maple3142 · July 7, 2024 09:57
diff --git a/ngrams.json b/ngrams.json
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diff --git a/solve.py b/solve.py
 import json
 import numpy as np
 import functools as fn
 import os
 import random

 with open("ngrams.json") as f:
    ngrams = json.load(f)

 with open("passage.enc.txt", "rb") as f:
    ENC = f.read()


 def decrypt(ct, key):
    assert len(key) == 16
    q, y = key, 0
    pt = []
    for x in ct:
        r = q[y % 16] ^ x
        pt.append(r)
        y = r
    return bytes(pt)
    # mul = len(ct) // 16 + 1
    # key = np.array(key, dtype=np.uint8).repeat(mul)[: len(ct)]
    # return ct ^ key


 @fn.lru_cache(10000)
 def get_trigram(x):
    try:
        x = bytes(x).decode()
    except UnicodeDecodeError:
        return -25
    y = ngrams.get(x)
    if y is not None:
        return y
    ys = []
    a, b = ngrams.get(x[:2]), ngrams.get(x[2:])
    if a is not None and b is not None:
        ys.append(a + b)
    a, b = ngrams.get(x[:1]), ngrams.get(x[1:])
    if a is not None and b is not None:
        ys.append(a + b)
    if len(ys):
        return max(ys)
    if any(c not in ngrams for c in x):
        return -25
    return sum(map(ngrams.get, x))


 FULL_CT_ARR = np.array(list(ENC), dtype=np.uint8)
 CT_ARR = np.array(list(ENC[:1000]), dtype=np.uint8)


 @fn.lru_cache(10000)
 def fitness(key):
    plain = decrypt(CT_ARR, key)
    tgs = zip(plain, plain[1:], plain[2:])
    score = sum(get_trigram(tg) for tg in tgs)
    return score


 def initialize(size):
    keys = []
    for _ in range(size):
        keys.append(list(os.urandom(16)))
        keys[-1][0] = ENC[0] ^ ord(
            "W"
        )  # not needed, but this would make it much faster
    return keys


 def crossover(a, b, prob):
    r = list(a)
    for i in range(len(r)):
        if random.random() < prob:
            r[i] = b[i]
    return tuple(r)


 def mutate(a):
    r = list(a)
    i = random.randrange(len(a))
    r[i] = os.urandom(1)[0]
    return tuple(r)


 keys = np.array(initialize(2000), dtype=np.uint8)


 for i in range(1000):
    fitnesses = np.array([fitness(tuple(k)) for k in keys])
    idx = fitnesses.argsort()[::-1][:500]

    best_i = idx[0]
    print(i, fitnesses[best_i], bytes(decrypt(CT_ARR, keys[best_i])), keys[best_i])

    good_keys = keys[idx]
    l = len(good_keys) // 2
    next_gen = [crossover(a, b, 0.5) for a, b in zip(good_keys[:l], good_keys[l:])]
    mutated = [mutate(k) for k in next_gen]
    keys = np.concatenate((keys[idx], np.array(mutated)))

 key = keys[best_i]
 # [103 145 232  58 168  78 141 244 110 165  44 207 145  19 107 162]
 print(bytes(decrypt(FULL_CT_ARR, key)))
	import json
	import numpy as np
	import functools as fn
	import os
	import random

	with open("ngrams.json") as f:
	ngrams = json.load(f)

	with open("passage.enc.txt", "rb") as f:
	ENC = f.read()


	def decrypt(ct, key):
	assert len(key) == 16
	q, y = key, 0
	pt = []
	for x in ct:
	r = q[y % 16] ^ x
	pt.append(r)
	y = r
	return bytes(pt)
	# mul = len(ct) // 16 + 1
	# key = np.array(key, dtype=np.uint8).repeat(mul)[: len(ct)]
	# return ct ^ key


	@fn.lru_cache(10000)
	def get_trigram(x):
	try:
	x = bytes(x).decode()
	except UnicodeDecodeError:
	return -25
	y = ngrams.get(x)
	if y is not None:
	return y
	ys = []
	a, b = ngrams.get(x[:2]), ngrams.get(x[2:])
	if a is not None and b is not None:
	ys.append(a + b)
	a, b = ngrams.get(x[:1]), ngrams.get(x[1:])
	if a is not None and b is not None:
	ys.append(a + b)
	if len(ys):
	return max(ys)
	if any(c not in ngrams for c in x):
	return -25
	return sum(map(ngrams.get, x))


	FULL_CT_ARR = np.array(list(ENC), dtype=np.uint8)
	CT_ARR = np.array(list(ENC[:1000]), dtype=np.uint8)


	@fn.lru_cache(10000)
	def fitness(key):
	plain = decrypt(CT_ARR, key)
	tgs = zip(plain, plain[1:], plain[2:])
	score = sum(get_trigram(tg) for tg in tgs)
	return score


	def initialize(size):
	keys = []
	for _ in range(size):
	keys.append(list(os.urandom(16)))
	keys[-1][0] = ENC[0] ^ ord(
	"W"
	) # not needed, but this would make it much faster
	return keys


	def crossover(a, b, prob):
	r = list(a)
	for i in range(len(r)):
	if random.random() < prob:
	r[i] = b[i]
	return tuple(r)


	def mutate(a):
	r = list(a)
	i = random.randrange(len(a))
	r[i] = os.urandom(1)[0]
	return tuple(r)


	keys = np.array(initialize(2000), dtype=np.uint8)


	for i in range(1000):
	fitnesses = np.array([fitness(tuple(k)) for k in keys])
	idx = fitnesses.argsort()[::-1][:500]

	best_i = idx[0]
	print(i, fitnesses[best_i], bytes(decrypt(CT_ARR, keys[best_i])), keys[best_i])

	good_keys = keys[idx]
	l = len(good_keys) // 2
	next_gen = [crossover(a, b, 0.5) for a, b in zip(good_keys[:l], good_keys[l:])]
	mutated = [mutate(k) for k in next_gen]
	keys = np.concatenate((keys[idx], np.array(mutated)))

	key = keys[best_i]
	# [103 145 232 58 168 78 141 244 110 165 44 207 145 19 107 162]
	print(bytes(decrypt(FULL_CT_ARR, key)))