diff --git a/notebooks/colab/tracking/tracking_interactive_notebook.ipynb b/notebooks/colab/tracking/tracking_interactive_notebook.ipynb
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-{"cells":[{"cell_type":"markdown","id":"fn_0WJc2y_-y","metadata":{"id":"fn_0WJc2y_-y"},"source":["# ROICaT Interactive Tracking Colab Notebook\n","\n","Welcome to the interactive tracking notebook! This Colab notebook allows you to easily and interactively track ROIs in your calcium imaging data over multiple sessions, using a stable version of [ROICaT](https://github.com/RichieHakim/ROICaT). \\\n","This notebook goes through each step and allows you to tune parameters and view how it changes the results.\n","\n","This Colab notebook is designed to work with **Suite2p output file** (stat.npy and ops.npy).\n","\n","\n","**Before we start**\n","\n","We **STRONGLY** recommend running this Colab notebook with GPU. Please check your runtime setting:\n","\n","_Runtime -> Change runtime type -> Hardware accelerator -> choose GPU_\n","\n","\n","**More information**\n","\n","FAQ on how to play with ROICaT is [here](https://roicat.readthedocs.io/en/dev/).\n","\n","If you have any questions not covered in the FAQ, please don't hesitate to open a new issue tap on [ROICaT github page](https://github.com/RichieHakim/ROICaT/issues).\n","\n","**The notebook proceeds as follows:**\n","1. **Import** libraries\n","2. Define **paths** to data\n","3. Run data through the **pipeline**. Each step of the pipeline is run by a single unique python class.\n","4. **Visualize** results\n","5. **Save** results\n","\n","As you go through the notebook, we will explicitly ask you to choose the small number of parameters that are **'important parameters'**. We consider these to be the only parameters that can have a large effect on the run output. Other parameters matter and should be considered as well, but are less critical."]},{"cell_type":"markdown","id":"DUhpIOEs3cwE","metadata":{"id":"DUhpIOEs3cwE"},"source":["# SETUP"]},{"cell_type":"code","execution_count":null,"id":"a5Edx6SzOkov","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"id":"a5Edx6SzOkov","outputId":"0ccc07b1-0561-40a8-ab0d-4052d7fa387c"},"outputs":[{"name":"stdout","output_type":"stream","text":["Found existing installation: tensorflow 2.12.0\n","Uninstalling tensorflow-2.12.0:\n"," Successfully uninstalled tensorflow-2.12.0\n","Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev\n"," Cloning https://github.com/RichieHakim/ROICaT.git (to revision dev) to /tmp/pip-install-q6w6fi6n/roicat_44153e8653864ad4b147aa00732f4668\n"," Running command git clone --filter=blob:none --quiet https://github.com/RichieHakim/ROICaT.git /tmp/pip-install-q6w6fi6n/roicat_44153e8653864ad4b147aa00732f4668\n"," Running command git checkout -b dev --track origin/dev\n"," Switched to a new branch 'dev'\n"," Branch 'dev' set up to track remote branch 'dev' from 'origin'.\n"," Resolved https://github.com/RichieHakim/ROICaT.git to commit 996bd53d6540b6c802539df093e1b805048e38d2\n"," Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: opencv_contrib_python==4.7.0.72 in /usr/local/lib/python3.10/dist-packages (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev) (4.7.0.72)\n","Collecting hdbscan==0.8.29 (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev)\n"," Downloading hdbscan-0.8.29.tar.gz (5.2 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.2/5.2 MB\u001b[0m \u001b[31m97.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h Installing build 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/root/.cache/pip/wheels/a9/8a/bd/81082387151853ab8b6b3ef33426e98f5cbfebc3c397a9d4d0\n"," Building wheel for hdbscan (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for hdbscan: filename=hdbscan-0.8.29-cp310-cp310-linux_x86_64.whl size=3542003 sha256=90a325eea8228904da5a65b5c8a5227a79253200e1c2c01c7617619174b21222\n"," Stored in directory: /root/.cache/pip/wheels/dc/52/e3/6c6b60b126b4d5c4370cb5ac071b82950f91649d62d72f7f56\n"," Building wheel for roicat (setup.py) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for roicat: filename=roicat-1.1.0-py3-none-any.whl size=155031 sha256=92b8631dc2010bec937c08138d8b26368f161b6757caac5176c7b60b30b16a37\n"," Stored in directory: /tmp/pip-ephem-wheel-cache-vafbgj49/wheels/bd/c9/f7/d72fba4586a684e603aa087bba491b527c0bd963f0d766034a\n","Successfully built GPUtil hdbscan roicat\n","Installing collected packages: roicat, GPUtil, xxhash, qtpy, pytest, Pillow, numpy, natsort, Mako, llvmlite, jedi, configparser, colorlog, numba, cmaes, alembic, sparse, optuna, mat73, kymatio, qtconsole, hdbscan, jupyter\n","\u001b[33m WARNING: The script qtpy is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The scripts py.test and pytest are installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The scripts f2py, f2py3 and f2py3.10 are installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The script natsort is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The script mako-render is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The script alembic is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The script optuna is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","dopamine-rl 4.0.6 requires tensorflow>=2.2.0, which is not installed.\u001b[0m\u001b[31m\n","\u001b[0mSuccessfully installed GPUtil-1.4.0 Mako-1.2.4 Pillow-9.5.0 alembic-1.11.1 cmaes-0.9.1 colorlog-6.7.0 configparser-5.3.0 hdbscan-0.8.29 jedi-0.18.2 jupyter-1.0.0 kymatio-0.3.0 llvmlite-0.40.1 mat73-0.60 natsort-8.4.0 numba-0.57.1 numpy-1.24.3 optuna-3.2.0 pytest-7.4.0 qtconsole-5.4.3 qtpy-2.3.1 roicat-1.1.0 sparse-0.14.0 xxhash-3.2.0\n"]}],"source":["#@title Install ROICaT\n","#@markdown Please execute this cell by pressing the _Play_ button on the left. This process will take less than 5 min.\n","\n","#@markdown Please note that this cell installs ROICaT on the Colab **TEMPORARY** directory in the cloud, not on your local machine or google drive.\n","\n","#@markdown After running this cell, kernal **automatically RESTARTS**.\n","\n","# Install ROICaT\n","!pip uninstall -y tensorflow # Uninstall default tensorflow to avoid any potential conflict\n","!pip install --user \"roicat[tracking] @ git+https://github.com/RichieHakim/ROICaT.git@dev\"\n","\n","print(\"Restart runtime!\")\n","import os\n","os._exit(0)"]},{"cell_type":"code","execution_count":null,"id":"YS46Ym7pXwmV","metadata":{"cellView":"form","id":"YS46Ym7pXwmV"},"outputs":[],"source":["#@title Import libraries\n","\n","## Load basic modules\n","import os\n","import sys\n","import zipfile\n","from pathlib import Path\n","import copy\n","from functools import partial\n","from datetime import datetime\n","from tqdm import tqdm\n","\n","import natsort\n","import gc\n","import time\n","import functools\n","import multiprocessing as mp\n","\n","import random\n","import numpy as np\n","import sklearn\n","import scipy.sparse\n","\n","import torch\n","import torchvision\n","\n","## Load plotting modules\n","import matplotlib.pyplot as plt\n","from ipywidgets import widgets, Button, Output\n","from IPython.display import display\n","\n","## roicat\n","import roicat"]},{"cell_type":"code","execution_count":null,"id":"gXT4EJlSg4uj","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":513,"status":"ok","timestamp":1687828509945,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"gXT4EJlSg4uj","outputId":"a82c9764-fd6f-4b3e-bfd0-f3ce449f1206"},"outputs":[{"name":"stdout","output_type":"stream","text":["devices available: [_CudaDeviceProperties(name='Tesla T4', major=7, minor=5, total_memory=15101MB, multi_processor_count=40)]\n","Using device: 'cuda:0': _CudaDeviceProperties(name='Tesla T4', major=7, minor=5, total_memory=15101MB, multi_processor_count=40)\n"]}],"source":["#@title Load helper functions\n","def set_device():\n"," if torch.cuda.is_available():\n"," device = torch.device(\"cuda\")\n"," print(\"GPU is available\")\n"," else:\n"," device = torch.device(\"cpu\")\n"," print(\"GPU is not available, using CPU instead\")\n"," return device\n","\n","def dataloader_params_wrapper(colab_device):\n"," dataloader_params = {}\n"," if colab_device == torch.device('cuda'):\n"," print(\"Using GPU\")\n"," dataloader_params['batchSize_dataloader'] = 8 ## (advanced) PyTorch dataloader batch_size\n"," dataloader_params['pinMemory_dataloader'] = True ## (advanced) PyTorch dataloader pin_memory\n"," dataloader_params['numWorkers_dataloader'] = -1 ## (advanced) PyTorch dataloader num_workers\n"," dataloader_params['persistentWorkers_dataloader'] = True ## (advanced) PyTorch dataloader persistent_workers\n"," dataloader_params['prefetchFactor_dataloader'] = 2 ## (advanced) PyTorch dataloader prefetch_factor\n"," elif colab_device == torch.device('cpu'):\n"," print(\"Using CPU\")\n"," dataloader_params['batchSize_dataloader'] = 1\n"," dataloader_params['pinMemory_dataloader'] = False\n"," dataloader_params['numWorkers_dataloader'] = 0\n"," dataloader_params['persistentWorkers_dataloader'] = False\n"," dataloader_params['prefetchFactor_dataloader'] = None\n"," else:\n"," print(\"Unknown environment. Please double-check your runtime setting.\")\n"," return dataloader_params\n","\n","## Checkbox widget\n","def checkbox_widget(input_list):\n"," checkboxes = []\n"," for input in input_list:\n"," checkbox = widgets.Checkbox(description=input, value=True)\n"," checkboxes.append(checkbox)\n","\n"," selected_indices = []\n"," return checkboxes, selected_indices\n","\n","def get_selected_indices(checkboxes):\n"," indices = [i for i, checkbox in enumerate(checkboxes) if checkbox.value]\n"," return indices\n","\n","def make_checkbox_button_clicked(checkboxes, selected_indices):\n"," def checkbox_button_clicked(_):\n"," # _ is a placeholder argument to handle button click event\n"," # Clear the list\n"," selected_indices.clear()\n"," # Add the newly selected indices\n"," selected_indices.extend(get_selected_indices(checkboxes))\n"," return checkbox_button_clicked\n","\n","## Slider widget\n","def create_image_widget_function(images, dpi = 96, cmap='gray'):\n"," def image_widget(session):\n"," plt.figure(figsize = (data.FOV_width / dpi, data.FOV_height / dpi))\n"," plt.imshow(images[session], cmap=cmap)\n"," plt.show()\n"," return image_widget\n","\n","def create_slider_button_function(slider, button_name='Select ref.session!'):\n"," slider_value = [None] # Should be a list\n","\n"," def get_slider_value(_):\n"," slider_value[0] = slider.value\n"," print(f'Reference session: {slider_value[0]}')\n","\n"," button = widgets.Button(description=button_name)\n","\n"," def slider_on_button_click(_):\n"," get_slider_value(_)\n","\n"," button.on_click(slider_on_button_click)\n","\n"," return button, slider_value\n","\n","## Set device\n","DEVICE = roicat.helpers.set_device(use_GPU=True, verbose=True)\n","\n","tic = time.time()\n","toc = {}\n","toc['start'] = time.time() - tic"]},{"cell_type":"markdown","id":"f88c71a0","metadata":{"id":"f88c71a0"},"source":["# Import paths"]},{"cell_type":"markdown","id":"eNSpG608259Y","metadata":{"id":"eNSpG608259Y"},"source":["### OPTION 1: Mount google drive (RECOMMENDED)"]},{"cell_type":"code","execution_count":null,"id":"3HVD64rYyZVe","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":24657,"status":"ok","timestamp":1687828537847,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"3HVD64rYyZVe","outputId":"2d8f21cc-c105-4ca4-be69-2ec3080f0874"},"outputs":[{"name":"stdout","output_type":"stream","text":["Mounted at /content/gdrive\n"]}],"source":["#@markdown Upload your data to Google Drive, then mount the drive and access the cloud directory here.\n","\n","#@markdown You can use the sidebar to the left to browse your google drive directories.\n","\n","from google.colab import drive\n","path_gdrive = '/content/gdrive'\n","drive.mount(path_gdrive, force_remount=True)"]},{"cell_type":"code","execution_count":null,"id":"erTyDRqX1pM8","metadata":{"cellView":"form","id":"erTyDRqX1pM8"},"outputs":[],"source":["#@markdown ### Enter your google drive directory containing suite2p files:\n","dir_s2p = '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/' #@param {type:\"string\"}"]},{"cell_type":"markdown","id":"n99vytV_slE8","metadata":{"id":"n99vytV_slE8"},"source":["### OPTION 2: Upload file from local (slower)"]},{"cell_type":"code","execution_count":null,"id":"K0rqJltEsiuB","metadata":{"cellView":"form","id":"K0rqJltEsiuB"},"outputs":[],"source":["#@markdown Load files from local.\n","\n","#@markdown For a **nested** folder structure from multiple sessions: Create and upload a **zip file** containing all the folders. stat.npy and ops.npy files from the same session should be in a folder with each other and separate from other sessions.\n","\n","from google.colab import files\n","uploaded = files.upload()\n","\n","for file_name in list(uploaded.keys()):\n"," file_path = Path.cwd() / file_name\n"," if file_path.exists():\n"," if zipfile.is_zipfile(file_path):\n"," print(\"Zip file detected: \", file_path)\n"," with zipfile.ZipFile(file_path, 'r') as zip_ref:\n"," zip_ref.extractall(Path.cwd())\n"," print(\"Zip file extracted to: \", Path.cwd())\n"," else:\n"," print(\"Uploaded file is not zip file: \", file_path)\n"," else:\n"," print(\"Failed to detect uploaded file path: \", file_path)\n","\n","dir_s2p = os.getcwd()\n","\n","toc['import_paths'] = time.time() - tic"]},{"cell_type":"markdown","id":"6aVYvVWRspfM","metadata":{"id":"6aVYvVWRspfM"},"source":["### Select sessions to track"]},{"cell_type":"code","execution_count":null,"id":"wmtCdhwcnelo","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["00d878a67d174f6dbe5da3768c1ec4f0","0af8b2708a07410a87778b3c8d5e148a","e8cd8c3a38ba4c35b342d8ef897b3d88","e008011d9d384f93b0ec766db0010865","b51cb9a85def45b7bb43c1c901daa252","0d30b9a826ef445e927165db04025893","8ed1694854e74d5ead4e1e2d1395f782","3d008be87cce4f808a80ddfc0afb41ed","591c499f285a4710b728049e0f8d1a84","3f6a41f9498f4f278186d2b19dddeeb2","502e00e656e247ff8e48b79440a6cf17","e07c3f050d91481fbd5fa3f46c72da72","56bffe92527841de870bc864c7071f67","b8ee5b59574c4f3982d5c626e8876c80","0c1e808a7a624ec49aa99cdaf9754d89","8689561efdfc479cbd2f06b0c83a21d2","c99eca4fc24a4c14b191643e6e53497f","df56267359cd47ec87beed016f5762e2","07a87920c9dd4caf9d5ab9bf84404790","4249498ba7484b5cae5890cecad1d01d","13802b2dfeae4876aa641b972de69d72","8ac2f5885b5b4e068104d2b5c5f73c32","0a62c70ea13842759e940a826ad54e38","c99cf792f6084116b60e75319ef0cd88","2fe7dac4235b4dadb55442964281063f","90396e9131e94aef8e91b4eae47db0d2","2308557021bd4a38a6ba34ba98307510","0d2023aadce64d94a3a31756c763f2bf","57542a4a258545b7871d32379cb1c807","e5b69589d46445818729cd095dbe47af","e8e378dc68174efc91ac16c63550d3cf","dd677e5074cd48d2b77317a53449584e","438b396ce22e4d38b6cb38d2e2b7b349","3c11a61f08b84939a8f52ccf37d95b59","bb0189b6bc664229bb3f44a9f0a08081","628211bf018c4df58e817db97e565bf8","9da0d90d2d8d4005a8b17bf95911b62f","aae90dc9a89f48828664b2f14408c436","4200cd3161734bc0ae98a515dab0d46b","fba267e773a64102bfb338558017871c","b153c8f3acf549ed95957e0e919ff7cb","9b9efaa760b3457e828af7356c6cb8b7","62f5105701f541139b841d35b11a6f97","924514f58ff94965a91c0c7320bd2d43","deb9382262894b19a3aa384c9ae5f89e","ded31d3f24074d338584d2d397fed2a8","af60f4871cc64444a1e2c8026e8e9b8f","a2831fcd21ae40ee8c7f541358ca665f","72cdb2aaef7244c0811e751a33f57c29","7cd523d8f1fa4c3bb38764a8fdb2a780"]},"executionInfo":{"elapsed":4056,"status":"ok","timestamp":1687828585904,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"wmtCdhwcnelo","outputId":"8bd7d0ca-652a-497e-bd23-94a6ebab7391"},"outputs":[{"name":"stdout","output_type":"stream","text":["paths_statFiles\n"]},{"data":{"text/plain":["['/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230419/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230420/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230424/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230425/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230426/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230427/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230428/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230429/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230430/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230501/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230502/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230503/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230504/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230505/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230506/stat.npy']"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["paths_opsFiles\n"]},{"data":{"text/plain":["['/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230419/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230420/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230424/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230425/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230426/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230427/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230428/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230429/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230430/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230501/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230502/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230503/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230504/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230505/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230506/ops.npy']"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"00d878a67d174f6dbe5da3768c1ec4f0","version_major":2,"version_minor":0},"text/plain":["VBox(children=(Checkbox(value=True, description='statFiles/20230419/stat.npy'), Checkbox(value=True, descripti…"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a2831fcd21ae40ee8c7f541358ca665f","version_major":2,"version_minor":0},"text/plain":["Button(description='Get Stat Files', style=ButtonStyle())"]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown **Automatically find files by name:**\n","\n","statFile = 'stat.npy' #@param {type:\"string\"}\n","opsFile = 'ops.npy' #@param {type:\"string\"}\n","#@markdown **Default: stat.npy, ops.npy**, _type: