Upload folder using huggingface_hub

.gitattributes

@@ -33,4 +33,3 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
-iid-qi/cda_iid_qi_velocity.keras filter=lfs diff=lfs merge=lfs -text

iid-qi/cda_iid_qi_velocity.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8b2bb6384decd50629867ce62a4822c567d15fb55d4a67e4dfa68b7f6a6b60ec
+size 43080

iid-qi/cda_iid_qi_velocity_architecture.json

@@ -0,0 +1 @@
+{"module": "keras.src.models.functional", "class_name": "Functional", "config": {"name": "CDA_Velocity_Predictor", "trainable": true, "layers": [{"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_shape": [null, 510, 1], "dtype": "float32", "sparse": false, "ragged": false, "name": "qi_signal"}, "registered_name": null, "name": "qi_signal", "inbound_nodes": []}, {"module": "keras.src.ops.numpy", "class_name": "Clip", "config": {"name": "clip", "x_min": 1e-15, "x_max": 10000000000.0}, "registered_name": "Clip", "name": "clip", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 510, 1], "dtype": "float32", "keras_history": ["qi_signal", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Log", "config": {"name": "log"}, "registered_name": "Log", "name": "log", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 510, 1], "dtype": "float32", "keras_history": ["clip", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "TrueDivide", "config": {"name": "true_divide"}, "registered_name": "TrueDivide", "name": "true_divide", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 510, 1], "dtype": "float32", "keras_history": ["log", 0, 0]}}, {"class_name": "__tensor__", "config": {"value": 2.3025851249694824, "dtype": "float32"}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Min", "config": {"name": "min", "axis": 1, "keepdims": true, "initial": null}, "registered_name": "Min", "name": "min", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 510, 1], "dtype": "float32", "keras_history": ["true_divide", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Subtract", "config": {"name": "subtract"}, "registered_name": "Subtract", "name": "subtract", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 510, 1], "dtype": "float32", "keras_history": ["true_divide", 0, 0]}}, {"class_name": "__keras_tensor__", "config": {"shape": [null, 1, 1], "dtype": "float32", "keras_history": ["min", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "TrueDivide", "config": {"name": "true_divide_1"}, "registered_name": "TrueDivide", "name": "true_divide_1", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 510, 1], "dtype": "float32", "keras_history": ["subtract", 0, 0]}}, 2.3099024516712614], "kwargs": {}}]}, {"module": "keras.src.models.functional", "class_name": "Functional", "config": {"name": "encoder", "trainable": false, "layers": [{"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_shape": [null, 510, 1], "dtype": "float32", "sparse": false, "ragged": false, "name": "signal_input"}, "registered_name": null, "name": "signal_input", "inbound_nodes": []}, {"module": "keras.layers", "class_name": "Conv1D", "config": {"name": "init_downsample", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "filters": 8, "kernel_size": [5], "strides": [2], "padding": "same", "data_format": "channels_last", "dilation_rate": [1], "groups": 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, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 510, 1]}, "name": "init_downsample", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 510, 1], "dtype": "float32", "keras_history": ["signal_input", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "LayerNormalization", "config": {"name": "layer_normalization", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "axis": [-1], "epsilon": 0.001, "center": true, "scale": true, "rms_scaling": false, "beta_initializer": {"module": "keras.initializers", "class_name": "Zeros", "config": {}, "registered_name": null}, "gamma_initializer": {"module": "keras.initializers", "class_name": "Ones", "config": {}, "registered_name": null}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 255, 8]}, "name": "layer_normalization", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["init_downsample", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Activation", "config": {"name": "activation", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "activation": "relu"}, "registered_name": null, "name": "activation", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["layer_normalization", 0, 0]}}], "kwargs": {}}]}, {"module": "inference_pipeline", "class_name": "TCNResidualBlock", "config": {"name": "enc_tcn_d1", "filters": 8, "kernel_size": 5, "dilation_rate": 1, "dropout_rate": 0.05, "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "Custom>TCNResidualBlock", "build_config": {"input_shape": [null, 255, 8]}, "name": "enc_tcn_d1", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["activation", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "inference_pipeline", "class_name": "TCNResidualBlock", "config": {"name": "enc_tcn_d2", "filters": 8, "kernel_size": 5, "dilation_rate": 2, "dropout_rate": 0.05, "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "Custom>TCNResidualBlock", "build_config": {"input_shape": [null, 255, 8]}, "name": "enc_tcn_d2", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["enc_tcn_d1", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "inference_pipeline", "class_name": "TCNResidualBlock", "config": {"name": "enc_tcn_d4", "filters": 8, "kernel_size": 5, "dilation_rate": 4, "dropout_rate": 0.05, "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "Custom>TCNResidualBlock", "build_config": {"input_shape": [null, 255, 8]}, "name": "enc_tcn_d4", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["enc_tcn_d2", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "inference_pipeline", "class_name": "TCNResidualBlock", "config": {"name": "enc_tcn_d8", "filters": 8, "kernel_size": 5, "dilation_rate": 8, "dropout_rate": 