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5bit quants (#2226)

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* 5bit quants

* 5bit quants
This commit is contained in:
Awni Hannun
2025-05-30 12:12:10 -07:00
committed by GitHub
parent f76ee1ffd2
commit 6ef2f67e7f
7 changed files with 248 additions and 72 deletions
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8
python/tests/test_quantized.py
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@@ -11,7 +11,7 @@ class TestQuantized(mlx_tests.MLXTestCase):
def test_quantize_dequantize(self):
w = mx.random.normal(shape=(128, 512))
for gs in [32, 64, 128]:
for b in [2, 3, 6, 4, 8]:
for b in [2, 3, 5, 6, 4, 8]:
with self.subTest(gs=gs, b=b):
w_q, scales, biases = mx.quantize(w, group_size=gs, bits=b)
w_hat = mx.dequantize(w_q, scales, biases, gs, b)
@@ -22,7 +22,7 @@ class TestQuantized(mlx_tests.MLXTestCase):
# test quantize/dequantize 0s
a = mx.zeros((256, 512))
for gs in [32, 64, 128]:
for b in [2, 3, 4, 6, 8]:
for b in [2, 3, 4, 5, 6, 8]:
w_q, scales, biases = mx.quantize(a, gs, b)
a_hat = mx.dequantize(w_q, scales, biases, gs, b)
self.assertTrue(mx.all(a_hat == 0))
@@ -146,7 +146,7 @@ class TestQuantized(mlx_tests.MLXTestCase):
k1, k2 = mx.random.split(key)
tests = product(
[128, 64, 32], # group_size
[2, 3, 4, 6, 8], # bits
[2, 3, 4, 5, 6, 8], # bits
[256, 512, 67], # M
[64, 128], # N
[0, 1, 3, 8], # B
@@ -173,7 +173,7 @@ class TestQuantized(mlx_tests.MLXTestCase):
k1, k2 = mx.random.split(key)
tests = product(
[128, 64, 32], # group_size
[2, 3, 4, 6, 8], # bits
[2, 3, 4, 5, 6, 8], # bits
[32, 128, 256], # M
[128, 256, 67], # N
[0, 1, 3, 8], # B