str_\n","\n","paths_statFiles = roicat.helpers.find_paths(dir_outer=dir_s2p, reMatch=statFile, depth=8)\n","paths_opsFiles = roicat.helpers.find_paths(dir_outer=dir_s2p, reMatch=opsFile, depth=8)\n","print('paths_statFiles')\n","display(paths_statFiles)\n","print('paths_opsFiles')\n","display(paths_opsFiles)\n","\n","# Default Stat / Ops files\n","paths_allStat = paths_statFiles\n","paths_allOps = paths_opsFiles\n","\n","stat_list = ['/'.join(Path(statfile).parts[-3:]) for statfile in paths_statFiles]\n","stat_checkboxes, selected_indices = checkbox_widget(stat_list)\n","checkbox_display = widgets.VBox(stat_checkboxes)\n","display(checkbox_display)\n","button = Button(description=\"Get Stat Files\")\n","button.on_click(make_checkbox_button_clicked(stat_checkboxes, selected_indices))\n","\n","display(button)\n","\n","toc['import_paths'] = time.time() - tic"]},{"cell_type":"code","execution_count":null,"id":"c5x9_iDbG_Cn","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":225},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1687828663085,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"c5x9_iDbG_Cn","outputId":"6b6fe837-7f20-4096-eb10-593bd85f8f72"},"outputs":[{"name":"stdout","output_type":"stream","text":["Stat files\n"]},{"data":{"text/plain":["['/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230502/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230503/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230504/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230505/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230506/stat.npy']"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Ops files\n"]},{"data":{"text/plain":["['/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230502/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230503/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230504/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230505/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230506/ops.npy']"]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Selected sessions to track:\n","\n","stat_selected_indices = ops_selected_indices = selected_indices\n","\n","paths_allStat = [paths_statFiles[i] for i in stat_selected_indices]\n","print(\"Stat files\")\n","display(paths_allStat)\n","paths_allOps = [paths_opsFiles[i] for i in ops_selected_indices]\n","print(\"Ops files\")\n","display(paths_allOps)"]},{"cell_type":"markdown","id":"645ea98d","metadata":{"id":"645ea98d"},"source":["# Import data"]},{"cell_type":"code","execution_count":null,"id":"2G0GQCYpBen_","metadata":{"cellView":"form","id":"2G0GQCYpBen_"},"outputs":[],"source":["#@markdown ### Enter micrometers per pixel of the imaging FOV (no need to be accurate):\n","um_per_pixel = 2.5 #@param {type:\"number\"}\n","#@markdown **Default: 2.5**, _type: float_\n","visualize_ROI_size = [int(90/um_per_pixel), int(90/um_per_pixel)]"]},{"cell_type":"code","execution_count":null,"id":"eee7adaf","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":51592,"status":"ok","timestamp":1687828721142,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"eee7adaf","outputId":"bddfd88d-745a-42ae-b4d9-eba78a75b578"},"outputs":[{"name":"stdout","output_type":"stream","text":["Starting: Importing FOV images from ops files\n","Completed: Set FOV_height and FOV_width successfully.\n","Completed: Imported 5 FOV images.\n","Completed: Set FOV_images for 5 sessions successfully.\n","Importing spatial footprints from stat files.\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 5/5 [00:05<00:00, 1.18s/it]\n"]},{"name":"stdout","output_type":"stream","text":["Imported 5 sessions of spatial footprints into sparse arrays.\n","Completed: Set spatialFootprints for 5 sessions successfully.\n","Completed: Created session_bool.\n","Completed: Created centroids.\n","Staring: Creating centered ROI images from spatial footprints...\n","Completed: Created ROI images.\n"]}],"source":["#@markdown Load ROIs.\n","\n","data = roicat.data_importing.Data_suite2p(\n"," paths_statFiles=paths_allStat[:],\n"," paths_opsFiles=paths_allOps[:],\n"," um_per_pixel=um_per_pixel,\n"," new_or_old_suite2p='new',\n"," out_height_width=visualize_ROI_size,\n"," type_meanImg='meanImgE',\n"," verbose=True,\n",")\n","\n","assert data.check_completeness(verbose=False)['tracking'], f\"Data object is missing attributes necessary for tracking.\"\n","\n","toc['import_data'] = time.time() - tic"]},{"cell_type":"code","execution_count":null,"id":"8aba2d0d","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"1F2uQpRtjKVC8rNxhEu-54VE8lQEvpNdx"},"executionInfo":{"elapsed":11644,"status":"ok","timestamp":1687814761062,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"8aba2d0d","outputId":"6883fa21-ea35-4612-87b6-156668eff451","scrolled":false},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown FOV visualization\n","display(\"FOV below\")\n","roicat.visualization.display_toggle_image_stack(data.FOV_images)\n","\n","display(\"Spatial Footprints below\")\n","roicat.visualization.display_toggle_image_stack([sf.max(0).reshape(data.FOV_height, data.FOV_width).toarray() for sf in data.spatialFootprints], clim=[0,0.05])"]},{"cell_type":"markdown","id":"d6657766","metadata":{"id":"d6657766"},"source":["# Alignment"]},{"cell_type":"markdown","id":"eorMlQkEeOWS","metadata":{"id":"eorMlQkEeOWS"},"source":["This is the most important step in the pipeline to stop and check that everything looks okay and tune parameters if necessary. I strongly recommend reading the [documentation](https://roicat.readthedocs.io/en/dev/) for the methods for the `roicat.tracking.alignment.Aligner` class at each step.\n","\n","Alignment is 4 steps:\n","\n","1. FOV_image augmentation\n","2. Fit geometric transformation\n","3. Fit non-rigid transformation (on top of the geometric)\n","4. Apply transformation to ROIs"]},{"cell_type":"markdown","id":"ySAJd4EliSL3","metadata":{"id":"ySAJd4EliSL3"},"source":["###1. FOV_image augmentation\n","Here the code augments the FOV images by mixing the FOV with the ROI images. Do what is necessary to make the augmented FOV_images look good. Use the visualization tool below to help. This can include using different FOV_images, playing with the mixing factor, and playing with the CLAHE parameters."]},{"cell_type":"code","execution_count":null,"id":"nr2CPEln52Rl","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":533,"output_embedded_package_id":"1UVYuhiOOBsdbBasY-OrzsBtbKk4uGFDn"},"executionInfo":{"elapsed":11986,"status":"ok","timestamp":1687828924586,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"nr2CPEln52Rl","outputId":"8d6ce755-1aa8-45a6-b353-6b998d40d873"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["roi_FOV_mixing_factor = 0.5 #@param {type:\"number\"}\n","#@markdown The factor by which to mix the ROI images into the FOV images. 0 means no mixing. **Default: 0.5**, _type: float_\n","\n","#@markdown\n","\n","use_CLAHE = True #@param {type:\"boolean\"}\n","#@markdown **True for Suite2p**. Also useful if images are not contrast enhanced. **Default: True (check)**\n","CLAHE_grid_size = 1 #@param {type:\"number\"}\n","#@markdown The number of equally sized rectangular tiles (in row and column) for CLAHE. **Default: 1**, _type: int_\n","CLAHE_clipLimit = 1 #@param {type:\"number\"}\n","#@markdown A higher _CLAHE_clipLimit_ allows for more contrast but risks amplifying noise.\n","#@markdown\n","#@markdown 1.0 or lower value results in **standard (non-contrast limited) AHE**. **Default: 1**, _type: float_\n","CLAHE_normalize = True #@param {type:\"boolean\"}\n","#@markdown Whether to normalize the CLAHE output. **Default: True (check)**\n","\n","\n","aligner = roicat.tracking.alignment.Aligner(verbose=True)\n","\n","FOV_images = aligner.augment_FOV_images(\n"," ims=data.FOV_images,\n"," spatialFootprints=data.spatialFootprints,\n"," roi_FOV_mixing_factor=roi_FOV_mixing_factor,\n"," use_CLAHE=use_CLAHE,\n"," CLAHE_grid_size=CLAHE_grid_size,\n"," CLAHE_clipLimit=CLAHE_clipLimit,\n"," CLAHE_normalize=CLAHE_normalize,\n",")\n","\n","roicat.visualization.display_toggle_image_stack(data.FOV_images)"]},{"cell_type":"markdown","id":"4qzpoGBW98aR","metadata":{"id":"4qzpoGBW98aR"},"source":["###2. Fit geometric transformation\n","Play with parameters until the aligned FOV_images look good. The visualization tool below can help."]},{"cell_type":"code","execution_count":null,"id":"dv46l0dk95DZ","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":557,"referenced_widgets":["f1f4b1c156d440828186b4475e41cd61","05e922bffac54507ba4e97440f2fecd2","9193f0fa2c264267b2638a535469ef83","1e6b24e2946c430cb6afc542739f86be","859f1219c00c444da279c4162a93cec6","19f2398f56594ff9ad206aa90aa6b596","c62764c58abc4c3bae5a1d4bd9742dbf"]},"executionInfo":{"elapsed":3653,"status":"ok","timestamp":1687828931620,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"dv46l0dk95DZ","outputId":"9a269637-2d4b-47e7-ee42-5c6f4a520dba"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f1f4b1c156d440828186b4475e41cd61","version_major":2,"version_minor":0},"text/plain":["interactive(children=(IntSlider(value=0, description='session', max=4), Output()), _dom_classes=('widget-inter…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Reference session: 0\n"]}],"source":["#@markdown **Please select Reference Session by the _Select ref.session!_ button:**\n","\n","dpi = 96 #@param {type:\"number\"}\n","#@markdown Pixel per inch. Controls image size. Smaller dpi, larger image. **Default: 96**, _type: int_\n","\n","cmap = 'gray' #@param ['gray', 'viridis'] {type:\"string\"}\n","#@markdown Image colormap. **Default: 'gray'**\n","\n","#@markdown\n","\n","#@markdown Note that widget response is a bit slow.\n","\n","\n","# Create a slider, a button, and variable holder for the chosen reference session:\n","slider = widgets.IntSlider(min=0, max=len(data.FOV_images)-1)\n","button, reference_session = create_slider_button_function(slider)\n","\n","# Use the created function with an interactive slider\n","widgets.interact(create_image_widget_function(data.FOV_images, dpi = dpi, cmap = cmap), session = slider)\n","\n","# Display the button\n","display(button)"]},{"cell_type":"code","execution_count":null,"id":"d4d3581e","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":620},"executionInfo":{"elapsed":18353,"status":"ok","timestamp":1687828962458,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"d4d3581e","outputId":"56bab6c8-693e-41c4-9ef4-1c477f5939f1"},"outputs":[{"name":"stdout","output_type":"stream","text":["WARNING: ims_moving are not all dtype: np.float32, found [dtype('uint16')], converting...\n","Finding geometric registration warps with mode: homography, template_method: sequential, mask_borders: True\n"]},{"name":"stderr","output_type":"stream","text":["Finding geometric registration warps: 100%|██████████| 5/5 [00:08<00:00, 1.63s/it]\n"]},{"name":"stdout","output_type":"stream","text":["Composing geometric warp matrices...\n","Applying geometric registration warps to images...\n"]},{"data":{"text/html":["\n","
\n"," \n"," \n"," Image 0/4\n","
\n","\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["template_method = 'sequential' #@param ['sequential', 'image'] {type:\"string\"}\n","#@markdown 'sequential' aligns images to neighboring images. Good for drifting data. **Default: 'sequential'**\n","\n","#@markdown\n","mode_transform = 'homography' #@param ['homography', 'translation', 'euclidean', 'affine'] {type:\"string\"}\n","#@markdown Type of geometric transformation. **Default: 'homography'**\n","mask_borders = 50, 50, 50, 50 #@param {type:\"raw\"}\n","#@markdown The number of pixels to mask off the edges (top, bottom, left, right). **Default: 50, 50, 50, 50**, _type: tuple_\n","\n","#@markdown\n","gaussFiltSize = 31 #@param {type:\"number\"}\n","#@markdown The size of gaussian blurring filter applied to all images. **Default: 31**, _type: int_\n","auto_fix_gaussFilt_step = 10 #@param {type:\"number\"}\n","#@markdown Increment in gaussFiltSize after a failed optimization. **Default: 10**, _type: int_\n","\n","\n","# Geometric warp\n","aligner.fit_geometric(\n"," template=reference_session[0], ## specifies which session image to use as the template.\n"," ims_moving=FOV_images, ## input images\n"," template_method=template_method, ## 'sequential': align images to neighboring images (good for drifting data). 'image': align to a single image\n"," mode_transform=mode_transform, ## type of geometric transformation. See openCV's cv2.findTransformECC for details\n"," mask_borders=mask_borders, ## number of pixels to mask off the edges (top, bottom, left, right)\n"," n_iter=50, ## number of iterations for optimization\n"," termination_eps=1e-09, ## convergence tolerance\n"," gaussFiltSize=gaussFiltSize, ## size of gaussian blurring filter applied to all images\n"," auto_fix_gaussFilt_step=auto_fix_gaussFilt_step, ## increment in gaussFiltSize after a failed optimization\n",")\n","\n","aligner.transform_images_geometric(FOV_images);\n","\n","roicat.visualization.display_toggle_image_stack(aligner.ims_registered_geo)"]},{"cell_type":"markdown","id":"mVAq9j92Bie4","metadata":{"id":"mVAq9j92Bie4"},"source":["###3. Fit non-rigid transformation\n","Again, play with parameters until the aligned FOV_images look good. The visualization tool below can help."]},{"cell_type":"code","execution_count":null,"id":"YEIPB5qTBJaT","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15079,"status":"ok","timestamp":1687829025057,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"YEIPB5qTBJaT","outputId":"b797caec-d5d9-4c83-dcc2-45b246975698"},"outputs":[{"name":"stdout","output_type":"stream","text":["Finding nonrigid registration warps with mode: createOptFlow_DeepFlow, template_method: image\n"]},{"name":"stderr","output_type":"stream","text":["Finding nonrigid registration warps: 100%|██████████| 5/5 [00:14<00:00, 2.87s/image]\n"]},{"name":"stdout","output_type":"stream","text":["Composing nonrigid warp matrices...\n","Applying nonrigid registration warps to images...\n"]}],"source":["nonrigid_template_method = 'image' #@param ['sequential', 'image'] {type:\"raw\"}\n","#@markdown Described in _2. Fit geometric transformation_. Typically, **'image'** is enough after geometric transformation. **Default: 'image'**\n","mode_transform = 'createOptFlow_DeepFlow' #@param ['createOptFlow_DeepFlow', 'calcOpticalFlowFarneback'] {type:\"raw\"}\n","#@markdown Algorithm for non-rigid transformation. **Default: 'createOptFlow_DeepFlow'**\n","\n","# nonrigid warp\n","aligner.fit_nonrigid(\n"," template=reference_session[0], ## specifies which session image to use as the template.\n"," ims_moving=aligner.ims_registered_geo, ## Input images. Typically the geometrically registered images\n"," remappingIdx_init=aligner.remappingIdx_geo, ## The remappingIdx between the original images (and ROIs) and ims_moving\n"," template_method='image', ## 'sequential': align images to neighboring images. 'image': align to a single image, good if using geometric registration first\n"," mode_transform='createOptFlow_DeepFlow', ## algorithm for non-rigid transformation. Either 'createOptFlow_DeepFlow' or 'calcOpticalFlowFarneback'. See openCV docs for each.\n"," kwargs_mode_transform=None, ## kwargs for `mode_transform`\n",")\n","\n","aligner.transform_images_nonrigid(FOV_images);"]},{"cell_type":"markdown","id":"fWPveZBQC8UC","metadata":{"id":"fWPveZBQC8UC"},"source":["(_Advanced, optional_) For **'calcOpticalFlowFarneback'**, you can modify _kwargs_mode_transform_ argument.\n","\\\n","Check [ROICaT default parameters](https://github.com/RichieHakim/ROICaT/blob/main/roicat/tracking/alignment.py) and [openCV documents](https://github.com/RichieHakim/ROICaT/blob/dev/roicat/tracking/alignment.py#L767)."]},{"cell_type":"markdown","id":"uoKzdlcfD4X1","metadata":{"id":"uoKzdlcfD4X1"},"source":["###4. Apply transformation and Visualize"]},{"cell_type":"code","execution_count":null,"id":"Zk9tNeBJBJLi","metadata":{"cellView":"form","colab":{"background_save":true,"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"1en4NOcH0wb9MgemkQ23W0kEWqwGoBqc9"},"executionInfo":{"elapsed":378349,"status":"ok","timestamp":1687829445536,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"Zk9tNeBJBJLi","outputId":"2979df4d-58be-4877-a1ea-c61604333402"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Ensure that the aligned FOVs look aligned!\n","aligner.transform_ROIs(\n"," ROIs=data.spatialFootprints,\n"," remappingIdx=aligner.remappingIdx_nonrigid,\n"," normalize=True,\n",");\n","print(f'Pre-alignment below')\n","roicat.visualization.display_toggle_image_stack(data.FOV_images)\n","print(f'Geometric alignment below')\n","roicat.visualization.display_toggle_image_stack(aligner.ims_registered_geo)\n","print(f'Non-rigid alignment below')\n","roicat.visualization.display_toggle_image_stack(aligner.ims_registered_nonrigid)\n","print(f'Transformed ROIs below')\n","roicat.visualization.display_toggle_image_stack(aligner.get_ROIsAligned_maxIntensityProjection(), clim=(0, 0.05))"]},{"cell_type":"markdown","id":"f7ce87c7","metadata":{"id":"f7ce87c7"},"source":["# Blur ROIs\n","\n","ROIs from different sessions with zero spatial overlap have very low probability of being considered the same ROI. Blurring the spatial footprint masks can increase the overlap between ROIs that drift apart from each other."]},{"cell_type":"code","execution_count":null,"id":"463a7a5e","metadata":{"cellView":"form","colab":{"background_save":true,"base_uri":"https://localhost:8080/","height":568,"output_embedded_package_id":"1Xpt6nRORGbii9x_3yTOSkgUsOGAGkydF"},"executionInfo":{"elapsed":12046,"status":"ok","timestamp":1687829637051,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"463a7a5e","outputId":"fc8fb170-24ca-4f83-9d83-772b08bc7ce7"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["kernel_halfWidth = 2 #@param {type:\"number\"}\n","#@markdown The half width of the 2D gaussian used to blur the ROI masks. **Default: 2**, _type: int_\n","\n","blurrer = roicat.tracking.blurring.ROI_Blurrer(\n"," frame_shape=(data.FOV_height, data.FOV_width), ## FOV height and width\n"," kernel_halfWidth=kernel_halfWidth, ## The half width of the 2D gaussian used to blur the ROI masks\n"," plot_kernel=False, ## Whether to visualize the 2D gaussian\n",")\n","\n","blurrer.blur_ROIs(\n"," spatialFootprints=aligner.ROIs_aligned[:],\n",")\n","\n","roicat.visualization.display_toggle_image_stack(blurrer.get_ROIsBlurred_maxIntensityProjection())\n","\n","toc['blur'] = time.time() - tic"]},{"cell_type":"markdown","id":"4c6e7d80","metadata":{"id":"4c6e7d80"},"source":["# ROInet embedding\n","\n","This step passes the images of each ROI through the ROInet neural network. The inputs are the images, the output is an array describing the visual properties of each ROI."]