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  1. tf_files/cockroaches_photos/americancockroach/images
  2.  
  3. ex:tf_files/cockroaches_photos/americoncockroach/4.jpg
  4.  
  5. IMAGE_SIZE=299
  6.  
  7. ARCHITECTURE="inception_v3"
  8.  
  9. python -m scripts.retrain --bottleneck_dir=tf_files/bottlenecks --model_dir=tf_files/models/"${ARCHITECTURE}" --summaries_dir=tf_files/training_summaries/"${ARCHITECTURE}" --output_graph=tf_files/retrained_graph.pb --output_labels=tf_files/retrained_labels.txt --architecture="${ARCHITECTURE}" --image_dir=tf_files/i_cockr_photos
  10.  
  11. INFO: tensorflow:Final test accuracy = 93.2% (N=44)
  12.  
  13. input_height=299
  14. input_width=299
  15. input_layer=”Mul”
  16. output_layer=”final_result”
  17.  
  18. python -m scripts.label_image --graph=tf_files/retrained_graph.pb --image=tf_files/i_cockr_photos/germancockroach/images.jpg
  19.  
  20. python -m tensorflow.python.tools.optimize_for_inference --input=tf_files/retrained_graph.pb --output=tf_files/optimized_graph.pb --input_format=TENSORFLOW_GRAPHDEF --output_format=TENSORFLOW_GRAPHDEF --input_shape=1,299,299,3 --input_names="Mul" --output_names="final_result"
  21.  
  22. python -m scripts.label_image --graph=tf_files/optimized_graph.pb --image=tf_files/i_cockr_photos/germancockroach/images.jpg
  23.  
  24. germancockroach 0.882129
  25. brownbandedcockroach 0.0920963
  26. americancockroach 0.0245122
  27. australianspiderbeetle 0.000708876
  28. greenhousecockroach 0.000419114
  29.  
  30. toco --input_file=/home/sudheer_sure/t_working/tf_files/retrained_graph.pb --output_file=/home/sudheer_sure/t_working/tf
  31. _files/t_c_labs_retrained_graph.lite --input_format=TENSORFLOW_GRAPHDEF --output_format=TFLITE --input_shape=1,299,299,3 --input_array=Mul --output_array=final_result --inference_type=FLOAT --input_type=FLOAT
  32.  
  33. toco --input_file=/home/sudheer_sure/t_working/tf_files/optimized_graph.pb --output_file=/home/sudheer_sure/t_working/tf
  34. _files/t_c_labs_optimized_graph.lite --input_format=TENSORFLOW_GRAPHDEF --output_format=TFLITE --input_shape=1,299,299,3 --input_array=Mul --output_array=final_result --inference_type=FLOAT --input_type=FLOAT
  35.  
  36. sudo bazel-bin/tensorflow/contrib/lite/toco/toco '--input_format=TENSORFLOW_GRAPHDEF' '--input_file=/home/sudheer_sure/t_working/tf_files/retrained_graph.pb' '--output_format=TFLITE' '--output_file=/home/sudheer_sure/dummy/bazel_toco_retrain_inception_v3.lite' '--inference_type=FLOAT' '--inference_input_type=FLOAT' '--input_arrays=Mul' '--output_arrays=final_result' '--input_shapes=1,299,299,3' '--input_names=DecodeJpeg/contents' '--output_names=pool_3/_reshape'
  37.  
  38. sudo bazel-bin/tensorflow/contrib/lite/toco/toco '--input_format=TENSORFLOW_GRAPHDEF' '--input_file=/home/sudheer_sure/t_working/tf_files/optimized_graph.pb' '--output_format=TFLITE' '--output_file=/home/sudheer_sure/dummy/bazel_toco_object_inception_v3.lite' '--inference_type=FLOAT' '--inference_input_type=FLOAT' '--input_arrays=Mul' '--output_arrays=final_result' '--input_shapes=1,299,299,3' '--input_names=DecodeJpeg/contents' '--output_names=pool_3/_reshape'
  39.  
  40. americancockroach 0.814701
  41.  
  42. greenhousecockroach 0.157736
  43.  
  44. germancockroach 0.0224954
  45.  
  46. brownbandedcockroach 0.00405233
  47.  
  48. australianspiderbeetle 0.000568162
  49.  
  50. australianspiderbeetle, 0.012658036
  51.  
  52. confusedflourbeetle, 0.013540811
  53.  
  54. americancockroach, 0.033697817
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