Feature: support code completion (#3612)
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174
python/sglang/srt/code_completion_parser.py
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174
python/sglang/srt/code_completion_parser.py
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# Copyright 2023-2024 SGLang Team
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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# ==============================================================================
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"""Completion templates."""
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import dataclasses
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import json
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import logging
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import os
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from enum import auto
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from sglang.srt.openai_api.protocol import ChatCompletionRequest
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logger = logging.getLogger(__name__)
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completion_template_name = None
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class FimPosition:
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"""Postion of fim middle token."""
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MIDDLE = auto()
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END = auto()
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@dataclasses.dataclass
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class CompletionTemplate:
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"""A class that manages completion prompt templates. only for code completion currently."""
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# The name of this template
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name: str
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# the fim begin token
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fim_begin_token: str
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# The fim middle token
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fim_middle_token: str
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# The fim end token
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fim_end_token: str
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# The position of the fim middle token
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fim_position: FimPosition
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# A global registry for all completion templates
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completion_templates: dict[str, CompletionTemplate] = {}
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def load_completion_template_for_openai_api(completion_template_arg):
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global completion_template_name
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logger.info(
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f"Use completion template for the OpenAI-compatible API server: {completion_template_arg}"
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)
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if not completion_template_exists(completion_template_arg):
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if not os.path.exists(completion_template_arg):
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raise RuntimeError(
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f"Completion template {completion_template_arg} is not a built-in template name "
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"or a valid completion template file path."
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)
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assert completion_template_arg.endswith(
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".json"
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), "unrecognized format of completion template file"
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with open(completion_template_arg, "r") as filep:
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template = json.load(filep)
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try:
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fim_position = FimPosition[template["fim_position"]]
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except KeyError:
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raise ValueError(
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f"Unknown fim position: {template['fim_position']}"
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) from None
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register_completion_template(
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CompletionTemplate(
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name=template["name"],
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fim_begin_token=template["fim_begin_token"],
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fim_middle_token=template["fim_middle_token"],
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fim_end_token=template["fim_end_token"],
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fim_position=fim_position,
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),
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override=True,
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)
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completion_template_name = template["name"]
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else:
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completion_template_name = completion_template_arg
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def register_completion_template(template: CompletionTemplate, override: bool = False):
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"""Register a new completion template."""
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if not override:
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assert (
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template.name not in completion_templates
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), f"{template.name} has been registered."
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completion_templates[template.name] = template
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def completion_template_exists(template_name: str) -> bool:
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return template_name in completion_templates
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def is_completion_template_defined() -> bool:
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global completion_template_name
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return completion_template_name != None
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def generate_completion_prompt_from_request(request: ChatCompletionRequest) -> str:
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global completion_template_name
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if request.suffix == "":
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return request.prompt
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return generate_completion_prompt(
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request.prompt, request.suffix, completion_template_name
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)
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def generate_completion_prompt(prompt: str, suffix: str, template_name: str) -> str:
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completion_template = completion_templates[template_name]
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fim_begin_token = completion_template.fim_begin_token
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fim_middle_token = completion_template.fim_middle_token
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fim_end_token = completion_template.fim_end_token
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fim_position = completion_template.fim_position
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if fim_position == FimPosition.MIDDLE:
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prompt = f"{fim_begin_token}{prompt}{fim_middle_token}{suffix}{fim_end_token}"
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elif fim_position == FimPosition.END:
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prompt = f"{fim_begin_token}{prompt}{fim_end_token}{suffix}{fim_middle_token}"
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return prompt
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register_completion_template(
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CompletionTemplate(
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name="deepseek_coder",
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fim_begin_token="<|fim▁begin|>",
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fim_middle_token="<|fim▁hole|>",
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fim_end_token="<|fim▁end|>",
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fim_position=FimPosition.MIDDLE,
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)
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)
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register_completion_template(
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CompletionTemplate(
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name="star_coder",
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fim_begin_token="<fim_prefix>",
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fim_middle_token="<fim_middle>",
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fim_end_token="<fim_suffix>",
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fim_position=FimPosition.END,
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)
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)
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register_completion_template(
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CompletionTemplate(
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name="qwen_coder",
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fim_begin_token="<|fim_prefix|>",
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fim_middle_token="<|fim_middle|>",
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fim_end_token="<|fim_suffix|>",
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fim_position=FimPosition.END,
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)
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)
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@@ -36,6 +36,7 @@ setattr(threading, "_register_atexit", lambda *args, **kwargs: None)
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import torch
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import uvloop
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from sglang.srt.code_completion_parser import load_completion_template_for_openai_api
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from sglang.srt.managers.data_parallel_controller import (
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run_data_parallel_controller_process,
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)
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@@ -538,6 +539,9 @@ def _launch_subprocesses(
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tokenizer_manager, server_args.chat_template, server_args.model_path
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)
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if server_args.completion_template:
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load_completion_template_for_openai_api(server_args.completion_template)
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# Wait for the model to finish loading
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scheduler_infos = []
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for i in range(len(scheduler_pipe_readers)):
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@@ -33,6 +33,10 @@ except ImportError:
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# outlines.integrations.utils
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from outlines.integrations.utils import convert_json_schema_to_str
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from sglang.srt.code_completion_parser import (
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generate_completion_prompt_from_request,
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is_completion_template_defined,
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)
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from sglang.srt.conversation import (
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Conversation,
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SeparatorStyle,
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@@ -504,7 +508,11 @@ def v1_generate_request(
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"To compute logprobs of input prompt, please use the native /generate API."
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)
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prompts.append(request.prompt)
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prompt = request.prompt
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if is_completion_template_defined():
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prompt = generate_completion_prompt_from_request(request)
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prompts.append(prompt)
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lora_paths.append(request.lora_path)
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if request.echo and request.logprobs:
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current_logprob_start_len = 0
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@@ -56,6 +56,7 @@ class ServerArgs:
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device: Optional[str] = None
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served_model_name: Optional[str] = None
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chat_template: Optional[str] = None
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completion_template: Optional[str] = None
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is_embedding: bool = False
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revision: Optional[str] = None
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@@ -456,6 +457,12 @@ class ServerArgs:
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default=ServerArgs.chat_template,
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help="The buliltin chat template name or the path of the chat template file. This is only used for OpenAI-compatible API server.",
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)
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parser.add_argument(
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"--completion-template",
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type=str,
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default=ServerArgs.completion_template,
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help="The buliltin completion template name or the path of the completion template file. This is only used for OpenAI-compatible API server. only for code completion currently.",
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)
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parser.add_argument(
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"--is-embedding",
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action="store_true",
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