import ast def extract_apis(code): tree = ast.parse(code) api_list = [] imported_modules = {} scope_stack = [] class ApiExtractor(ast.NodeVisitor): def visit_Import(self, node): for alias in node.names: module_name = alias.name alias_name = alias.asname or alias.name if scope_stack: imported_modules[scope_stack[-1]][alias_name] = module_name else: imported_modules[alias_name] = module_name top_level_module = module_name.split('.')[0] if top_level_module not in imported_modules: imported_modules[top_level_module] = module_name self.generic_visit(node) def visit_ImportFrom(self, node): module = node.module if module: for alias in node.names: full_name = f'{module}.{alias.name}' alias_name = alias.asname or alias.name if scope_stack: imported_modules[scope_stack[-1]][alias_name] = full_name else: imported_modules[alias_name] = full_name top_level_module = module.split('.')[0] if top_level_module not in imported_modules: imported_modules[top_level_module] = module self.generic_visit(node) def visit_ClassDef(self, node): scope_stack.append(node.name) imported_modules[node.name] = {} self.generic_visit(node) scope_stack.pop() def visit_Attribute(self, node): if isinstance(node.value, ast.Name): id_lookup = node.value.id current_scope = scope_stack[-1] if scope_stack else None base_module = (imported_modules[current_scope].get(id_lookup) if current_scope and id_lookup in imported_modules[current_scope] else imported_modules.get(id_lookup)) if base_module: api_call = f"{base_module}.{node.attr}" if api_call not in api_list: api_list.append(api_call) self.generic_visit(node) def visit_Name(self, node): id_lookup = node.id current_scope = scope_stack[-1] if scope_stack else None base_module = (imported_modules[current_scope].get(id_lookup) if current_scope and id_lookup in imported_modules[current_scope] else imported_modules.get(id_lookup)) if base_module and base_module not in api_list: api_list.append(base_module) self.generic_visit(node) def visit_Call(self, node): function_name = None if isinstance(node.func, ast.Name): function_name = node.func.id elif isinstance(node.func, ast.Attribute): attrs = [] current = node.func while isinstance(current, ast.Attribute): attrs.append(current.attr) current = current.value if isinstance(current, ast.Name): attrs.append(current.id) attrs.reverse() function_name = '.'.join(attrs) if function_name: current_scope = scope_stack[-1] if scope_stack else None base_module = (imported_modules[current_scope].get(function_name.split('.')[0]) if current_scope and function_name.split('.')[0] in imported_modules[current_scope] else imported_modules.get(function_name.split('.')[0])) if base_module: api_call = f"{base_module}{'.' + '.'.join(function_name.split('.')[1:]) if len(function_name.split('.')) > 1 else ''}" if api_call not in api_list: api_list.append(api_call) # Direct function usage as arguments for arg in node.args: if isinstance(arg, ast.Name) and arg.id in imported_modules: api_call = imported_modules[arg.id] if api_call not in api_list: api_list.append(api_call) self.generic_visit(node) ApiExtractor().visit(tree) return list(set([api for api in api_list if "." in api])) if __name__ == "__main__": import json from datasets import load_dataset dataset = load_dataset("bigcode/bigcodebench-hard", split="v0.1.0_hf") apis = [] for item in dataset: complete_prompt = item["complete_prompt"] canonical_solution = item["canonical_solution"] apis.extend(extract_apis(complete_prompt+canonical_solution)) sorted_apis = sorted(apis, lambda x: x.split('.')[0]) with open("apis.txt", "w") as f: for api in sorted_apis: f.write(api + "\n")