#!/usr/bin/env python # -*- coding: utf-8 -*- import argparse import json import sys import time import os from http import HTTPStatus import dashscope from dashscope.aigc import Generation from dashscope.common.constants import ( DeploymentStatus, FilePurpose, TaskStatus, ) from dashscope.utils.oss_utils import OssUtils def print_failed_message(rsp): print( f"Failed, request_id: {rsp.request_id}, status_code: " f"{rsp.status_code}, code: {rsp.code}, message: {rsp.message}", ) def text_generation(args): response = Generation.call(args.model, args.prompt, stream=args.stream) if args.stream: for rsp in response: if rsp.status_code == HTTPStatus.OK: print(rsp.output) print(rsp.usage) else: print_failed_message(rsp) else: if response.status_code == HTTPStatus.OK: print(response.output) print(response.usage) else: print_failed_message(response) class FineTunes: @classmethod def call(cls, args): params = {} if args.n_epochs is not None: params["n_epochs"] = args.n_epochs if args.batch_size is not None: params["batch_size"] = args.batch_size if args.learning_rate is not None: params["learning_rate"] = args.learning_rate if args.prompt_loss is not None: params["prompt_loss"] = args.prompt_loss if args.params: params.update(args.params) rsp = dashscope.FineTunes.call( model=args.model, training_file_ids=args.training_file_ids, validation_file_ids=args.validation_file_ids, mode=args.mode, hyper_parameters=params, ) if rsp.status_code == HTTPStatus.OK: print( f"Create fine-tune job success, job_id: " f"{rsp.output['job_id']}", ) cls.wait(rsp.output["job_id"]) else: print_failed_message(rsp) @classmethod def wait(cls, job_id): try: while True: rsp = dashscope.FineTunes.get(job_id) if rsp.status_code == HTTPStatus.OK: if rsp.output["status"] == TaskStatus.FAILED: print("Fine-tune FAILED!") break if ( # pylint: disable=no-else-break rsp.output["status"] == TaskStatus.CANCELED ): print("Fine-tune task CANCELED") break if rsp.output["status"] == TaskStatus.RUNNING: print( "Fine-tuning is RUNNING, start get output stream.", ) cls.stream_events(job_id) elif rsp.output["status"] == TaskStatus.SUCCEEDED: print( f"Fine-tune task success, fine-tuned model:" f"{rsp.output['finetuned_output']}", ) break else: print( f"The fine-tune task is: {rsp.output['status']}", ) time.sleep(30) else: print_failed_message(rsp) except Exception: print( f"You can stream output via: dashscope fine_tunes.stream -j " f"{job_id}", ) @classmethod def get(cls, args): rsp = dashscope.FineTunes.get(args.job) if rsp.status_code == HTTPStatus.OK: if rsp.output["status"] == TaskStatus.FAILED: print("Fine-tune failed!") elif rsp.output["status"] == TaskStatus.CANCELED: print("Fine-tune task canceled") elif rsp.output["status"] == TaskStatus.SUCCEEDED: print( f"Fine-tune task success, fine-tuned model : " f"{rsp.output['finetuned_output']}", ) else: print(f"The fine-tune task is: {rsp.output['status']}") else: print_failed_message(rsp) @classmethod def list(cls, args): rsp = dashscope.FineTunes.list( page=args.start_page, page_size=args.page_size, ) if rsp.status_code == HTTPStatus.OK: if rsp.output is not None: for job in rsp.output["jobs"]: if job["status"] == TaskStatus.SUCCEEDED: print( f"job: {job['job_id']}, status: {job['status']}, " f"base model: {job['model']}, " f"fine-tuned model: {job['finetuned_output']}", ) else: print( f"job: {job['job_id']}, status: {job['status']}, " f"base model: {job['model']}", ) else: print("There is no fine-tuned model.") else: print_failed_message(rsp) @classmethod def stream_events(cls, job_id): # check job status if job is completed, get log. rsp = dashscope.FineTunes.get(job_id) if rsp.status_code == HTTPStatus.OK: if rsp.output["status"] in [ TaskStatus.FAILED, TaskStatus.CANCELED, TaskStatus.SUCCEEDED, ]: print( f"Fine-tune job: {job_id} is {rsp.output['status']}", ) cls.log(job_id) return else: print_failed_message(rsp) return # start streaming events. try: stream_events = dashscope.FineTunes.stream_events(job_id) for rsp in stream_events: if rsp.status_code == HTTPStatus.OK: print(rsp.output) else: print_failed_message(rsp) except Exception: print( f"You can stream output via: dashscope fine-tunes.stream -j " f"{job_id}", ) @classmethod def events(cls, args): cls.stream_events(args.job) @classmethod def log(cls, job_id): start = 1 n_line = 1000 # 1000 line per request while