},{"cell_type":"code","execution_count":17,"id":"366d502d","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":477,"output_embedded_package_id":"1m11rUEKLbXHn6dJHJ9755tZ5rhnCvq1F"},"executionInfo":{"elapsed":35968,"status":"ok","timestamp":1687829889307,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"366d502d","outputId":"d54493d5-c877-496b-ab4c-c94fd5b380e7"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Initialize the ROInet object.The ROInet_embedder class will automatically download and load a pretrained ROInet model.\n","#@markdown\n","#@markdown If you have a GPU, this step will be much faster.\n","\n","#@markdown\n","\n","#@markdown Here, resize ROIs and prepare a dataloader for ROInet:\n","ROInet_um_per_pixel = 2.5 #@param {type: \"number\"}\n","#@markdown Same as specified in _Import Data_ session (and in `data` object). Resolution of FOV. This is used to resize the ROIs to be relatively consistent across resolutions.\n","#@markdown\n","#@markdown In general, you want to see that a neuron fills roughly 25-50% of the area of the image.\n","roinet = roicat.ROInet.ROInet_embedder(\n"," device=DEVICE, ## Which torch device to use ('cpu', 'cuda', etc.)\n"," dir_networkFiles=os.getcwd(), ## Directory to download the pretrained network to\n"," download_method='check_local_first', ## Check to see if a model has already been downloaded to the location (will skip if hash matches)\n"," download_url='https://osf.io/x3fd2/download', ## URL of the model\n"," download_hash='7a5fb8ad94b110037785a46b9463ea94', ## Hash of the model file\n"," forward_pass_version='latent', ## Whether to print updates\n"," verbose=True,\n",")\n","\n","dataloader_params = dataloader_params_wrapper(DEVICE)\n","\n","roinet.generate_dataloader(\n"," ROI_images=data.ROI_images, ## Input images of ROIs\n"," um_per_pixel=ROInet_um_per_pixel, ## Resolution of FOV\n"," pref_plot=False, ## Whether or not to plot the ROI sizes\n"," jit_script_transforms=False, ## (advanced) Whether or not to use torch.jit.script to speed things up\n"," **dataloader_params\n",");\n","\n","roicat.visualization.display_toggle_image_stack(roinet.ROI_images_rs)\n","toc['NN'] = time.time() - tic"]},{"cell_type":"code","execution_count":18,"id":"ldUmHw7KVZde","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":45212,"status":"ok","timestamp":1687829936830,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"ldUmHw7KVZde","outputId":"374f3263-37d5-498b-df31-aa649df4b0ac"},"outputs":[{"name":"stdout","output_type":"stream","text":["starting: running data through network\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 1493/1493 [00:43<00:00, 33.98it/s]\n"]},{"name":"stdout","output_type":"stream","text":["completed: running data through network\n"]}],"source":["#@markdown Pass the data through the network.\n","#@markdown\n","#@markdown Expect for large datasets (~40,000 ROIs) that this takes around 15 minutes on CPU or 1 minute on GPU.\n","roinet.generate_latents();"]},{"cell_type":"markdown","id":"a26152bd","metadata":{"id":"a26152bd"},"source":["# Scattering wavelet embedding distances\n","\n"]},{"cell_type":"code","execution_count":20,"id":"883699de","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15275,"status":"ok","timestamp":1687830063489,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"883699de","outputId":"bb3c6382-e3c9-4d35-e45d-a50100d33867"},"outputs":[{"name":"stdout","output_type":"stream","text":["SWT initialized\n","Starting: SWT transform on ROIs\n"]},{"name":"stderr","output_type":"stream","text":["120it [00:13, 9.02it/s] \n"]},{"name":"stdout","output_type":"stream","text":["Completed: SWT transform on ROIs\n"]}],"source":["#@markdown This is similar to the ROInet embedding in purpose.\n","swt = roicat.tracking.scatteringWaveletTransformer.SWT(\n"," kwargs_Scattering2D={'J': 2, 'L': 12}, ## 'J' is the number of convolutional layers. 'L' is the number of wavelet angles.\n"," image_shape=data.ROI_images[0].shape[1:3], ## size of a cropped ROI image\n"," device=DEVICE, ## PyTorch device\n",")\n","\n","swt.transform(\n"," ROI_images=roinet.ROI_images_rs, ## All the cropped and resized ROI images\n"," batch_size=100, ## Batch size for each iteration (smaller is less memory but slower)\n",");\n","\n","toc['SWT'] = time.time() - tic\n","\n","# Just for colab memory...\n","gc.collect()\n","torch.cuda.empty_cache()\n","gc.collect()\n","torch.cuda.empty_cache()"]},{"cell_type":"markdown","id":"bdbc0d2b","metadata":{"id":"bdbc0d2b"},"source":["# Compute similarities\n","\n","Now we can compare the similarities of the ROIs. This includes calculating 4 kinds of similarities:\n","1. `s_sf`: 'similarity spatial footprint'. The physical overlap between ROIs.\n","2. `s_NN`: 'similarity neural network'. The similarities of the embeddings out of ROInet.\n","3. `s_SWT`: 'similarity scaterring wavelet transform'. The similarities of the embeddings out of the scattering wavelet transformer.\n","4. `s_sesh`: 'similarity sessions'. 0 if from the same session, 1 if from different sessions. ROIs from the same session have 0 probability of being the same.\n","\n","The result of this step will be a set of pairwise similarity matrices."]},{"cell_type":"code","execution_count":21,"id":"b5375a17","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":435},"executionInfo":{"elapsed":16880,"status":"ok","timestamp":1687830109029,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"b5375a17","outputId":"7901e611-29d3-4ad3-ff6b-687cb37f9b48","scrolled":false},"outputs":[{"name":"stdout","output_type":"stream","text":["Computing pairwise similarity between ROIs...\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 512/512 [00:15<00:00, 34.02it/s]\n"]},{"name":"stdout","output_type":"stream","text":["Joining blocks into full similarity matrices...\n","Joining s_sf...\n","Joining s_NN...\n","Joining s_SWT...\n","Joining s_sesh...\n"]},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown If code crashes here, use smaller block size.\n","block_height = 32 #@param {type:\"number\"}\n","block_width = 32 #@param {type:\"number\"}\n","#@markdown Block width / height in pixel. **default: 32** for colab environment. _type: int_\n","\n","sim = roicat.tracking.similarity_graph.ROI_graph(\n"," n_workers=1, ## Number of CPU cores to use. -1 for all. For colab environment, 1 is safe.\n"," frame_height=data.FOV_height,\n"," frame_width=data.FOV_width,\n"," block_height=block_height,\n"," block_width=block_width,\n"," algorithm_nearestNeigbors_spatialFootprints='brute', ## algorithm used to find the pairwise similarity for s_sf. ('brute' is slow but exact. See docs for others.)\n"," verbose=True, ## Whether to print outputs\n",")\n","\n","sim.visualize_blocks()\n","\n","s_sf, s_NN, s_SWT, s_sesh = sim.compute_similarity_blockwise(\n"," spatialFootprints=blurrer.ROIs_blurred, ## Mask spatial footprints\n"," features_NN=roinet.latents, ## ROInet output latents\n"," features_SWT=swt.latents, ## Scattering wavelet transform output latents\n"," ROI_session_bool=data.session_bool, ## Boolean array of which ROIs belong to which sessions\n"," spatialFootprint_maskPower=1.0, ## An exponent to raise the spatial footprints to to care more or less about bright pixels\n",")"]},{"cell_type":"code","execution_count":23,"id":"EK8FvYfSEhJi","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7827,"status":"ok","timestamp":1687830165150,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"EK8FvYfSEhJi","outputId":"b109602f-aa71-40e5-c9d3-afb29052ed8a"},"outputs":[{"name":"stdout","output_type":"stream","text":["Finding k-range of center of mass distance neighbors for each ROI...\n","Normalizing Neural Network similarity scores...\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 11943/11943 [00:01<00:00, 10429.67it/s]\n"]},{"name":"stdout","output_type":"stream","text":["Normalizing SWT similarity scores...\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 11943/11943 [00:04<00:00, 2654.74it/s]\n"]}],"source":["#@markdown It is useful to normalize the similarity matrices using the local ROIs....\n","sim.make_normalized_similarities(\n"," centers_of_mass=data.centroids, ## ROI centroid positions\n"," features_NN=roinet.latents, ## ROInet latents\n"," features_SWT=swt.latents, ## SWT latents\n"," k_max=data.n_sessions*100, ## Maximum number of nearest neighbors to consider for the normalizing distribution\n"," k_min=data.n_sessions*10, ## Minimum number of nearest neighbors to consider for the normalizing distribution\n"," algo_NN='kd_tree', ## Nearest neighbors algorithm to use\n"," device=DEVICE\n",")"]},{"cell_type":"markdown","id":"47b02deb","metadata":{"id":"47b02deb"},"source":["# Clustering\n","\n","This step does the following:\n","1. Mix the similarity matrices into a single distance matrix\n","2. Prune the distance matrix to remove low probability connections\n","3. Perform clustering\n","4. Compute quality metrics"]},{"cell_type":"markdown","id":"BnaxTgJUazlU","metadata":{"id":"BnaxTgJUazlU"},"source":["###1. Mix the similarity matrices into a single distance matrix\n","\n","This step finds the optimal parameters to mix the similarity matrices by tuning mixing parameters to maximally separate the distributions of pairwise similarities for ROI pairs known to be different and ROI pairs that are likely matched.\n","\n","The details of how this is done:\n","1. Mix all the similarity matrices (`s_sf`, `s_NN_z`, `s_SWT_z`, `s_sesh`) into a single similarity matrix (`sConj`) by passing them through sigmoid functions and then taking the element-wise p-norm. This bounds the values between 0-1.\n","2. Convert `sConj` into a distance matrix `dConj`.\n","3. Define distribution of known 'different' ROIs as all the pairwise similarities of ROIs from the same sessions. Define the distribution of likely 'matched' ROIs as the 'different' distribution minus the distribution of 'all' pairwise similarities.\n","4. Define the objective function to minimize as the sum of the overlap between the 'same' and 'different' distributions, and optimize the mixing parameters (sigmoid function and p-norm parameters) over this objective."]},{"cell_type":"code","execution_count":24,"id":"29f003ae","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":31645,"status":"ok","timestamp":1687830216648,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"29f003ae","outputId":"36996760-625e-4845-f6f8-c07214c370d1"},"outputs":[{"name":"stdout","output_type":"stream","text":["Finding mixing parameters using automated hyperparameter tuning...\n","Best value found: 5929463.0 with parameters {'power_NN': 1.5116830383982776, 'power_SWT': 2.965919752006418, 'p_norm': -2.742744748225656, 'sig_NN_kwargs': {'mu': 0.06202882573098489, 'b': 1.027577054698335}, 'sig_SWT_kwargs': {'mu': 0.23796678030634555, 'b': 1.4880060830383122}}\n"]}],"source":["#@markdown Initialize the clusterer object by passing the similarity matrices in...\n","clusterer = roicat.tracking.clustering.Clusterer(\n"," s_sf=sim.s_sf,\n"," s_NN_z=sim.s_NN_z,\n"," s_SWT_z=sim.s_SWT_z,\n"," s_sesh=sim.s_sesh,\n",")\n","\n","kwargs_makeConjunctiveDistanceMatrix_best = clusterer.find_optimal_parameters_for_pruning(\n"," n_bins=None, ## Number of bins to use for the histograms of the distributions\n"," smoothing_window_bins=None, ## Number of bins to use to smooth the distributions\n"," kwargs_findParameters={\n"," 'n_patience': 300, ## Number of optimization epoch to wait for tol_frac to converge\n"," 'tol_frac': 0.001, ## Fractional change below which optimization will conclude\n"," 'max_trials': 1200, ## Max number of optimization epochs\n"," 'max_duration': 60*10, ## Max amount of time (in seconds) to allow optimization to proceed for\n"," },\n"," bounds_findParameters={\n"," 'power_NN': (0., 5.), ## Bounds for the exponent applied to s_NN\n"," 'power_SWT': (0., 5.), ## Bounds for the exponent applied to s_SWT\n"," 'p_norm': (-5, 0), ## Bounds for the p-norm p value (Minkowski) applied to mix the matrices\n"," 'sig_NN_kwargs_mu': (0., 1.0), ## Bounds for the sigmoid center for s_NN\n"," 'sig_NN_kwargs_b': (0.00, 1.5), ## Bounds for the sigmoid slope for s_NN\n"," 'sig_SWT_kwargs_mu': (0., 1.0), ## Bounds for the sigmoid center for s_SWT\n"," 'sig_SWT_kwargs_b': (0.00, 1.5), ## Bounds for the sigmoid slope for s_SWT\n"," },\n"," n_jobs_findParameters=-1, ## Number of CPU cores to use (-1 is all cores)\n",")\n","\n","toc['separate_diffSame'] = time.time() - tic"]},{"cell_type":"code","execution_count":25,"id":"2d1c611a","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":835},"executionInfo":{"elapsed":19419,"status":"ok","timestamp":1687830247495,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"2d1c611a","outputId":"616382fe-f916-4d2b-a085-0ee5cbb367a3"},"outputs":[{"data":{"image/png":"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","text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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Plot Pairwise similarities and relationships...\n","kwargs_mcdm_tmp = kwargs_makeConjunctiveDistanceMatrix_best ## Use the optimized parameters\n","\n","# kwargs_mcdm_tmp = {\n","# 'power_SF': 1.0,\n","# 'power_NN': 1.0,\n","# 'power_SWT': 0.0,\n","# 'p_norm': -4.0,\n","# # 'sig_SF_kwargs': {'mu':0.5, 'b':1.0},\n","# 'sig_SF_kwargs': None,\n","# 'sig_NN_kwargs': {'mu':1.0, 'b':0.5},\n","# # 'sig_NN_kwargs': None,\n","# # 'sig_SWT_kwargs': {'mu':0.5, 'b':1.0},\n","# 'sig_SWT_kwargs': None,\n","# }\n","\n","clusterer.plot_distSame(kwargs_makeConjunctiveDistanceMatrix=kwargs_mcdm_tmp)\n","\n","clusterer.plot_similarity_relationships(\n"," plots_to_show=[1,2,3],\n"," max_samples=100000, ## Make smaller if it is running too slow\n"," kwargs_scatter={'s':1, 'alpha':0.2},\n"," kwargs_makeConjunctiveDistanceMatrix=kwargs_mcdm_tmp\n",");"]},{"cell_type":"markdown","id":"zcQr8ckcbeh9","metadata":{"id":"zcQr8ckcbeh9"},"source":["###2. Prune the distance matrix\n","\n","We can remove all connections in the distance graph with probabilities of connection of less than 50%. We estimate this cutoff distance as the cross-over point between the 'same' and 'different' distributions.\n"]},{"cell_type":"code","execution_count":26,"id":"e96a2ffd","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1665,"status":"ok","timestamp":1687830264060,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"e96a2ffd","outputId":"c510e336-0b50-4251-8015-3517da90d579"},"outputs":[{"name":"stdout","output_type":"stream","text":["Pruning similarity graphs with d_cutoff = 0.5999999642372131...\n"]},{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.10/dist-packages/scipy/sparse/_index.py:146: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n"," self._set_arrayXarray(i, j, x)\n"]}],"source":["stringency = 1.0 #@param {type:\"number\"}\n","#@markdown This value changes the threshold for pruning the distance matrix. **Default: 1.0**, _type: float_\n","#@markdown\n","#@markdown A higher value will result in less pruning, and a lower value will result in more pruning.\n","#@markdown\n","#@markdown The value will be multiplied by the inferred threshold to get the new one.\n","\n","\n","clusterer.make_pruned_similarity_graphs(\n"," d_cutoff=None, ## (Optional) Manually specify a distance cutoff\n"," kwargs_makeConjunctiveDistanceMatrix=kwargs_makeConjunctiveDistanceMatrix_best,\n"," stringency=stringency,\n"," convert_to_probability=False,\n",")"]},{"cell_type":"markdown","id":"UAKaVwrrcIRN","metadata":{"id":"UAKaVwrrcIRN"},"source":["###3. Cluster\n","\n","There are two methods for clustering: The standard method `.fit` which is based on HDBSCAN, and `.fit_sequentialHungarian` which is an algorithm that is also used by CaImAn based on the Hungarian algorithm. The standard method takes 1-20 minutes and works better when there are many sessions, the Hungarian method takes seconds and works better when there are fewer sessions (<8)."]},{"cell_type":"code","execution_count":27,"id":"9f0bfeea","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1448,"status":"ok","timestamp":1687830272481,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"9f0bfeea","outputId":"b502abbc-4526-449c-f751-ada3d24b799e","scrolled":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Clustering with CaImAn's sequential Hungarian algorithm method...\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 4/4 [00:01<00:00, 3.51it/s]\n"]}],"source":["#@markdown If you are tracking **8 or more sessions**...\n","min_cluster_size = 2 #@param {type:\"number\"}\n","#@markdown If you only want ROIs clusters with at least a certain number of samples, specify here. **Default: 2**, _type: int_\n","n_iter_violationCorrection = 6 #@param {type:\"number\"}\n","#@markdown This parameter controls how fast this step takes. Turning it down has mild effects on quality. **Default: 6**, _type: int_\n","\n","#@markdown\n","\n","#@markdown\n","\n","#@markdown If you are tracking **less than 8 sessions**...\n","thresh_cost = 0.6 #@param {type:\"number\"}\n","#@markdown Determines the threshold of how distant two ROIs can be and still be matched. Smaller value is more stringent.