{ "cells": [ { "cell_type": "markdown", "id": "537ca473", "metadata": {}, "source": [ "# Working with large datasets in Deepof" ] }, { "cell_type": "markdown", "id": "cf37e3d4", "metadata": {}, "source": [ "(For the test version, this tutorial is currently only attached to the custom labels tutorial (to make them run with out automatized tests without having to restructure a ton of stuff). It will stand on its own later)" ] }, { "cell_type": "markdown", "id": "099eeb84", "metadata": {}, "source": [ "##### What we'll cover:\n", " \n", "* How to process large datasets (several hours of recording per video) with deepof\n", "* Things to consider when working with large quantities of data" ] }, { "cell_type": "code", "execution_count": 1, "id": "86dc41cc", "metadata": {}, "outputs": [], "source": [ "# # If using Google colab, uncomment and run this cell and the one below to set up the environment\n", "# # Note: because of how colab handles the installation of local packages, this cell will kill your runtime.\n", "# # This is not an error! Just continue with the cells below.\n", "# import os\n", "# !git clone -q https://github.com/mlfpm/deepof.git\n", "# !pip install -q -e deepof --progress-bar off\n", "# os.chdir(\"deepof\")\n", "# !curl --output tutorial_files.zip https://datashare.mpcdf.mpg.de/s/Hu1XjZkY9zml0mm/download\n", "# !unzip tutorial_files.zip" ] }, { "cell_type": "code", "execution_count": 2, "id": "9c6f7c77", "metadata": {}, "outputs": [], "source": [ "# import os\n", "# os.chdir(\"deepof\")\n", "# import os, warnings\n", "# warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "id": "3a5d1b7b", "metadata": {}, "source": [ "We start with importing the usual packages" ] }, { "cell_type": "code", "execution_count": 3, "id": "7fd307fa", "metadata": {}, "outputs": [], "source": [ "import copy\n", "import os\n", "import numpy as np\n", "import pickle\n", "import deepof.data" ] }, { "cell_type": "markdown", "id": "5938b6ee", "metadata": {}, "source": [ "And plotting gear" ] }, { "cell_type": "code", "execution_count": 4, "id": "ea45a21d", "metadata": {}, "outputs": [], "source": [ "from IPython import display\n", "from networkx import Graph, draw\n", "import deepof.visuals\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "id": "0230a554", "metadata": {}, "source": [ "### Brief introduction to large dataset analysis" ] }, { "cell_type": "markdown", "id": "6d625e1a", "metadata": {}, "source": [ "In general, analysing very large datasets works, on a user level, almost the same as analyzing small datasets. The main difference is that\n", "1. Things take longer\n", "2. Tables do not stay loaded in the RAM, but instead get saved and loaded in the background as tehy are needed\n", "\n", "The latter leads to the ubiquitous Table dictionaries in deepof now carrying only links to file locations instead of the tables themselves. " ] }, { "cell_type": "markdown", "id": "24fd106a", "metadata": {}, "source": [ "For this tutorial we do not provide an additional \"big\" dataset (as we do not want you to wait several hours for a downlaod). Instead we are going to load the same sample_project as in the unsupervised tutorial. Then we simply manually set the \"_very_large_project\" project-variable to True, which will cause the project to behave just like it would if it had videos with multiple hours long of recordings. \n", "\n", "If you create your own project with a larger dataset (i.e. at least one video that is about 4 hours long or longer) this variable will simply be automatically set to True during project set up. " ] }, { "cell_type": "code", "execution_count": 5, "id": "5ace4fb1", "metadata": {}, "outputs": [], "source": [ "# We load our small sample project, then we pretend that it is a big one\n", "my_deepof_project = deepof.data.load_project(\"./tutorial_files/sample_project\")\n", "my_deepof_project.load_exp_conditions(\"./tutorial_files/tutorial_exp_conditions.csv\")\n", "my_deepof_project._very_large_project=True" ] }, { "cell_type": "markdown", "id": "0f0e6a84", "metadata": {}, "source": [ "Now let's create some supervised annotations" ] }, { "cell_type": "code", "execution_count": 6, "id": "799e648a", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "data preprocessing : 100%|██████████| 4/4 [00:11<00:00, 2.92s/step, step=Loading kinematics]\n", "supervised annotations : 100%|██████████| 6/6 [00:12<00:00, 2.10s/table, step=post processing] \n" ] } ], "source": [ "supervised_annotation = my_deepof_project.supervised_annotation()" ] }, { "cell_type": "markdown", "id": "769aa8cd", "metadata": {}, "source": [ "If we now try to have a look at one of our tables that we created we notice a difference: Instead of seeing the table, deepof now only displays the path to the file in which thsi table was stored." ] }, { "cell_type": "code", "execution_count": 7, "id": "d25daf35", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'duckdb_file': './tutorial_files\\\\sample_project\\\\Tables\\\\20191204_Day2_SI_JB08_Test_54\\\\database.duckdb',\n", " 