True: rsp = dashscope.FineTunes.logs(job_id, offset=start, line=n_line) if rsp.status_code == HTTPStatus.OK: for line in rsp.output["logs"]: print(line) if rsp.output["total"] < n_line: break start += n_line # pylint: disable=no-else-break else: print_failed_message(rsp) @classmethod def cancel(cls, args): rsp = dashscope.FineTunes.cancel(args.job) if rsp.status_code == HTTPStatus.OK: print("Cancel fine-tune job: %s success!") else: print_failed_message(rsp) @classmethod def delete(cls, args): rsp = dashscope.FineTunes.delete(args.job) if rsp.status_code == HTTPStatus.OK: print(f"fine_tune job: {args.job} delete success") else: print_failed_message(rsp) class Oss: @classmethod def upload(cls, args): print( f"Start oss.upload: model={args.model}, file={args.file}", ) if not args.file or not args.model: print("Please specify the model and file path") return file_path = os.path.expanduser(args.file) if not os.path.exists(file_path): print(f"File {file_path} does not exist") return api_key = os.environ.get("DASHSCOPE_API_KEY", args.api_key) if not api_key: print( "Please set your DashScope API key as environment variable " "DASHSCOPE_API_KEY or pass it as argument by -k/--api_key", ) return oss_url, _ = OssUtils.upload( model=args.model, file_path=file_path, api_key=api_key, base_address=args.base_url, ) if not oss_url: print(f"Failed to upload file: {file_path}") return print(f"Uploaded oss url: {oss_url}") class Files: @classmethod def upload(cls, args): rsp = dashscope.Files.upload( file_path=args.file, purpose=args.purpose, description=args.description, base_address=args.base_url, ) print(rsp) if rsp.status_code == HTTPStatus.OK: print( f"Upload success, file id: " f"{rsp.output['uploaded_files'][0]['file_id']}", ) else: print_failed_message(rsp) @classmethod def get(cls, args): rsp = dashscope.Files.get(file_id=args.id, base_address=args.base_url) if rsp.status_code == HTTPStatus.OK: if rsp.output: print( f"file info:\n" f"{json.dumps(rsp.output, ensure_ascii=False, indent=4)}", ) else: print("There is no uploaded file.") else: print_failed_message(rsp) @classmethod def list(cls, args): rsp = dashscope.Files.list( page=args.start_page, page_size=args.page_size, base_address=args.base_url, ) if rsp.status_code == HTTPStatus.OK: if rsp.output: print( f"file list info:\n" f"{json.dumps(rsp.output, ensure_ascii=False, indent=4)}", ) else: print("There is no uploaded files.") else: print_failed_message(rsp) @classmethod def delete(cls, args): rsp = dashscope.Files.delete(args.id, base_address=args.base_url) if rsp.status_code == HTTPStatus.OK: print("Delete success") else: print_failed_message(rsp) class Deployments: @classmethod def call(cls, args): rsp = dashscope.Deployments.call( model=args.model, capacity=args.capacity, suffix=args.suffix, ) if rsp.status_code == HTTPStatus.OK: deployed_model = rsp.output["deployed_model"] print(f"Create model: {deployed_model} deployment") try: while True: # wait for deployment ok. status = dashscope.Deployments.get(deployed_model) if status.status_code == HTTPStatus.OK: if status.output["status"] in [ DeploymentStatus.PENDING, DeploymentStatus.DEPLOYING, ]: time.sleep(30) print( f"Deployment {deployed_model} is " f"{status.output['status']}", ) else: print( f"Deployment: {deployed_model} status: " f"{status.output['status']}", ) break else: print_failed_message(rsp) except Exception: print( f"You can get deployment status via: " f"dashscope deployments.get -d {deployed_model}", ) else: print_failed_message(rsp) @classmethod def get(cls, args): rsp = dashscope.Deployments.get(args.deploy) if rsp.status_code == HTTPStatus.OK: print( f"Deployed model: {rsp.output['deployed_model']} " f"capacity: {rsp.output['capacity']} " f"status: {rsp.output['status']}", ) else: print_failed_message(rsp) @classmethod def list(cls, args): rsp = dashscope.Deployments.list( page_no=args.start_page, page_size=args.page_size, ) if rsp.status_code == HTTPStatus.OK: if rsp.output is not None: if ( "deployments" not in rsp.output or len( rsp.output["deployments"], ) == 0 ): print("There is no deployed model!") return for deployment in rsp.output["deployments"]: print( f"Deployed_model: {deployment['deployed_model']}, " f"model: {deployment['model_name']}, " f"status: {deployment['status']}", ) else: print("There is no deployed model.") else: print_failed_message(rsp) @classmethod def update(cls, args): rsp = dashscope.Deployments.update(args.deployed_model, args.version) if rsp.status_code == HTTPStatus.OK: if rsp.output is not None: if "deployments" not in rsp.output: print("There is no deployed model!") return for deployment in rsp.output["deployments"]: print( f"Deployed_model: {deployment['deployed_model']}, " f"model: {deployment['model_name']}, " f"status: {deployment['status']}", ) else: print("There is no deployed model.") else: print_failed_message(rsp) @classmethod def scale(cls, args): rsp = dashscope.Deployments.scale(args.deployed_model, args.capacity) if rsp.status_code == HTTPStatus.OK: if rsp.output is not None: print( f"Deployed_model: {rsp.output['deployed_model']}, " f"model: {rsp.output['model_name']}, " f"status: {rsp.output['status']}", ) else: print("There is no deployed model.") else: print_failed_message(rsp) @classmethod def delete(cls, args): rsp = dashscope.Deployments.delete(args.deploy) if rsp.status_code == HTTPStatus.OK: print(f"Deployed model: {args.deploy} delete success") else: print_failed_message(rsp) # from: https://gist.github.com/vadimkantorov/37518ff88808af840884355c845049ea class ParseKVAction(argparse.Action): def __call__(self, parser, namespace, values, option_string=None): # pylint: disable=use-dict-literal setattr( namespace, self.dest, dict(), ) for each in values: try: key, value = each.split("=") getattr(namespace, self.dest)[key] = value except ValueError as ex: message = f"\nTraceback: {ex}" message += f"\nError on '{each}' || It should be 'key=value'" raise argparse.ArgumentError(self, str(message)) # pylint: disable=too-many-statements def main(): parser = argparse.ArgumentParser( prog="dashscope", description="dashscope command line tools.", ) parser.add_argument("-k", "--api-key", help="Dashscope API key.") sub_parsers = parser.add_subparsers(help="Api subcommands") text_generation_parser = sub_parsers.add_parser("generation.call") text_generation_parser.add_argument( "-p", "--prompt", type=str, required=True, help="Input prompt", ) text_generation_parser.add_argument( "-m", "--model", type=str, required=True, help="The model to call.", ) text_generation_parser.add_argument( "--history", type=str, required=False, help="The history of the request.", ) text_generation_parser.add_argument( "-s", "--stream", default=False, action="store_true", help="Use stream mode default false.", ) text_generation_parser.set_defaults(func=text_generation) fine_tune_call = sub_parsers.add_parser("fine_tunes.call") fine_tune_call.add_argument( "-t", "--training_file_ids", required=True, nargs="+", help="Training file ids which upload by File command.", ) fine_tune_call.add_argument( "-v", "--validation_file_ids", required=False, nargs="+", default=[], help="Validation file ids which upload by File command.", ) fine_tune_call.add_argument( "-m", "--model", type=str, required=True, help="The based model to start fine-tune.", ) fine_tune_call.add_argument( "--mode", type=str, required=False, choices=["sft", "efficient_sft"], help="Select fine-tune mode sft or efficient_sft", ) fine_tune_call.add_argument( "-e", "--n_epochs", type=int, required=False, help="How many epochs to fine-tune.", ) fine_tune_call.add_argument( "-b", "--batch_size", type=int, required=False, help="How big is batch_size.", ) fine_tune_call.add_argument( "-l", "--learning_rate", type=float, required=False, help="The fine-tune learning rate.", ) fine_tune_call.add_argument( "-p", "--prompt_loss", type=float, required=False, help="The fine-tune prompt loss.", ) fine_tune_call.add_argument( "--hyper_parameters", nargs="+", dest="params", action=ParseKVAction, help="Extra hyper parameters accepts by key1=value1 key2=value2", metavar="KEY1=VALUE1", ) fine_tune_call.set_defaults(func=FineTunes.call) fine_tune_get = sub_parsers.add_parser("fine_tunes.get") fine_tune_get.add_argument( "-j", "--job", type=str, required=True, help="The fine-tune job id.", ) fine_tune_get.set_defaults(func=FineTunes.get) fine_tune_delete = sub_parsers.add_parser("fine_tunes.delete") fine_tune_delete.add_argument( "-j", "--job", type=str, required=True, help="The fine-tune job id.", ) fine_tune_delete.set_defaults(func=FineTunes.delete) fine_tune_stream = sub_parsers.add_parser("fine_tunes.stream") fine_tune_stream.add_argument( "-j", "--job", type=str, required=True, help="The