\n","#@markdown\n","#@markdown **Default: 0.6**, _type: float_\n","\n","if data.n_sessions >= 8:\n"," labels = clusterer.fit(\n"," d_conj=clusterer.dConj_pruned, ## Input distance matrix\n"," session_bool=data.session_bool, ## Boolean array of which ROIs belong to which sessions\n"," min_cluster_size=min_cluster_size, ## Minimum number of ROIs that can be considered a 'cluster'\n"," n_iter_violationCorrection=n_iter_violationCorrection, ## Number of times to redo clustering sweep after removing violations\n"," split_intraSession_clusters=True, ## Whether or not to split clusters with ROIs from the same session\n"," cluster_selection_method='leaf', ## (advanced) Method of cluster selection for HDBSCAN (see hdbscan documentation)\n"," d_clusterMerge=None, ## Distance below which all ROIs are merged into a cluster\n"," alpha=0.999, ## (advanced) Scalar applied to distance matrix in HDBSCAN (see hdbscan documentation)\n"," discard_failed_pruning=True, ## (advanced) Whether or not to set all ROIs that could be separated from clusters with ROIs from the same sessions to label=-1\n"," n_steps_clusterSplit=100, ## (advanced) How finely to step through distances to remove violations\n"," )\n","\n","else:\n"," labels = clusterer.fit_sequentialHungarian(\n"," d_conj=clusterer.dConj_pruned, ## Input distance matrix\n"," session_bool=data.session_bool, ## Boolean array of which ROIs belong to which sessions\n"," thresh_cost=thresh_cost, ## Threshold\n"," )\n"]},{"cell_type":"markdown","id":"8kDGRotQdk0y","metadata":{"id":"8kDGRotQdk0y"},"source":["###4. Quality metrics"]},{"cell_type":"code","execution_count":28,"id":"9Rnuxf58dlgI","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5417,"status":"ok","timestamp":1687830281140,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"9Rnuxf58dlgI","outputId":"dee15e6c-e07e-43d8-9f69-7dfbc461ebeb"},"outputs":[{"name":"stdout","output_type":"stream","text":["Warning: Similarity matrix is not symmetric.\n","Warning: Similarity matrix diagonal is not all ones. Will set diagonal to all ones.\n"]},{"name":"stderr","output_type":"stream","text":["/root/.local/lib/python3.10/site-packages/roicat/tracking/clustering.py:1124: UserWarning: Current version of silhouette samples calculation is memory intensive and will be improved when sklearn 1.3 is released.\n"," warnings.warn(\"Current version of silhouette samples calculation is memory intensive and will be improved when sklearn 1.3 is released.\")\n"]}],"source":["#@markdown Compute various quality scores for each cluster and each ROI...\n","quality_metrics = clusterer.compute_quality_metrics();\n","\n","toc['clustering'] = time.time() - tic"]},{"cell_type":"markdown","id":"4f79a0c6","metadata":{"id":"4f79a0c6"},"source":["# Collect results\n","\n","1. Make different versions of the labels for convenience.\n","2. Put all the useful results and info into a dictionary to save later\n","3. Put all the class objects from the run into a dictionary to save later"]},{"cell_type":"code","execution_count":29,"id":"225b9fcc","metadata":{"cellView":"form","executionInfo":{"elapsed":2266,"status":"ok","timestamp":1687830327655,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"225b9fcc"},"outputs":[],"source":["#@markdown Pulling results...\n","labels_squeezed, labels_bySession, labels_bool, labels_bool_bySession, labels_dict = roicat.tracking.clustering.make_label_variants(labels=labels, n_roi_bySession=data.n_roi)\n","\n","results = {\n"," \"clusters\":{\n"," \"labels\": labels_squeezed,\n"," \"labels_bySession\": labels_bySession,\n"," \"labels_bool\": labels_bool,\n"," \"labels_bool_bySession\": labels_bool_bySession,\n"," \"labels_dict\": labels_dict,\n"," },\n"," \"ROIs\": {\n"," \"ROIs_aligned\": aligner.ROIs_aligned,\n"," \"ROIs_raw\": data.spatialFootprints,\n"," \"frame_height\": data.FOV_height,\n"," \"frame_width\": data.FOV_width,\n"," \"idx_roi_session\": np.where(data.session_bool)[1],\n"," \"n_sessions\": data.n_sessions,\n"," },\n"," \"input_data\": {\n"," \"paths_stat\": data.paths_stat,\n"," \"paths_ops\": data.paths_ops,\n"," },\n"," \"quality_metrics\": clusterer.quality_metrics,\n","}\n","\n","run_data = copy.deepcopy({\n"," 'data': data.serializable_dict,\n"," 'aligner': aligner.serializable_dict,\n"," 'blurrer': blurrer.serializable_dict,\n"," 'roinet': roinet.serializable_dict,\n"," 'swt': swt.serializable_dict,\n"," 'sim': sim.serializable_dict,\n"," 'clusterer': clusterer.serializable_dict,\n","})"]},{"cell_type":"markdown","id":"a66BLBSGqJ9T","metadata":{"id":"a66BLBSGqJ9T"},"source":["### Visualize results"]},{"cell_type":"markdown","id":"620J5l5aqPzj","metadata":{"id":"620J5l5aqPzj"},"source":["Look at some of the distributions of the quality metrics.\n","- Silhouette score is a particularly useful one for this type of clustering. Learn more [here](https://en.wikipedia.org/wiki/Silhouette_(clustering))\n","- We also define a handy 'confidence' variable which is a nice heuristic you can use for thresholding for inclusion criteria\n","- Note that the `sample_silhouette` score is a per-sample (per-ROI) score. So it can actually be used to remove / subselect ROIs from clusters."]},{"cell_type":"code","execution_count":30,"id":"ALYdEseCp5B5","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":344,"status":"ok","timestamp":1687830347431,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"ALYdEseCp5B5","outputId":"adc7f293-6a36-4ee1-cb62-31370c0fb28d"},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of clusters: 2936\n","Number of discarded ROIs: 1682\n"]}],"source":["print(f'Number of clusters: {len(np.unique(results[\"clusters\"][\"labels\"]))}')\n","print(f'Number of discarded ROIs: {(results[\"clusters\"][\"labels\"]==-1).sum()}')"]},{"cell_type":"code","execution_count":33,"id":"MAaSGvyep45x","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":619},"executionInfo":{"elapsed":1832,"status":"ok","timestamp":1687830403404,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"MAaSGvyep45x","outputId":"264e787d-4429-4bba-eff8-46792651e60d"},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Distributions of the quality metrics...\n","confidence = (((results['quality_metrics']['cluster_silhouette'] + 1) / 2) * results['quality_metrics']['cluster_intra_means'])\n","\n","fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(15,7))\n","\n","axs[0,0].hist(results['quality_metrics']['cluster_silhouette'], 50);\n","axs[0,0].set_xlabel('cluster_silhouette');\n","axs[0,0].set_ylabel('cluster counts');\n","\n","axs[0,1].hist(results['quality_metrics']['cluster_intra_means'], 50);\n","axs[0,1].set_xlabel('cluster_intra_means');\n","axs[0,1].set_ylabel('cluster counts');\n","\n","axs[1,0].hist(confidence, 50);\n","axs[1,0].set_xlabel('confidence');\n","axs[1,0].set_ylabel('cluster counts');\n","\n","axs[1,1].hist(results['quality_metrics']['sample_silhouette'], 50);\n","axs[1,1].set_xlabel('sample_silhouette score');\n","axs[1,1].set_ylabel('roi sample counts');"]},{"cell_type":"code","execution_count":31,"id":"OgZGBI8CqYcx","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":450},"executionInfo":{"elapsed":388,"status":"ok","timestamp":1687830383420,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"OgZGBI8CqYcx","outputId":"182ceda0-5186-4d05-cc84-d0758627994f"},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Distribution of the cluster size...\n","_, counts = np.unique(results['clusters']['labels'], return_counts=True)\n","\n","plt.figure()\n","plt.hist(counts, results['ROIs']['n_sessions']*2 + 1, range=(0, results['ROIs']['n_sessions']+1));\n","plt.xlabel('n_sessions'), plt.ylabel('cluster counts');"]},{"cell_type":"code","execution_count":34,"id":"4oiPij7zqYRq","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":851,"output_embedded_package_id":"1cmDomeH7WGeehe9mZ-IIJbeY20-sjWjI"},"executionInfo":{"elapsed":19934,"status":"ok","timestamp":1687830431969,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"4oiPij7zqYRq","outputId":"61b09794-c0b2-4ac5-fe43-4bea6a76d2e9"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Look at a color visualization of the results. ROIs of the same color are considered a part of the same cluster. The colors are assigned randomly.\n","FOV_clusters = roicat.visualization.compute_colored_FOV(\n"," spatialFootprints=[r.power(0.7) for r in results['ROIs']['ROIs_aligned']], ## Spatial footprint sparse arrays\n"," FOV_height=results['ROIs']['frame_height'],\n"," FOV_width=results['ROIs']['frame_width'],\n"," labels=results[\"clusters\"][\"labels_bySession\"], ## cluster labels\n"," alphas_labels=confidence*1.5, ## Set brightness of each cluster based on some 1-D array\n","# alphas_sf=clusterer.quality_metrics['sample_silhouette'], ## Set brightness of each ROI based on some 1-D array\n",")\n","\n","roicat.visualization.display_toggle_image_stack(\n"," FOV_clusters,\n"," image_size=(np.array(FOV_clusters[0].shape)*1.5).astype(int)[:2],\n"," clim=[0,1.0],\n",")"]},{"cell_type":"code","execution_count":35,"id":"mDXpQsoFqYEx","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":7397,"status":"ok","timestamp":1687830455504,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"mDXpQsoFqYEx","outputId":"0e5b1380-0683-42c2-c5bd-abcdfa736f45"},"outputs":[{"name":"stderr","output_type":"stream","text":["/root/.local/lib/python3.10/site-packages/roicat/visualization.py:330: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n"," plt.figure(figsize=(40,1))\n"]},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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AQPMWpXafTo5OJ9qfPXu2zJ4/f15mqSo9MTFRZqnam6rZqYabaqPT09Nllqqov/sE4fPnz5dZqt2Pj4+XWard379/v8zWrVtXZmkdUpZqo2ndU907rdHHjx/L7OHDh2W2FNL6pUpwOtH+9u3bZZa2FUjXJZ3S3bUm3vXk7/R9SXX2rvbv319mJ0+eLLN0WvqLFy/KLF2XtJ3E/Px8pyxtk5K+E73i9OnTZZaerel1af1Sff7p06dlltY23Q/p/rt3716Z9SK/EAEAzTMQAQDNMxABAM0zEAEAzTMQAQDNMxABAM1blNp9qk6mGmA6YXf9+vVlNjIyUmapKp2qoal+nSrkk5OTnT7Lhg0byixViZdC1xO8h4aGymz79u1llv6/X79+lVmqjaY6dFqH169fl9mjR4/KrFfMzMyUWVqHffv2lVm639M9nbbSSN/BdP+ltU3bbHS9/5aiJp62jEj3Q/r/0r3ZdVuBubm5MkvPwbSFw507d8qsV2zdurXM0qn1/f39ZZbWNlXkBwcHyyxtt5DW9vHjx2W23PiFCABonoEIAGiegQgAaJ6BCABonoEIAGiegQgAaN6KhdQ3BwBogF+IAIDmGYgAgOYZiACA5hmIAIDmGYgAgOYZiACA5hmIAIDmGYgAgOYZiACA5hmIAIDmGYgAgOYZiACA5hmIAIDmGYgAgOYZiACA5hmIAIDm/RfebKoAuMugGwAAAABJRU5ErkJggg==","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Visualize the images of ROIs from the same cluster\n","unique_labels = np.unique(results[\"clusters\"][\"labels\"][results[\"clusters\"][\"labels\"]>-1])\n","\n","if len(unique_labels) > 100:\n"," n_labels_to_display = 100\n","else:\n"," n_labels_to_display = int(unique_labels/10)\n","\n","roicat.visualization.display_cropped_cluster_ims(\n"," spatialFootprints=results['ROIs']['ROIs_aligned'],\n"," labels=results[\"clusters\"][\"labels\"],\n"," FOV_height=results['ROIs']['frame_height'],\n"," FOV_width=results['ROIs']['frame_width'],\n"," n_labels_to_display=n_labels_to_display,\n",")"]},{"cell_type":"markdown","id":"IeyYX8qvqk0T","metadata":{"id":"IeyYX8qvqk0T"},"source":["### Save Results"]},{"cell_type":"code","execution_count":36,"id":"o5-qvTUA_9r-","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2117,"status":"ok","timestamp":1687830462355,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"o5-qvTUA_9r-","outputId":"e9077a88-320a-4c14-8f9f-9d4010200189"},"outputs":[{"name":"stdout","output_type":"stream","text":["Tracking result on Colab cloud: /content/20230627-014740_ROICaT.tracking.results.pkl\n","Tracking Rundata on Colab cloud: /content/20230627-014740_ROICaT.tracking.rundata.pkl\n","Process Time\n"]},{"data":{"text/plain":["{'start': 7.152557373046875e-05,\n"," 'import_paths': 76.25180506706238,\n"," 'import_data': 211.33231782913208,\n"," 'blur': 1116.6836433410645,\n"," 'NN': 1351.7020111083984,\n"," 'SWT': 1553.0881595611572,\n"," 'separate_diffSame': 1706.8816945552826,\n"," 'clustering': 1770.456350326538,\n"," 'saving': 1951.5616216659546}"]},"execution_count":36,"metadata":{},"output_type":"execute_result"}],"source":["#@markdown Save results in temporary Colab cloud...\n","jobs_done = datetime.now().strftime(\"%Y%m%d-%H%M%S\")\n","\n","tracking_save_filename = jobs_done + '_ROICaT.tracking.results' + '.pkl'\n","rundata_save_filename = jobs_done + '_ROICaT.tracking.rundata' + '.pkl'\n","\n","tracking_path_save = Path.cwd() / tracking_save_filename\n","print(f'Tracking result on Colab cloud: {tracking_path_save}')\n","\n","roicat.helpers.pickle_save(\n"," results,\n"," tracking_path_save,\n"," mkdir=True,\n",")\n","\n","rundata_path_save = Path.cwd() / rundata_save_filename\n","print(f'Tracking Rundata on Colab cloud: {rundata_path_save}')\n","\n","roicat.helpers.pickle_save(\n"," run_data,\n"," rundata_path_save,\n"," mkdir=True,\n",")\n","\n","\n","toc['saving'] = time.time() - tic\n","print(\"Process Time\")\n","toc"]},{"cell_type":"code","execution_count":37,"id":"yG5Np8ak_-99","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1227,"status":"ok","timestamp":1687830463581,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"yG5Np8ak_-99","outputId":"14140662-cb74-49ac-e26d-eba148fa64c5"},"outputs":[{"name":"stdout","output_type":"stream","text":["Tracking Result on your gdrive: /content/gdrive/MyDrive/20230627-014740_ROICaT.tracking.results.pkl\n","Tracking Rundata on your gdrive: /content/gdrive/MyDrive/20230627-014740_ROICaT.tracking.rundata.pkl\n"]}],"source":["#@markdown This cell saves output files to your gdrive.\n","import shutil\n","\n","if ('path_gdrive' not in locals()) and ('path_gdrive' not in globals()):\n"," from google.colab import drive\n"," path_gdrive = '/content/gdrive'\n"," drive.mount(path_gdrive, force_remount=True)\n","\n","tracking_copy_path = Path(path_gdrive) / 'MyDrive' / tracking_save_filename\n","rundata_copy_path = Path(path_gdrive) / 'MyDrive' / rundata_save_filename\n","shutil.copyfile(tracking_path_save, tracking_copy_path)\n","print(f'Tracking Result on your gdrive: {tracking_copy_path}')\n","shutil.copyfile(rundata_path_save, rundata_copy_path)\n","print(f'Tracking Rundata on your gdrive: {rundata_copy_path}')"]},{"cell_type":"code","execution_count":null,"id":"Vpe2yKXEp4xa","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"elapsed":201,"status":"ok","timestamp":1687816068198,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"Vpe2yKXEp4xa","outputId":"611a8e10-57db-4395-a954-00d27658873e"},"outputs":[{"data":{"application/javascript":"\n async function download(id, filename, size) {\n if (!google.colab.kernel.accessAllowed) {\n return;\n }\n const div = document.createElement('div');\n const label = document.createElement('label');\n label.textContent = `Downloading \"${filename}\": `;\n div.appendChild(label);\n const progress = document.createElement('progress');\n progress.max = size;\n div.appendChild(progress);\n document.body.appendChild(div);\n\n const buffers = [];\n let downloaded = 0;\n\n const channel = await google.colab.kernel.comms.open(id);\n // Send a message to notify the kernel that we're ready.\n channel.send({})\n\n for await (const message of channel.messages) {\n // Send a message to notify the kernel that we're ready.\n channel.send({})\n if (message.buffers) {\n for (const buffer of message.buffers) {\n buffers.push(buffer);\n downloaded += buffer.byteLength;\n progress.value = downloaded;\n }\n }\n }\n const blob = new Blob(buffers, {type: 'application/binary'});\n const a = document.createElement('a');\n a.href = window.URL.createObjectURL(blob);\n a.download = filename;\n div.appendChild(a);\n a.click();\n div.remove();\n }\n ","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"application/javascript":"download(\"download_fe5db3b0-0f88-421e-9932-3fc8a59e7433\", \"20230626-214737_ROICaT.tracking.results.pkl\", 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+{"cells":[{"cell_type":"markdown","id":"fn_0WJc2y_-y","metadata":{"id":"fn_0WJc2y_-y"},"source":["# ROICaT Interactive Tracking Colab Notebook\n","\n","Welcome to the interactive tracking notebook! This Colab notebook allows you to easily and interactively track ROIs in your calcium imaging data over multiple sessions, using a stable version of [ROICaT](https://github.com/RichieHakim/ROICaT). \\\n","This notebook goes through each step and allows you to tune parameters and view how it changes the results.\n","\n","This Colab notebook is designed to work with **Suite2p output file** (stat.npy and ops.npy).\n","\n","\n","**Before we start**\n","\n","We **STRONGLY** recommend running this Colab notebook with GPU. Please check your runtime setting:\n","\n","_Runtime -> Change runtime type -> Hardware accelerator -> choose GPU_\n","\n","\n","**More information**\n","\n","FAQ on how to play with ROICaT is [here](https://roicat.readthedocs.io/en/dev/).\n","\n","If you have any questions not covered in the FAQ, please don't hesitate to open a new issue tap on [ROICaT github page](https://github.com/RichieHakim/ROICaT/issues).\n","\n","**The notebook proceeds as follows:**\n","1. **Import** libraries\n","2. Define **paths** to data\n","3. Run data through the **pipeline**. Each step of the pipeline is run by a single unique python class.\n","4. **Visualize** results\n","5. **Save** results\n","\n","As you go through the notebook, we will explicitly ask you to choose the small number of parameters that are **'important parameters'**. We consider these to be the only parameters that can have a large effect on the run output. Other parameters matter and should be considered as well, but are less critical."]},{"cell_type":"markdown","id":"DUhpIOEs3cwE","metadata":{"id":"DUhpIOEs3cwE"},"source":["# SETUP"]},{"cell_type":"code","execution_count":null,"id":"a5Edx6SzOkov","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"id":"a5Edx6SzOkov","outputId":"0ccc07b1-0561-40a8-ab0d-4052d7fa387c"},"outputs":[{"name":"stdout","output_type":"stream","text":["Found existing installation: tensorflow 2.12.0\n","Uninstalling tensorflow-2.12.0:\n"," Successfully uninstalled tensorflow-2.12.0\n","Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n","Collecting roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev\n"," Cloning https://github.com/RichieHakim/ROICaT.git (to revision dev) to /tmp/pip-install-q6w6fi6n/roicat_44153e8653864ad4b147aa00732f4668\n"," Running command git clone --filter=blob:none --quiet https://github.com/RichieHakim/ROICaT.git /tmp/pip-install-q6w6fi6n/roicat_44153e8653864ad4b147aa00732f4668\n"," Running command git checkout -b dev --track origin/dev\n"," Switched to a new branch 'dev'\n"," Branch 'dev' set up to track remote branch 'dev' from 'origin'.\n"," Resolved https://github.com/RichieHakim/ROICaT.git to commit 996bd53d6540b6c802539df093e1b805048e38d2\n"," Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n","Requirement already satisfied: opencv_contrib_python==4.7.0.72 in /usr/local/lib/python3.10/dist-packages (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev) (4.7.0.72)\n","Collecting hdbscan==0.8.29 (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev)\n"," Downloading hdbscan-0.8.29.tar.gz (5.2 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.2/5.2 MB\u001b[0m \u001b[31m97.