |
| output=None, | |
| code="Unknown", | |
| message=msg, | |
| ) | |
| class SSEEvent: | |
| id: str | |
| eventType: str | |
| data: str | |
| def __init__( # pylint: disable=redefined-builtin | |
| self, | |
| id: str, | |
| type: str, | |
| data: str, | |
| ): | |
| self.id = id | |
| self.eventType = type | |
| self.data = data | |
| def _handle_stream(response: requests.Response): | |
| # TODO define done message. | |
| is_error = False | |
| status_code = HTTPStatus.BAD_REQUEST | |
| event = SSEEvent(None, None, None) # type: ignore[arg-type] | |
| eventType = None | |
| for line in response.iter_lines(): | |
| if line: | |
| line = line.decode("utf8") | |
| line = line.rstrip("\n").rstrip("\r") | |
| if line.startswith("id:"): | |
| id = line[len("id:") :] # pylint: disable=redefined-builtin | |
| event.id = id.strip() | |
| elif line.startswith("event:"): | |
| eventType = line[len("event:") :] | |
| event.eventType = eventType.strip() | |
| if eventType == "error": | |
| is_error = True | |
| elif line.startswith("status:"): | |
| status_code = line[len("status:") :] | |
| status_code = int(status_code.strip()) | |
| elif line.startswith("data:"): | |
| line = line[len("data:") :] | |
| event.data = line.strip() | |
| if eventType is not None and eventType == "done": | |
| continue | |
| yield (is_error, status_code, event) | |
| if is_error: | |
| break | |
| else: | |
| continue # ignore heartbeat... | |
| def _handle_error_message(error, status_code, flattened_output): | |
| code = None | |
| msg = "" | |
| request_id = "" | |
| if flattened_output: | |
| error["status_code"] = status_code | |
| return error | |
| if "message" in error: | |
| msg = error["message"] | |
| if "msg" in error: | |
| msg = error["msg"] | |
| if "code" in error: | |
| code = error["code"] | |
| if "request_id" in error: | |
| request_id = error["request_id"] | |
| return DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=status_code, | |
| code=code, | |
| message=msg, | |
| ) | |
| def _handle_http_failed_response( | |
| response: requests.Response, | |
| flattened_output: bool = False, | |
| ) -> DashScopeAPIResponse: | |
| request_id = "" | |
| if "application/json" in response.headers.get("content-type", ""): | |
| error = response.json() | |
| return _handle_error_message( | |
| error, | |
| response.status_code, | |
| flattened_output, | |
| ) | |
| elif SSE_CONTENT_TYPE in response.headers.get("content-type", ""): | |
| msgs = response.content.decode("utf-8").split("\n") | |
| for msg in msgs: | |
| if msg.startswith("data:"): | |
| error = json.loads(msg.replace("data:", "").strip()) | |
| return _handle_error_message( | |
| error, | |
| response.status_code, | |
| flattened_output, | |
| ) | |
| return DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=response.status_code, | |
| code="Unknown", | |
| message=msgs, | |
| ) | |
| else: | |
| msg = response.content.decode("utf-8") | |
| if flattened_output: | |
| return {"status_code": response.status_code, "message": msg} # type: ignore[return-value] # pylint: disable=line-too-long # noqa: E501 | |
| return DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=response.status_code, | |
| code="Unknown", | |
| message=msg, | |
| ) | |
| async def _handle_aio_stream(response): | |
| # TODO define done message. | |
| is_error = False | |
| status_code = HTTPStatus.BAD_REQUEST | |
| async for line in response.content: | |
| if line: | |
| line = line.decode("utf8") | |
| line = line.rstrip("\n").rstrip("\r") | |
| if line.startswith("event:error"): | |
| is_error = True | |
| elif line.startswith("status:"): | |
| status_code = line[len("status:") :] | |
| status_code = int(status_code.strip()) | |
| elif line.startswith("data:"): | |
| line = line[len("data:") :] | |
| yield (is_error, status_code, line) | |
| if is_error: | |
| break | |
| else: | |
| continue # ignore heartbeat... | |
| async def _handle_aiohttp_failed_response( | |
| response: requests.Response, | |
| flattened_output: bool = False, | |
| ) -> DashScopeAPIResponse: | |
| request_id = "" | |
| if "application/json" in response.content_type: | |
