hotfix: improve self_tokenize

This commit is contained in:
George Hotz
2025-11-13 00:18:57 -08:00
parent 4e5a9132e7
commit 17aa3379e9

46
extra/self_tokenize.py Normal file
View File

@@ -0,0 +1,46 @@
import os, pathlib, argparse
from examples.llama3 import Tokenizer
from tabulate import tabulate
from tinygrad import fetch
from tinygrad.helpers import flatten, getenv
from sz import NONCORE_DIRS
# llama 3 tokenizer
tokenizer = Tokenizer(fetch("https://huggingface.co/bofenghuang/Meta-Llama-3-8B/resolve/main/original/tokenizer.model").as_posix())
def read_code(base_path):
ret = []
for path, _, files in os.walk(os.path.join(base_path, "tinygrad")):
if not getenv("CORE") and any(path.split("./")[1].startswith(x) for x in NONCORE_DIRS): continue
for name in files:
if not name.endswith(".py"): continue
if 'tinygrad/runtime/autogen' in path.replace('\\', '/'): continue
fullpath = os.path.join(path, name)
code = pathlib.Path(fullpath).read_text()
ret.append((fullpath.split("tinygrad/", 1)[1], code))
return ret
if __name__ == "__main__":
parser = argparse.ArgumentParser(description="Analyze and optionally save tinygrad code.")
parser.add_argument("--output", help="Output file to write the combined code to.")
args = parser.parse_args()
ret = read_code(".")
table = []
for name,code in ret:
table.append([name, len(tokenizer.encode(code))])
print(tabulate([["name", "llm tokens"]]+sorted(table, key=lambda x: -x[1]), headers="firstrow"))
banner = "#"*40
code_str = ''.join([f"{banner}\n# {name}\n{banner}\n\n{code}\n" for name,code in ret])
print(f"code has {len(code_str)} chars")
newline_count = code_str.count('\n')
print(f"code has {newline_count} newlines")
encoded = tokenizer.encode(code_str)
print(f"code has {len(encoded)} tokens")
if args.output:
with open(args.output, 'w') as f: f.write(code_str)
print(f"Combined code written to {args.output}")