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25h Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n"," Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n"," Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n","Collecting kymatio==0.3.0 (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev)\n"," Downloading kymatio-0.3.0-py3-none-any.whl (87 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m87.6/87.6 kB\u001b[0m \u001b[31m354.6 kB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting jupyter==1.0.0 (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev)\n"," Downloading jupyter-1.0.0-py2.py3-none-any.whl (2.7 kB)\n","Requirement already satisfied: matplotlib==3.7.1 in /usr/local/lib/python3.10/dist-packages (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev) (3.7.1)\n","Collecting mat73==0.60 (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev)\n"," Downloading mat73-0.60-py3-none-any.whl (19 kB)\n","Collecting natsort==8.4.0 (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev)\n"," Downloading natsort-8.4.0-py3-none-any.whl (38 kB)\n","Collecting numpy==1.24.3 (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev)\n"," Downloading numpy-1.24.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (17.3 MB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m17.3/17.3 MB\u001b[0m \u001b[31m71.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting optuna==3.2.0 (from roicat[tracking]@ git+https://github.com/RichieHakim/ROICaT.git@dev)\n"," Downloading optuna-3.2.0-py3-none-any.whl (390 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m390.6/390.6 kB\u001b[0m \u001b[31m37.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hCollecting Pillow==9.5.0 (from roicat[tracking]@ 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/root/.cache/pip/wheels/a9/8a/bd/81082387151853ab8b6b3ef33426e98f5cbfebc3c397a9d4d0\n"," Building wheel for hdbscan (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for hdbscan: filename=hdbscan-0.8.29-cp310-cp310-linux_x86_64.whl size=3542003 sha256=90a325eea8228904da5a65b5c8a5227a79253200e1c2c01c7617619174b21222\n"," Stored in directory: /root/.cache/pip/wheels/dc/52/e3/6c6b60b126b4d5c4370cb5ac071b82950f91649d62d72f7f56\n"," Building wheel for roicat (setup.py) ... \u001b[?25l\u001b[?25hdone\n"," Created wheel for roicat: filename=roicat-1.1.0-py3-none-any.whl size=155031 sha256=92b8631dc2010bec937c08138d8b26368f161b6757caac5176c7b60b30b16a37\n"," Stored in directory: /tmp/pip-ephem-wheel-cache-vafbgj49/wheels/bd/c9/f7/d72fba4586a684e603aa087bba491b527c0bd963f0d766034a\n","Successfully built GPUtil hdbscan roicat\n","Installing collected packages: roicat, GPUtil, xxhash, qtpy, pytest, Pillow, numpy, natsort, Mako, llvmlite, jedi, configparser, colorlog, numba, cmaes, alembic, sparse, optuna, mat73, kymatio, qtconsole, hdbscan, jupyter\n","\u001b[33m WARNING: The script qtpy is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The scripts py.test and pytest are installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The scripts f2py, f2py3 and f2py3.10 are installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The script natsort is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The script mako-render is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The script alembic is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[33m WARNING: The script optuna is installed in '/root/.local/bin' which is not on PATH.\n"," Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\u001b[0m\u001b[33m\n","\u001b[0m\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n","dopamine-rl 4.0.6 requires tensorflow>=2.2.0, which is not installed.\u001b[0m\u001b[31m\n","\u001b[0mSuccessfully installed GPUtil-1.4.0 Mako-1.2.4 Pillow-9.5.0 alembic-1.11.1 cmaes-0.9.1 colorlog-6.7.0 configparser-5.3.0 hdbscan-0.8.29 jedi-0.18.2 jupyter-1.0.0 kymatio-0.3.0 llvmlite-0.40.1 mat73-0.60 natsort-8.4.0 numba-0.57.1 numpy-1.24.3 optuna-3.2.0 pytest-7.4.0 qtconsole-5.4.3 qtpy-2.3.1 roicat-1.1.0 sparse-0.14.0 xxhash-3.2.0\n"]}],"source":["#@title Install ROICaT\n","#@markdown Please execute this cell by pressing the _Play_ button on the left. This process will take less than 5 min.\n","\n","#@markdown Please note that this cell installs ROICaT on the Colab **TEMPORARY** directory in the cloud, not on your local machine or google drive.\n","\n","#@markdown After running this cell, kernal **automatically RESTARTS**.\n","\n","# Install ROICaT\n","!pip uninstall -y tensorflow # Uninstall default tensorflow to avoid any potential conflict\n","!pip install --user \"roicat[tracking] @ git+https://github.com/RichieHakim/ROICaT.git@dev\"\n","\n","print(\"Restart runtime!\")\n","import os\n","os._exit(0)"]},{"cell_type":"code","execution_count":null,"id":"YS46Ym7pXwmV","metadata":{"cellView":"form","id":"YS46Ym7pXwmV"},"outputs":[],"source":["#@title Import libraries\n","\n","## Load basic modules\n","import os\n","import sys\n","import zipfile\n","from pathlib import Path\n","import copy\n","from functools import partial\n","from datetime import datetime\n","from tqdm import tqdm\n","\n","import natsort\n","import gc\n","import time\n","import functools\n","import multiprocessing as mp\n","\n","import random\n","import numpy as np\n","import sklearn\n","import scipy.sparse\n","\n","import torch\n","import torchvision\n","\n","## Load plotting modules\n","import matplotlib.pyplot as plt\n","from ipywidgets import widgets, Button, Output\n","from IPython.display import display\n","\n","## roicat\n","import roicat"]},{"cell_type":"code","execution_count":null,"id":"gXT4EJlSg4uj","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":513,"status":"ok","timestamp":1687828509945,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"gXT4EJlSg4uj","outputId":"a82c9764-fd6f-4b3e-bfd0-f3ce449f1206"},"outputs":[{"name":"stdout","output_type":"stream","text":["devices available: [_CudaDeviceProperties(name='Tesla T4', major=7, minor=5, total_memory=15101MB, multi_processor_count=40)]\n","Using device: 'cuda:0': _CudaDeviceProperties(name='Tesla T4', major=7, minor=5, total_memory=15101MB, multi_processor_count=40)\n"]}],"source":["#@title Load helper functions\n","def set_device():\n"," if torch.cuda.is_available():\n"," device = torch.device(\"cuda\")\n"," print(\"GPU is available\")\n"," else:\n"," device = torch.device(\"cpu\")\n"," print(\"GPU is not available, using CPU instead\")\n"," return device\n","\n","def dataloader_params_wrapper(colab_device):\n"," dataloader_params = {}\n"," if colab_device == torch.device('cuda'):\n"," print(\"Using GPU\")\n"," dataloader_params['batchSize_dataloader'] = 8 ## (advanced) PyTorch dataloader batch_size\n"," dataloader_params['pinMemory_dataloader'] = True ## (advanced) PyTorch dataloader pin_memory\n"," dataloader_params['numWorkers_dataloader'] = -1 ## (advanced) PyTorch dataloader num_workers\n"," dataloader_params['persistentWorkers_dataloader'] = True ## (advanced) PyTorch dataloader persistent_workers\n"," dataloader_params['prefetchFactor_dataloader'] = 2 ## (advanced) PyTorch dataloader prefetch_factor\n"," elif colab_device == torch.device('cpu'):\n"," print(\"Using CPU\")\n"," dataloader_params['batchSize_dataloader'] = 1\n"," dataloader_params['pinMemory_dataloader'] = False\n"," dataloader_params['numWorkers_dataloader'] = 0\n"," dataloader_params['persistentWorkers_dataloader'] = False\n"," dataloader_params['prefetchFactor_dataloader'] = None\n"," else:\n"," print(\"Unknown environment. Please double-check your runtime setting.\")\n"," return dataloader_params\n","\n","## Checkbox widget\n","def checkbox_widget(input_list):\n"," checkboxes = []\n"," for input in input_list:\n"," checkbox = widgets.Checkbox(description=input, value=True)\n"," checkboxes.append(checkbox)\n","\n"," selected_indices = []\n"," return checkboxes, selected_indices\n","\n","def get_selected_indices(checkboxes):\n"," indices = [i for i, checkbox in enumerate(checkboxes) if checkbox.value]\n"," return indices\n","\n","def make_checkbox_button_clicked(checkboxes, selected_indices):\n"," def checkbox_button_clicked(_):\n"," # _ is a placeholder argument to handle button click event\n"," # Clear the list\n"," selected_indices.clear()\n"," # Add the newly selected indices\n"," selected_indices.extend(get_selected_indices(checkboxes))\n"," return checkbox_button_clicked\n","\n","## Slider widget\n","def create_image_widget_function(images, dpi = 96, cmap='gray'):\n"," def image_widget(session):\n"," plt.figure(figsize = (data.FOV_width / dpi, data.FOV_height / dpi))\n"," plt.imshow(images[session], cmap=cmap)\n"," plt.show()\n"," return image_widget\n","\n","def create_slider_button_function(slider, button_name='Select ref.session!'):\n"," slider_value = [None] # Should be a list\n","\n"," def get_slider_value(_):\n"," slider_value[0] = slider.value\n"," print(f'Reference session: {slider_value[0]}')\n","\n"," button = widgets.Button(description=button_name)\n","\n"," def slider_on_button_click(_):\n"," get_slider_value(_)\n","\n"," button.on_click(slider_on_button_click)\n","\n"," return button, slider_value\n","\n","## Set device\n","DEVICE = roicat.helpers.set_device(use_GPU=True, verbose=True)\n","\n","tic = time.time()\n","toc = {}\n","toc['start'] = time.time() - tic"]},{"cell_type":"markdown","id":"f88c71a0","metadata":{"id":"f88c71a0"},"source":["# Import paths"]},{"cell_type":"markdown","id":"eNSpG608259Y","metadata":{"id":"eNSpG608259Y"},"source":["### OPTION 1: Mount google drive (RECOMMENDED)"]},{"cell_type":"code","execution_count":null,"id":"3HVD64rYyZVe","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":24657,"status":"ok","timestamp":1687828537847,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"3HVD64rYyZVe","outputId":"2d8f21cc-c105-4ca4-be69-2ec3080f0874"},"outputs":[{"name":"stdout","output_type":"stream","text":["Mounted at /content/gdrive\n"]}],"source":["#@markdown Upload your data to Google Drive, then mount the drive and access the cloud directory here.\n","\n","#@markdown You can use the sidebar to the left to browse your google drive directories.\n","\n","from google.colab import drive\n","path_gdrive = '/content/gdrive'\n","drive.mount(path_gdrive, force_remount=True)"]},{"cell_type":"code","execution_count":null,"id":"erTyDRqX1pM8","metadata":{"cellView":"form","id":"erTyDRqX1pM8"},"outputs":[],"source":["#@markdown ### Enter your google drive directory containing suite2p files:\n","dir_s2p = '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/' #@param {type:\"string\"}"]},{"cell_type":"markdown","id":"n99vytV_slE8","metadata":{"id":"n99vytV_slE8"},"source":["### OPTION 2: Upload file from local (slower)"]},{"cell_type":"code","execution_count":null,"id":"K0rqJltEsiuB","metadata":{"cellView":"form","id":"K0rqJltEsiuB"},"outputs":[],"source":["#@markdown Load files from local.\n","\n","#@markdown For a **nested** folder structure from multiple sessions: Create and upload a **zip file** containing all the folders. stat.npy and ops.npy files from the same session should be in a folder with each other and separate from other sessions.\n","\n","from google.colab import files\n","uploaded = files.upload()\n","\n","for file_name in list(uploaded.keys()):\n"," file_path = Path.cwd() / file_name\n"," if file_path.exists():\n"," if zipfile.is_zipfile(file_path):\n"," print(\"Zip file detected: \", file_path)\n"," with zipfile.ZipFile(file_path, 'r') as zip_ref:\n"," zip_ref.extractall(Path.cwd())\n"," print(\"Zip file extracted to: \", Path.cwd())\n"," else:\n"," print(\"Uploaded file is not zip file: \", file_path)\n"," else:\n"," print(\"Failed to detect uploaded file path: \", file_path)\n","\n","dir_s2p = os.getcwd()\n","\n","toc['import_paths'] = time.time() - tic"]},{"cell_type":"markdown","id":"6aVYvVWRspfM","metadata":{"id":"6aVYvVWRspfM"},"source":["### Select sessions to track"]},{"cell_type":"code","execution_count":null,"id":"wmtCdhwcnelo","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":1000,"referenced_widgets":["00d878a67d174f6dbe5da3768c1ec4f0","0af8b2708a07410a87778b3c8d5e148a","e8cd8c3a38ba4c35b342d8ef897b3d88","e008011d9d384f93b0ec766db0010865","b51cb9a85def45b7bb43c1c901daa252","0d30b9a826ef445e927165db04025893","8ed1694854e74d5ead4e1e2d1395f782","3d008be87cce4f808a80ddfc0afb41ed","591c499f285a4710b728049e0f8d1a84","3f6a41f9498f4f278186d2b19dddeeb2","502e00e656e247ff8e48b79440a6cf17","e07c3f050d91481fbd5fa3f46c72da72","56bffe92527841de870bc864c7071f67","b8ee5b59574c4f3982d5c626e8876c80","0c1e808a7a624ec49aa99cdaf9754d89","8689561efdfc479cbd2f06b0c83a21d2","c99eca4fc24a4c14b191643e6e53497f","df56267359cd47ec87beed016f5762e2","07a87920c9dd4caf9d5ab9bf84404790","4249498ba7484b5cae5890cecad1d01d","13802b2dfeae4876aa641b972de69d72","8ac2f5885b5b4e068104d2b5c5f73c32","0a62c70ea13842759e940a826ad54e38","c99cf792f6084116b60e75319ef0cd88","2fe7dac4235b4dadb55442964281063f","90396e9131e94aef8e91b4eae47db0d2","2308557021bd4a38a6ba34ba98307510","0d2023aadce64d94a3a31756c763f2bf","57542a4a258545b7871d32379cb1c807","e5b69589d46445818729cd095dbe47af","e8e378dc68174efc91ac16c63550d3cf","dd677e5074cd48d2b77317a53449584e","438b396ce22e4d38b6cb38d2e2b7b349","3c11a61f08b84939a8f52ccf37d95b59","bb0189b6bc664229bb3f44a9f0a08081","628211bf018c4df58e817db97e565bf8","9da0d90d2d8d4005a8b17bf95911b62f","aae90dc9a89f48828664b2f14408c436","4200cd3161734bc0ae98a515dab0d46b","fba267e773a64102bfb338558017871c","b153c8f3acf549ed95957e0e919ff7cb","9b9efaa760b3457e828af7356c6cb8b7","62f5105701f541139b841d35b11a6f97","924514f58ff94965a91c0c7320bd2d43","deb9382262894b19a3aa384c9ae5f89e","ded31d3f24074d338584d2d397fed2a8","af60f4871cc64444a1e2c8026e8e9b8f","a2831fcd21ae40ee8c7f541358ca665f","72cdb2aaef7244c0811e751a33f57c29","7cd523d8f1fa4c3bb38764a8fdb2a780"]},"executionInfo":{"elapsed":4056,"status":"ok","timestamp":1687828585904,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"wmtCdhwcnelo","outputId":"8bd7d0ca-652a-497e-bd23-94a6ebab7391"},"outputs":[{"name":"stdout","output_type":"stream","text":["paths_statFiles\n"]},{"data":{"text/plain":["['/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230419/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230420/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230424/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230425/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230426/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230427/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230428/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230429/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230430/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230501/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230502/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230503/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230504/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230505/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230506/stat.npy']"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["paths_opsFiles\n"]},{"data":{"text/plain":["['/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230419/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230420/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230424/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230425/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230426/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230427/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230428/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230429/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230430/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230501/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230502/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230503/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230504/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230505/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230506/ops.npy']"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"00d878a67d174f6dbe5da3768c1ec4f0","version_major":2,"version_minor":0},"text/plain":["VBox(children=(Checkbox(value=True, description='statFiles/20230419/stat.npy'), Checkbox(value=True, descripti…"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a2831fcd21ae40ee8c7f541358ca665f","version_major":2,"version_minor":0},"text/plain":["Button(description='Get Stat Files', style=ButtonStyle())"]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown **Automatically find files by name:**\n","\n","statFile = 'stat.npy' #@param {type:\"string\"}\n","opsFile = 'ops.npy' #@param {type:\"string\"}\n","#@markdown **Default: stat.npy, ops.npy**, _type: str_\n","\n","paths_statFiles = roicat.helpers.find_paths(dir_outer=dir_s2p, reMatch=statFile, depth=8)\n","paths_opsFiles = roicat.helpers.find_paths(dir_outer=dir_s2p, reMatch=opsFile, depth=8)\n","print('paths_statFiles')\n","display(paths_statFiles)\n","print('paths_opsFiles')\n","display(paths_opsFiles)\n","\n","# Default Stat / Ops files\n","paths_allStat = paths_statFiles\n","paths_allOps = paths_opsFiles\n","\n","stat_list = ['/'.join(Path(statfile).parts[-3:]) for statfile in paths_statFiles]\n","stat_checkboxes, selected_indices = checkbox_widget(stat_list)\n","checkbox_display = widgets.VBox(stat_checkboxes)\n","display(checkbox_display)\n","button = Button(description=\"Get Stat Files\")\n","button.on_click(make_checkbox_button_clicked(stat_checkboxes, selected_indices))\n","\n","display(button)\n","\n","toc['import_paths'] = time.time() - tic"]},{"cell_type":"code","execution_count":null,"id":"c5x9_iDbG_Cn","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":225},"executionInfo":{"elapsed":4,"status":"ok","timestamp":1687828663085,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"c5x9_iDbG_Cn","outputId":"6b6fe837-7f20-4096-eb10-593bd85f8f72"},"outputs":[{"name":"stdout","output_type":"stream","text":["Stat files\n"]},{"data":{"text/plain":["['/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230502/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230503/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230504/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230505/stat.