Push Keras model using huggingface_hub.

.gitattributes

@@ -32,3 +32,4 @@ 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
+variables/variables.data-00000-of-00001 filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,3 +1,54 @@
 ---
-license: openrail
+library_name: keras
 ---
+
+## Model description
+
+More information needed
+
+## Intended uses & limitations
+
+More information needed
+
+## Training and evaluation data
+
+More information needed
+
+## Training procedure
+
+### Training hyperparameters
+
+The following hyperparameters were used during training:
+
+| Hyperparameters | Value |
+| :-- | :-- |
+| inner_optimizer.class_name | Custom>RMSprop |
+| inner_optimizer.config.name | RMSprop |
+| inner_optimizer.config.weight_decay | None |
+| inner_optimizer.config.clipnorm | None |
+| inner_optimizer.config.global_clipnorm | None |
+| inner_optimizer.config.clipvalue | None |
+| inner_optimizer.config.use_ema | False |
+| inner_optimizer.config.ema_momentum | 0.99 |
+| inner_optimizer.config.ema_overwrite_frequency | 100 |
+| inner_optimizer.config.jit_compile | True |
+| inner_optimizer.config.is_legacy_optimizer | False |
+| inner_optimizer.config.learning_rate | 0.0010000000474974513 |
+| inner_optimizer.config.rho | 0.9 |
+| inner_optimizer.config.momentum | 0.0 |
+| inner_optimizer.config.epsilon | 1e-07 |
+| inner_optimizer.config.centered | False |
+| dynamic | True |
+| initial_scale | 32768.0 |
+| dynamic_growth_steps | 2000 |
+| training_precision | mixed_float16 |
+
+
+ ## Model Plot
+
+<details>
+<summary>View Model Plot</summary>
+
+![Model Image](./model.png)
+
+</details>

