diff --git a/.gitattributes b/.gitattributes index 61eb4279..65a62200 100644 --- a/.gitattributes +++ b/.gitattributes @@ -3,3 +3,4 @@ web/build/** linguist-generated __fixtures__/** linguist-generated *.sql linguist-detectable=true *.sql linguist-language=sql +ml/categories/model/** linguist-generated diff --git a/.gitignore b/.gitignore index 0a569517..6aa0d682 100644 --- a/.gitignore +++ b/.gitignore @@ -19,3 +19,4 @@ docs/www/content/topics/* docs/www/content/topics/annotations/* !docs/www/content/topics/annotations/_index.md dist +ml/categories/data/generated diff --git a/ml/categories/categories.py b/ml/categories/categories.py new file mode 100644 index 00000000..460eecb2 --- /dev/null +++ b/ml/categories/categories.py @@ -0,0 +1,168 @@ +import csv +import os +import shutil +import tempfile +import tensorflow as tf +from tensorflow import keras +from keras import layers + +# Set TF log level to INFO +os.environ["TF_CPP_MIN_LOG_LEVEL"] = "2" + +# Paths configuration +TRAIN_CSV_PATH = "data/csv/train.csv" +VALIDATION_CSV_PATH = "data/csv/validation.csv" +TEST_CSV_PATH = "data/csv/test.csv" +TRAIN_DS_PATH = "data/generated/train" +VALIDATION_DS_PATH = "data/generated/validation" +TEST_DS_PATH = "data/generated/test" +MODEL_PATH = "model" + +# Maximum vocabulary size +VOCABULARY_SIZE = 2000 + +# Categories +CATEGORIES = [ + "ai-machine-learning", + "database", + "integration-delivery", + "monitoring-logging", + "networking", + "security", + "storage", + "streaming-messaging" +] + + +def build_model(): + """Build and train model""" + + # Load train, validation and test datasets + (train_ds, validation_ds, test_ds) = load_datasets() + + # Create, train and save model + model = keras.Sequential([ + keras.Input(shape=(1,), dtype="string"), + setup_vectorizer(train_ds), + keras.Input(shape=(VOCABULARY_SIZE,)), + layers.Dense(32, activation="relu"), + layers.Dense(8, activation="softmax") + ]) + model.compile( + optimizer="rmsprop", + loss="categorical_crossentropy", + metrics=["accuracy"] + ) + model.fit( + train_ds.cache(), + validation_data=validation_ds.cache(), + epochs=30 + ) + model.save(MODEL_PATH) + + # Evaluate accuracy with test data + print(f"Test accuracy: {model.evaluate(test_ds)[1]:.3f}") + + +def load_datasets(): + """Load train and test datasets""" + + # Load train dataset + train_ds = keras.utils.text_dataset_from_directory( + TRAIN_DS_PATH, + label_mode="categorical" + ) + + # Load validation dataset + validation_ds = keras.utils.text_dataset_from_directory( + VALIDATION_DS_PATH, + label_mode="categorical" + ) + + # Load test dataset + test_ds = keras.utils.text_dataset_from_directory( + TEST_DS_PATH, + label_mode="categorical" + ) + + return (train_ds, validation_ds, test_ds) + + +def setup_vectorizer(train_ds): + """Setup vectorize layer using the train dataset provided""" + + # Create vectorization layer + vectorize_layer = layers.TextVectorization( + max_tokens=VOCABULARY_SIZE, + output_mode="multi_hot", + split=cumtom_split_fn, + standardize=custom_standardization_fn, + ) + + # Prepare vocabulary + vectorize_layer.adapt(train_ds.map(lambda x, _: x)) + + return vectorize_layer + + +@tf.keras.utils.register_keras_serializable() +def cumtom_split_fn(string_tensor): + """Split string by comma""" + return tf.strings.split(string_tensor, sep=",") + + +@tf.keras.utils.register_keras_serializable() +def custom_standardization_fn(string_tensor): + """Covert string to lowercase and strip whitespaces""" + lowercase_string = tf.strings.lower(string_tensor) + return tf.strings.strip(lowercase_string) + + +def predict(model, raw_text): + """Generate a prediction for a raw text using the model provided""" + + # Calculate prediction + predictions = model.predict(tf.convert_to_tensor([[raw_text]]), verbose=0) + + # Print prediction details and category selected + print(predictions[0]) + print(CATEGORIES[predictions[0].argmax()]) + + +def build_data_trees(): + """Build the train, validation and test data trees from the CSV files""" + + def build_data_tree_from_csv(csv_path, dst_path): + # Clean destination path + shutil.rmtree(dst_path, ignore_errors=True) + + # Process CSV file, creating a new file for each set of keywords in the + # corresponding category directory + with open(csv_path) as csv_file: + csv_reader = csv.reader(csv_file, delimiter=';') + for row in csv_reader: + category, keywords = row[0], row[1] + + # Create output directory if needed + category_path = os.path.join(dst_path, category) + if not os.path.isdir(category_path): + os.makedirs(category_path) + + # Write keywords to file + with tempfile.NamedTemporaryFile( + mode="w", + prefix="", + suffix=".txt", + dir=category_path, + delete=False + ) as f: + f.write(keywords) + + build_data_tree_from_csv(TRAIN_CSV_PATH, TRAIN_DS_PATH) + build_data_tree_from_csv(VALIDATION_CSV_PATH, VALIDATION_DS_PATH) + build_data_tree_from_csv(TEST_CSV_PATH, TEST_DS_PATH) + + +if __name__ == "__main__": + build_data_trees() + build_model() diff --git a/ml/categories/data/csv/test.csv b/ml/categories/data/csv/test.csv new file mode 100644 index 00000000..937cef5b --- /dev/null +++ b/ml/categories/data/csv/test.csv @@ -0,0 +1,200 @@ +ai-machine-learning;a.i.,machine,learning +ai-machine-learning;ai,machine-learning,deep learning +ai-machine-learning;big data,learning,mlflow +ai-machine-learning;business intelligence,artificial intelligence,artificial-intelligence +ai-machine-learning;clearml,model,ml +ai-machine-learning;colab,collaboratory +ai-machine-learning;data,machine,learning +ai-machine-learning;deep learning,keras,tensorflow +ai-machine-learning;deep-learning,neural network,neural-network +ai-machine-learning;jupyter,python,notebook +ai-machine-learning;jupyterhub +ai-machine-learning;kubeflow,tensorflow,xgboost +ai-machine-learning;kubernetes,machinelearning,jupyterlab +ai-machine-learning;machine learning +ai-machine-learning;machine learning,data science 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+streaming-messaging;streaming & messaging +streaming-messaging;streams,distributed,distributed system diff --git a/ml/categories/data/csv/train.csv b/ml/categories/data/csv/train.csv new file mode 100644 index 00000000..2a41a74d --- /dev/null +++ b/ml/categories/data/csv/train.csv @@ -0,0 +1,1382 @@ +ai-machine-learning;ai,machine learning,deep learning,hpc,openi +ai-machine-learning;ai,resource orchestration,noops,ai,machine learning,openshift optional +ai-machine-learning;annotation,ml,text,machine-learning +ai-machine-learning;apache spark,scala,r,vs code +ai-machine-learning;apache,spark +ai-machine-learning;business intelligence,data science +ai-machine-learning;clearml,machine learning,mlops +ai-machine-learning;clearml,machine learning,mlops,model serving +ai-machine-learning;clearml,machine learning,mlops,task agent +ai-machine-learning;data science +ai-machine-learning;data science,machine learning,r,rstats,python,deploy,rstudio +ai-machine-learning;data science,machine 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