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230506/stat.npy']"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Ops files\n"]},{"data":{"text/plain":["['/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230502/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230503/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230504/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230505/ops.npy',\n"," '/content/gdrive/MyDrive/Colab_Notebooks/ROICaT_notebooks/statFiles/20230506/ops.npy']"]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Selected sessions to track:\n","\n","stat_selected_indices = ops_selected_indices = selected_indices\n","\n","paths_allStat = [paths_statFiles[i] for i in stat_selected_indices]\n","print(\"Stat files\")\n","display(paths_allStat)\n","paths_allOps = [paths_opsFiles[i] for i in ops_selected_indices]\n","print(\"Ops files\")\n","display(paths_allOps)"]},{"cell_type":"markdown","id":"645ea98d","metadata":{"id":"645ea98d"},"source":["# Import data"]},{"cell_type":"code","execution_count":null,"id":"2G0GQCYpBen_","metadata":{"cellView":"form","id":"2G0GQCYpBen_"},"outputs":[],"source":["#@markdown ### Enter micrometers per pixel of the imaging FOV (no need to be accurate):\n","um_per_pixel = 2.5 #@param {type:\"number\"}\n","#@markdown **Default: 2.5**, _type: float_\n","visualize_ROI_size = [int(90/um_per_pixel), int(90/um_per_pixel)]"]},{"cell_type":"code","execution_count":null,"id":"eee7adaf","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":51592,"status":"ok","timestamp":1687828721142,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"eee7adaf","outputId":"bddfd88d-745a-42ae-b4d9-eba78a75b578"},"outputs":[{"name":"stdout","output_type":"stream","text":["Starting: Importing FOV images from ops files\n","Completed: Set FOV_height and FOV_width successfully.\n","Completed: Imported 5 FOV images.\n","Completed: Set FOV_images for 5 sessions successfully.\n","Importing spatial footprints from stat files.\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 5/5 [00:05<00:00, 1.18s/it]\n"]},{"name":"stdout","output_type":"stream","text":["Imported 5 sessions of spatial footprints into sparse arrays.\n","Completed: Set spatialFootprints for 5 sessions successfully.\n","Completed: Created session_bool.\n","Completed: Created centroids.\n","Staring: Creating centered ROI images from spatial footprints...\n","Completed: Created ROI images.\n"]}],"source":["#@markdown Load ROIs.\n","\n","data = roicat.data_importing.Data_suite2p(\n"," paths_statFiles=paths_allStat[:],\n"," paths_opsFiles=paths_allOps[:],\n"," um_per_pixel=um_per_pixel,\n"," new_or_old_suite2p='new',\n"," out_height_width=visualize_ROI_size,\n"," type_meanImg='meanImgE',\n"," verbose=True,\n",")\n","\n","assert data.check_completeness(verbose=False)['tracking'], f\"Data object is missing attributes necessary for tracking.\"\n","\n","toc['import_data'] = time.time() - tic"]},{"cell_type":"code","execution_count":null,"id":"8aba2d0d","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"1F2uQpRtjKVC8rNxhEu-54VE8lQEvpNdx"},"executionInfo":{"elapsed":11644,"status":"ok","timestamp":1687814761062,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"8aba2d0d","outputId":"6883fa21-ea35-4612-87b6-156668eff451","scrolled":false},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown FOV visualization\n","display(\"FOV below\")\n","roicat.visualization.display_toggle_image_stack(data.FOV_images)\n","\n","display(\"Spatial Footprints below\")\n","roicat.visualization.display_toggle_image_stack([sf.max(0).reshape(data.FOV_height, data.FOV_width).toarray() for sf in data.spatialFootprints], clim=[0,0.05])"]},{"cell_type":"markdown","id":"d6657766","metadata":{"id":"d6657766"},"source":["# Alignment"]},{"cell_type":"markdown","id":"eorMlQkEeOWS","metadata":{"id":"eorMlQkEeOWS"},"source":["This is the most important step in the pipeline to stop and check that everything looks okay and tune parameters if necessary. I strongly recommend reading the [documentation](https://roicat.readthedocs.io/en/dev/) for the methods for the `roicat.tracking.alignment.Aligner` class at each step.\n","\n","Alignment is 4 steps:\n","\n","1. FOV_image augmentation\n","2. Fit geometric transformation\n","3. Fit non-rigid transformation (on top of the geometric)\n","4. Apply transformation to ROIs"]},{"cell_type":"markdown","id":"ySAJd4EliSL3","metadata":{"id":"ySAJd4EliSL3"},"source":["###1. FOV_image augmentation\n","Here the code augments the FOV images by mixing the FOV with the ROI images. Do what is necessary to make the augmented FOV_images look good. Use the visualization tool below to help. This can include using different FOV_images, playing with the mixing factor, and playing with the CLAHE parameters."]},{"cell_type":"code","execution_count":null,"id":"nr2CPEln52Rl","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":533,"output_embedded_package_id":"1UVYuhiOOBsdbBasY-OrzsBtbKk4uGFDn"},"executionInfo":{"elapsed":11986,"status":"ok","timestamp":1687828924586,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"nr2CPEln52Rl","outputId":"8d6ce755-1aa8-45a6-b353-6b998d40d873"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["roi_FOV_mixing_factor = 0.5 #@param {type:\"number\"}\n","#@markdown The factor by which to mix the ROI images into the FOV images. 0 means no mixing. **Default: 0.5**, _type: float_\n","\n","#@markdown\n","\n","use_CLAHE = True #@param {type:\"boolean\"}\n","#@markdown **True for Suite2p**. Also useful if images are not contrast enhanced. **Default: True (check)**\n","CLAHE_grid_size = 1 #@param {type:\"number\"}\n","#@markdown The number of equally sized rectangular tiles (in row and column) for CLAHE. **Default: 1**, _type: int_\n","CLAHE_clipLimit = 1 #@param {type:\"number\"}\n","#@markdown A higher _CLAHE_clipLimit_ allows for more contrast but risks amplifying noise.\n","#@markdown\n","#@markdown 1.0 or lower value results in **standard (non-contrast limited) AHE**. **Default: 1**, _type: float_\n","CLAHE_normalize = True #@param {type:\"boolean\"}\n","#@markdown Whether to normalize the CLAHE output. **Default: True (check)**\n","\n","\n","aligner = roicat.tracking.alignment.Aligner(verbose=True)\n","\n","FOV_images = aligner.augment_FOV_images(\n"," ims=data.FOV_images,\n"," spatialFootprints=data.spatialFootprints,\n"," roi_FOV_mixing_factor=roi_FOV_mixing_factor,\n"," use_CLAHE=use_CLAHE,\n"," CLAHE_grid_size=CLAHE_grid_size,\n"," CLAHE_clipLimit=CLAHE_clipLimit,\n"," CLAHE_normalize=CLAHE_normalize,\n",")\n","\n","roicat.visualization.display_toggle_image_stack(data.FOV_images)"]},{"cell_type":"markdown","id":"4qzpoGBW98aR","metadata":{"id":"4qzpoGBW98aR"},"source":["###2. Fit geometric transformation\n","Play with parameters until the aligned FOV_images look good. The visualization tool below can help."]},{"cell_type":"code","execution_count":null,"id":"dv46l0dk95DZ","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":557,"referenced_widgets":["f1f4b1c156d440828186b4475e41cd61","05e922bffac54507ba4e97440f2fecd2","9193f0fa2c264267b2638a535469ef83","1e6b24e2946c430cb6afc542739f86be","859f1219c00c444da279c4162a93cec6","19f2398f56594ff9ad206aa90aa6b596","c62764c58abc4c3bae5a1d4bd9742dbf"]},"executionInfo":{"elapsed":3653,"status":"ok","timestamp":1687828931620,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"dv46l0dk95DZ","outputId":"9a269637-2d4b-47e7-ee42-5c6f4a520dba"},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f1f4b1c156d440828186b4475e41cd61","version_major":2,"version_minor":0},"text/plain":["interactive(children=(IntSlider(value=0, description='session', max=4), Output()), _dom_classes=('widget-inter…"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["Reference session: 0\n"]}],"source":["#@markdown **Please select Reference Session by the _Select ref.session!_ button:**\n","\n","dpi = 96 #@param {type:\"number\"}\n","#@markdown Pixel per inch. Controls image size. Smaller dpi, larger image. **Default: 96**, _type: int_\n","\n","cmap = 'gray' #@param ['gray', 'viridis'] {type:\"string\"}\n","#@markdown Image colormap. **Default: 'gray'**\n","\n","#@markdown\n","\n","#@markdown Note that widget response is a bit slow.\n","\n","\n","# Create a slider, a button, and variable holder for the chosen reference session:\n","slider = widgets.IntSlider(min=0, max=len(data.FOV_images)-1)\n","button, reference_session = create_slider_button_function(slider)\n","\n","# Use the created function with an interactive slider\n","widgets.interact(create_image_widget_function(data.FOV_images, dpi = dpi, cmap = cmap), session = slider)\n","\n","# Display the button\n","display(button)"]},{"cell_type":"code","execution_count":null,"id":"d4d3581e","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":620},"executionInfo":{"elapsed":18353,"status":"ok","timestamp":1687828962458,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"d4d3581e","outputId":"56bab6c8-693e-41c4-9ef4-1c477f5939f1"},"outputs":[{"name":"stdout","output_type":"stream","text":["WARNING: ims_moving are not all dtype: np.float32, found [dtype('uint16')], converting...\n","Finding geometric registration warps with mode: homography, template_method: sequential, mask_borders: True\n"]},{"name":"stderr","output_type":"stream","text":["Finding geometric registration warps: 100%|██████████| 5/5 [00:08<00:00, 1.63s/it]\n"]},{"name":"stdout","output_type":"stream","text":["Composing geometric warp matrices...\n","Applying geometric registration warps to images...\n"]},{"data":{"text/html":["\n","
\n"," \n"," \n"," Image 0/4\n","
\n","\n"," \n"," "],"text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["template_method = 'sequential' #@param ['sequential', 'image'] {type:\"string\"}\n","#@markdown 'sequential' aligns images to neighboring images. Good for drifting data. **Default: 'sequential'**\n","\n","#@markdown\n","mode_transform = 'homography' #@param ['homography', 'translation', 'euclidean', 'affine'] {type:\"string\"}\n","#@markdown Type of geometric transformation. **Default: 'homography'**\n","mask_borders = 50, 50, 50, 50 #@param {type:\"raw\"}\n","#@markdown The number of pixels to mask off the edges (top, bottom, left, right). **Default: 50, 50, 50, 50**, _type: tuple_\n","\n","#@markdown\n","gaussFiltSize = 31 #@param {type:\"number\"}\n","#@markdown The size of gaussian blurring filter applied to all images. **Default: 31**, _type: int_\n","auto_fix_gaussFilt_step = 10 #@param {type:\"number\"}\n","#@markdown Increment in gaussFiltSize after a failed optimization. **Default: 10**, _type: int_\n","\n","\n","# Geometric warp\n","aligner.fit_geometric(\n"," template=reference_session[0], ## specifies which session image to use as the template.\n"," ims_moving=FOV_images, ## input images\n"," template_method=template_method, ## 'sequential': align images to neighboring images (good for drifting data). 'image': align to a single image\n"," mode_transform=mode_transform, ## type of geometric transformation. See openCV's cv2.findTransformECC for details\n"," mask_borders=mask_borders, ## number of pixels to mask off the edges (top, bottom, left, right)\n"," n_iter=50, ## number of iterations for optimization\n"," termination_eps=1e-09, ## convergence tolerance\n"," gaussFiltSize=gaussFiltSize, ## size of gaussian blurring filter applied to all images\n"," auto_fix_gaussFilt_step=auto_fix_gaussFilt_step, ## increment in gaussFiltSize after a failed optimization\n",")\n","\n","aligner.transform_images_geometric(FOV_images);\n","\n","roicat.visualization.display_toggle_image_stack(aligner.ims_registered_geo)"]},{"cell_type":"markdown","id":"mVAq9j92Bie4","metadata":{"id":"mVAq9j92Bie4"},"source":["###3. Fit non-rigid transformation\n","Again, play with parameters until the aligned FOV_images look good. The visualization tool below can help."]},{"cell_type":"code","execution_count":null,"id":"YEIPB5qTBJaT","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15079,"status":"ok","timestamp":1687829025057,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"YEIPB5qTBJaT","outputId":"b797caec-d5d9-4c83-dcc2-45b246975698"},"outputs":[{"name":"stdout","output_type":"stream","text":["Finding nonrigid registration warps with mode: createOptFlow_DeepFlow, template_method: image\n"]},{"name":"stderr","output_type":"stream","text":["Finding nonrigid registration warps: 100%|██████████| 5/5 [00:14<00:00, 2.87s/image]\n"]},{"name":"stdout","output_type":"stream","text":["Composing nonrigid warp matrices...\n","Applying nonrigid registration warps to images...\n"]}],"source":["nonrigid_template_method = 'image' #@param ['sequential', 'image'] {type:\"raw\"}\n","#@markdown Described in _2. Fit geometric transformation_. Typically, **'image'** is enough after geometric transformation. **Default: 'image'**\n","mode_transform = 'createOptFlow_DeepFlow' #@param ['createOptFlow_DeepFlow', 'calcOpticalFlowFarneback'] {type:\"raw\"}\n","#@markdown Algorithm for non-rigid transformation. **Default: 'createOptFlow_DeepFlow'**\n","\n","# nonrigid warp\n","aligner.fit_nonrigid(\n"," template=reference_session[0], ## specifies which session image to use as the template.\n"," ims_moving=aligner.ims_registered_geo, ## Input images. Typically the geometrically registered images\n"," remappingIdx_init=aligner.remappingIdx_geo, ## The remappingIdx between the original images (and ROIs) and ims_moving\n"," template_method='image', ## 'sequential': align images to neighboring images. 'image': align to a single image, good if using geometric registration first\n"," mode_transform='createOptFlow_DeepFlow', ## algorithm for non-rigid transformation. Either 'createOptFlow_DeepFlow' or 'calcOpticalFlowFarneback'. See openCV docs for each.\n"," kwargs_mode_transform=None, ## kwargs for `mode_transform`\n",")\n","\n","aligner.transform_images_nonrigid(FOV_images);"]},{"cell_type":"markdown","id":"fWPveZBQC8UC","metadata":{"id":"fWPveZBQC8UC"},"source":["(_Advanced, optional_) For **'calcOpticalFlowFarneback'**, you can modify _kwargs_mode_transform_ argument.\n","\\\n","Check [ROICaT default parameters](https://github.com/RichieHakim/ROICaT/blob/main/roicat/tracking/alignment.py) and [openCV documents](https://github.com/RichieHakim/ROICaT/blob/dev/roicat/tracking/alignment.py#L767)."]},{"cell_type":"markdown","id":"uoKzdlcfD4X1","metadata":{"id":"uoKzdlcfD4X1"},"source":["###4. Apply transformation and Visualize"]},{"cell_type":"code","execution_count":null,"id":"Zk9tNeBJBJLi","metadata":{"cellView":"form","colab":{"background_save":true,"base_uri":"https://localhost:8080/","height":1000,"output_embedded_package_id":"1en4NOcH0wb9MgemkQ23W0kEWqwGoBqc9"},"executionInfo":{"elapsed":378349,"status":"ok","timestamp":1687829445536,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"Zk9tNeBJBJLi","outputId":"2979df4d-58be-4877-a1ea-c61604333402"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Ensure that the aligned FOVs look aligned!\n","aligner.transform_ROIs(\n"," ROIs=data.spatialFootprints,\n"," remappingIdx=aligner.remappingIdx_nonrigid,\n"," normalize=True,\n",");\n","print(f'Pre-alignment below')\n","roicat.visualization.display_toggle_image_stack(data.FOV_images)\n","print(f'Geometric alignment below')\n","roicat.visualization.display_toggle_image_stack(aligner.ims_registered_geo)\n","print(f'Non-rigid alignment below')\n","roicat.visualization.display_toggle_image_stack(aligner.ims_registered_nonrigid)\n","print(f'Transformed ROIs below')\n","roicat.visualization.display_toggle_image_stack(aligner.get_ROIsAligned_maxIntensityProjection(), clim=(0, 0.05))"]},{"cell_type":"markdown","id":"f7ce87c7","metadata":{"id":"f7ce87c7"},"source":["# Blur ROIs\n","\n","ROIs from different sessions with zero spatial overlap have very low probability of being considered the same ROI. Blurring the spatial footprint masks can increase the overlap between ROIs that drift apart from each other."]},{"cell_type":"code","execution_count":null,"id":"463a7a5e","metadata":{"cellView":"form","colab":{"background_save":true,"base_uri":"https://localhost:8080/","height":568,"output_embedded_package_id":"1Xpt6nRORGbii9x_3yTOSkgUsOGAGkydF"},"executionInfo":{"elapsed":12046,"status":"ok","timestamp":1687829637051,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"463a7a5e","outputId":"fc8fb170-24ca-4f83-9d83-772b08bc7ce7"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["kernel_halfWidth = 2 #@param {type:\"number\"}\n","#@markdown The half width of the 2D gaussian used to blur the ROI masks. **Default: 2**, _type: int_\n","\n","blurrer = roicat.tracking.blurring.ROI_Blurrer(\n"," frame_shape=(data.FOV_height, data.FOV_width), ## FOV height and width\n"," kernel_halfWidth=kernel_halfWidth, ## The half width of the 2D gaussian used to blur the ROI masks\n"," plot_kernel=False, ## Whether to visualize the 2D gaussian\n",")\n","\n","blurrer.blur_ROIs(\n"," spatialFootprints=aligner.ROIs_aligned[:],\n",")\n","\n","roicat.visualization.display_toggle_image_stack(blurrer.get_ROIsBlurred_maxIntensityProjection())\n","\n","toc['blur'] = time.time() - tic"]},{"cell_type":"markdown","id":"4c6e7d80","metadata":{"id":"4c6e7d80"},"source":["# ROInet embedding\n","\n","This step passes the images of each ROI through the ROInet neural network. The inputs are the images, the output is an array describing the visual properties of each ROI."]},{"cell_type":"code","execution_count":17,"id":"366d502d","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":477,"output_embedded_package_id":"1m11rUEKLbXHn6dJHJ9755tZ5rhnCvq1F"},"executionInfo":{"elapsed":35968,"status":"ok","timestamp":1687829889307,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"366d502d","outputId":"d54493d5-c877-496b-ab4c-c94fd5b380e7"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Initialize the ROInet object.The ROInet_embedder class will automatically download and load a pretrained ROInet model.\n","#@markdown\n","#@markdown If you have a GPU, this step will be much faster.\n","\n","#@markdown\n","\n","#@markdown Here, resize ROIs and prepare a dataloader for ROInet:\n","ROInet_um_per_pixel = 2.5 #@param {type: \"number\"}\n","#@markdown Same as specified in _Import Data_ session (and in `data` object). Resolution of FOV. This is used to resize the ROIs to be relatively consistent across resolutions.