| error = await response.json() | |
| return _handle_error_message(error, response.status, flattened_output) | |
| elif SSE_CONTENT_TYPE in response.content_type: | |
| async for _, _, data in _handle_aio_stream(response): | |
| error = json.loads(data) | |
| return _handle_error_message(error, response.status, flattened_output) | |
| else: | |
| msg = response.content.decode("utf-8") | |
| if flattened_output: | |
| return {"status_code": response.status, "message": msg} # type: ignore[return-value] # pylint: disable=line-too-long # noqa: E501 | |
| return DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=response.status, | |
| code="Unknown", | |
| message=msg, | |
| ) | |
| def _handle_http_response( | |
| response: requests.Response, | |
| flattened_output: bool = False, | |
| ): | |
| response = _handle_http_stream_response(response, flattened_output) | |
| _, output = next(response) | |
| try: | |
| next(response) | |
| except StopIteration: | |
| pass | |
| return output | |
| # pylint: disable=R1702,too-many-branches,too-many-statements | |
| def _handle_http_stream_response( | |
| response: requests.Response, | |
| flattened_output: bool = False, | |
| ): | |
| request_id = "" | |
| if ( | |
| response.status_code == HTTPStatus.OK | |
| and SSE_CONTENT_TYPE in response.headers.get("content-type", "") | |
| ): | |
| for is_error, status_code, event in _handle_stream(response): | |
| if not is_error: | |
| try: | |
| output = None | |
| usage = None | |
| msg = json.loads(event.data) | |
| if flattened_output: | |
| msg["status_code"] = response.status_code | |
| yield event.eventType, msg | |
| else: | |
| logger.debug("Stream message: %s", msg) | |
| if not is_error: | |
| if "output" in msg: | |
| output = msg["output"] | |
| if "usage" in msg: | |
| usage = msg["usage"] | |
| if "request_id" in msg: | |
| request_id = msg["request_id"] | |
| yield event.eventType, DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=HTTPStatus.OK, | |
| output=output, | |
| usage=usage, | |
| ) | |
| except json.JSONDecodeError as e: | |
| if flattened_output: | |
| yield event.eventType, { | |
| "status_code": response.status_code, | |
| "message": e.message, | |
| } | |
| else: | |
| yield event.eventType, DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=HTTPStatus.BAD_REQUEST, | |
| output=None, | |
| code="Unknown", | |
| message=event.data, | |
| ) | |
| continue | |
| else: | |
| if flattened_output: | |
| yield event.eventType, { | |
| "status_code": status_code, | |
| "message": event.data, | |
| } | |
| else: | |
| msg = json.loads(event.eventType) | |
| yield event.eventType, DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=status_code, | |
| output=None, | |
| code=msg["code"] | |
| if "code" in msg | |
| else None, # noqa E501 | |
| message=msg["message"] if "message" in msg else None, | |
| ) # noqa E501 | |
| # pylint: disable=consider-using-in | |
| elif ( | |
| response.status_code == HTTPStatus.OK | |
| or response.status_code == HTTPStatus.CREATED | |
| ): | |
| json_content = response.json() | |
| if flattened_output: | |
| json_content["status_code"] = response.status_code | |
| yield None, json_content | |
| else: | |
| output = None | |
| usage = None | |
| code = None | |
| msg = "" | |
| if "data" in json_content: | |
| output = json_content["data"] | |
| if "code" in json_content: | |
| code = json_content["code"] | |
| if "message" in json_content: | |
| msg = json_content["message"] | |
| if "output" in json_content: | |
| output = json_content["output"] | |
| if "usage" in json_content: | |
| usage = json_content["usage"] | |
| if "request_id" in json_content: | |
| request_id = json_content["request_id"] | |
| json_content.pop("request_id", None) | |
| if "data" not in json_content and "output" not in json_content: | |
| output = json_content | |
| yield None, DashScopeAPIResponse( | |
| request_id=request_id, | |
| status_code=response.status_code, | |
| code=code, # type: ignore[arg-type] | |
| output=output, | |
| usage=usage, | |
| message=msg, | |
| ) | |
| else: | |
| yield None, _handle_http_failed_response(response, flattened_output) | |