fine-tune job id.", ) fine_tune_stream.set_defaults(func=FineTunes.events) fine_tune_list = sub_parsers.add_parser("fine_tunes.list") fine_tune_list.add_argument( "-s", "--start_page", type=int, default=1, help="Start of page, default 1", ) fine_tune_list.add_argument( "-p", "--page_size", type=int, default=10, help="The page size, default 10", ) fine_tune_list.set_defaults(func=FineTunes.list) fine_tune_cancel = sub_parsers.add_parser("fine_tunes.cancel") fine_tune_cancel.add_argument( "-j", "--job", type=str, required=True, help="The fine-tune job id.", ) fine_tune_cancel.set_defaults(func=FineTunes.cancel) oss_upload = sub_parsers.add_parser("oss.upload") oss_upload.add_argument( "-f", "--file", type=str, required=True, help="The file path to upload", ) oss_upload.add_argument( "-m", "--model", type=str, required=True, help="The model name", ) oss_upload.add_argument( "-k", "--api_key", type=str, required=False, help="The dashscope api key", ) oss_upload.add_argument( "-u", "--base_url", type=str, help="The base url.", required=False, ) oss_upload.set_defaults(func=Oss.upload) file_upload = sub_parsers.add_parser("files.upload") file_upload.add_argument( "-f", "--file", type=str, required=True, help="The file path to upload", ) file_upload.add_argument( "-p", "--purpose", default=FilePurpose.fine_tune, const=FilePurpose.fine_tune, nargs="?", help="Purpose to upload file[fine-tune]", required=True, ) file_upload.add_argument( "-d", "--description", type=str, help="The file description.", required=False, ) file_upload.add_argument( "-u", "--base_url", type=str, help="The base url.", required=False, ) file_upload.set_defaults(func=Files.upload) file_get = sub_parsers.add_parser("files.get") file_get.add_argument( "-i", "--id", type=str, required=True, help="The file ID", ) file_get.add_argument( "-u", "--base_url", type=str, help="The base url.", required=False, ) file_get.set_defaults(func=Files.get) file_delete = sub_parsers.add_parser("files.delete") file_delete.add_argument( "-i", "--id", type=str, required=True, help="The files ID", ) file_delete.add_argument( "-u", "--base_url", type=str, help="The base url.", required=False, ) file_delete.set_defaults(func=Files.delete) file_list = sub_parsers.add_parser("files.list") file_list.add_argument( "-s", "--start_page", type=int, default=1, help="Start of page, default 1", ) file_list.add_argument( "-p", "--page_size", type=int, default=10, help="The page size, default 10", ) file_list.add_argument( "-u", "--base_url", type=str, help="The base url.", required=False, ) file_list.set_defaults(func=Files.list) deployments_call = sub_parsers.add_parser("deployments.call") deployments_call.add_argument( "-m", "--model", required=True, help="The model ID", ) deployments_call.add_argument( "-s", "--suffix", required=False, help=( "The suffix of the deployment, \ lower cased characters 8 chars max." ), ) deployments_call.add_argument( "-c", "--capacity", type=int, required=False, default=1, help="The target capacity", ) deployments_call.set_defaults(func=Deployments.call) deployments_get = sub_parsers.add_parser("deployments.get") deployments_get.add_argument( "-d", "--deploy", required=True, help="The deployed model.", ) deployments_get.set_defaults(func=Deployments.get) deployments_delete = sub_parsers.add_parser("deployments.delete") deployments_delete.add_argument( "-d", "--deploy", required=True, help="The deployed model.", ) deployments_delete.set_defaults(func=Deployments.delete) deployments_list = sub_parsers.add_parser("deployments.list") deployments_list.add_argument( "-s", "--start_page", type=int, default=1, help="Start of page, default 1", ) deployments_list.add_argument( "-p", "--page_size", type=int, default=10, help="The page size, default 10", ) deployments_list.set_defaults(func=Deployments.list) deployments_scale = sub_parsers.add_parser("deployments.scale") deployments_scale.add_argument( "-d", "--deployed_model", type=str, required=True, help="The deployed model to scale", ) deployments_scale.add_argument( "-c", "--capacity", type=int, required=True, help="The target capacity", ) deployments_scale.set_defaults(func=Deployments.scale) args = parser.parse_args() if args.api_key is not None: dashscope.api_key = args.api_key args.func(args) if __name__ == "__main__": sys.exit(main())