After loaded first 10 layers of VGG19 to weights_load, you can fill missing keys with model's keys. Simply add this loop after your for loop:
for i in range(20, len(model.state_dict().keys())):
    weights_load[model.state_dict().keys()[i]] = model.state_dict()[model.state_dict().keys()[i]]

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