{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Evaluate the Transfer Learning\n", "**This tutorial was created using alphaDIA 1.8.1 - please be aware that there might be changes in your version.**\n", "\n", "## 1. Prerequisites\n", "The information on the training of a PeptDeep model is stored in the `stats.train.tsv` file.\n", "We will be using the stats file from the dimethyl transfer learning example. You can download the file [here](https://datashare.biochem.mpg.de/s/RoyN2tUlPitJjh4) or use the file included in your alphaDIA output directory. Make sure you have python with pandas and seaborn installed.\n", "\n", "We start by loading the libraries and importing the stats file into pandas. The stats file is automatically created when you perform transfer learning.\n", "Each datapoint in the dataframe is an epoch of the training process and was evaluated on a dataset split. By default, there will be four splits:\n", "- **All** data before training started\n", "- **Train** 70% of the data that was used to train the model\n", "- **Validation** 20% of the data that was used to tune the model hyperparameters like learning rate and early stopping\n", "- **Test** 10% of the data that was used to evaluate the final model" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "transfer_stats_df = pd.read_csv('/Users/georgwallmann/Downloads/stats.transfer.tsv', sep='\\t')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Retention time prediction\n", "To get the statistics for the retention time prediction task we filter the dataframe to only include the 'rt' property.\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter the dataframe to only include 'rt' property\n", "rt_df = transfer_stats_df[transfer_stats_df['property'].isin(['rt'])]\n", "\n", "# Create a relational plot using seaborn\n", "fig = sns.relplot(\n", " data=rt_df,\n", " x='epoch',\n", " y='value',\n", " hue='data_split',\n", " marker='o',\n", " dashes=False,\n", " col='metric_name',\n", " kind='line',\n", " col_wrap=4,\n", " facet_kws={'sharex': False, 'sharey': False, 'legend_out': False},\n", " height=3,\n", " aspect=1\n", ")\n", "\n", "# Set the title for each subplot\n", "fig.set_titles(\"{col_name}\")\n", "\n", "# Set the legend title\n", "fig.legend.set_title('Data split')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Charge prediction\n", "To get the statistics for the charge prediction task we filter the dataframe to only include the 'charge' property.\n", "The charge model is currently not yet pretrained. It's therefore particularly important to monitor the model performance on the validation and test set." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter the dataframe to only include 'rt' property\n", "charge_df = transfer_stats_df[transfer_stats_df['property'].isin(['charge'])]\n", "\n", "# Create a relational plot using seaborn\n", "fig = sns.relplot(\n", " data=charge_df,\n", " x='epoch',\n", " y='value',\n", " hue='data_split',\n", " marker='o',\n", " dashes=False,\n", " col='metric_name',\n", " kind='line',\n", " col_wrap=4,\n", " facet_kws={'sharex': False, 'sharey': False, 'legend_out': False},\n", " height=3,\n", " aspect=1\n", ")\n", "\n", "# Set the title for each subplot\n", "fig.set_titles(\"{col_name}\")\n", "\n", "# Set the legend title\n", "fig.legend.set_title('Data split')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Fragmentation Spectrum (MS2) prediction\n", "To get the statistics for the fragmentation spectrum prediction task we filter the dataframe to only include the 'ms2' property.\n", "Please keep in mind that training and evaluation on DIA data has to deal with interference in highly chimeric spectra. The quality of predicted MS2 spectra will therefore be lower as for DDA data. To have an intereference free evaluation use the `use_for_ms2` subset in the `speclib.transfer` training data." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Filter the dataframe to only include 'rt' property\n", "ms2_df = transfer_stats_df[transfer_stats_df['property'].isin(['ms2'])]\n", "\n", "# Create a relational plot using seaborn\n", "fig = sns.relplot(\n", " data=ms2_df,\n", " x='epoch',\n", " y='value',\n", " hue='data_split',\n", " marker='o',\n", " dashes=False,\n", " col='metric_name',\n", " kind='line',\n", " col_wrap=4,\n", " facet_kws={'sharex': False, 'sharey': False, 'legend_out': False},\n", " height=3,\n", " aspect=1\n", ")\n", "\n", "# Set the title for each subplot\n", "fig.set_titles(\"{col_name}\")\n", "\n", "# Set the legend title\n", "fig.legend.set_title('Data split')" ] } ], "metadata": { "kernelspec": { "display_name": "alpha", "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" } }, "nbformat": 4, "nbformat_minor": 2 }