#!/usr/bin/python3 """ Generate inputs for NNAPI benchamrks using a image Usage: ./gen_mobilenet_input.py image_file.jpg """ from PIL import Image import numpy as np import sys import os def gen_input_files(filename, prefix, size): basename = os.path.basename(filename) + "_" + prefix img_f64 = np.array(Image.open(filename).resize(size)).astype(np.float) / 128 - 1 with open(basename + "_f32.bin", "wb") as f: f.write(img_f64.astype('float32').tobytes()) print("Saving: " + basename + "_f32.bin") with open(basename + "_u8.bin", "wb") as f: f.write(((img_f64 + 1) * 255).astype('uint8').tobytes()) print("Saving: " + basename + "_u8.bin") if __name__ == '__main__': if len(sys.argv) < 1: print("Usage:\n ./gen_mobilenet_input.py image_file.jpg\n") sys.exit(1) gen_input_files(sys.argv[1], "mobilenet", (224, 224)) gen_input_files(sys.argv[1], "inceptionv3", (299, 299)) gen_input_files(sys.argv[1], "hdrnet", (256, 256))