'table': 't_20191204_Day2_SI_JB08_Test_54_supervised_annotations'}" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "supervised_annotation['20191204_Day2_SI_JB08_Test_54']" ] }, { "cell_type": "markdown", "id": "631743fe", "metadata": {}, "source": [ "If we want to load this table we can access it with the \"get_dt\" function and a syntax very similar to calling a dictionary entry" ] }, { "cell_type": "code", "execution_count": 8, "id": "b6558c12", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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All plot functions have the optional input \"samples_max\" which denotes the maximum number of samples plotted and is set to 20000 for most plots as a default. So do not be afraid of excessive waiting times when plotting. Let's have a look at the Gant plot as an example:" ] }, { "cell_type": "code", "execution_count": 10, "id": "aeeaf0f0", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "\n", "deepof.visuals.plot_gantt(\n", " my_deepof_project,\n", " \"20191204_Day2_SI_JB08_Test_54\",\n", " supervised_annotations=supervised_annotation, \n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "2031f7d4", "metadata": {}, "source": [ "Of course, plotting only a fraction of the samples that your data actually contains will lead to a reduced resolution of the plot and can be misleading. Let's say one behavior only occurs every 100 frames but pretty regularly. If the plot gets downsamples by a factor of 100 it may happen that the included samples are mostly the ones where this specific behavior occurs. Respectively in the downsampled plot it will seem as this behavior is way more frequent than it actually is. " ] }, { "cell_type": "code", "execution_count": 11, "id": "4a883c52", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33m\n", "Info! Selected range exceeds 500 samples and has been downsampled by a factor of approx. 29\n", "To avoid this, increase 'samples_max'. This will also result in increased computation time\u001b[0m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[38;5;208m\n", "Warning! Since the provided time bins contain gaps, the time range below may be incorrectly displayed!\u001b[0m\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "\n", "deepof.visuals.plot_gantt(\n", " my_deepof_project,\n", " \"20191204_Day2_SI_JB08_Test_54\",\n", " supervised_annotations=supervised_annotation,\n", " samples_max=500, \n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "545a0cfa", "metadata": {}, "source": [ "Respectively for large datasets it becomes especially relevant to also look at sections of your plots. You can do this with the bin_index and bin_size inputs providing either bin numbers and sizes (with the size being given in seconds) or start times and durations. Let us plot only the second minute of the gantt plot with both notations." ] }, { "cell_type": "code", "execution_count": 12, "id": "4e092d62", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context(\"notebook\")\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(20, 6))\n", "\n", "deepof.visuals.plot_gantt(\n", " my_deepof_project,\n", " \"20191204_Day2_SI_JB08_Test_54\",\n", " supervised_annotations=supervised_annotation,\n", " bin_index=1,\n", " bin_size=60,\n", " ax=ax1 \n", ")\n", "\n", "deepof.visuals.plot_gantt(\n", " my_deepof_project,\n", " \"20191204_Day2_SI_JB08_Test_54\",\n", " supervised_annotations=supervised_annotation,\n", " bin_index=\"0:01:00\",\n", " bin_size=\"0:01:00\",\n", " ax=ax2 \n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "5240fed3", "metadata": {}, "source": [ "We also can compare one specific behavior accross all of our experiments. This becomes especially relevant when working with large datasets and having mice missing for longer periods of times (because tehy are sleeping in their shelters). You can do this by simply calling the Gantt plot with a behavior instead of the key for a specifiv experiment:" ] }, { "cell_type": "code", "execution_count": 13, "id": "cb2aa0b6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 8))\n", "\n", "deepof.visuals.plot_gantt(\n", " my_deepof_project,\n", " \"B_missing\",\n", " supervised_annotations=supervised_annotation,\n", ")\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "9b4a9150", "metadata": {}, "source": [ "Since this experiment is only 10 minutes long there where no times where the mice were sleeping, but I think you get the point." ] }, { "cell_type": "markdown", "id": "6d552465", "metadata": {}, "source": [ "Let's say we now identified a good section where all mice are active. In this case it does not really matter but let's take the second minute as an example. If we want to train a model to see if there are any differences, we can do as we learned in the unsupervised pipeline tutorial. The only difference is that we only extract graph data from a section of our data