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28 lines
856 B
28 lines
856 B
2 weeks ago
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#!/usr/bin/env python3
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import time
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import jax
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import jax.numpy as jnp
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print(jax.devices())
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DEVICES = len(jax.devices())
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BS = 32
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N = 4096
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dtype = jnp.float16
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A = jnp.zeros((DEVICES, BS, N, N), dtype)
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B = jnp.zeros((1, 1, N, N), dtype)
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A = jax.device_put_sharded([A[i] for i in range(DEVICES)], jax.devices())
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B = jax.device_put_sharded([B for i in range(DEVICES)], jax.devices())
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OPS = DEVICES*BS*N*N*N*2
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def matmul(A,B): return jnp.matmul(A,B,preferred_element_type=jnp.float32)
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pmatmul = jax.pmap(matmul)
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MAX_TFLOPS = 123*DEVICES # Peak FP16 Tensor TFLOPS with FP32 Acc (7900XTX)
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for i in range(10):
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st = time.perf_counter()
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C = pmatmul(A,B).block_until_ready()
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et = time.perf_counter()-st
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tflops = (OPS*1e-12)/et
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print(f"time {et*1e3:.2f} ms, TFLOPS {tflops:6.2f}, MFU {(tflops/MAX_TFLOPS)*100:4.2f}% out shape {C.shape} dtype {C.dtype}")
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