# did 2563140/9000000 import gzip 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 from utils import TimeoutError, timeout def write_rows(rows): rows = [json.dumps(r) for r in rows] with open('data.10_simple_variations.jsonl', 'a') as f: f.writelines('\n'.join(rows) + '\n') def write_rows_compressed(rows): rows = [json.dumps(r) for r in rows] with gzip.open('data.10_simple_variations.jsonl.gz', 'wb') as f: f.write('\n'.join(rows).encode() + b'\n') 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) @timeout(seconds=3) 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: alt_state_root = None node_transformer = AlternativeList() try: alt_state_root = node_transformer.visit(deepcopy(state_root)) except Exception: pass if node_transformer.n_changes < 1: node_transformer = AlternativeConstant() try: alt_state_root = node_transformer.visit(deepcopy(alt_state_root)) except Exception: pass if node_transformer.n_changes < 1: n_tries += 10 if alt_state_root: alt_start = ast.unparse(alt_state_root) try: alt_start_code_end = trace_code(alt_start, code) if alt_start_code_end: variations[alt_start] = alt_start_code_end except TimeoutError: pass n_tries += 1 # TODO change the names (keep alphabetical order) ''' get number of vals in start states (N) get N random lowercase letters in alphabetical order parse start state and shuffle the expr.body make name map old->new using new characters use visitor with name map to swap variable names using map do this for start, code, end seperately ''' return [ {'start': st, 'code': cd, 'end': en} for st, cd, en in variations.values() ] STATS = { 'alt_count': 0, 'num_rows': 0 } 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({ 'start': start, 'code': code, 'end': end }) alt_rows = make_alternative_rows(start, code) rows += alt_rows STATS['alt_count'] += len(alt_rows) STATS['num_rows'] += 1 if len(rows) > 1_000: write_rows_compressed(rows) rows = [] write_rows_compressed(rows) print(STATS) print(STATS['alt_count'] / STATS['num_rows'])