config.json

@@ -0,0 +1 @@
+{"name": "diffusion_model_2", "layers": [{"class_name": "InputLayer", "config": {"batch_input_shape": [null, 320], "dtype": "float32", "sparse": false, "ragged": false, "name": "input_10"}, "name": "input_10", "inbound_nodes": []}, {"class_name": "Dense", "config": {"name": "dense_512", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "units": 1280, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_512", "inbound_nodes": [[["input_10", 0, 0, {}]]]}, {"class_name": "InputLayer", "config": {"batch_input_shape": [null, 64, 64, 4], "dtype": "float32", "sparse": false, "ragged": false, "name": "input_11"}, "name": "input_11", "inbound_nodes": []}, {"class_name": "Activation", "config": {"name": "activation_138", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "activation": "swish"}, "name": "activation_138", "inbound_nodes": [[["dense_512", 0, 0, {}]]]}, {"class_name": "PaddedConv2D", "config": {"name": "padded_conv2d_236", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "kernel_size": 3, "padding": 1, "filters": 320}, "name": "padded_conv2d_236", "inbound_nodes": [[["input_11", 0, 0, {}]]]}, {"class_name": "Dense", "config": {"name": "dense_513", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "units": 1280, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "GlorotUniform", "config": {"seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "name": "dense_513", "inbound_nodes": [[["activation_138", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_44", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 320}, "name": "res_block_44", "inbound_nodes": [[["padded_conv2d_236", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "InputLayer", "config": {"batch_input_shape": [null, 77, 768], "dtype": "float32", "sparse": false, "ragged": false, "name": "input_9"}, "name": "input_9", "inbound_nodes": []}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_32", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 40}, "name": "spatial_transformer_32", "inbound_nodes": [[["res_block_44", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_45", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 320}, "name": "res_block_45", "inbound_nodes": [[["spatial_transformer_32", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_33", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 40}, "name": "spatial_transformer_33", "inbound_nodes": [[["res_block_45", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "PaddedConv2D", "config": {"name": "padded_conv2d_245", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "strides": 2, "padding": 1, "filters": 320, "kernel_size": 3}, "name": "padded_conv2d_245", "inbound_nodes": [[["spatial_transformer_33", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_46", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 640}, "name": "res_block_46", "inbound_nodes": [[["padded_conv2d_245", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_34", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 80}, "name": "spatial_transformer_34", "inbound_nodes": [[["res_block_46", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_47", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 640}, "name": "res_block_47", "inbound_nodes": [[["spatial_transformer_34", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_35", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 80}, "name": "spatial_transformer_35", "inbound_nodes": [[["res_block_47", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "PaddedConv2D", "config": {"name": "padded_conv2d_254", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "strides": 2, "padding": 1, "filters": 640, "kernel_size": 3}, "name": "padded_conv2d_254", "inbound_nodes": [[["spatial_transformer_35", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_48", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_48", "inbound_nodes": [[["padded_conv2d_254", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_36", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 160}, "name": "spatial_transformer_36", "inbound_nodes": [[["res_block_48", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_49", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_49", "inbound_nodes": [[["spatial_transformer_36", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_37", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 160}, "name": "spatial_transformer_37", "inbound_nodes": [[["res_block_49", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "PaddedConv2D", "config": {"name": "padded_conv2d_263", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "strides": 2, "padding": 1, "filters": 1280, "kernel_size": 3}, "name": "padded_conv2d_263", "inbound_nodes": [[["spatial_transformer_37", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_50", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_50", "inbound_nodes": [[["padded_conv2d_263", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_51", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_51", "inbound_nodes": [[["res_block_50", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_52", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_52", "inbound_nodes": [[["res_block_51", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_38", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 160}, "name": "spatial_transformer_38", "inbound_nodes": [[["res_block_52", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_53", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_53", "inbound_nodes": [[["spatial_transformer_38", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_24", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_24", "inbound_nodes": [[["res_block_53", 0, 0, {}], ["res_block_51", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_54", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_54", "inbound_nodes": [[["concatenate_24", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_25", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_25", "inbound_nodes": [[["res_block_54", 0, 0, {}], ["res_block_50", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_55", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_55", "inbound_nodes": [[["concatenate_25", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_26", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_26", "inbound_nodes": [[["res_block_55", 0, 0, {}], ["padded_conv2d_263", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_56", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_56", "inbound_nodes": [[["concatenate_26", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "Upsample", "config": {"name": "upsample_6", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "channels": 1280}, "name": "upsample_6", "inbound_nodes": 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{"class_name": "Concatenate", "config": {"name": "concatenate_28", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_28", "inbound_nodes": [[["spatial_transformer_39", 0, 0, {}], ["spatial_transformer_36", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_58", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_58", "inbound_nodes": [[["concatenate_28", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_40", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 160}, "name": "spatial_transformer_40", "inbound_nodes": [[["res_block_58", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_29", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_29", "inbound_nodes": [[["spatial_transformer_40", 0, 0, {}], ["padded_conv2d_254", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_59", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 1280}, "name": "res_block_59", "inbound_nodes": [[["concatenate_29", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_41", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 160}, "name": "spatial_transformer_41", "inbound_nodes": [[["res_block_59", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "Upsample", "config": {"name": "upsample_7", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "channels": 1280}, "name": "upsample_7", "inbound_nodes": [[["spatial_transformer_41", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_30", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_30", "inbound_nodes": [[["upsample_7", 0, 0, {}], ["spatial_transformer_35", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_60", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 640}, "name": "res_block_60", "inbound_nodes": [[["concatenate_30", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_42", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 80}, "name": "spatial_transformer_42", "inbound_nodes": [[["res_block_60", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_31", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_31", "inbound_nodes": [[["spatial_transformer_42", 0, 0, {}], ["spatial_transformer_34", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_61", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 640}, "name": "res_block_61", "inbound_nodes": [[["concatenate_31", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_43", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 80}, "name": "spatial_transformer_43", "inbound_nodes": [[["res_block_61", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_32", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_32", "inbound_nodes": [[["spatial_transformer_43", 0, 0, {}], ["padded_conv2d_245", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_62", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 640}, "name": "res_block_62", "inbound_nodes": [[["concatenate_32", 0, 0, {}], ["dense_513", 0, 0, {}]]]}, {"class_name": "SpatialTransformer", "config": {"name": "spatial_transformer_44", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "fully_connected": false, "num_heads": 8, "head_size": 80}, "name": "spatial_transformer_44", "inbound_nodes": [[["res_block_62", 0, 0, {}], ["input_9", 0, 0, {}]]]}, {"class_name": "Upsample", "config": {"name": "upsample_8", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "channels": 640}, "name": "upsample_8", "inbound_nodes": [[["spatial_transformer_44", 0, 0, {}]]]}, {"class_name": "Concatenate", "config": {"name": "concatenate_33", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "axis": -1}, "name": "concatenate_33", "inbound_nodes": [[["upsample_8", 0, 0, {}], ["spatial_transformer_33", 0, 0, {}]]]}, {"class_name": "ResBlock", "config": {"name": "res_block_63", "trainable": true, "dtype": {"class_name": "Policy", "config": {"name": "mixed_float16"}, "shared_object_id": 1}, "output_dim": 320}, "name": "res_block_63", "inbound_nodes": 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