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135 lines
3.9 KiB
Python
135 lines
3.9 KiB
Python
# Copyright © 2024 Apple Inc.
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import unittest
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import mlx.core as mx
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import mlx_distributed_tests
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import mlx_tests
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class TestRingDistributed(mlx_distributed_tests.MLXDistributedCommonTestCase):
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@classmethod
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def setUpClass(cls):
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world = mx.distributed.init(strict=True, backend="ring")
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def test_groups(self):
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world = mx.distributed.init()
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self.assertEqual(world.size(), 8)
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self.assertTrue(0 <= world.rank() < 8)
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world2 = mx.distributed.init()
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self.assertEqual(world.size(), world2.size())
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self.assertEqual(world.rank(), world2.rank())
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with self.assertRaises(RuntimeError):
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sub = world.split(world.rank() % 2)
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def test_all_reduce(self):
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world = mx.distributed.init()
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dtypes = [
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(mx.int8, 0),
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(mx.uint8, 0),
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(mx.int16, 0),
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(mx.uint16, 0),
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(mx.int32, 0),
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(mx.uint32, 0),
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(mx.float32, 1e-6),
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(mx.float16, 5e-3),
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(mx.bfloat16, 1e-1),
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(mx.complex64, 1e-6),
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]
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sizes = [
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(7,),
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(10,),
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(1024,),
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(1024, 1024),
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]
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key = mx.random.key(0)
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reductions = ["min", "max", "sum"]
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for dt, rtol in dtypes:
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for sh in sizes:
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x = (
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mx.random.uniform(shape=(world.size(),) + sh, key=key) * 10
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).astype(dt)
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# All sum
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y = mx.distributed.all_sum(x[world.rank()])
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z = x.sum(0)
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maxrelerror = (y - z).abs()
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if rtol > 0:
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maxrelerror /= z.abs()
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maxrelerror = maxrelerror.max()
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self.assertLessEqual(maxrelerror, rtol)
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# All max
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y = mx.distributed.all_max(x[world.rank()])
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z = x.max(0)
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self.assertTrue(mx.all(y == z))
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# All min
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y = mx.distributed.all_min(x[world.rank()])
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z = x.min(0)
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self.assertTrue(mx.all(y == z))
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def test_all_gather(self):
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world = mx.distributed.init()
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dtypes = [
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mx.int8,
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mx.uint8,
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mx.int16,
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mx.uint16,
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mx.int32,
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mx.uint32,
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mx.float32,
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mx.complex64,
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]
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for dt in dtypes:
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x = mx.ones((2, 2, 4), dtype=dt)
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y = mx.distributed.all_gather(x)
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self.assertEqual(y.shape, (world.size() * 2, 2, 4))
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self.assertTrue(mx.all(y == 1))
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def test_send_recv(self):
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world = mx.distributed.init()
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dtypes = [
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mx.int8,
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mx.uint8,
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mx.int16,
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mx.uint16,
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mx.int32,
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mx.uint32,
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mx.float32,
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mx.float16,
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mx.bfloat16,
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mx.complex64,
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]
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sizes = [
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(7,),
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(10,),
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(1024,),
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(1024, 1024),
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]
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key = mx.random.key(0)
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right = (world.rank() + 1) % world.size()
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left = (world.rank() + world.size() - 1) % world.size()
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for dt in dtypes:
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for sh in sizes:
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x = (
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mx.random.uniform(shape=(world.size(),) + sh, key=key) * 10
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).astype(dt)
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if world.rank() % 2 == 0:
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y = mx.distributed.send(x[world.rank()], right)
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z = mx.distributed.recv_like(y, left)
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mx.eval(y, z)
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else:
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z = mx.distributed.recv_like(x[world.rank()], left)
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y = mx.distributed.send(x[world.rank()], right)
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mx.eval(z, y)
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self.assertTrue(mx.all(y == x[world.rank()]))
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self.assertTrue(mx.all(z == x[left]))
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if __name__ == "__main__":
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mlx_tests.MLXTestRunner()
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