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[xpu]add script to deal safetensor file for fuse op
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import paddle | ||
import safetensors.paddle | ||
import numpy as np | ||
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new_safetensors = {} | ||
metadata = {"total_size": "16582751232",} | ||
layer11_gate_weight = None | ||
layer11_up_weight = None | ||
for idx in range(1, 6): | ||
file_path = "/path/to/Qwen2-VL-7B-Instruct/model-0000" + str(idx) + "-of-00005.safetensors" | ||
new_file_path="/new_path/to/Qwen2-VL-7B-Instruct-fuse_qkv/model-0000" + str(idx) + "-of-00005.safetensors" | ||
theta = ( | ||
safetensors.paddle.load_file(file_path) | ||
) | ||
for key, val in theta.items(): | ||
# print("key = ", key, " val.shape = ", val.shape) | ||
if len(key.split('.')) == 6 and key.split('.', 4)[4] == 'q_proj.weight': | ||
q_weight = val | ||
k_weight = theta[key.replace('q_proj', 'k_proj')] | ||
v_weight = theta[key.replace('q_proj', 'v_proj')] | ||
qkv_weight = paddle.concat([q_weight, k_weight, v_weight], axis=-1) | ||
# print(qkv_weight.shape) | ||
new_safetensors[key.replace('q_proj', 'qkv_proj')] = qkv_weight | ||
elif len(key.split('.')) == 6 and key.split('.', 4)[4] == 'q_proj.bias': | ||
q_bias = val | ||
k_bias = theta[key.replace('q_proj', 'k_proj')] | ||
v_bias = theta[key.replace('q_proj', 'v_proj')] | ||
qkv_bias = paddle.concat([q_bias, k_bias, v_bias], axis=-1) | ||
# print(qkv_bias.shape) | ||
new_safetensors[key.replace('q_proj', 'qkv_proj')] = qkv_bias | ||
elif len(key.split('.')) == 6 and key.split('.', 4)[4] == 'k_proj.weight': | ||
continue | ||
elif len(key.split('.')) == 6 and key.split('.', 4)[4] == 'k_proj.bias': | ||
continue | ||
elif len(key.split('.')) == 6 and key.split('.', 4)[4] == 'v_proj.weight': | ||
continue | ||
elif len(key.split('.')) == 6 and key.split('.', 4)[4] == 'v_proj.bias': | ||
continue | ||
elif len(key.split('.')) == 6 and key.split('.', 2)[2] == '11.mlp.up_proj.weight': | ||
layer11_up_weight = val | ||
elif len(key.split('.')) == 6 and key.split('.', 2)[2] == '11.mlp.gate_proj.weight': | ||
layer11_gate_weight = val | ||
gate_up_weight = paddle.concat([layer11_gate_weight, layer11_up_weight], axis=-1) | ||
new_safetensors[key.replace('gate_proj', 'gate_up_fused_proj')] = gate_up_weight | ||
elif len(key.split('.')) == 6 and key.split('.', 4)[4] == 'gate_proj.weight': | ||
gate_weight = val | ||
up_weight = theta[key.replace('gate_proj', 'up_proj')] | ||
gate_up_weight = paddle.concat([gate_weight, up_weight], axis=-1) | ||
new_safetensors[key.replace('gate_proj', 'gate_up_fused_proj')] = gate_up_weight | ||
elif len(key.split('.')) == 6 and key.split('.', 4)[4] == 'up_proj.weight': | ||
continue | ||
else: | ||
new_safetensors[key] = val | ||
# save new safetensors | ||
safetensors.paddle.save_file(new_safetensors, new_file_path, metadata=metadata) | ||
print("save new safetensors for ", new_file_path) | ||
new_safetensors.clear() | ||
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