| import os |
| import subprocess |
| import sys |
| import argparse |
| from pathlib import Path |
| from concurrent.futures import ( |
| ProcessPoolExecutor, |
| as_completed, |
| ) |
| from zipnn_compress_file import compress_file |
|
|
| sys.path.append( |
| os.path.abspath( |
| os.path.join( |
| os.path.dirname(__file__), ".." |
| ) |
| ) |
| ) |
|
|
|
|
| KB = 1024 |
| MB = 1024 * 1024 |
| GB = 1024 * 1024 * 1024 |
|
|
| RED = "\033[91m" |
| YELLOW = "\033[93m" |
| GREEN = "\033[92m" |
| RESET = "\033[0m" |
|
|
|
|
| def check_and_install_zipnn(): |
| try: |
| import zipnn |
| except ImportError: |
| print("zipnn not found. Installing...") |
| subprocess.check_call( |
| [ |
| sys.executable, |
| "-m", |
| "pip", |
| "install", |
| "zipnn", |
| "--upgrade", |
| ] |
| ) |
| import zipnn |
|
|
|
|
| def parse_streaming_chunk_size( |
| streaming_chunk_size, |
| ): |
| if str(streaming_chunk_size).isdigit(): |
| final = int(streaming_chunk_size) |
| else: |
| size_value = int( |
| streaming_chunk_size[:-2] |
| ) |
| size_unit = streaming_chunk_size[ |
| -2 |
| ].lower() |
|
|
| if size_unit == "k": |
| final = KB * size_value |
| elif size_unit == "m": |
| final = MB * size_value |
| elif size_unit == "g": |
| final = GB * size_value |
| else: |
| raise ValueError( |
| f"Invalid size unit: {size_unit}. Use 'k', 'm', or 'g'." |
| ) |
|
|
| return final |
|
|
| def replace_in_file(file_path: Path | str, old: str, new: str) -> None: |
| """Given a file_path, replace all occurrences of `old` with `new` inpalce.""" |
|
|
| with open(file_path, 'r') as file: |
| file_data = file.read() |
|
|
| file_data = file_data.replace(old, new) |
|
|
| with open(file_path, 'w') as file: |
| file.write(file_data) |
|
|
| def compress_files_with_suffix( |
| suffix, |
| dtype="", |
| streaming_chunk_size=1048576, |
| path=".", |
| delete=False, |
| r=False, |
| force=False, |
| max_processes=1, |
| hf_cache=False, |
| model="", |
| branch="main", |
| ): |
| import zipnn |
|
|
| overwrite_first=True |
| file_list = [] |
| streaming_chunk_size = ( |
| parse_streaming_chunk_size( |
| streaming_chunk_size |
| ) |
| ) |
| if model: |
| if not hf_cache: |
| raise ValueError( |
| "Must specify --hf_cache when using --model" |
| ) |
| try: |
| from huggingface_hub import scan_cache_dir |
| except ImportError: |
| raise ImportError( |
| "huggingface_hub not found. Please pip install huggingface_hub." |
| ) |
| cache = scan_cache_dir() |
| repo = next((repo for repo in cache.repos if repo.repo_id == model), None) |
|
|
| if repo is not None: |
| print(f"Found repo {model} in cache") |
| |
| |
| hash = '' |
| try: |
| with open(os.path.join(repo.repo_path, 'refs', branch), "r") as ref: |
| hash = ref.read() |
| except FileNotFoundError: |
| raise FileNotFoundError(f"Branch {branch} not found in repo {model}") |
| |
| path = os.path.join(repo.repo_path, 'snapshots', hash) |
|
|
| directories_to_search = ( |
| os.walk(path) |
| if r |
| else [(path, [], os.listdir(path))] |
| ) |
| files_found = False |
| for root, _, files in directories_to_search: |
| for file_name in files: |
| if file_name.endswith(suffix): |
| compressed_path = ( |
| file_name + ".znn" |
| ) |
| if not force and os.path.exists( |
| compressed_path |
| ): |
| |
| if overwrite_first: |
| overwrite_first=False |
| user_input = ( |
| input( |
| f"Compressed files already exists; Would you like to overwrite them all (y/n)? " |
| ) |
| .strip() |
| .lower() |
| ) |
| if user_input not in ( |
| "y", |
| "yes", |
| ): |
| print( |
| f"No forced overwriting." |
| ) |
| else: |
| print( |
| f"Overwriting all compressed files." |
| ) |
| force=True |
| |
| if not force: |
| user_input = ( |
| input( |
| f"{compressed_path} already exists; overwrite (y/n)? " |
| ) |
| .strip() |
| .lower() |
| ) |
| if user_input not in ( |
| "y", |
| "yes", |
| ): |
| print( |
| f"Skipping {file_name}..." |
| ) |
| continue |
| files_found = True |
| full_path = os.path.join( |
| root, file_name |
| ) |
| file_list.append(full_path) |
|
|
| if file_list and hf_cache: |
| try: |
| from transformers.utils import ( |
| SAFE_WEIGHTS_INDEX_NAME, |
| WEIGHTS_INDEX_NAME |
| ) |
| except ImportError: |
| raise ImportError( |
| "Transformers not found. Please pip install transformers." |
| ) |
| |
| if os.path.exists(os.path.join(path, SAFE_WEIGHTS_INDEX_NAME)): |
| print(f"{YELLOW}Fixing Hugging Face model json...{RESET}") |
| blob_name = os.path.join(path, os.readlink(os.path.join(path, SAFE_WEIGHTS_INDEX_NAME))) |
| replace_in_file( |