0.05, "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "Custom>TCNResidualBlock", "build_config": {"input_shape": [null, 255, 8]}, "name": "enc_tcn_d8", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["enc_tcn_d4", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "inference_pipeline", "class_name": "TCNResidualBlock", "config": {"name": "enc_tcn_d16", "filters": 8, "kernel_size": 5, "dilation_rate": 16, "dropout_rate": 0.05, "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "Custom>TCNResidualBlock", "build_config": {"input_shape": [null, 255, 8]}, "name": "enc_tcn_d16", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["enc_tcn_d8", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "inference_pipeline", "class_name": "TCNResidualBlock", "config": {"name": "enc_tcn_d32", "filters": 8, "kernel_size": 5, "dilation_rate": 32, "dropout_rate": 0.05, "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "Custom>TCNResidualBlock", "build_config": {"input_shape": [null, 255, 8]}, "name": "enc_tcn_d32", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["enc_tcn_d16", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "inference_pipeline", "class_name": "TCNResidualBlock", "config": {"name": "enc_tcn_d64", "filters": 8, "kernel_size": 5, "dilation_rate": 64, "dropout_rate": 0.05, "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "Custom>TCNResidualBlock", "build_config": {"input_shape": [null, 255, 8]}, "name": "enc_tcn_d64", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["enc_tcn_d32", 0, 0]}}], "kwargs": {"training": false}}]}, {"module": "keras.layers", "class_name": "GlobalAveragePooling1D", "config": {"name": "global_average_pooling1d", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "data_format": "channels_last", "keepdims": false}, "registered_name": null, "name": "global_average_pooling1d", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 255, 8], "dtype": "float32", "keras_history": ["enc_tcn_d64", 0, 0]}}], "kwargs": {"mask": null}}]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "latent_space", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "units": 3, "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": {"module": "keras.regularizers", "class_name": "OrthogonalRegularizer", "config": {"factor": 0.10000000149011612, "mode": "columns"}, "registered_name": null}, "bias_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "registered_name": null, "build_config": {"input_shape": [null, 8]}, "name": "latent_space", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 8], "dtype": "float32", "keras_history": ["global_average_pooling1d", 0, 0]}}], "kwargs": {}}]}], "input_layers": ["signal_input", 0, 0], "output_layers": ["latent_space", 0, 0]}, "registered_name": "Functional", "build_config": {"input_shape": null}, "compile_config": {}, "name": "encoder", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 510, 1], "dtype": "float32", "keras_history": ["true_divide_1", 0, 0]}}], "kwargs": {"mask": null}}]}, {"module": "keras.src.ops.numpy", "class_name": "Multiply", "config": {"name": "multiply"}, "registered_name": "Multiply", "name": "multiply", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 3], "dtype": "float32", "keras_history": ["encoder", 0, 0]}}, {"class_name": "__numpy__", "config": {"value": [0.2131182998418808, 0.20124949514865875, 0.24585376679897308], "dtype": "float32"}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Add", "config": {"name": "add_7"}, "registered_name": "Add", "name": "add_7", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 3], "dtype": "float32", "keras_history": ["multiply", 0, 0]}}, {"class_name": "__numpy__", "config": {"value": [1.0061399936676025, 0.6563252806663513, -0.12446779757738113], "dtype": "float32"}}], "kwargs": {}}]}, {"module": "keras.src.models.functional", "class_name": "Functional", "config": {"name": "MDN_01_k1", "trainable": false, "layers": [{"module": "keras.layers", "class_name": "InputLayer", "config": {"batch_shape": [null, 3], "dtype": "float32", "sparse": false, "ragged": false, "name": "latent_input"}, "registered_name": null, "name": "latent_input", "inbound_nodes": []}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_1", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "units": 32, "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": [null, 3]}, "name": "dense_1", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 3], "dtype": "float32", "keras_history": ["latent_input", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Activation", "config": {"name": "activation_14", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "activation": "elu"}, "registered_name": null, "name": "activation_14", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 32], "dtype": "float32", "keras_history": ["dense_1", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_2", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "units": 64, "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": [null, 32]}, "name": "dense_2", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 32], "dtype": "float32", "keras_history": ["activation_14", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Activation", "config": {"name": "activation_15", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "activation": "elu"}, "registered_name": null, "name": "activation_15", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 64], "dtype": "float32", "keras_history": ["dense_2", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Dense", "config": {"name": "dense_3", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "units": 32, "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": [null, 64]}, "name": "dense_3", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 64], "dtype": "float32", "keras_history": ["activation_15", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Activation", "config": {"name": "activation_16", "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "activation": "elu"}, "registered_name": null, "name": "activation_16", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 