Save model using Keras.

README.md

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+
+---
+library_name: keras
+---
+
+This model has been uploaded using the Keras library and can be used with JAX,
+TensorFlow, and PyTorch backends.
+
+This model card has been generated automatically and should be completed by the
+model author.
+See [Model Cards documentation](https://huggingface.co/docs/hub/model-cards) for
+more information.
+
+For more details about the model architecture, check out
+[config.json](./config.json).

config.json

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+{"module": "keras", "class_name": "Sequential", "config": {"name": "sequential", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null, "shared_object_id": 2399900672096}, "layers": [{"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_shape": [32, 10, 4], "dtype": "float32", "sparse": false, "name": "input_layer"}, "registered_name": null}, {"module": "keras.layers", "class_name": "Normalization", "config": {"name": "normalization", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "axis": [-1], "invert": false, "mean": null, "variance": null}, "registered_name": null, "build_config": {"input_shape": [32, null, 4]}}, {"module": "keras.layers", "class_name": "Bidirectional", "config": {"name": "bidirectional", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null, "shared_object_id": 2399900672096}, "merge_mode": "concat", "layer": {"module": "keras.layers", "class_name": "LSTM", "config": {"name": "forward_lstm", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "return_sequences": true, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "zero_output_for_mask": true, "units": 5, "activation": "tanh", "recurrent_activation": "sigmoid", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null, "shared_object_id": 2399901184272}, "recurrent_initializer": {"module": "keras.initializers", "class_name": "Orthogonal", "config": {"seed": null, "gain": 1.0}, "registered_name": null, "shared_object_id": 2399901180720}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null, "shared_object_id": 2399901180768}, "unit_forget_bias": true, "kernel_regularizer": null, "recurrent_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "recurrent_constraint": null, "bias_constraint": null, "dropout": 0.0, "recurrent_dropout": 0.0, "seed": null}, "registered_name": null, "build_config": {"input_shape": [32, 10, 4]}}, "backward_layer": {"module": "keras.layers", "class_name": "LSTM", "config": {"name": "backward_lstm", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "return_sequences": true, "return_state": false, "go_backwards": true, "stateful": false, "unroll": false, "zero_output_for_mask": true, "units": 5, "activation": "tanh", "recurrent_activation": "sigmoid", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null, "shared_object_id": 2399901181776}, "recurrent_initializer": {"module": "keras.initializers", "class_name": "Orthogonal", "config": {"seed": null, "gain": 1.0}, "registered_name": null, "shared_object_id": 2399901182640}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null, "shared_object_id": 2399901181824}, "unit_forget_bias": true, "kernel_regularizer": null, "recurrent_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "recurrent_constraint": null, "bias_constraint": null, "dropout": 0.0, "recurrent_dropout": 0.0, "seed": null}, "registered_name": null, "build_config": {"input_shape": [32, 10, 4]}}}, "registered_name": null, "build_config": {"input_shape": [32, 10, 4]}}, {"module": "keras.layers", "class_name": "Bidirectional", "config": {"name": "bidirectional_1", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null, "shared_object_id": 2399900672096}, "merge_mode": "concat", "layer": {"module": "keras.layers", "class_name": "LSTM", "config": {"name": "forward_lstm_1", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "return_sequences": true, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "zero_output_for_mask": true, "units": 5, "activation": "tanh", "recurrent_activation": "sigmoid", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null, "shared_object_id": 2399901185664}, "recurrent_initializer": {"module": "keras.initializers", "class_name": "Orthogonal", "config": {"seed": null, "gain": 1.0}, "registered_name": null, "shared_object_id": 2399901185856}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null, "shared_object_id": 2399901185952}, "unit_forget_bias": true, "kernel_regularizer": null, "recurrent_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "recurrent_constraint": null, "bias_constraint": null, "dropout": 0.0, "recurrent_dropout": 0.0, "seed": null}, "registered_name": null, "build_config": {"input_shape": [32, 10, 10]}}, "backward_layer": {"module": "keras.layers", "class_name": "LSTM", "config": {"name": "backward_lstm_1", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "return_sequences": true, "return_state": false, "go_backwards": true, "stateful": false, "unroll": false, "zero_output_for_mask": true, "units": 5, "activation": "tanh", "recurrent_activation": "sigmoid", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null, "shared_object_id": 2399901187200}, "recurrent_initializer": {"module": "keras.initializers", "class_name": "Orthogonal", "config": {"seed": null, "gain": 1.0}, "registered_name": null, "shared_object_id": 2399901187296}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null, "shared_object_id": 2399901187392}, "unit_forget_bias": true, "kernel_regularizer": null, "recurrent_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "recurrent_constraint": null, "bias_constraint": null, "dropout": 0.0, "recurrent_dropout": 0.0, "seed": null}, "registered_name": null, "build_config": {"input_shape": [32, 10, 10]}}}, "registered_name": null, "build_config": {"input_shape": [32, 10, 10]}}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null, "shared_object_id": 2399900672096}, "units": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"module": "keras.initializers", "class_name": "GlorotUniform", "config": {"seed": null}, "registered_name": null}, "bias_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "kernel_regularizer": null, "bias_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [32, 10, 10]}}], "build_input_shape": [32, 10, 4]}, "registered_name": null, "build_config": {"input_shape": [32, 10, 4]}, "compile_config": {"optimizer": {"module": "keras.optimizers", "class_name": "SGD", "config": {"name": "SGD", "learning_rate": 0.10000000149011612, "weight_decay": null, "clipnorm": null, "global_clipnorm": null, "clipvalue": null, "use_ema": false, "ema_momentum": 0.99, "ema_overwrite_frequency": null, "loss_scale_factor": null, "gradient_accumulation_steps": null, "momentum": 0.9, "nesterov": false}, "registered_name": null}, "loss": {"module": "keras.losses", "class_name": "Huber", "config": {"name": "huber_loss", "reduction": "sum_over_batch_size"}, "registered_name": null}, "loss_weights": null, "metrics": ["mae"], "weighted_metrics": null, "run_eagerly": false, "steps_per_execution": 1, "jit_compile": false}}

metadata.json

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+{"keras_version": "3.8.0", "date_saved": "2025-01-23@18:50:08"}

model.weights.h5

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+size 53400