\n","#@markdown\n","#@markdown In general, you want to see that a neuron fills roughly 25-50% of the area of the image.\n","roinet = roicat.ROInet.ROInet_embedder(\n"," device=DEVICE, ## Which torch device to use ('cpu', 'cuda', etc.)\n"," dir_networkFiles=os.getcwd(), ## Directory to download the pretrained network to\n"," download_method='check_local_first', ## Check to see if a model has already been downloaded to the location (will skip if hash matches)\n"," download_url='https://osf.io/x3fd2/download', ## URL of the model\n"," download_hash='7a5fb8ad94b110037785a46b9463ea94', ## Hash of the model file\n"," forward_pass_version='latent', ## Whether to print updates\n"," verbose=True,\n",")\n","\n","dataloader_params = dataloader_params_wrapper(DEVICE)\n","\n","roinet.generate_dataloader(\n"," ROI_images=data.ROI_images, ## Input images of ROIs\n"," um_per_pixel=ROInet_um_per_pixel, ## Resolution of FOV\n"," pref_plot=False, ## Whether or not to plot the ROI sizes\n"," jit_script_transforms=False, ## (advanced) Whether or not to use torch.jit.script to speed things up\n"," **dataloader_params\n",");\n","\n","roicat.visualization.display_toggle_image_stack(roinet.ROI_images_rs)\n","toc['NN'] = time.time() - tic"]},{"cell_type":"code","execution_count":18,"id":"ldUmHw7KVZde","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":45212,"status":"ok","timestamp":1687829936830,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"ldUmHw7KVZde","outputId":"374f3263-37d5-498b-df31-aa649df4b0ac"},"outputs":[{"name":"stdout","output_type":"stream","text":["starting: running data through network\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 1493/1493 [00:43<00:00, 33.98it/s]\n"]},{"name":"stdout","output_type":"stream","text":["completed: running data through network\n"]}],"source":["#@markdown Pass the data through the network.\n","#@markdown\n","#@markdown Expect for large datasets (~40,000 ROIs) that this takes around 15 minutes on CPU or 1 minute on GPU.\n","roinet.generate_latents();"]},{"cell_type":"markdown","id":"a26152bd","metadata":{"id":"a26152bd"},"source":["# Scattering wavelet embedding distances\n","\n"]},{"cell_type":"code","execution_count":20,"id":"883699de","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":15275,"status":"ok","timestamp":1687830063489,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"883699de","outputId":"bb3c6382-e3c9-4d35-e45d-a50100d33867"},"outputs":[{"name":"stdout","output_type":"stream","text":["SWT initialized\n","Starting: SWT transform on ROIs\n"]},{"name":"stderr","output_type":"stream","text":["120it [00:13, 9.02it/s] \n"]},{"name":"stdout","output_type":"stream","text":["Completed: SWT transform on ROIs\n"]}],"source":["#@markdown This is similar to the ROInet embedding in purpose.\n","swt = roicat.tracking.scatteringWaveletTransformer.SWT(\n"," kwargs_Scattering2D={'J': 2, 'L': 12}, ## 'J' is the number of convolutional layers. 'L' is the number of wavelet angles.\n"," image_shape=data.ROI_images[0].shape[1:3], ## size of a cropped ROI image\n"," device=DEVICE, ## PyTorch device\n",")\n","\n","swt.transform(\n"," ROI_images=roinet.ROI_images_rs, ## All the cropped and resized ROI images\n"," batch_size=100, ## Batch size for each iteration (smaller is less memory but slower)\n",");\n","\n","toc['SWT'] = time.time() - tic\n","\n","# Just for colab memory...\n","gc.collect()\n","torch.cuda.empty_cache()\n","gc.collect()\n","torch.cuda.empty_cache()"]},{"cell_type":"markdown","id":"bdbc0d2b","metadata":{"id":"bdbc0d2b"},"source":["# Compute similarities\n","\n","Now we can compare the similarities of the ROIs. This includes calculating 4 kinds of similarities:\n","1. `s_sf`: 'similarity spatial footprint'. The physical overlap between ROIs.\n","2. `s_NN`: 'similarity neural network'. The similarities of the embeddings out of ROInet.\n","3. `s_SWT`: 'similarity scaterring wavelet transform'. The similarities of the embeddings out of the scattering wavelet transformer.\n","4. `s_sesh`: 'similarity sessions'. 0 if from the same session, 1 if from different sessions. ROIs from the same session have 0 probability of being the same.\n","\n","The result of this step will be a set of pairwise similarity matrices."]},{"cell_type":"code","execution_count":21,"id":"b5375a17","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":435},"executionInfo":{"elapsed":16880,"status":"ok","timestamp":1687830109029,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"b5375a17","outputId":"7901e611-29d3-4ad3-ff6b-687cb37f9b48","scrolled":false},"outputs":[{"name":"stdout","output_type":"stream","text":["Computing pairwise similarity between ROIs...\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 512/512 [00:15<00:00, 34.02it/s]\n"]},{"name":"stdout","output_type":"stream","text":["Joining blocks into full similarity matrices...\n","Joining s_sf...\n","Joining s_NN...\n","Joining s_SWT...\n","Joining s_sesh...\n"]},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown If code crashes here, use smaller block size.\n","block_height = 32 #@param {type:\"number\"}\n","block_width = 32 #@param {type:\"number\"}\n","#@markdown Block width / height in pixel. **default: 32** for colab environment. _type: int_\n","\n","sim = roicat.tracking.similarity_graph.ROI_graph(\n"," n_workers=1, ## Number of CPU cores to use. -1 for all. For colab environment, 1 is safe.\n"," frame_height=data.FOV_height,\n"," frame_width=data.FOV_width,\n"," block_height=block_height,\n"," block_width=block_width,\n"," algorithm_nearestNeigbors_spatialFootprints='brute', ## algorithm used to find the pairwise similarity for s_sf. ('brute' is slow but exact. See docs for others.)\n"," verbose=True, ## Whether to print outputs\n",")\n","\n","sim.visualize_blocks()\n","\n","s_sf, s_NN, s_SWT, s_sesh = sim.compute_similarity_blockwise(\n"," spatialFootprints=blurrer.ROIs_blurred, ## Mask spatial footprints\n"," features_NN=roinet.latents, ## ROInet output latents\n"," features_SWT=swt.latents, ## Scattering wavelet transform output latents\n"," ROI_session_bool=data.session_bool, ## Boolean array of which ROIs belong to which sessions\n"," spatialFootprint_maskPower=1.0, ## An exponent to raise the spatial footprints to to care more or less about bright pixels\n",")"]},{"cell_type":"code","execution_count":23,"id":"EK8FvYfSEhJi","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":7827,"status":"ok","timestamp":1687830165150,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"EK8FvYfSEhJi","outputId":"b109602f-aa71-40e5-c9d3-afb29052ed8a"},"outputs":[{"name":"stdout","output_type":"stream","text":["Finding k-range of center of mass distance neighbors for each ROI...\n","Normalizing Neural Network similarity scores...\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 11943/11943 [00:01<00:00, 10429.67it/s]\n"]},{"name":"stdout","output_type":"stream","text":["Normalizing SWT similarity scores...\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 11943/11943 [00:04<00:00, 2654.74it/s]\n"]}],"source":["#@markdown It is useful to normalize the similarity matrices using the local ROIs....\n","sim.make_normalized_similarities(\n"," centers_of_mass=data.centroids, ## ROI centroid positions\n"," features_NN=roinet.latents, ## ROInet latents\n"," features_SWT=swt.latents, ## SWT latents\n"," k_max=data.n_sessions*100, ## Maximum number of nearest neighbors to consider for the normalizing distribution\n"," k_min=data.n_sessions*10, ## Minimum number of nearest neighbors to consider for the normalizing distribution\n"," algo_NN='kd_tree', ## Nearest neighbors algorithm to use\n"," device=DEVICE\n",")"]},{"cell_type":"markdown","id":"47b02deb","metadata":{"id":"47b02deb"},"source":["# Clustering\n","\n","This step does the following:\n","1. Mix the similarity matrices into a single distance matrix\n","2. Prune the distance matrix to remove low probability connections\n","3. Perform clustering\n","4. Compute quality metrics"]},{"cell_type":"markdown","id":"BnaxTgJUazlU","metadata":{"id":"BnaxTgJUazlU"},"source":["###1. Mix the similarity matrices into a single distance matrix\n","\n","This step finds the optimal parameters to mix the similarity matrices by tuning mixing parameters to maximally separate the distributions of pairwise similarities for ROI pairs known to be different and ROI pairs that are likely matched.\n","\n","The details of how this is done:\n","1. Mix all the similarity matrices (`s_sf`, `s_NN_z`, `s_SWT_z`, `s_sesh`) into a single similarity matrix (`sConj`) by passing them through sigmoid functions and then taking the element-wise p-norm. This bounds the values between 0-1.\n","2. Convert `sConj` into a distance matrix `dConj`.\n","3. Define distribution of known 'different' ROIs as all the pairwise similarities of ROIs from the same sessions. Define the distribution of likely 'matched' ROIs as the 'different' distribution minus the distribution of 'all' pairwise similarities.\n","4. Define the objective function to minimize as the sum of the overlap between the 'same' and 'different' distributions, and optimize the mixing parameters (sigmoid function and p-norm parameters) over this objective."]},{"cell_type":"code","execution_count":24,"id":"29f003ae","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":31645,"status":"ok","timestamp":1687830216648,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"29f003ae","outputId":"36996760-625e-4845-f6f8-c07214c370d1"},"outputs":[{"name":"stdout","output_type":"stream","text":["Finding mixing parameters using automated hyperparameter tuning...\n","Best value found: 5929463.0 with parameters {'power_NN': 1.5116830383982776, 'power_SWT': 2.965919752006418, 'p_norm': -2.742744748225656, 'sig_NN_kwargs': {'mu': 0.06202882573098489, 'b': 1.027577054698335}, 'sig_SWT_kwargs': {'mu': 0.23796678030634555, 'b': 1.4880060830383122}}\n"]}],"source":["#@markdown Initialize the clusterer object by passing the similarity matrices in...\n","clusterer = roicat.tracking.clustering.Clusterer(\n"," s_sf=sim.s_sf,\n"," s_NN_z=sim.s_NN_z,\n"," s_SWT_z=sim.s_SWT_z,\n"," s_sesh=sim.s_sesh,\n"," n_bins=None, ## Number of bins to use for the histograms of the distributions\n"," smoothing_window_bins=None, ## Number of bins to use to smooth the distributions\n",")\n","\n","kwargs_makeConjunctiveDistanceMatrix_best = clusterer.find_optimal_parameters_for_pruning(\n"," kwargs_findParameters={\n"," 'n_patience': 300, ## Number of optimization epoch to wait for tol_frac to converge\n"," 'tol_frac': 0.001, ## Fractional change below which optimization will conclude\n"," 'max_trials': 1200, ## Max number of optimization epochs\n"," 'max_duration': 60*10, ## Max amount of time (in seconds) to allow optimization to proceed for\n"," },\n"," bounds_findParameters={\n"," 'power_NN': (0., 5.), ## Bounds for the exponent applied to s_NN\n"," 'power_SWT': (0., 5.), ## Bounds for the exponent applied to s_SWT\n"," 'p_norm': (-5, 0), ## Bounds for the p-norm p value (Minkowski) applied to mix the matrices\n"," 'sig_NN_kwargs_mu': (0., 1.0), ## Bounds for the sigmoid center for s_NN\n"," 'sig_NN_kwargs_b': (0.00, 1.5), ## Bounds for the sigmoid slope for s_NN\n"," 'sig_SWT_kwargs_mu': (0., 1.0), ## Bounds for the sigmoid center for s_SWT\n"," 'sig_SWT_kwargs_b': (0.00, 1.5), ## Bounds for the sigmoid slope for s_SWT\n"," },\n"," n_jobs_findParameters=-1, ## Number of CPU cores to use (-1 is all cores)\n",")\n","\n","toc['separate_diffSame'] = time.time() - tic"]},{"cell_type":"code","execution_count":25,"id":"2d1c611a","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":835},"executionInfo":{"elapsed":19419,"status":"ok","timestamp":1687830247495,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"2d1c611a","outputId":"616382fe-f916-4d2b-a085-0ee5cbb367a3"},"outputs":[{"data":{"image/png":"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","text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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Plot Pairwise similarities and relationships...\n","kwargs_mcdm_tmp = kwargs_makeConjunctiveDistanceMatrix_best ## Use the optimized parameters\n","\n","# kwargs_mcdm_tmp = {\n","# 'power_SF': 1.0,\n","# 'power_NN': 1.0,\n","# 'power_SWT': 0.0,\n","# 'p_norm': -4.0,\n","# # 'sig_SF_kwargs': {'mu':0.5, 'b':1.0},\n","# 'sig_SF_kwargs': None,\n","# 'sig_NN_kwargs': {'mu':1.0, 'b':0.5},\n","# # 'sig_NN_kwargs': None,\n","# # 'sig_SWT_kwargs': {'mu':0.5, 'b':1.0},\n","# 'sig_SWT_kwargs': None,\n","# }\n","\n","clusterer.plot_distSame(kwargs_makeConjunctiveDistanceMatrix=kwargs_mcdm_tmp)\n","\n","clusterer.plot_similarity_relationships(\n"," plots_to_show=[1,2,3],\n"," max_samples=100000, ## Make smaller if it is running too slow\n"," kwargs_scatter={'s':1, 'alpha':0.2},\n"," kwargs_makeConjunctiveDistanceMatrix=kwargs_mcdm_tmp\n",");"]},{"cell_type":"markdown","id":"zcQr8ckcbeh9","metadata":{"id":"zcQr8ckcbeh9"},"source":["###2. Prune the distance matrix\n","\n","We can remove all connections in the distance graph with probabilities of connection of less than 50%. We estimate this cutoff distance as the cross-over point between the 'same' and 'different' distributions.\n"]},{"cell_type":"code","execution_count":26,"id":"e96a2ffd","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1665,"status":"ok","timestamp":1687830264060,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"e96a2ffd","outputId":"c510e336-0b50-4251-8015-3517da90d579"},"outputs":[{"name":"stdout","output_type":"stream","text":["Pruning similarity graphs with d_cutoff = 0.5999999642372131...\n"]},{"name":"stderr","output_type":"stream","text":["/usr/local/lib/python3.10/dist-packages/scipy/sparse/_index.py:146: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n"," self._set_arrayXarray(i, j, x)\n"]}],"source":["stringency = 1.0 #@param {type:\"number\"}\n","#@markdown This value changes the threshold for pruning the distance matrix. **Default: 1.0**, _type: float_\n","#@markdown\n","#@markdown A higher value will result in less pruning, and a lower value will result in more pruning.\n","#@markdown\n","#@markdown The value will be multiplied by the inferred threshold to get the new one.\n","\n","\n","clusterer.make_pruned_similarity_graphs(\n"," d_cutoff=None, ## (Optional) Manually specify a distance cutoff\n"," kwargs_makeConjunctiveDistanceMatrix=kwargs_makeConjunctiveDistanceMatrix_best,\n"," stringency=stringency,\n"," convert_to_probability=False,\n",")"]},{"cell_type":"markdown","id":"UAKaVwrrcIRN","metadata":{"id":"UAKaVwrrcIRN"},"source":["###3. Cluster\n","\n","There are two methods for clustering: The standard method `.fit` which is based on HDBSCAN, and `.fit_sequentialHungarian` which is an algorithm that is also used by CaImAn based on the Hungarian algorithm. The standard method takes 1-20 minutes and works better when there are many sessions, the Hungarian method takes seconds and works better when there are fewer sessions (<8)."]},{"cell_type":"code","execution_count":27,"id":"9f0bfeea","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1448,"status":"ok","timestamp":1687830272481,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"9f0bfeea","outputId":"b502abbc-4526-449c-f751-ada3d24b799e","scrolled":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Clustering with CaImAn's sequential Hungarian algorithm method...\n"]},{"name":"stderr","output_type":"stream","text":["100%|██████████| 4/4 [00:01<00:00, 3.51it/s]\n"]}],"source":["#@markdown If you are tracking **8 or more sessions**...\n","min_cluster_size = 2 #@param {type:\"number\"}\n","#@markdown If you only want ROIs clusters with at least a certain number of samples, specify here. **Default: 2**, _type: int_\n","n_iter_violationCorrection = 6 #@param {type:\"number\"}\n","#@markdown This parameter controls how fast this step takes. Turning it down has mild effects on quality. **Default: 6**, _type: int_\n","\n","#@markdown\n","\n","#@markdown\n","\n","#@markdown If you are tracking **less than 8 sessions**...\n","thresh_cost = 0.6 #@param {type:\"number\"}\n","#@markdown Determines the threshold of how distant two ROIs can be and still be matched. Smaller value is more stringent.\n","#@markdown\n","#@markdown **Default: 0.6**, _type: float_\n","\n","if data.n_sessions >= 8:\n"," labels = clusterer.fit(\n"," d_conj=clusterer.dConj_pruned, ## Input distance matrix\n"," session_bool=data.session_bool, ## Boolean array of which ROIs belong to which sessions\n"," min_cluster_size=min_cluster_size, ## Minimum number of ROIs that can be considered a 'cluster'\n"," n_iter_violationCorrection=n_iter_violationCorrection, ## Number of times to redo clustering sweep after removing violations\n"," split_intraSession_clusters=True, ## Whether or not to split clusters with ROIs from the same session\n"," cluster_selection_method='leaf', ## (advanced) Method of cluster selection for HDBSCAN (see hdbscan documentation)\n"," d_clusterMerge=None, ## Distance below which all ROIs are merged into a cluster\n"," alpha=0.999, ## (advanced) Scalar applied to distance matrix in HDBSCAN (see hdbscan documentation)\n"," discard_failed_pruning=True, ## (advanced) Whether or not to set all ROIs that could be separated from clusters with ROIs from the same sessions to label=-1\n"," n_steps_clusterSplit=100, ## (advanced) How finely to step through distances to remove violations\n"," )\n","\n","else:\n"," labels = clusterer.fit_sequentialHungarian(\n"," d_conj=clusterer.dConj_pruned, ## Input distance matrix\n"," session_bool=data.session_bool, ## Boolean array of which ROIs belong to which sessions\n"," thresh_cost=thresh_cost, ## Threshold\n"," )\n"]},{"cell_type":"markdown","id":"8kDGRotQdk0y","metadata":{"id":"8kDGRotQdk0y"},"source":["###4. Quality metrics"]},{"cell_type":"code","execution_count":28,"id":"9Rnuxf58dlgI","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":5417,"status":"ok","timestamp":1687830281140,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"9Rnuxf58dlgI","outputId":"dee15e6c-e07e-43d8-9f69-7dfbc461ebeb"},"outputs":[{"name":"stdout","output_type":"stream","text":["Warning: Similarity matrix is not symmetric.