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random-stuff/code-guessing/quantizer.py

30 lines
1.0 KiB
Python

import json, math, random
N_bits = 14
X_bits = 2 ** 14
with open("compr.json", "r") as f:
with open("freqs.json", "w") as g:
rawfreqs = { int(k): v for k, v in json.load(f)["frequencies"].items() }
for i in range(1024):
if i not in rawfreqs:
rawfreqs[i] = 1
bpe_freqs = sorted(rawfreqs.items(), key=lambda x: x[1])
total = sum(map(lambda x: x[1], bpe_freqs))
table = { k[0]: 1 for k in bpe_freqs }
for i, freq in bpe_freqs:
val = max(freq / total * X_bits - 1, 0)
print(val)
n = math.floor(val)
q = val - n
x = n + (random.random() < q)
table[i] += x
diff = X_bits - sum(table.values())
adjust = random.choices(list(filter(lambda x: table[x] > 1, range(1024))), k=abs(diff))
if diff > 0:
for a in adjust:
table[a] += 1
elif diff < 0:
for a in adjust:
table[a] -= 1
print(diff, sum(table.values()))
json.dump(table, g)