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March 21, 2024 22:20
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Meow train output
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| /Users/tennis/src/tflite-micro-fork/.venv/bin/python /Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/train/meow_train.py | |
| Training these words: meow | |
| Training steps in each stage: 12000,3000 | |
| Learning rate in each stage: 0.001,0.0001 | |
| Total number of training steps: 15000 | |
| Training the model (this will take quite a while)... | |
| 2024-03-21 16:27:14.770321: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:388] MLIR V1 optimization pass is not enabled | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/python/training/saver.py:1068: remove_checkpoint (from tensorflow.python.checkpoint.checkpoint_management) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Use standard file APIs to delete files with this prefix. | |
| W0321 16:43:44.029635 8038076416 deprecation.py:50] From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/python/training/saver.py:1068: remove_checkpoint (from tensorflow.python.checkpoint.checkpoint_management) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Use standard file APIs to delete files with this prefix. | |
| WARNING:tensorflow:Confusion Matrix: | |
| [[20 0 1] | |
| [ 0 5 2] | |
| [ 5 1 36]] | |
| W0321 17:08:44.810421 8038076416 train.py:314] Confusion Matrix: | |
| [[20 0 1] | |
| [ 0 5 2] | |
| [ 5 1 36]] | |
| WARNING:tensorflow:Final test accuracy = 87.1% (N=70) | |
| W0321 17:08:44.810511 8038076416 train.py:315] Final test accuracy = 87.1% (N=70) | |
| Freezing the model | |
| INFO:tensorflow:Restoring parameters from 2024-03-21_16-27-13/train/tiny_conv.ckpt-15000 | |
| I0321 17:08:46.773195 8038076416 saver.py:1417] Restoring parameters from 2024-03-21_16-27-13/train/tiny_conv.ckpt-15000 | |
| 2024-03-21 17:08:46.773758: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:388] MLIR V1 optimization pass is not enabled | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/tensorflow/tensorflow/examples/speech_commands/freeze.py:229: convert_variables_to_constants (from tensorflow.python.framework.convert_to_constants) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| W0321 17:08:46.776570 8038076416 deprecation.py:50] From /Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/tensorflow/tensorflow/examples/speech_commands/freeze.py:229: convert_variables_to_constants (from tensorflow.python.framework.convert_to_constants) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/python/framework/convert_to_constants.py:946: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| W0321 17:08:46.776635 8038076416 deprecation.py:50] From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/python/framework/convert_to_constants.py:946: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/tensorflow/tensorflow/examples/speech_commands/freeze.py:183: build_tensor_info (from tensorflow.python.saved_model.utils_impl) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| W0321 17:08:46.778215 8038076416 deprecation.py:50] From /Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/tensorflow/tensorflow/examples/speech_commands/freeze.py:183: build_tensor_info (from tensorflow.python.saved_model.utils_impl) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| INFO:tensorflow:No assets to save. | |
| I0321 17:08:46.778352 8038076416 builder_impl.py:679] No assets to save. | |
| INFO:tensorflow:No assets to write. | |
| I0321 17:08:46.778378 8038076416 builder_impl.py:497] No assets to write. | |
| INFO:tensorflow:SavedModel written to: 2024-03-21_16-27-13/models/saved_model/saved_model.pb | |
| I0321 17:08:46.786983 8038076416 builder_impl.py:461] SavedModel written to: 2024-03-21_16-27-13/models/saved_model/saved_model.pb | |
| 2024-03-21 17:08:47.001440: I tensorflow/compiler/mlir/mlir_graph_optimization_pass.cc:388] MLIR V1 optimization pass is not enabled | |
| WARNING:absl:Invoking the TF1 implementation of TFLiteConverter because eager is disabled. Consider enabling eager. | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/lite/python/convert_saved_model.py:42: load (from tensorflow.python.saved_model.loader_impl) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Use `tf.saved_model.load` instead. | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/lite/python/convert_saved_model.py:42: load (from tensorflow.python.saved_model.loader_impl) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Use `tf.saved_model.load` instead. | |
| 2024-03-21 17:08:47.074665: I tensorflow/core/grappler/devices.cc:75] Number of eligible GPUs (core count >= 8, compute capability >= 0.0): 0 (Note: TensorFlow was not compiled with CUDA or ROCm support) | |