32], "dtype": "float32", "keras_history": ["dense_3", 0, 0]}}], "kwargs": {}}]}, {"module": "inference_pipeline", "class_name": "MDNLayer", "config": {"name": "mdn_layer", "n_components": 1, "n_outputs": 1, "trainable": false, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}}, "registered_name": "Custom>MDNLayer", "build_config": {"input_shape": [null, 32]}, "name": "mdn_layer", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 32], "dtype": "float32", "keras_history": ["activation_16", 0, 0]}}], "kwargs": {}}]}], "input_layers": ["latent_input", 0, 0], "output_layers": ["mdn_layer", 0, 0]}, "registered_name": "Functional", "build_config": {"input_shape": null}, "compile_config": {}, "name": "MDN_01_k1", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 3], "dtype": "float32", "keras_history": ["add_7", 0, 0]}}], "kwargs": {"mask": null}}]}, {"module": "keras.src.ops.numpy", "class_name": "GetItem", "config": {"name": "get_item_2"}, "registered_name": "GetItem", "name": "get_item_2", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 3], "dtype": "float32", "keras_history": ["MDN_01_k1", 0, 0]}}, [{"class_name": "__slice__", "config": {"start": null, "stop": null, "step": null}}, {"class_name": "__slice__", "config": {"start": 2, "stop": null, "step": null}}]], "kwargs": {}}]}, {"module": "keras.src.ops.nn", "class_name": "Softplus", "config": {"name": "softplus"}, "registered_name": "Softplus", "name": "softplus", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["get_item_2", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Multiply", "config": {"name": "multiply_1"}, "registered_name": "Multiply", "name": "multiply_1", "inbound_nodes": [{"args": [0.25, {"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["softplus", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Add", "config": {"name": "add_8"}, "registered_name": "Add", "name": "add_8", "inbound_nodes": [{"args": [0.005, {"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["multiply_1", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Multiply", "config": {"name": "multiply_3"}, "registered_name": "Multiply", "name": "multiply_3", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["add_8", 0, 0]}}, 3.5340454807855455], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "GetItem", "config": {"name": "get_item_1"}, "registered_name": "GetItem", "name": "get_item_1", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 3], "dtype": "float32", "keras_history": ["MDN_01_k1", 0, 0]}}, [{"class_name": "__slice__", "config": {"start": null, "stop": null, "step": null}}, {"class_name": "__slice__", "config": {"start": 1, "stop": 2, "step": null}}]], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Square", "config": {"name": "square"}, "registered_name": "Square", "name": "square", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["multiply_3", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.nn", "class_name": "Sigmoid", "config": {"name": "sigmoid"}, "registered_name": "Sigmoid", "name": "sigmoid", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["get_item_1", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Exp", "config": {"name": "exp_1"}, "registered_name": "Exp", "name": "exp_1", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["square", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Multiply", "config": {"name": "multiply_2"}, "registered_name": "Multiply", "name": "multiply_2", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["sigmoid", 0, 0]}}, 3.5340454807855455], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Subtract", "config": {"name": "subtract_1"}, "registered_name": "Subtract", "name": "subtract_1", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["exp_1", 0, 0]}}, 1.0], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Add", "config": {"name": "add_9"}, "registered_name": "Add", "name": "add_9", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["multiply_2", 0, 0]}}, 0.6043159668533296], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Add", "config": {"name": "add_10"}, "registered_name": "Add", "name": "add_10", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["subtract_1", 0, 0]}}, 1e-10], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Exp", "config": {"name": "exp"}, "registered_name": "Exp", "name": "exp", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["add_9", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Sqrt", "config": {"name": "sqrt"}, "registered_name": "Sqrt", "name": "sqrt", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["add_10", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.src.ops.numpy", "class_name": "Multiply", "config": {"name": "multiply_4"}, "registered_name": "Multiply", "name": "multiply_4", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["exp", 0, 0]}}, {"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["sqrt", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Reshape", "config": {"name": "sigma_km_s", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "target_shape": [1]}, "registered_name": null, "name": "sigma_km_s", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["multiply_4", 0, 0]}}], "kwargs": {}}]}, {"module": "keras.layers", "class_name": "Reshape", "config": {"name": "velocity_km_s", "trainable": true, "dtype": {"module": "keras", "class_name": "DTypePolicy", "config": {"name": "float32"}, "registered_name": null}, "target_shape": [1]}, "registered_name": null, "name": "velocity_km_s", "inbound_nodes": [{"args": [{"class_name": "__keras_tensor__", "config": {"shape": [null, 1], "dtype": "float32", "keras_history": ["exp", 0, 0]}}], "kwargs": {}}]}], "input_layers": ["qi_signal", 0, 0], "output_layers": {"velocity_km_s": ["velocity_km_s", 0, 0], "sigma_km_s": ["sigma_km_s", 0, 0]}}, "registered_name": "Functional", "build_config": {"input_shape": null}, "compile_config": {}}