Created
March 14, 2022 15:04
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Parse marian binary model
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#!/usr/bin/env python3 | |
import sys | |
import struct | |
from pprint import pprint | |
import argparse | |
import mmap | |
from typing import NamedTuple | |
class Reader: | |
def __init__(self, buffer): | |
self.buffer = buffer | |
self.offset = 0 | |
def unpack(self, format): | |
size = struct.calcsize(format) | |
assert(self.offset + size <= len(self.buffer)) | |
data = struct.unpack_from(format, self.buffer, self.offset) | |
self.offset += size | |
return data | |
class Header(NamedTuple): | |
name_length: int | |
type: int | |
shape_length: int | |
data_length: int | |
class Item: | |
name: str | |
type: int | |
shape: list[int] | |
bytes: bytes | |
def __init__(self, type, name): | |
self.type = type | |
self.name = name | |
def __repr__(self): | |
return f'{self.name.decode()}: {self.type} ({"x".join(map(str, self.shape))})' | |
def read(filename, *, read_data=True): | |
with open(filename, 'rb') as fh, mmap.mmap(fh.fileno(), 0, access=mmap.ACCESS_READ) as buffer: | |
r = Reader(buffer) | |
version, size = r.unpack('@QQ') | |
# read the sizes of our data items | |
headers = [Header(*r.unpack('@QQQQ')) for i in range(size)] | |
# read the names | |
items = [ | |
Item( | |
type=header.type, | |
name=r.unpack(f'{header.name_length}s')[0].rstrip(b'\0') | |
) | |
for header in headers | |
] | |
# read the shape data | |
for header, item in zip(headers, items): | |
item.shape = r.unpack(f'@{header.shape_length}I') | |
# move by offset bytes, aligned to 256-bytes boundary | |
if read_data: | |
offset = r.unpack('@Q')[0] | |
r.offset += offset | |
for header, item in zip(headers, items): | |
item.bytes = r.unpack(f'@{header.data_length}s')[0] | |
return items | |
def run_list(options): | |
items = read(options.model, read_data=False) | |
for item in items: | |
if options.simple: | |
print(item.name.decode()) | |
else: | |
print(repr(item)) | |
def run_extract(options): | |
items = read(options.model) | |
for item in items: | |
if item.name.decode() == options.name: | |
sys.stdout.buffer.write(item.bytes) | |
break | |
else: | |
print(f"Entry not found: {options.name}", file=sys.stderr) | |
sys.exit(1) | |
def main(args): | |
parser = argparse.ArgumentParser() | |
subparsers = parser.add_subparsers() | |
parser_list = subparsers.add_parser('list', aliases=['l', 'ls']) | |
parser_list.add_argument('--simple', '-s', action='store_true') | |
parser_list.add_argument('model') | |
parser_list.set_defaults(func=run_list) | |
parser_extract = subparsers.add_parser('extract', aliases=['e']) | |
parser_extract.add_argument('model') | |
parser_extract.set_defaults(func=run_extract) | |
parser_extract.add_argument('name') | |
options = parser.parse_args(args) | |
options.func(options) | |
if __name__ == '__main__': | |
main(sys.argv[1:]) |
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