| 2024-03-21 17:08:47.074716: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/lite/python/util.py:305: convert_variables_to_constants (from tensorflow.python.framework.convert_to_constants) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/lite/python/util.py:305: convert_variables_to_constants (from tensorflow.python.framework.convert_to_constants) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/python/framework/convert_to_constants.py:946: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| WARNING:tensorflow:From /Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/python/framework/convert_to_constants.py:946: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| This API was designed for TensorFlow v1. See https://www.tensorflow.org/guide/migrate for instructions on how to migrate your code to TensorFlow v2. | |
| 2024-03-21 17:08:47.099276: I tensorflow/core/grappler/devices.cc:75] Number of eligible GPUs (core count >= 8, compute capability >= 0.0): 0 (Note: TensorFlow was not compiled with CUDA or ROCm support) | |
| 2024-03-21 17:08:47.099340: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| 2024-03-21 17:08:47.105532: I tensorflow/core/grappler/devices.cc:75] Number of eligible GPUs (core count >= 8, compute capability >= 0.0): 0 (Note: TensorFlow was not compiled with CUDA or ROCm support) | |
| 2024-03-21 17:08:47.105579: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| WARNING: All log messages before absl::InitializeLog() is called are written to STDERR | |
| W0000 00:00:1711058927.107879 169120350 tf_tfl_flatbuffer_helpers.cc:390] Ignored output_format. | |
| W0000 00:00:1711058927.107892 169120350 tf_tfl_flatbuffer_helpers.cc:393] Ignored drop_control_dependency. | |
| 2024-03-21 17:08:47.119543: I tensorflow/compiler/mlir/lite/flatbuffer_export.cc:3064] Estimated count of arithmetic ops: 0.668 M ops, equivalently 0.334 M MACs | |
| WARNING:absl:Invoking the TF1 implementation of TFLiteConverter because eager is disabled. Consider enabling eager. | |
| Float model is 52360 bytes | |
| 2024-03-21 17:08:47.142390: I tensorflow/core/grappler/devices.cc:75] Number of eligible GPUs (core count >= 8, compute capability >= 0.0): 0 (Note: TensorFlow was not compiled with CUDA or ROCm support) | |
| 2024-03-21 17:08:47.142448: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| 2024-03-21 17:08:47.166117: I tensorflow/core/grappler/devices.cc:75] Number of eligible GPUs (core count >= 8, compute capability >= 0.0): 0 (Note: TensorFlow was not compiled with CUDA or ROCm support) | |
| 2024-03-21 17:08:47.166157: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| 2024-03-21 17:08:47.172493: I tensorflow/core/grappler/devices.cc:75] Number of eligible GPUs (core count >= 8, compute capability >= 0.0): 0 (Note: TensorFlow was not compiled with CUDA or ROCm support) | |
| 2024-03-21 17:08:47.172542: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| W0000 00:00:1711058927.174467 169120350 tf_tfl_flatbuffer_helpers.cc:390] Ignored output_format. | |
| W0000 00:00:1711058927.174478 169120350 tf_tfl_flatbuffer_helpers.cc:393] Ignored drop_control_dependency. | |
| 2024-03-21 17:08:47.182018: I tensorflow/compiler/mlir/lite/flatbuffer_export.cc:3064] Estimated count of arithmetic ops: 0.668 M ops, equivalently 0.334 M MACs | |
| fully_quantize: 0, inference_type: 6, input_inference_type: INT8, output_inference_type: INT8 | |
| 2024-03-21 17:08:47.420773: I tensorflow/compiler/mlir/lite/flatbuffer_export.cc:3064] Estimated count of arithmetic ops: 0.668 M ops, equivalently 0.334 M MACs | |
| Quantized model is 15056 bytes | |
| Quantized model Precision: 0.900, Recall: 0.900, F1 Score: 0.900 (Number of test samples=70) | |
| INFO: Created TensorFlow Lite XNNPACK delegate for CPU. | |
| Traceback (most recent call last): | |
| File "/Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/train/meow_train.py", line 358, in <module> | |
| main() | |
| File "/Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/train/meow_train.py", line 314, in main | |
| predictions, true_labels = get_model_predictions_and_labels(MODEL_TFLITE, test_data, test_labels) | |
| ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ | |
| File "/Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/train/meow_train.py", line 111, in get_model_predictions_and_labels | |
| interpreter.set_tensor(input_details['index'], test_data[i:i + 1]) | |
| File "/Users/tennis/src/tflite-micro-fork/.venv/lib/python3.11/site-packages/tensorflow/lite/python/interpreter.py", line 720, in set_tensor | |
| self._interpreter.SetTensor(tensor_index, value) | |
| ValueError: Cannot set tensor: Dimension mismatch. Got 3 but expected 1960 for dimension 1 of input 0. | |
| Process finished with exit code 1 |
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