示例用法: # Converting a SavedModel to a TensorFlow Lite model.converter = tf.lite.TFLiteConverter.from_saved_model(saved_model_dir) tflite_model = converter.convert()# Converting a tf.Keras model to a TensorFlow Lite model.converter = tf.lite.TFLiteConverter.from_keras_model(model) tflite...
TFlite主要由转换Converter和解析interpreter组成, 顾名思义, 转换是转换成tflite模型,同时完成优化和量化, 解析主要是高效执行推理,完成在端侧设备上进行计算。 tflite 2.1 转换 2.1.1 转换脚本示例 python 脚本 """ code by sq """ import tensorflow as tf import os os.environ["CUDA_VISIBLE_DEVICES"] ...
使用tf.compat.v1.lite.TFLiteConverter.from_keras_modelfile 但是不能用eager 模式,按顺序将input_tensors 对应input_arrays。 tf.compat.v1.disable_eager_execution() converter = tf.compat.v1.lite.TFLiteConverter.from_keras_model_file(model_path, input_arrays=['input1','input2']) tflite_model...
TFLite 的核心组成部分是转换（Converter）和解析（interpreter）。转换主要负责将模型转换成 TFLite 模型，并完成优化和量化的过程。解析则专注于高效执行推理，在端侧设备上进行计算。转换部分，主要功能是通过 TFLiteConverter 接口实现。转换过程涉及确定输入数据类型，如是否为 float32、int8 或 uint8。...
importtensorflowastf graph_def_file ="./graph.pb"input_arrays = ['image','sp','Hsp_boxes','O_boxes'] output_arrays = ["classification/op_store"] converter = tf.lite.TFLiteConverter.from_frozen_graph( graph_def_file, input_arrays, output_arrays) tflite_model = converter.convert()open...
它允许您使用一组TensorFlow操作并注释构造，以便toco知道如何将其转换为tflite。这在张量流图中嵌入了一...
Standalone code to reproduce the issue Generate model with script below (note, this fails with the reshape, but the TFLiteConverter ends up with a model without the reshape) Run on GPUv2 on device (for instance via benchmark tool)
[1,112,112,3]})#pb模型输入、输出的名字以及输入的大小# converter.post_training_quantize = Truetflite_model=converter.convert()converter.optimizations=[tf.lite.Optimize.DEFAULT]open("tflite文件路径","wb").write(tflite_model)if__name__=='__main__':test()参考[https://blog.csdn.net/qq_...
Command used to run the converter or code if you’re using the Python API If possible, please share a link to Colab/Jupyter/any notebook. importsysimportosimporttensorflowastfdefusage():proggie=os.path.basename(sys.argv[0])print(f"""\Usage:{proggie} Example:{proggie}output_inference_graph...
https://stackoverflow.com/questions/54830869/understanding-tf-contrib-lite-tfliteconverter-quantization-parameters/58096430#58096430 https://arleyzhang.github.io/articles/923e2c40/ https://zhuanlan.zhihu.com/p/79744430 https://zhuanlan.zhihu.com/p/58182172 ...