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).
+
+![](./assets/summary_plot.png)

config.json

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+{"module": "keras.src.models.functional", "class_name": "Functional", "config": {"name": "functional", "trainable": true, "layers": [{"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_shape": [null, 56], "dtype": "int32", "sparse": false, "name": "input_ids"}, "registered_name": null, "name": "input_ids", "inbound_nodes": []}, {"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_shape": [null, 56], "dtype": "int32", "sparse": false, "name": "attention_mask"}, "registered_name": null, "name": "attention_mask", "inbound_nodes": []}, {"module": "keras.layers", "class_name": "Lambda", "config": {"name": "lambda", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "function": {"class_name": "__lambda__", "config": {"code": "4wEAAAAAAAAAAAAAAAEAAAAEAAAAQwAAAHMYAAAAdAB8AGQBGQB8AGQCGQBkA40CZAEZAFMAKQRO\n6QAAAADpAQAAACkC2glpbnB1dF9pZHPaDmF0dGVudGlvbl9tYXNrKQHaBGJlcnQpAdoGaW5wdXRz\nqQByBwAAAPofPGlweXRob24taW5wdXQtMTgtZjU2NDliM2YwYmNlPtoIPGxhbWJkYT4MAAAAcwIA\nAAAYAA==\n", "defaults": null, "closure": null}}, "output_shape": [56, 768], "arguments": {}}, "registered_name": null, "build_config": {"input_shape": [[null, 56], [null, 56]]}, "name": "lambda", "inbound_nodes": [{"args": [[{"class_name": "__keras_tensor__", "config": {"shape": [null, 56], "dtype": "int32", "keras_history": ["input_ids", 0, 0]}}, {"class_name": "__keras_tensor__", "config": {"shape": [null, 56], "dtype": "int32", "keras_history": ["attention_mask", 0, 0]}}]], "kwargs": {"mask": [null, null]}}]}, {"module": "keras.layers", "class_name": "GlobalMaxPooling1D", "config": {"name": "global_max_pooling1d", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null, "shared_object_id": 135671604199376}, "data_format": "channels_last", "keepdims": false}, "registered_name": null, "build_config": {"input_shape": [null, 56, 768]}, "name": "global_max_pooling1d", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 56, 768], "dtype": "float32", "keras_history": ["lambda", 0, 0]}}], "kwargs": {}}]}, {"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": 135671604199376}, "units": 128, "activation": "relu", "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": [null, 768]}, "name": "dense", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 768], "dtype": "float32", "keras_history": ["global_max_pooling1d", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Dropout", "config": {"name": "dropout", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null, "shared_object_id": 135671604199376}, "rate": 0.1, "seed": null, "noise_shape": null}, "registered_name": null, "build_config": {"input_shape": [null, 128]}, "name": "dropout", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 128], "dtype": "float32", "keras_history": ["dense", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_1", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null, "shared_object_id": 135671604199376}, "units": 32, "activation": "relu", "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": [null, 128]}, "name": "dense_1", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 128], "dtype": "float32", "keras_history": ["dropout", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_2", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null, "shared_object_id": 135671604199376}, "units": 8, "activation": "sigmoid", "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": [null, 32]}, "name": "dense_2", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 32], "dtype": "float32", "keras_history": ["dense_1", 0, 0]}}], "kwargs": {}}]}], "input_layers": [["input_ids", 0, 0], ["attention_mask", 0, 0]], "output_layers": [["dense_2", 0, 0]]}, "registered_name": "Functional", "build_config": {"input_shape": null}, "compile_config": {"optimizer": {"module": "keras.optimizers", "class_name": "Adam", "config": {"name": "adam", "learning_rate": 4.999999873689376e-05, "weight_decay": null, "clipnorm": 1.0, "global_clipnorm": null, "clipvalue": null, "use_ema": false, "ema_momentum": 0.99, "ema_overwrite_frequency": null, "loss_scale_factor": null, "gradient_accumulation_steps": null, "beta_1": 0.9, "beta_2": 0.999, "epsilon": 1e-08, "amsgrad": false}, "registered_name": null}, "loss": {"module": "keras.losses", "class_name": "CategoricalCrossentropy", "config": {"name": "categorical_crossentropy", "reduction": "sum_over_batch_size", "from_logits": true, "label_smoothing": 0.0, "axis": -1}, "registered_name": null}, "loss_weights": null, "metrics": [{"module": "keras.metrics", "class_name": "CategoricalAccuracy", "config": {"name": "balanced_accuracy", "dtype": "float32"}, "registered_name": null}], "weighted_metrics": null, "run_eagerly": false, "steps_per_execution": 1, "jit_compile": true}}

metadata.json

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+{"keras_version": "3.5.0", "date_saved": "2024-11-17@21:02:37"}

model.weights.h5

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+size 1260360