| import json | |
| from typing import List | |
| from tqdm import tqdm | |
| from random import randint, random, sample | |
| from astpretty import pprint | |
| from copy import deepcopy | |
| from string import ascii_letters | |
| import ast | |
| def write_rows(rows): | |
| with open('data.10_simple_variations.jsonl', 'a') as f: | |
| f.writelines(rows) | |
| class AlternativeList(ast.NodeTransformer): | |
| def __init__(self): | |
| self.n_changes = 0 | |
| super().__init__() | |
| def visit_List(self, node: List): | |
| code = ast.unparse(node) | |
| try: | |
| list_val = eval(code) | |
| except Exception: | |
| return node | |
| for _ in range(randint(0, 3)): | |
| list_val.append(randint(-999, 999)) | |
| if not list_val: | |
| list_val.append(randint(-999, 999)) | |
| list_val = sample(list_val, randint(1, len(list_val))) | |
| self.n_changes += 1 | |
| return ast.parse(str(list_val)).body[0].value | |
| class AlternativeConstant(ast.NodeTransformer): | |
| def __init__(self): | |
| self.n_changes = 0 | |
| super().__init__() | |
| def visit_Constant(self, node): | |
| ''' | |
| Switch constant values to simple variations | |
| ''' | |
| if type(node.value) is int: | |
| if randint(0, 1) == 1: | |
| node.value = randint(-9, 9) | |
| else: | |
| node.value = randint(-999, 999) | |
| elif type(node.value) is str: | |
| if randint(0, 1) == 1 and node.value: | |
| if node.value: | |
| node.value = ''.join(sample(node.value, randint(1, len(node.value)))) | |
| else: | |
| self.n_changes -= 1 | |
| else: | |
| node.value = ''.join(sample(ascii_letters, randint(1, 4))) | |
| elif type(node.value) is float: | |
| if randint(0, 1) == 1: | |
| node.value = random() | |
| else: | |
| node.value = random() * randint(-999, 999) | |
| elif type(node.value) is bool: | |
| node.value = bool(randint(0, 1)) | |
| else: | |
| self.n_changes -= 1 | |
| self.n_changes += 1 | |
| return super().visit_Constant(node) | |
| class AlternativeNames(ast.NodeTransformer): | |
| def visit_Name(self, node): | |
| return ast.copy_location(ast.Subscript( | |
| value=ast.Name(id='data', ctx=ast.Load()), | |
| slice=ast.Index(value=ast.Str(s=node.id)), | |
| ctx=node.ctx | |
| ), node) | |
| def state_dict_to_str(state): | |
| vals = [] | |
| for k, v in state.items(): | |
| vals.append( | |
| f'{k} = {v}' | |
| ) | |
| vals = sorted(vals) | |
| return ';'.join(vals) | |
| def trace_code(start_state: str, code: str): | |
| state = {} | |
| try: | |
| exec(start_state, {}, state) | |
| except Exception: | |
| return | |
| start_state = dict(state) | |
| try: | |
| exec(code, {}, state) | |
| except Exception: | |
| return | |
| return state_dict_to_str(start_state), code, state_dict_to_str(state) | |
| def make_alternative_rows(start, code): | |
| variations = {} | |
| n_tries = 0 | |
| state_root = ast.parse(start) | |
| while len(variations) < 10 and n_tries < 20: | |
| node_transformer = AlternativeList() | |
| alt_state_root = node_transformer.visit(deepcopy(state_root)) | |
| if node_transformer.n_changes < 1: | |
| node_transformer = AlternativeConstant() | |
| alt_state_root = node_transformer.visit(deepcopy(alt_state_root)) | |
| if node_transformer.n_changes < 1: | |
| n_tries += 10 | |
| alt_start = ast.unparse(alt_state_root) | |
| alt_start_code_end = trace_code(alt_start, code) | |
| if alt_start_code_end: | |
| variations[alt_start] = alt_start_code_end | |
| n_tries += 1 | |
| ''' | |
| for each variations | |
| switch out variable names (maintain alphabetical order) | |
| ''' | |
| return [ | |
| json.dumps({'start': st, 'code': cd, 'end': en}) + '\n' for st, cd, en in variations.values() | |
| ] | |
| with open('new_all_states.txt', 'r') as f: | |
| rows = [] | |
| prev_lines = [] | |
| for i, line in tqdm(enumerate(f), total=9_000_000): | |
| line = line.strip() | |
| if line[-1] != ';': | |
| prev_lines.append(line) | |
| continue | |
| elif prev_lines: | |
| line = '\n'.join(prev_lines) + '\n' + line | |
| prev_lines = [] | |
| start, code_end = line.split('; code: ') | |
| start = start.removeprefix('state: ') | |
| code, end = code_end.split('; output: ') | |
| end = end.removesuffix(';') | |
| rows.append(json.dumps({ | |
| 'start': start, 'code': code, 'end': end | |
| }) + '\n') | |
| rows += make_alternative_rows(start, code) | |
| if len(rows) > 100_000: | |
| breakpoint() | |
| write_rows(rows) | |
| rows = [] | |