# coding=utf-8 # Copyright 2020 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import argparse import glob import os import re import tempfile # All paths are set with the intent you should run this script from the root of the repo with the command # python utils/check_copies.py TRANSFORMERS_PATH = "src/transformers" PATH_TO_DOCS = "docs/source" REPO_PATH = "." def find_code_in_transformers(object_name): """ Find and return the code source code of `object_name`.""" parts = object_name.split(".") i = 0 # First let's find the module where our object lives. module = parts[i] while i < len(parts) and not os.path.isfile(os.path.join(TRANSFORMERS_PATH, f"{module}.py")): i += 1 if i < len(parts): module = os.path.join(module, parts[i]) if i >= len(parts): raise ValueError( f"`object_name` should begin with the name of a module of transformers but got {object_name}." ) with open(os.path.join(TRANSFORMERS_PATH, f"{module}.py"), "r", encoding="utf-8", newline="\n") as f: lines = f.readlines() # Now let's find the class / func in the code! indent = "" line_index = 0 for name in parts[i + 1 :]: while ( line_index < len(lines) and re.search(fr"^{indent}(class|def)\s+{name}(\(|\:)", lines[line_index]) is None ): line_index += 1 indent += " " line_index += 1 if line_index >= len(lines): raise ValueError(f" {object_name} does not match any function or class in {module}.") # We found the beginning of the class / func, now let's find the end (when the indent diminishes). start_index = line_index while line_index < len(lines) and (lines[line_index].startswith(indent) or len(lines[line_index]) <= 1): line_index += 1 # Clean up empty lines at the end (if any). while len(lines[line_index - 1]) <= 1: line_index -= 1 code_lines = lines[start_index:line_index] return "".join(code_lines) _re_copy_warning = re.compile(r"^(\s*)#\s*Copied from\s+transformers\.(\S+\.\S+)\s*($|\S.*$)") _re_replace_pattern = re.compile(r"^\s*(\S+)->(\S+)(\s+.*|$)") def blackify(code): """ Applies the black part of our `make style` command to `code`. """ has_indent = code.startswith(" ") if has_indent: code = f"class Bla:\n{code}" with tempfile.TemporaryDirectory() as d: fname = os.path.join(d, "tmp.py") with open(fname, "w", encoding="utf-8", newline="\n") as f: f.write(code) os.system(f"black -q --line-length 119 --target-version py35 {fname}") with open(fname, "r", encoding="utf-8", newline="\n") as f: result = f.read() return result[len("class Bla:\n") :] if has_indent else result def get_indent(code): lines = code.split("\n") idx = 0 while idx < len(lines) and len(lines[idx]) == 0: idx += 1 if idx < len(lines): return re.search(r"^(\s*)\S", lines[idx]).groups()[0] return 0 def is_copy_consistent(filename, overwrite=False): """ Check if the code commented as a copy in `filename` matches the original. Return the differences or overwrites the content depending on `overwrite`. """ with open(filename, "r", encoding="utf-8", newline="\n") as f: lines = f.readlines() diffs = [] line_index = 0 # Not a for loop cause `lines` is going to change (if `overwrite=True`). while line_index < len(lines): search = _re_copy_warning.search(lines[line_index]) if search is None: line_index += 1 continue # There is some copied code here, let's retrieve the original. indent, object_name, replace_pattern = search.groups() theoretical_code = find_code_in_transformers(object_name) theoretical_indent = get_indent(theoretical_code) start_index = line_index + 1 if indent == theoretical_indent else line_index + 2 indent = theoretical_indent line_index = start_index # Loop to check the observed code, stop when indentation diminishes or if we see a End copy comment. should_continue = True while line_index < len(lines) and should_continue: line_index += 1 if line_index >= len(lines): break line = lines[line_index] should_continue = (len(line) <= 1 or line.startswith(indent)) and re.search( f"^{indent}# End copy", line ) is None # Clean up empty lines at the end (if any). while len(lines[line_index - 1]) <= 1: line_index -= 1 observed_code_lines = lines[start_index:line_index] observed_code = "".join(observed_code_lines) # Before comparing, use the `replace_pattern` on the original code. if len(replace_pattern) > 0: patterns = replace_pattern.replace("with", "").split(",") patterns = [_re_replace_pattern.search(p) for p in patterns] for pattern in patterns: if pattern is None: continue obj1, obj2, option = pattern.groups() theoretical_code = re.sub(obj1, obj2, theoretical_code) if option.strip() == "all-casing": theoretical_code = re.sub(obj1.lower(), obj2.lower(), theoretical_code) theoretical_code = re.sub(obj1.upper(), obj2.upper(), theoretical_code) # Test for a diff and act accordingly. if observed_code != theoretical_code: diffs.append([object_name, start_index]) if overwrite: lines = lines[:start_index] + [theoretical_code] + lines[line_index:] line_index = start_index + 1 if overwrite and len(diffs) > 0: # Warn the user a file has been modified. print(f"Detected changes, rewriting {filename}.") with open(filename, "w", encoding="utf-8", newline="\n") as f: f.writelines(lines) return diffs def check_copies(overwrite: bool = False): all_files = glob.glob(os.path.join(TRANSFORMERS_PATH, "**/*.py"), recursive=True) diffs = [] for filename in all_files: new_diffs = is_copy_consistent(filename, overwrite) diffs += [f"- {filename}: copy does not match {d[0]} at line {d[1]}" for d in new_diffs] if not overwrite and len(diffs) > 0: diff = "\n".join(diffs) raise Exception( "Found the following copy inconsistencies:\n" + diff + "\nRun `make fix-copies` or `python utils/check_copies.py --fix_and_overwrite` to fix them." ) check_model_list_copy(overwrite=overwrite) def get_model_list(): """ Extracts the model list from the README. """ # If the introduction or the conclusion of the list change, the prompts may need to be updated. _start_prompt = "🤗 Transformers currently provides the following architectures" _end_prompt = "1. Want to contribute a new model?" with open(os.path.join(REPO_PATH, "README.md"), "r", encoding="utf-8", newline="\n") as f: lines = f.readlines() # Find the start of the list. start_index = 0 while not lines[start_index].startswith(_start_prompt): start_index += 1 start_index += 1 result = [] current_line = "" end_index = start_index while not lines[end_index].startswith(_end_prompt): if lines[end_index].startswith("1."): if len(current_line) > 1: result.append(current_line) current_line = lines[end_index] elif len(lines[end_index]) > 1: current_line = f"{current_line[:-1]} {lines[end_index].lstrip()}" end_index += 1 if len(current_line) > 1: result.append(current_line) return "".join(result) def split_long_line_with_indent(line, max_per_line, indent): """ Split the `line` so that it doesn't go over `max_per_line` and adds `indent` to new lines. """ words = line.split(" ") lines = [] current_line = words[0] for word in words[1:]: if len(f"{current_line} {word}") > max_per_line: lines.append(current_line) current_line = " " * indent + word else: current_line = f"{current_line} {word}" lines.append(current_line) return "\n".join(lines) def convert_to_rst(model_list, max_per_line=None): """ Convert `model_list` to rst format. """ # Convert **[description](link)** to `description `__ def _rep_link(match): title, link = match.groups() # Keep hard links for the models not released yet if "master" in link or not link.startswith("https://huggingface.co/transformers"): return f"`{title} <{link}>`__" # Convert links to relative links otherwise else: link = link[len("https://huggingface.co/transformers/") : -len(".html")] return f":doc:`{title} <{link}>`" model_list = re.sub(r"\*\*\[([^\]]*)\]\(([^\)]*)\)\*\*", _rep_link, model_list) # Convert [description](link) to `description `__ model_list = re.sub(r"\[([^\]]*)\]\(([^\)]*)\)", r"`\1 <\2>`__", model_list) # Enumerate the lines properly lines = model_list.split("\n") result = [] for i, line in enumerate(lines): line = re.sub(r"^\s*(\d+)\.", f"{i+1}.", line) # Split the lines that are too long if max_per_line is not None and len(line) > max_per_line: prompt = re.search(r"^(\s*\d+\.\s+)\S", line) indent = len(prompt.groups()[0]) if prompt is not None else 0 line = split_long_line_with_indent(line, max_per_line, indent) result.append(line) return "\n".join(result) def _find_text_in_file(filename, start_prompt, end_prompt): """ Find the text in `filename` between a line beginning with `start_prompt` and before `end_prompt`, removing empty lines. """ with open(filename, "r", encoding="utf-8", newline="\n") as f: lines = f.readlines() # Find the start prompt. start_index = 0 while not lines[start_index].startswith(start_prompt): start_index += 1 start_index += 1 end_index = start_index while not lines[end_index].startswith(end_prompt): end_index += 1 end_index -= 1 while len(lines[start_index]) <= 1: start_index += 1 while len(lines[end_index]) <= 1: end_index -= 1 end_index += 1 return "".join(lines[start_index:end_index]), start_index, end_index, lines def check_model_list_copy(overwrite=False, max_per_line=119): """ Check the model lists in the README and index.rst are consistent and maybe `overwrite`. """ rst_list, start_index, end_index, lines = _find_text_in_file( filename=os.path.join(PATH_TO_DOCS, "index.rst"), start_prompt=" This list is updated automatically from the README", end_prompt=".. _bigtable:", ) md_list = get_model_list() converted_list = convert_to_rst(md_list, max_per_line=max_per_line) if converted_list != rst_list: if overwrite: with open(os.path.join(PATH_TO_DOCS, "index.rst"), "w", encoding="utf-8", newline="\n") as f: f.writelines(lines[:start_index] + [converted_list] + lines[end_index:]) else: raise ValueError( "The model list in the README changed and the list in `index.rst` has not been updated. Run " "`make fix-copies` to fix this." ) if __name__ == "__main__": parser = argparse.ArgumentParser() parser.add_argument("--fix_and_overwrite", action="store_true", help="Whether to fix inconsistencies.") args = parser.parse_args() check_copies(args.fix_and_overwrite)