Fix functional API guide.

keras-team · Jul 6, 2024 · 1806537 · 1806537
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diff --git a/guides/_distributed_training.py b/guides/_distributed_training.py
@@ -6,6 +6,7 @@
 Description: Guide to multi-GPU & distributed training for Keras models.
 Accelerator: GPU
 """
+
 """
 ## Introduction
 

diff --git a/guides/_preprocessing_layers.py b/guides/_preprocessing_layers.py
@@ -6,6 +6,7 @@
 Description: Overview of how to leverage preprocessing layers to create end-to-end models.
 Accelerator: GPU
 """
+
 """
 ## Keras preprocessing
 

diff --git a/guides/_working_with_rnns.py b/guides/_working_with_rnns.py
@@ -6,6 +6,7 @@
 Description: Complete guide to using & customizing RNN layers.
 Accelerator: GPU
 """
+
 """
 ## Introduction
 

diff --git a/guides/distributed_training_with_jax.py b/guides/distributed_training_with_jax.py
@@ -6,6 +6,7 @@
 Description: Guide to multi-GPU/TPU training for Keras models with JAX.
 Accelerator: GPU
 """
+
 """
 ## Introduction
 

diff --git a/guides/distributed_training_with_tensorflow.py b/guides/distributed_training_with_tensorflow.py
@@ -6,6 +6,7 @@
 Description: Guide to multi-GPU training for Keras models with TensorFlow.
 Accelerator: GPU
 """
+
 """
 ## Introduction
 

diff --git a/guides/distributed_training_with_torch.py b/guides/distributed_training_with_torch.py
@@ -6,6 +6,7 @@
 Description: Guide to multi-GPU training for Keras models with PyTorch.
 Accelerator: GPU
 """
+
 """
 ## Introduction
 

diff --git a/guides/functional_api.py b/guides/functional_api.py
@@ -6,6 +6,7 @@
 Description: Complete guide to the functional API.
 Accelerator: GPU
 """
+
 """
 ## Setup
 """
@@ -402,7 +403,7 @@ def get_model():
 """
 
 # Dummy input data
-title_data = np.random.randint(num_words, size=(1280, 10))
+title_data = np.random.randint(num_words, size=(1280, 12))
 body_data = np.random.randint(num_words, size=(1280, 100))
 tags_data = np.random.randint(2, size=(1280, num_tags)).astype("float32")
 

diff --git a/guides/img/functional_api/functional_api_22_0.png b/guides/img/functional_api/functional_api_22_0.png
diff --git a/guides/img/functional_api/functional_api_40_0.png b/guides/img/functional_api/functional_api_40_0.png
diff --git a/guides/img/functional_api/functional_api_51_0.png b/guides/img/functional_api/functional_api_51_0.png
diff --git a/guides/intro_to_keras_for_engineers.py b/guides/intro_to_keras_for_engineers.py
@@ -6,6 +6,7 @@
 Description: First contact with Keras 3.
 Accelerator: GPU
 """
+
 """
 ## Introduction
 

diff --git a/guides/ipynb/functional_api.ipynb b/guides/ipynb/functional_api.ipynb
@@ -723,7 +723,7 @@
    "outputs": [],
    "source": [
     "# Dummy input data\n",
-    "title_data = np.random.randint(num_words, size=(1280, 10))\n",
+    "title_data = np.random.randint(num_words, size=(1280, 12))\n",
     "body_data = np.random.randint(num_words, size=(1280, 100))\n",
     "tags_data = np.random.randint(2, size=(1280, num_tags)).astype(\"float32\")\n",
     "\n",

diff --git a/guides/keras_nlp/getting_started.py b/guides/keras_nlp/getting_started.py
@@ -6,6 +6,7 @@
 Description: An introduction to the KerasNLP API.
 Accelerator: GPU
 """
+
 """
 ## Introduction
 

diff --git a/guides/making_new_layers_and_models_via_subclassing.py b/guides/making_new_layers_and_models_via_subclassing.py
@@ -6,6 +6,7 @@
 Description: Complete guide to writing `Layer` and `Model` objects from scratch.
 Accelerator: None
 """
+
 """
 ## Introduction
 

diff --git a/guides/md/functional_api.md b/guides/md/functional_api.md
diff --git a/guides/sequential_model.py b/guides/sequential_model.py
@@ -6,6 +6,7 @@
 Description: Complete guide to the Sequential model.
 Accelerator: GPU
 """
+
 """
 ## Setup
 

diff --git a/guides/transfer_learning.py b/guides/transfer_learning.py
@@ -6,6 +6,7 @@
 Description: Complete guide to transfer learning & fine-tuning in Keras.
 Accelerator: GPU
 """
+
 """
 ## Setup
 """

diff --git a/guides/writing_a_custom_training_loop_in_jax.py b/guides/writing_a_custom_training_loop_in_jax.py
@@ -6,6 +6,7 @@
 Description: Writing low-level training & evaluation loops in JAX.
 Accelerator: None
 """
+
 """
 ## Setup
 """

diff --git a/guides/writing_a_custom_training_loop_in_tensorflow.py b/guides/writing_a_custom_training_loop_in_tensorflow.py
@@ -6,6 +6,7 @@
 Description: Writing low-level training & evaluation loops in TensorFlow.
 Accelerator: None
 """
+
 """
 ## Setup
 """

diff --git a/guides/writing_a_custom_training_loop_in_torch.py b/guides/writing_a_custom_training_loop_in_torch.py
@@ -6,6 +6,7 @@
 Description: Writing low-level training & evaluation loops in PyTorch.
 Accelerator: None
 """
+
 """
 ## Setup
 """

diff --git a/guides/writing_your_own_callbacks.py b/guides/writing_your_own_callbacks.py
@@ -6,6 +6,7 @@
 Description: Complete guide to writing new Keras callbacks.
 Accelerator: GPU
 """
+
 """
 ## Introduction