Created
March 22, 2024 02:38
-
-
Save gamename/5b99ef117697ac57f1818bd9806dfcce to your computer and use it in GitHub Desktop.
Meow Output 2
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| /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 17:57:04.506404: 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 18:12:32.079557 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: | |
| [[17 1 4] | |
| [ 0 5 1] | |
| [ 5 1 36]] | |
| W0321 18:35:41.891450 8038076416 train.py:314] Confusion Matrix: | |
| [[17 1 4] | |
| [ 0 5 1] | |
| [ 5 1 36]] | |
| WARNING:tensorflow:Final test accuracy = 82.9% (N=70) | |
| W0321 18:35:41.891538 8038076416 train.py:315] Final test accuracy = 82.9% (N=70) | |
| Freezing the model | |
| INFO:tensorflow:Restoring parameters from 2024-03-21_17-57-02/train/tiny_conv.ckpt-15000 | |
| I0321 18:35:43.816570 8038076416 saver.py:1417] Restoring parameters from 2024-03-21_17-57-02/train/tiny_conv.ckpt-15000 | |
| 2024-03-21 18:35:43.817130: 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 18:35:43.819713 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 18:35:43.819784 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 18:35:43.821599 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 18:35:43.821762 8038076416 builder_impl.py:679] No assets to save. | |
| INFO:tensorflow:No assets to write. | |
| I0321 18:35:43.821786 8038076416 builder_impl.py:497] No assets to write. | |
| INFO:tensorflow:SavedModel written to: 2024-03-21_17-57-02/models/saved_model/saved_model.pb | |
| I0321 18:35:43.830275 8038076416 builder_impl.py:461] SavedModel written to: 2024-03-21_17-57-02/models/saved_model/saved_model.pb | |
| 2024-03-21 18:35:44.047486: 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 18:35:44.122204: 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 18:35:44.122255: 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 18:35:44.147500: 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 18:35:44.147544: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| 2024-03-21 18:35:44.153964: 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 18:35:44.154012: 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 00:00:1711064144.156158 169278485 tf_tfl_flatbuffer_helpers.cc:390] Ignored output_format. | |
| W0000 00:00:1711064144.156178 169278485 tf_tfl_flatbuffer_helpers.cc:393] Ignored drop_control_dependency. | |
| 2024-03-21 18:35:44.167408: 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 18:35:44.190164: 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 18:35:44.190224: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| 2024-03-21 18:35:44.214187: 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 18:35:44.214248: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| 2024-03-21 18:35:44.220399: 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 18:35:44.220435: I tensorflow/core/grappler/clusters/single_machine.cc:361] Starting new session | |
| W0000 00:00:1711064144.222276 169278485 tf_tfl_flatbuffer_helpers.cc:390] Ignored output_format. | |
| W0000 00:00:1711064144.222283 169278485 tf_tfl_flatbuffer_helpers.cc:393] Ignored drop_control_dependency. | |
| 2024-03-21 18:35:44.229796: 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 18:35:44.353884: 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 | |
| Compute float model accuracy | |
| Float model Precision: 0.943, Recall: 0.943, F1 Score: 0.943 (Number of test samples=70) | |
| Compute quantized model accuracy | |
| Quantized model Precision: 0.943, Recall: 0.943, F1 Score: 0.943 (Number of test samples=70) | |
| Input details: {'name': 'Reshape_1', 'index': 0, 'shape': array([ 1, 1960], dtype=int32), 'shape_signature': array([ 1, 1960], dtype=int32), 'dtype': <class 'numpy.int8'>, 'quantization': (0.10140931606292725, -128), 'quantization_parameters': {'scales': array([0.10140932], dtype=float32), 'zero_points': array([-128], dtype=int32), 'quantized_dimension': 0}, 'sparsity_parameters': {}} | |
| Output details: {'name': 'labels_softmax', 'index': 11, 'shape': array([1, 3], dtype=int32), 'shape_signature': array([1, 3], dtype=int32), 'dtype': <class 'numpy.int8'>, 'quantization': (0.00390625, -128), 'quantization_parameters': {'scales': array([0.00390625], dtype=float32), 'zero_points': array([-128], dtype=int32), 'quantized_dimension': 0}, 'sparsity_parameters': {}} | |
| 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 357, in <module> | |
| main() | |
| File "/Users/tennis/src/tflite-micro-fork/tensorflow/lite/micro/examples/micro_speech/train/meow_train.py", line 313, 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 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment