diff --git a/tutorials/Example_14_protein_sequence_classification.ipynb b/tutorials/Example_14_protein_sequence_classification.ipynb new file mode 100644 index 00000000..fd00cf8d --- /dev/null +++ b/tutorials/Example_14_protein_sequence_classification.ipynb @@ -0,0 +1,226 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5d904dee", + "metadata": {}, + "source": [ + "# Example 14: Protein Sequence Classification\n", + "\n", + "In this example, we will see how to use KAN in protein sequence classification. We will be using one hot encoding to encode the amino acids. The classification codes inherited from Example_3." + ] + }, + { + "cell_type": "markdown", + "id": "8c7e3d97-d0f6-41bc-8799-ad9c4a608a88", + "metadata": {}, + "source": [ + "#### This is just an example how it can be used for protein sequences. Need to use real data to actually observe the performance" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "0a59179d", + "metadata": {}, + "outputs": [], + "source": [ + "from kan import *\n", + "import torch\n", + "import random\n", + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "3f0cd8cd-1161-4dd1-bbdc-31efe46f78c3", + "metadata": {}, + "outputs": [], + "source": [ + "# Hyperparameters\n", + "PROTEIN_WINDOW_SIZE = 11 \n", + "\n", + "# define the universe of possible input amino acids, ie. vocab list\n", + "aa_list = 'ARNDCQEGHILKMFPSTWYVX'" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "25e9f373-3755-4d53-8529-dcf4b71acf18", + "metadata": {}, + "outputs": [], + "source": [ + "def one_hot_encode(protein_sequence):\n", + " \"\"\"\n", + " One-hot encodes a protein sequence.\n", + "\n", + " Args:\n", + " protein_sequence (str): The input protein sequence.\n", + "\n", + " Returns:\n", + " numpy.array: The one-hot encoded representation of the protein sequence.\n", + " \"\"\"\n", + " # Create a dictionary mapping amino acids to indices\n", + " aa_to_index = {aa: i for i, aa in enumerate(aa_list)}\n", + " \n", + " # Initialize an array of zeros with shape (sequence_length, alphabet_length)\n", + " encoding = np.zeros((len(protein_sequence), len(aa_list)))\n", + " \n", + " # Iterate over the protein sequence and set the corresponding index to 1\n", + " for i, aa in enumerate(protein_sequence):\n", + " if aa in aa_to_index:\n", + " encoding[i, aa_to_index[aa]] = 1\n", + " else:\n", + " # If the amino acid is not in the alphabet, set the last index to 1 (unknown)\n", + " encoding[i, -1] = 1\n", + " \n", + " return encoding" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "90b53975-dd55-4ae0-816f-a4ed5cce7e23", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_sample_protein_dataset(num_samples=10):\n", + " \"\"\"\n", + " Generate a dataset of protein sequences of length 11, keeping Lysine(K) in the center. \n", + "\n", + " Args:\n", + " num_samples (int): Number of samples to generate.\n", + "\n", + " Returns:\n", + " dict: A dictionary containing train_input, test_input, train_label, and test_label.\n", + " \"\"\"\n", + " \n", + " dataset = {'train_input': [], 'test_input': [], 'train_label': [], 'test_label': []}\n", + " alphabet = 'ARNDCQEGHILKMFPSTWYVX'\n", + "\n", + " # Generate half of the samples with label 1 and half with label 0\n", + " label_sequence = [1] * (num_samples // 2) + [0] * (num_samples // 2)\n", + " random.shuffle(label_sequence)\n", + "\n", + " for label in label_sequence:\n", + " # Generate a protein sequence with 'K' in the middle\n", + " sequence = ''.join(random.choices(alphabet.replace('K', ''), k=PROTEIN_WINDOW_SIZE//2)) + 'K' + ''.join(random.choices(alphabet.replace('K', ''), k=PROTEIN_WINDOW_SIZE//2))\n", + " encoded_sequence = one_hot_encode(sequence).flatten()\n", + "\n", + " # Split the dataset into train and test (50% each)\n", + " if len(dataset['train_input']) < num_samples // 2:\n", + " dataset['train_input'].append(encoded_sequence)\n", + " dataset['train_label'].append(label)\n", + " else:\n", + " dataset['test_input'].append(encoded_sequence)\n", + " dataset['test_label'].append(label)\n", + "\n", + " # Convert lists to tensors\n", + " dataset['train_input'] = torch.tensor(dataset['train_input'])\n", + " dataset['test_input'] = torch.tensor(dataset['test_input'])\n", + " dataset['train_label'] = torch.tensor(dataset['train_label']).view(-1, 1)\n", + " dataset['test_label'] = torch.tensor(dataset['test_label']).view(-1, 1)\n", + "\n", + " return dataset\n", + "\n", + "# Generate dataset with 10 samples\n", + "dataset = generate_sample_protein_dataset(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "e9aa3305-f6da-438d-bf86-36eb12fa4e5f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "train loss: 3.74e-09 | test loss: 7.13e-01 | reg: 7.09e+01 : 100%|██| 10/10 [00:15<00:00, 1.53s/it]\n" + ] + }, + { + "data": { + "text/plain": [ + "(1.0, 0.4000000059604645)" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def train_acc():\n", + " return torch.mean((torch.round(model(dataset['train_input'])[:,0]) == dataset['train_label'][:,0]).float())\n", + "\n", + "def test_acc():\n", + " return torch.mean((torch.round(model(dataset['test_input'])[:,0]) == dataset['test_label'][:,0]).float())\n", + "\n", + "results = model.train(dataset, opt=\"LBFGS\", steps=10, metrics=(train_acc, test_acc));\n", + "results['train_acc'][-1], results['test_acc'][-1]" + ] + }, + { + "cell_type": "markdown", + "id": "1fe7a817-11a5-4736-9358-d55c11ad35bc", + "metadata": {}, + "source": [ + "### This is just an example how it can be used for protein sequences. Need to use real data to actually observe the performance" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "5051c2c0-772f-4b6f-b4f0-aa15cf7b6fe0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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