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@cyb70289
Last active January 6, 2026 07:08
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torch-mm-accuracy
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"""
# test steps
# download a.txt, b.txt, mm.py to same dir
virtualenv -p3 venv
source venv/bin/activate
pip install torch --index-url https://download.pytorch.org/whl/cpu
pip install numpy
python mm.py
# test result on n2
numpy-fp32-truth: 0.288874
torch-bf16-matmul: 0.054688
torch-bf16-sdot: 0.289062
"""
import numpy as np
import torch
torch.set_num_threads(1)
torch.set_num_interop_threads(1)
# Matrix A Matrix B (Transposed) Matrix C
# (1 x 4096) (4096 x 12) (1 x 12)
#
# [ || | ] +-- print c[11]
# [ || | ] |
# [ || | ] v
# [ ------------ ] @ [ || ... | ] = [ * * * * * * * ]
# \ 4096 / [ || | ] \ 12 /
# [ || | ]
# [ || | ]
# \ /
# 12 cols
# load matrix from file, each line contains 4096 values separated by comma
def load_matrix(filename):
with open(filename, 'r') as f:
rows = []
for line in f:
values = [float(x) for x in line.split(',')]
rows.append(values)
return torch.tensor(rows, dtype=torch.float32)
a = load_matrix('a.txt').flatten() # shape: [4096]
b = load_matrix('b.txt') # shape: [12, 4096]
# compute true value with numpy, print c[11]
a_np = a.numpy()
b_np = b.numpy()
c_numpy = np.dot(a_np, b_np.T) # shape: [12]
print(f"numpy-fp32-truth: {c_numpy[11]:.6f}")
# convert to bfloat16
a_bf16 = a.to(torch.bfloat16)
b_bf16 = b.to(torch.bfloat16)
# compute by torch matmul, print c[11]
# observed big gap from truth value
c_torch_mm = torch.matmul(a_bf16, b_bf16.T) # shape: [12]
print(f"torch-bf16-matmul: {c_torch_mm[11].item():.6f}")
# compute by torch matmul again, but only pick last column of b.T
# theoretically same as above, but result is close to truth
c_torch_sdot = torch.matmul(a_bf16, b_bf16[11]) # shape: scalar
print(f"torch-bf16-sdot: {c_torch_sdot.item():.6f}")
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