| file_path=blob_name, |
| old=f"{suffix}", |
| new=f"{suffix}.znn" |
| ) |
| elif os.path.exists(os.path.join(path, WEIGHTS_INDEX_NAME)): |
| print(f"{YELLOW}Fixing Hugging Face model json...{RESET}") |
| blob_name = os.path.join(path, os.readlink(os.path.join(path, WEIGHTS_INDEX_NAME))) |
| replace_in_file( |
| file_path=blob_name, |
| old=f"{suffix}", |
| new=f"{suffix}.znn" |
| ) |
|
|
| with ProcessPoolExecutor( |
| max_workers=max_processes |
| ) as executor: |
| future_to_file = { |
| executor.submit( |
| compress_file, |
| file, |
| dtype, |
| streaming_chunk_size, |
| delete, |
| True, |
| hf_cache, |
| ): file |
| for file in file_list[:max_processes] |
| } |
| file_list = file_list[max_processes:] |
| while future_to_file: |
| for future in as_completed( |
| future_to_file |
| ): |
| file = future_to_file.pop(future) |
|
|
| try: |
| future.result() |
| except Exception as exc: |
| print( |
| f"{RED}File {file} generated an exception: {exc}{RESET}" |
| ) |
|
|
| if file_list: |
| next_file = file_list.pop(0) |
| future_to_file[ |
| executor.submit( |
| compress_file, |
| next_file, |
| dtype, |
| streaming_chunk_size, |
| delete, |
| True, |
| hf_cache, |
| ) |
| ] = next_file |
|
|
| if not files_found: |
| print( |
| f"{RED}No files with the suffix '{suffix}' found.{RESET}" |
| ) |
|
|
| print(f"{GREEN}All files compressed{RESET}") |
|
|
|
|
| if __name__ == "__main__": |
| if len(sys.argv) < 2: |
| print( |
| "Usage: python compress_files.py <suffix>" |
| ) |
| print( |
| "Example: python compress_files.py 'safetensors'" |
| ) |
| sys.exit(1) |
|
|
| parser = argparse.ArgumentParser( |
| description="Enter a suffix to compress, (optional) dtype, (optional) streaming chunk size, (optional) path to files." |
| ) |
| parser.add_argument( |
| "suffix", |
| type=str, |
| help="Specify the file suffix to compress all files with that suffix. If a single file name is provided, only that file will be compressed.", |
| ) |
| parser.add_argument( |
| "--float32", |
| action="store_true", |
| help="A flag that triggers float32 compression", |
| ) |
| parser.add_argument( |
| "--streaming_chunk_size", |
| type=str, |
| help="An optional streaming chunk size. The format is int (for size in Bytes) or int+KB/MB/GB. Default is 1MB", |
| ) |
| parser.add_argument( |
| "--path", |
| type=str, |
| help="Path to files to compress", |
| ) |
| parser.add_argument( |
| "--delete", |
| action="store_true", |
| help="A flag that triggers deletion of a single file instead of compression", |
| ) |
| parser.add_argument( |
| "-r", |
| action="store_true", |
| help="A flag that triggers recursive search on all subdirectories", |
| ) |
| parser.add_argument( |
| "--recursive", |
| action="store_true", |
| help="A flag that triggers recursive search on all subdirectories", |
| ) |
| parser.add_argument( |
| "--force", |
| action="store_true", |
| help="A flag that forces overwriting when compressing.", |
| ) |
| parser.add_argument( |
| "--max_processes", |
| type=int, |
| help="The amount of maximum processes.", |
| ) |
| parser.add_argument( |
| "--hf_cache", |
| action="store_true", |
| help="A flag that indicates if the file is in the Hugging Face cache. Must either specify --model or --path to the model's snapshot cache.", |
| ) |
| parser.add_argument( |
| "--model", |
| type=str, |
| help="Only when using --hf_cache, specify the model name or path. E.g. 'ibm-granite/granite-7b-instruct'", |
| ) |
| parser.add_argument( |
| "--model_branch", |
| type=str, |
| default="main", |
| help="Only when using --model, specify the model branch. Default is 'main'", |
| ) |
| args = parser.parse_args() |
| optional_kwargs = {} |
| if args.float32: |
| optional_kwargs["dtype"] = 32 |
| if args.streaming_chunk_size is not None: |
| optional_kwargs[ |
| "streaming_chunk_size" |
| ] = args.streaming_chunk_size |
| if args.path is not None: |
| optional_kwargs["path"] = args.path |
| if args.delete: |
| optional_kwargs["delete"] = args.delete |
| if args.r or args.recursive: |
| optional_kwargs["r"] = args.r |
| if args.force: |
| optional_kwargs["force"] = args.force |
| if args.max_processes: |
| optional_kwargs["max_processes"] = ( |
| args.max_processes |
| ) |
| if args.hf_cache: |
| optional_kwargs["hf_cache"] = args.hf_cache |
| if args.model: |
| optional_kwargs["model"] = args.model |
| if args.model_branch: |
| optional_kwargs[ |
| "branch" |
| ] = args.model_branch |
|
|
| check_and_install_zipnn() |
| compress_files_with_suffix( |
| args.suffix, **optional_kwargs |
| ) |
|
|