{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 1: Pretraining TCRfoundation\n",
    "\n",
    "This tutorial demonstrates how to pretrain the TCRfoundation model on large-scale paired TCR-transcriptome data.\n",
    "\n",
    "## Overview\n",
    "- Load and prepare pretraining data\n",
    "- Train the foundation model with self-supervised learning\n",
    "- Save the pretrained model and training history"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import torch\n",
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import tcrfoundation as tcrf\n",
    "\n",
    "# Set random seeds for reproducibility\n",
    "np.random.seed(0)\n",
    "torch.manual_seed(0)\n",
    "if torch.cuda.is_available():\n",
    "    torch.cuda.manual_seed_all(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Load Pretraining Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Original dataset size: 1780201 cells\n",
      "Number of genes: 3000\n",
      "\n",
      "Data contains:\n",
      "  - CDR3a sequences: 1780201\n",
      "  - CDR3b sequences: 1780201\n"
     ]
    }
   ],
   "source": [
    "# Load preprocessed data\n",
    "adata = sc.read(\"../data/adata_pretrain.h5ad\")\n",
    "print(f\"Original dataset size: {adata.n_obs} cells\")\n",
    "print(f\"Number of genes: {adata.n_vars}\")\n",
    "print(f\"\\nData contains:\")\n",
    "print(f\"  - CDR3a sequences: {adata.obs['CDR3a'].notna().sum()}\")\n",
    "print(f\"  - CDR3b sequences: {adata.obs['CDR3b'].notna().sum()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Train Foundation Model\n",
    "\n",
    "The model is trained with:\n",
    "- **Contrastive learning**: Align gene expression and TCR representations\n",
    "- **Gene expression reconstruction**: Predict masked gene expression\n",
    "- **TCR sequence reconstruction**: Reconstruct masked TCR sequences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"\\n=== Training foundation model ===\")\n",
    "foundation_model, history = tcrf.pretrain.train(\n",
    "    adata, \n",
    "    epochs=2, # Just for demonstration. When training from scratch, please set the epoachs as 500.\n",
    "    save_dir='../TCR_foundation_model',\n",
    "    batch_size=2048,\n",
    "    accumulation_steps=4,\n",
    "    val_ratio=0.1,\n",
    "    early_stopping_patience=50,\n",
    "    max_length=30,\n",
    "    add_special_tokens=True,\n",
    "    warmup_epochs=10,\n",
    "    improvement_threshold=1e-4\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Save Training History"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Training complete!\n",
      "Best model saved to: ../TCR_foundation_model/foundation_model_best.pt\n",
      "Training history saved to: ../TCR_foundation_model/pretrain_loss.csv\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nTraining complete!\")\n",
    "print(f\"Best model saved to: ../TCR_foundation_model/foundation_model_best.pt\")\n",
    "\n",
    "# Save training history to CSV\n",
    "df_loss = pd.DataFrame(history)\n",
    "df_loss.to_csv('../TCR_foundation_model/pretrain_loss.csv', index=True)\n",
    "print(f\"Training history saved to: ../TCR_foundation_model/pretrain_loss.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Visualize Training Progress"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 4200x3000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Just for demonstration. Now there is only 2-epoach data.\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plot training and validation loss\n",
    "fig, axes = plt.subplots(2, 2, figsize=(14, 10), dpi=300)\n",
    "\n",
    "# Total loss\n",
    "axes[0, 0].plot(df_loss['train_loss'], label='Train Llss')\n",
    "axes[0, 0].plot(df_loss['val_loss'], label='Val loss')\n",
    "axes[0, 0].set_xlabel('Epoch')\n",
    "axes[0, 0].set_ylabel('Loss')\n",
    "axes[0, 0].set_title('Total loss')\n",
    "axes[0, 0].legend()\n",
    "axes[1, 0].grid(False)\n",
    "\n",
    "# Gene reconstruction loss\n",
    "axes[0, 1].plot(df_loss['gene_loss'], label='Gene loss', color='green')\n",
    "axes[0, 1].set_xlabel('Epoch')\n",
    "axes[0, 1].set_ylabel('Loss')\n",
    "axes[0, 1].set_title('Gene reconstruction loss')\n",
    "axes[0, 1].legend()\n",
    "axes[1, 0].grid(False)\n",
    "\n",
    "# TCR reconstruction loss\n",
    "axes[1, 0].plot(df_loss['tcr_loss'], label='TCR loss', color='orange')\n",
    "axes[1, 0].set_xlabel('Epoch')\n",
    "axes[1, 0].set_ylabel('Loss')\n",
    "axes[1, 0].set_title('TCR reconstruction loss')\n",
    "axes[1, 0].legend()\n",
    "axes[1, 0].grid(False)\n",
    "\n",
    "# Contrastive loss\n",
    "axes[1, 1].plot(df_loss['contrastive_loss'], label='Contrastive loss', color='red')\n",
    "axes[1, 1].set_xlabel('Epoch')\n",
    "axes[1, 1].set_ylabel('Loss')\n",
    "axes[1, 1].set_title('Contrastive loss')\n",
    "axes[1, 1].legend()\n",
    "axes[1, 0].grid(False)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "The pretrained foundation model is now ready for fine-tuning on downstream tasks:\n",
    "- Classification (disease, tissue, cell subtype)\n",
    "- Antigen specificity prediction\n",
    "- Binding avidity regression\n",
    "- Cross-modal TCR-to-gene prediction"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.16"
  }
 },
 "nbformat": 4,
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}