in this case, using the bin_index and bin_size arguments again. " ] }, { "cell_type": "code", "execution_count": 14, "id": "3c5b858b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loading tables : 100%|██████████| 5/5 [00:06<00:00, 1.30s/step, step=Get graph info] \n", "Sampling : 100%|██████████| 6/6 [00:00<00:00, 12.11table/s]\n", "Scaling : 100%|██████████| 6/6 [00:02<00:00, 2.54table/s]\n", "Get training windows : 100%|██████████| 5/5 [00:04<00:00, 1.21table/s]\n", "Get testing windows : 100%|██████████| 1/1 [00:00<00:00, 1.21table/s]\n", "Reshaping : 100%|██████████| 2/2 [00:06<00:00, 3.15s/table]\n", "\u001b[38;5;208m\n", "[For 20191204_Day2_SI_JB08_Test_54 and possibly others]: Chosen time range exceeds signal length. Bin size was truncated to 00:09:00.216086435.\u001b[0m\n" ] } ], "source": [ "# This code will generate a dataset using graph representations, as well a some auxiliary objects\n", "graph_preprocessed_coords, shapes, adj_matrix, to_preprocess, global_scaler = my_deepof_project.get_graph_dataset(\n", " animal_id=\"B\", # Comment out for multi-animal embeddings\n", " center=\"Center\",\n", " align=\"Spine_1\",\n", " window_size=25,\n", " window_step=1,\n", " test_videos=1,\n", " preprocess=True,\n", " scale=\"standard\",\n", " bin_index=\"0:01:00\",\n", " bin_size=\"1:01:00\",\n", ")" ] }, { "cell_type": "markdown", "id": "80523642", "metadata": {}, "source": [ "**NOTE**: If you do not select custom bins for very large datasets, only a down sampled version from all of your data is used dependent on the working memory you have available. This is often undesirable as it will result in gaps between frames and the inclusion of suboptimal intervalls, such as sleeping periods. " ] }, { "cell_type": "markdown", "id": "66acb1c9", "metadata": {}, "source": [ "Now we can train our model and extract the embeddings just as in the unsupervised pipeline tutorial" ] }, { "cell_type": "code", "execution_count": 15, "id": "bbdfed57", "metadata": {}, "outputs": [], "source": [ "trained_model = my_deepof_project.deep_unsupervised_embedding(\n", " preprocessed_object=graph_preprocessed_coords, # Change to preprocessed_coords to use non-graph embeddings\n", " adjacency_matrix=adj_matrix,\n", " embedding_model=\"VaDE\", # Can also be set to 'VQVAE' and 'Contrastive'\n", " epochs=10,\n", " encoder_type=\"recurrent\", # Can also be set to 'TCN' and 'transformer'\n", " n_components=10,\n", " latent_dim=6,\n", " batch_size=1024,\n", " verbose=True, # Set to True to follow the training loop\n", " interaction_regularization=0.0,\n", " pretrained=True, # Set to False to train a new model!\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "6d4eca2f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing embeddings : 100%|██████████| 6/6 [01:58<00:00, 19.79s/table]\n" ] } ], "source": [ "# Get embeddings, soft_counts, and breaks per video\n", "embeddings, soft_counts = deepof.model_utils.embedding_per_video(\n", " coordinates=my_deepof_project,\n", " to_preprocess=to_preprocess, \n", " model=trained_model,\n", " animal_id=\"B\",\n", " global_scaler=global_scaler,\n", ")" ] }, { "cell_type": "markdown", "id": "f4446bbe", "metadata": {}, "source": [ "And whilst none of the generated tables are stored in memory..." ] }, { "cell_type": "code", "execution_count": 17, "id": "e8f73f73", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'duckdb_file': './tutorial_files\\\\sample_project\\\\Tables\\\\20191204_Day2_SI_JB08_Test_54\\\\database.duckdb',\n", " 'table': 't_20191204_Day2_SI_JB08_Test_54_unsup_embed__npy'}" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "embeddings[\"20191204_Day2_SI_JB08_Test_54\"]" ] }, { "cell_type": "markdown", "id": "30427ba5", "metadata": {}, "source": [ "... we can plot with them just as usual" ] }, { "cell_type": "code", "execution_count": 18, "id": "f2b92e15", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[33mInfo! Set colour_by to exp_condition as aggregate_experiments were given!\u001b[0m\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " aggregate_experiments=None,\n", " samples=100,\n", " colour_by=\"cluster\",\n", " ax=ax1,\n", " save=False, # Set to True, or give a custom name, to save the plot\n", ")\n", "\n", "deepof.visuals.plot_embeddings(\n", " my_deepof_project,\n", " embeddings,\n", " soft_counts,\n", " aggregate_experiments=\"time on cluster\", # Can also be set to 'mean' and 'median'\n", " exp_condition=\"CSDS\",\n", " show_aggregated_density=False,\n", " ax=ax2,\n", " save=False, # Set to True, or give a custom name, to save the plot,\n", ")\n", "ax2.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0d4e3d70", "metadata": {}, "source": [ "But as you should know, if we train any model on a set of only 6 1-minute long data sets, the results are not meaningful as we just get significant overfitting." ] } ], "metadata": { "kernelspec": { "display_name": "dof", "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 5 }