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2 changes: 1 addition & 1 deletion mlx_lm/tuner/trainer.py
Original file line number Diff line number Diff line change
Expand Up @@ -135,7 +135,7 @@ def iterate_batches(
idx[i + offset : i + offset + batch_size : step]
for i in range(0, len(idx) - batch_size + 1, batch_size)
]
if seed:
if seed is not None:
np.random.seed(seed)
while True:
indices = np.random.permutation(len(batch_idx))
Expand Down
21 changes: 21 additions & 0 deletions tests/test_tuner_trainer.py
Original file line number Diff line number Diff line change
Expand Up @@ -3,6 +3,7 @@
import unittest

import mlx.core as mx
import numpy as np

from mlx_lm.tuner.trainer import iterate_batches

Expand Down Expand Up @@ -49,6 +50,26 @@ def run(rank, size, batch):
run(2, 4, 8)
run(3, 4, 8)

def test_iterate_batches_seed(self):
# One distinct token id per row so the batch order is observable.
data = [([i + 1] * 8, 0) for i in range(64)]

def order(seed, consume=0):
np.random.seed(1)
if consume:
# Stand-in for anything else drawing from numpy in between.
np.random.rand(consume)
batches = iterate_batches(data, 4, 8, loop=True, seed=seed)
return [b[0].tolist()[0] for b, _ in zip(batches, range(5))]

# seed=0 must be honored like any other seed. It is also the default
# in mlx_lm.lora's CONFIG_DEFAULTS, so `if seed:` silently dropped it.
for seed in (0, 42):
with self.subTest(seed=seed):
self.assertEqual(order(seed), order(seed, consume=3))

self.assertNotEqual(order(0), order(42))


if __name__ == "__main__":
unittest.main()
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