October 2018
Intermediate to advanced
246 pages
6h 26m
English
Content preview from Machine Learning Projects for Mobile Applications
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Model conversion from GraphDef to TFLite
TocoConverter is used to convert from a TensorFlow GraphDef file or SavedModel into either a TFLite FlatBuffer or graph visualization. TOCO stands for TensorFlow Lite Optimizing Converter.
We need to pass the data through command-line arguments. There are a few command-line arguments listed in the following with TensorFlow 1.10.0:
--output_file OUTPUT_FILE Filepath of the output tflite model. --graph_def_file GRAPH_DEF_FILE Filepath of input TensorFlow GraphDef. --saved_model_dir Filepath of directory containing the SavedModel. --keras_model_file Filepath of HDF5 file containing tf.Keras model. --output_format {TFLITE,GRAPHVIZ_DOT} Output file format. --inference_type {FLOAT,QUANTIZED_UINT8} Target ...Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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