chore: import upstream snapshot with attribution
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This commit is contained in:
@@ -0,0 +1,158 @@
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import json
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import os
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import resource
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from json import JSONDecodeError
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from typing import Dict, List, Optional, Union
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import requests
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from tqdm.asyncio import tqdm
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from transformers import (
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AutoProcessor,
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AutoTokenizer,
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PreTrainedTokenizer,
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PreTrainedTokenizerFast,
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)
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def remove_prefix(text: str, prefix: str) -> str:
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return text[len(prefix) :] if text.startswith(prefix) else text
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def remove_suffix(text: str, suffix: str) -> str:
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return text[: -len(suffix)] if text.endswith(suffix) else text
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def parse_custom_headers(header_list: List[str]) -> Dict[str, str]:
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return {k: v for h in header_list for k, _, v in [h.partition("=")] if k and v}
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def get_model(pretrained_model_name_or_path: str) -> str:
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if os.getenv("SGLANG_USE_MODELSCOPE", "false").lower() == "true":
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import huggingface_hub.constants
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from modelscope import snapshot_download
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model_path = snapshot_download(
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model_id=pretrained_model_name_or_path,
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local_files_only=huggingface_hub.constants.HF_HUB_OFFLINE,
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ignore_file_pattern=[".*.pt", ".*.safetensors", ".*.bin"],
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)
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return model_path
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return pretrained_model_name_or_path
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def get_tokenizer(
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pretrained_model_name_or_path: str,
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) -> Union[PreTrainedTokenizer, PreTrainedTokenizerFast]:
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assert (
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pretrained_model_name_or_path is not None
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and pretrained_model_name_or_path != ""
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)
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if pretrained_model_name_or_path.endswith(
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".json"
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) or pretrained_model_name_or_path.endswith(".model"):
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from sglang.srt.utils.hf_transformers_utils import get_tokenizer
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return get_tokenizer(pretrained_model_name_or_path)
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if pretrained_model_name_or_path is not None and not os.path.exists(
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pretrained_model_name_or_path
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):
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pretrained_model_name_or_path = get_model(pretrained_model_name_or_path)
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return AutoTokenizer.from_pretrained(
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pretrained_model_name_or_path, trust_remote_code=True
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)
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def get_processor(
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pretrained_model_name_or_path: str,
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) -> AutoProcessor:
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assert (
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pretrained_model_name_or_path is not None
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and pretrained_model_name_or_path != ""
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)
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from sglang.srt.utils.hf_transformers_utils import (
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get_processor as _srt_get_processor,
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)
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if not pretrained_model_name_or_path.endswith(
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(".json", ".model")
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) and not os.path.exists(pretrained_model_name_or_path):
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pretrained_model_name_or_path = get_model(pretrained_model_name_or_path)
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return _srt_get_processor(pretrained_model_name_or_path, trust_remote_code=True)
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def download_and_cache_hf_file(
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repo_id: str,
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filename: str,
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repo_type: str = "dataset",
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):
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"""Download a file from Hugging Face and cache it locally."""
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from huggingface_hub import hf_hub_download
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return hf_hub_download(repo_id=repo_id, filename=filename, repo_type=repo_type)
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def download_and_cache_file(url: str, filename: Optional[str] = None):
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"""Read and cache a file from a url."""
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if filename is None:
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filename = os.path.join("/tmp", url.split("/")[-1])
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# Check if the cache file already exists
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if is_file_valid_json(filename):
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return filename
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print(f"Downloading from {url} to {filename}")
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# Stream the response to show the progress bar
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response = requests.get(url, stream=True)
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response.raise_for_status() # Check for request errors
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# Total size of the file in bytes
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total_size = int(response.headers.get("content-length", 0))
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chunk_size = 1024 # Download in chunks of 1KB
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# Use tqdm to display the progress bar
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with (
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open(filename, "wb") as f,
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tqdm(
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desc=filename,
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total=total_size,
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unit="B",
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unit_scale=True,
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unit_divisor=1024,
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) as bar,
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):
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for chunk in response.iter_content(chunk_size=chunk_size):
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f.write(chunk)
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bar.update(len(chunk))
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return filename
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def is_file_valid_json(path):
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if not os.path.isfile(path):
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return False
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# TODO can fuse into the real file open later
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try:
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with open(path) as f:
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json.load(f)
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return True
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except JSONDecodeError as e:
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print(
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f"{path} exists but json loading fails ({e=}), thus treat as invalid file"
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)
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return False
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def set_ulimit(target_soft_limit=65535):
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resource_type = resource.RLIMIT_NOFILE
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current_soft, current_hard = resource.getrlimit(resource_type)
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if current_soft < target_soft_limit:
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try:
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resource.setrlimit(resource_type, (target_soft_limit, current_hard))
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except ValueError as e:
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print(f"Fail to set RLIMIT_NOFILE: {e}")
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