\n","Warning: Similarity matrix diagonal is not all ones. Will set diagonal to all ones.\n"]},{"name":"stderr","output_type":"stream","text":["/root/.local/lib/python3.10/site-packages/roicat/tracking/clustering.py:1124: UserWarning: Current version of silhouette samples calculation is memory intensive and will be improved when sklearn 1.3 is released.\n"," warnings.warn(\"Current version of silhouette samples calculation is memory intensive and will be improved when sklearn 1.3 is released.\")\n"]}],"source":["#@markdown Compute various quality scores for each cluster and each ROI...\n","quality_metrics = clusterer.compute_quality_metrics();\n","\n","toc['clustering'] = time.time() - tic"]},{"cell_type":"markdown","id":"4f79a0c6","metadata":{"id":"4f79a0c6"},"source":["# Collect results\n","\n","1. Make different versions of the labels for convenience.\n","2. Put all the useful results and info into a dictionary to save later\n","3. Put all the class objects from the run into a dictionary to save later"]},{"cell_type":"code","execution_count":29,"id":"225b9fcc","metadata":{"cellView":"form","executionInfo":{"elapsed":2266,"status":"ok","timestamp":1687830327655,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"225b9fcc"},"outputs":[],"source":["#@markdown Pulling results...\n","labels_squeezed, labels_bySession, labels_bool, labels_bool_bySession, labels_dict = roicat.tracking.clustering.make_label_variants(labels=labels, n_roi_bySession=data.n_roi)\n","\n","results = {\n"," \"clusters\":{\n"," \"labels\": labels_squeezed,\n"," \"labels_bySession\": labels_bySession,\n"," \"labels_bool\": labels_bool,\n"," \"labels_bool_bySession\": labels_bool_bySession,\n"," \"labels_dict\": labels_dict,\n"," },\n"," \"ROIs\": {\n"," \"ROIs_aligned\": aligner.ROIs_aligned,\n"," \"ROIs_raw\": data.spatialFootprints,\n"," \"frame_height\": data.FOV_height,\n"," \"frame_width\": data.FOV_width,\n"," \"idx_roi_session\": np.where(data.session_bool)[1],\n"," \"n_sessions\": data.n_sessions,\n"," },\n"," \"input_data\": {\n"," \"paths_stat\": data.paths_stat,\n"," \"paths_ops\": data.paths_ops,\n"," },\n"," \"quality_metrics\": clusterer.quality_metrics,\n","}\n","\n","run_data = copy.deepcopy({\n"," 'data': data.serializable_dict,\n"," 'aligner': aligner.serializable_dict,\n"," 'blurrer': blurrer.serializable_dict,\n"," 'roinet': roinet.serializable_dict,\n"," 'swt': swt.serializable_dict,\n"," 'sim': sim.serializable_dict,\n"," 'clusterer': clusterer.serializable_dict,\n","})"]},{"cell_type":"markdown","id":"a66BLBSGqJ9T","metadata":{"id":"a66BLBSGqJ9T"},"source":["### Visualize results"]},{"cell_type":"markdown","id":"620J5l5aqPzj","metadata":{"id":"620J5l5aqPzj"},"source":["Look at some of the distributions of the quality metrics.\n","- Silhouette score is a particularly useful one for this type of clustering. Learn more [here](https://en.wikipedia.org/wiki/Silhouette_(clustering))\n","- We also define a handy 'confidence' variable which is a nice heuristic you can use for thresholding for inclusion criteria\n","- Note that the `sample_silhouette` score is a per-sample (per-ROI) score. So it can actually be used to remove / subselect ROIs from clusters."]},{"cell_type":"code","execution_count":30,"id":"ALYdEseCp5B5","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":344,"status":"ok","timestamp":1687830347431,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"ALYdEseCp5B5","outputId":"adc7f293-6a36-4ee1-cb62-31370c0fb28d"},"outputs":[{"name":"stdout","output_type":"stream","text":["Number of clusters: 2936\n","Number of discarded ROIs: 1682\n"]}],"source":["print(f'Number of clusters: {len(np.unique(results[\"clusters\"][\"labels\"]))}')\n","print(f'Number of discarded ROIs: {(results[\"clusters\"][\"labels\"]==-1).sum()}')"]},{"cell_type":"code","execution_count":33,"id":"MAaSGvyep45x","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":619},"executionInfo":{"elapsed":1832,"status":"ok","timestamp":1687830403404,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"MAaSGvyep45x","outputId":"264e787d-4429-4bba-eff8-46792651e60d"},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABN8AAAJaCAYAAAAfwuHsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACqY0lEQVR4nOzdeVyVdf7//+cBBDcWMdkKhdwXXEYLUdNUEskxTWfMchLT0TKtlHJhcsMl1Bolq9HPlKlNmo1NWlmZiGuK5EaumRqGpWBqgGgiwvX7wx/n2wkXDp7DYXncb7dzu3m9r/d1Xa83V3Beva7lbTIMwxAAAAAAAAAAm3NydAAAAAAAAABARUXxDQAAAAAAALATim8AAAAAAACAnVB8AwAAAAAAAOyE4hsAAAAAAABgJxTfAAAAAAAAADuh+AYAAAAAAADYCcU3AAAAAAAAwE5cHB1AWVBQUKDTp0/L3d1dJpPJ0eEAAIBywDAMXbx4UQEBAXJy4npmWUWeBwAArGXrPI/im6TTp08rMDDQ0WEAAIBy6NSpU7rnnnscHQZugjwPAACUlK3yPIpvktzd3SVd/6F6eHg4OBoAAFAeZGdnKzAw0JxHoGwizwMAANaydZ5H8U0yP4Lg4eFBUgYAAKzCo4xlG3keAAAoKVvlebygBAAAAAAAALATim8AAAAAAACAnVB8AwAAAAAAAOyE4hsAAAAAAABgJxTfAAAAAAAAADuh+AYAAAAAAADYCcU3AAAAAAAAwE4ovgEAAAAAAAB24uLoAAAAAKwVNPHzYvU7ObuXnSMBAABlAbkByjLufAMAAAAAAADshOIbAAAAAAAAYCcU3wAAAAAAAAA7ofgGAAAAAAAA2AnFNwAAAAAAAMBOKL4BAAAAAAAAdkLxDQAAAAAAALATim8AAAAAAACAnVB8AwAAAAAAAOyE4hsAAAAAAABgJ2Wm+DZ79myZTCaNGTPG3HblyhWNGjVKtWvXVs2aNdW/f39lZGRYbJeWlqZevXqpevXq8vHx0bhx43Tt2rVSjh4AAAAAAAAoqkwU33bt2qX/+7//U8uWLS3ax44dq88++0yrVq3Sli1bdPr0afXr18+8Pj8/X7169dLVq1e1Y8cOLVu2TEuXLtWUKVNKewgAAAD4nbi4ON13331yd3eXj4+P+vbtq6NHj1r04UIrAACoDBxefMvJydGgQYP09ttvq1atWub2rKwsLV68WPPmzVO3bt3Utm1bLVmyRDt27NDOnTslSevXr9fhw4f1/vvvq3Xr1oqMjNSMGTP01ltv6erVq44aEgAAQKW3ZcsWjRo1Sjt37lRCQoLy8vLUo0cPXbp0ydyHC60AAKAycHjxbdSoUerVq5fCw8Mt2vfs2aO8vDyL9iZNmqhu3bpKSkqSJCUlJSkkJES+vr7mPhEREcrOztahQ4dKZwAAAAAoYt26dRoyZIiaN2+uVq1aaenSpUpLS9OePXskcaEVAABUHg4tvq1cuVJ79+5VXFxckXXp6elydXWVl5eXRbuvr6/S09PNfX5feCtcX7juZnJzc5WdnW3xAQAAgP1kZWVJkry9vSVxoRUAAFQeLo468KlTp/TCCy8oISFBVatWLdVjx8XFKTY2tlSPCQAAUFkVFBRozJgx6tixo1q0aCHJfhdac3NzlZuba17mIisAAHA0h935tmfPHp09e1Z/+tOf5OLiIhcXF23ZskULFiyQi4uLfH19dfXqVWVmZlpsl5GRIT8/P0mSn59fkZfyFi4X9rmRmJgYZWVlmT+nTp2y7eAAAABgNmrUKB08eFArV660+7Hi4uLk6elp/gQGBtr9mAAAALfisOJb9+7ddeDAAaWkpJg/7dq106BBg8z/rlKlihITE83bHD16VGlpaQoLC5MkhYWF6cCBAzp79qy5T0JCgjw8PNSsWbObHtvNzU0eHh4WHwAAANje6NGjtXbtWm3atEn33HOPud3Pz88uF1q5yAoAAMoahz126u7ubn7soFCNGjVUu3Ztc/uwYcMUHR0tb29veXh46LnnnlNYWJjat28vSerRo4eaNWumJ598UnPnzlV6eromTZqkUaNGyc3NrdTHBAAAgOsMw9Bzzz2n1atXa/PmzQoODrZY37ZtW/OF1v79+0u68YXWWbNm6ezZs/Lx8ZF0+wutbm5u5IEAAKBMcVjxrTjmz58vJycn9e/fX7m5uYqIiNC//vUv83pnZ2etXbtWI0eOVFhYmGrUqKGoqChNnz7dgVEDAABg1KhRWrFihT755BO5u7ub39Hm6empatWqydPTkwutAACgUjAZhmE4OghHy87Olqenp7KysngEFQCAciBo4ufF6ndydi+7xUD+cGsmk+mG7UuWLNGQIUMkSVeuXNGLL76oDz74wOJC6+8fKf3xxx81cuRIbd682Xyhdfbs2XJxKd41ZM4TAFQOxc0NisOe+QPKB1vnD2X6zjcAAACUT8W5vlu1alW99dZbeuutt27ap169evriiy9sGRoAAECpctiECwAAAAAAAEBFR/ENAAAAAAAAsBOKbwAAAAAAAICdUHwDAAAAAAAA7IQJFwAAAAAAQJlly5lMAUfgzjcAAAAAAADATii+AQAAAAAAAHZC8Q0AAAAAAACwE4pvAAAAAAAAgJ0w4QIAAAAAACh1TKSAyoI73wAAAAAAAAA74c43AAAAAAAAKxX3zr2Ts3vZORKUddz5BgAAAAAAANgJxTcAAAAAAADATii+AQAAAAAAAHZC8Q0AAAAAAACwE4pvAAAAAAAAgJ1QfAMAAAAAAADshOIbAAAAAAAAYCcU3wAAAAAAAAA7ofgGAAAAAAAA2AnFNwAAAAAAAMBOKL4BAAAAAAAAdkLxDQAAAAAAALATim8AAAAAAACAnVB8AwAAAAAAAOyE4hsAAAAAAABgJxTfAAAAAAAAADtxcXQAAAAAAAAAZUXQxM8dHQIqGO58AwAAAAAAAOyE4hsAAAAAAABgJxTfAAAAAAAAADuh+AYAAAAAAADYCcU3AAAAAAAAwE4ovgEAAAAAAAB2QvENAAAAAAAAsBOKbwAAAAAAAICdUHwDAAAAAAAA7ITiGwAAAAAAAGAnFN8AAAAAAAAAO7FJ8S0zM9MWuwEAAEAZQ54HAABwZ6wuvs2ZM0cffviheXnAgAGqXbu27r77bn377bc2DQ4AAAClhzwPAADA9qwuvi1atEiBgYGSpISEBCUkJOjLL79UZGSkxo0bZ/MAAQAAUDrI8wAAAGzPxdoN0tPTzUnZ2rVrNWDAAPXo0UNBQUEKDQ21al8LFy7UwoULdfLkSUlS8+bNNWXKFEVGRkqSrly5ohdffFErV65Ubm6uIiIi9K9//Uu+vr7mfaSlpWnkyJHatGmTatasqaioKMXFxcnFxeqhAQAAVGq2zPMAAJVX0MTPHR0CUKZYfedbrVq1dOrUKUnSunXrFB4eLkkyDEP5+flW7euee+7R7NmztWfPHu3evVvdunVTnz59dOjQIUnS2LFj9dlnn2nVqlXasmWLTp8+rX79+pm3z8/PV69evXT16lXt2LFDy5Yt09KlSzVlyhRrhwUAAFDp2TLP27p1q3r37q2AgACZTCatWbPGYv2QIUNkMpksPj179rToc+HCBQ0aNEgeHh7y8vLSsGHDlJOTU/IBAgAAOIDVt4f169dPTzzxhBo2bKjz58+b71Lbt2+fGjRoYNW+evfubbE8a9YsLVy4UDt37tQ999yjxYsXa8WKFerWrZskacmSJWratKl27typ9u3ba/369Tp8+LA2bNggX19ftW7dWjNmzNCECRM0bdo0ubq6Wjs8AACASsuWed6lS5fUqlUrDR061OLi6e/17NlTS5YsMS+7ublZrB80aJDOnDmjhIQE5eXl6amnntKIESO0YsUKK0cGAADgOFYX3+bPn6+goCCdOnVKc+fOVc2aNSVJZ86c0bPPPlviQPLz87Vq1SpdunRJYWFh2rNnj/Ly8sxXXCWpSZMmqlu3rpKSktS+fXslJSUpJCTE4jHUiIgIjRw5UocOHVKbNm1ueKzc3Fzl5uaal7Ozs0scNwAAQEVhyzwvMjLSXLy7GTc3N/n5+d1w3ZEjR7Ru3Trt2rVL7dq1kyS98cYbevjhh/Xaa68pICDAqngAAAAcxeriW1JSksaMGVPknWrPPfecduzYYXUABw4cUFhYmK5cuaKaNWtq9erVatasmVJSUuTq6iovLy+L/r6+vkpPT5d0/b0kvy+8Fa4vXHczcXFxio2NtTpWAACAiszWed7tbN68WT4+PqpVq5a6deummTNnqnbt2uZYvLy8zIU3SQoPD5eTk5OSk5P16KOP3nCfXGQFAABljdXvfOvatasuXLhQpD0rK0tdu3a1OoDGjRsrJSVFycnJGjlypKKionT48GGr92ONmJgYZWVlmT+F7zYBAACozGyd591Kz5499d577ykxMVFz5szRli1bFBkZaX63XHp6unx8fCy2cXFxkbe3920vsnp6epo/hRNIAAAAOIrVd74ZhiGTyVSk/fz586pRo4bVAbi6uprfIdK2bVvt2rVLr7/+uh577DFdvXpVmZmZFne/ZWRkmB9P8PPz0zfffGOxv4yMDPO6m3FzcyvyThEAAIDKztZ53q0MHDjQ/O+QkBC1bNlS9evX1+bNm9W9e/cS7zcmJkbR0dHm5ezsbApwAADAoYpdfCt8Ua7JZNKQIUMsilf5+fnav3+/OnTocMcBFRQUKDc3V23btlWVKlWUmJio/v37S5KOHj2qtLQ0hYWFSZLCwsI0a9YsnT171nxlNCEhQR4eHmrWrNkdxwIAAFAZlFaedyv33nuv7rrrLh0/flzdu3eXn5+fzp49a9H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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Distributions of the quality metrics...\n","confidence = (((results['quality_metrics']['cluster_silhouette'] + 1) / 2) * results['quality_metrics']['cluster_intra_means'])\n","\n","fig, axs = plt.subplots(nrows=2, ncols=2, figsize=(15,7))\n","\n","axs[0,0].hist(results['quality_metrics']['cluster_silhouette'], 50);\n","axs[0,0].set_xlabel('cluster_silhouette');\n","axs[0,0].set_ylabel('cluster counts');\n","\n","axs[0,1].hist(results['quality_metrics']['cluster_intra_means'], 50);\n","axs[0,1].set_xlabel('cluster_intra_means');\n","axs[0,1].set_ylabel('cluster counts');\n","\n","axs[1,0].hist(confidence, 50);\n","axs[1,0].set_xlabel('confidence');\n","axs[1,0].set_ylabel('cluster counts');\n","\n","axs[1,1].hist(results['quality_metrics']['sample_silhouette'], 50);\n","axs[1,1].set_xlabel('sample_silhouette score');\n","axs[1,1].set_ylabel('roi sample counts');"]},{"cell_type":"code","execution_count":31,"id":"OgZGBI8CqYcx","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":450},"executionInfo":{"elapsed":388,"status":"ok","timestamp":1687830383420,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"OgZGBI8CqYcx","outputId":"182ceda0-5186-4d05-cc84-d0758627994f"},"outputs":[{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Distribution of the cluster size...\n","_, counts = np.unique(results['clusters']['labels'], return_counts=True)\n","\n","plt.figure()\n","plt.hist(counts, results['ROIs']['n_sessions']*2 + 1, range=(0, results['ROIs']['n_sessions']+1));\n","plt.xlabel('n_sessions'), plt.ylabel('cluster counts');"]},{"cell_type":"code","execution_count":34,"id":"4oiPij7zqYRq","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":851,"output_embedded_package_id":"1cmDomeH7WGeehe9mZ-IIJbeY20-sjWjI"},"executionInfo":{"elapsed":19934,"status":"ok","timestamp":1687830431969,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"4oiPij7zqYRq","outputId":"61b09794-c0b2-4ac5-fe43-4bea6a76d2e9"},"outputs":[{"data":{"text/plain":["Output hidden; open in https://colab.research.google.com to view."]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Look at a color visualization of the results. ROIs of the same color are considered a part of the same cluster. The colors are assigned randomly.\n","FOV_clusters = roicat.visualization.compute_colored_FOV(\n"," spatialFootprints=[r.power(0.7) for r in results['ROIs']['ROIs_aligned']], ## Spatial footprint sparse arrays\n"," FOV_height=results['ROIs']['frame_height'],\n"," FOV_width=results['ROIs']['frame_width'],\n"," labels=results[\"clusters\"][\"labels_bySession\"], ## cluster labels\n"," alphas_labels=confidence*1.5, ## Set brightness of each cluster based on some 1-D array\n","# alphas_sf=clusterer.quality_metrics['sample_silhouette'], ## Set brightness of each ROI based on some 1-D array\n",")\n","\n","roicat.visualization.display_toggle_image_stack(\n"," FOV_clusters,\n"," image_size=(np.array(FOV_clusters[0].shape)*1.5).astype(int)[:2],\n"," clim=[0,1.0],\n",")"]},{"cell_type":"code","execution_count":35,"id":"mDXpQsoFqYEx","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"elapsed":7397,"status":"ok","timestamp":1687830455504,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"mDXpQsoFqYEx","outputId":"0e5b1380-0683-42c2-c5bd-abcdfa736f45"},"outputs":[{"name":"stderr","output_type":"stream","text":["/root/.local/lib/python3.10/site-packages/roicat/visualization.py:330: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`). Consider using `matplotlib.pyplot.close()`.\n"," plt.figure(figsize=(40,1))\n"]},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"image/png":"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","text/plain":[""]},"metadata":{},"output_type":"display_data"}],"source":["#@markdown Visualize the images of ROIs from the same cluster\n","unique_labels = np.unique(results[\"clusters\"][\"labels\"][results[\"clusters\"][\"labels\"]>-1])\n","\n","if len(unique_labels) > 100:\n"," n_labels_to_display = 100\n","else:\n"," n_labels_to_display = int(unique_labels/10)\n","\n","roicat.visualization.display_cropped_cluster_ims(\n"," spatialFootprints=results['ROIs']['ROIs_aligned'],\n"," labels=results[\"clusters\"][\"labels\"],\n"," FOV_height=results['ROIs']['frame_height'],\n"," FOV_width=results['ROIs']['frame_width'],\n"," n_labels_to_display=n_labels_to_display,\n",")"]},{"cell_type":"markdown","id":"IeyYX8qvqk0T","metadata":{"id":"IeyYX8qvqk0T"},"source":["### Save Results"]},{"cell_type":"code","execution_count":36,"id":"o5-qvTUA_9r-","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":2117,"status":"ok","timestamp":1687830462355,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"o5-qvTUA_9r-","outputId":"e9077a88-320a-4c14-8f9f-9d4010200189"},"outputs":[{"name":"stdout","output_type":"stream","text":["Tracking result on Colab cloud: /content/20230627-014740_ROICaT.tracking.results.pkl\n","Tracking Rundata on Colab cloud: /content/20230627-014740_ROICaT.tracking.rundata.pkl\n","Process Time\n"]},{"data":{"text/plain":["{'start': 7.152557373046875e-05,\n"," 'import_paths': 76.25180506706238,\n"," 'import_data': 211.33231782913208,\n"," 'blur': 1116.6836433410645,\n"," 'NN': 1351.7020111083984,\n"," 'SWT': 1553.0881595611572,\n"," 'separate_diffSame': 1706.8816945552826,\n"," 'clustering': 1770.456350326538,\n"," 'saving': 1951.5616216659546}"]},"execution_count":36,"metadata":{},"output_type":"execute_result"}],"source":["#@markdown Save results in temporary Colab cloud...\n","jobs_done = datetime.now().strftime(\"%Y%m%d-%H%M%S\")\n","\n","tracking_save_filename = jobs_done + '_ROICaT.tracking.results' + '.pkl'\n","rundata_save_filename = jobs_done + '_ROICaT.tracking.rundata' + '.pkl'\n","\n","tracking_path_save = Path.cwd() / tracking_save_filename\n","print(f'Tracking result on Colab cloud: {tracking_path_save}')\n","\n","roicat.helpers.pickle_save(\n"," results,\n"," tracking_path_save,\n"," mkdir=True,\n",")\n","\n","rundata_path_save = Path.cwd() / rundata_save_filename\n","print(f'Tracking Rundata on Colab cloud: {rundata_path_save}')\n","\n","roicat.helpers.pickle_save(\n"," run_data,\n"," rundata_path_save,\n"," mkdir=True,\n",")\n","\n","\n","toc['saving'] = time.time() - tic\n","print(\"Process Time\")\n","toc"]},{"cell_type":"code","execution_count":37,"id":"yG5Np8ak_-99","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":1227,"status":"ok","timestamp":1687830463581,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"yG5Np8ak_-99","outputId":"14140662-cb74-49ac-e26d-eba148fa64c5"},"outputs":[{"name":"stdout","output_type":"stream","text":["Tracking Result on your gdrive: /content/gdrive/MyDrive/20230627-014740_ROICaT.tracking.results.pkl\n","Tracking Rundata on your gdrive: /content/gdrive/MyDrive/20230627-014740_ROICaT.tracking.rundata.pkl\n"]}],"source":["#@markdown This cell saves output files to your gdrive.\n","import shutil\n","\n","if ('path_gdrive' not in locals()) and ('path_gdrive' not in globals()):\n"," from google.colab import drive\n"," path_gdrive = '/content/gdrive'\n"," drive.mount(path_gdrive, force_remount=True)\n","\n","tracking_copy_path = Path(path_gdrive) / 'MyDrive' / tracking_save_filename\n","rundata_copy_path = Path(path_gdrive) / 'MyDrive' / rundata_save_filename\n","shutil.copyfile(tracking_path_save, tracking_copy_path)\n","print(f'Tracking Result on your gdrive: {tracking_copy_path}')\n","shutil.copyfile(rundata_path_save, rundata_copy_path)\n","print(f'Tracking Rundata on your gdrive: {rundata_copy_path}')"]},{"cell_type":"code","execution_count":null,"id":"Vpe2yKXEp4xa","metadata":{"cellView":"form","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"elapsed":201,"status":"ok","timestamp":1687816068198,"user":{"displayName":"Gyu Heo","userId":"09917525998999804806"},"user_tz":240},"id":"Vpe2yKXEp4xa","outputId":"611a8e10-57db-4395-a954-00d27658873e"},"outputs":[{"data":{"application/javascript":"\n async function download(id, filename, size) {\n if (!google.colab.kernel.accessAllowed) {\n return;\n }\n const div = document.createElement('div');\n const label = document.createElement('label');\n label.textContent = `Downloading \"${filename}\": `;\n div.appendChild(label);\n const progress = document.createElement('progress');\n progress.max = size;\n div.appendChild(progress);\n document.body.appendChild(div);\n\n const buffers = [];\n let downloaded = 0;\n\n const channel = await google.colab.kernel.comms.open(id);\n // Send a message to notify the kernel that we're ready.\n channel.send({})\n\n for await (const message of channel.messages) {\n // Send a message to notify the kernel that we're ready.\n channel.send({})\n if (message.buffers) {\n for (const buffer of message.buffers) {\n buffers.push(buffer);\n downloaded += buffer.byteLength;\n progress.value = downloaded;\n }\n }\n }\n const blob = new Blob(buffers, {type: 'application/binary'});\n const a = document.createElement('a');\n a.href = window.URL.createObjectURL(blob);\n a.download = filename;\n div.appendChild(a);\n a.click();\n div.remove();\n }\n ","text/plain":[""]},"metadata":{},"output_type":"display_data"},{"data":{"application/javascript":"download(\"download_fe5db3b0-0f88-421e-9932-3fc8a59e7433\", \"20230626-214737_ROICaT.tracking.results.pkl\", 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diff --git a/notebooks/jupyter/classification/classify_by_drawingSelection.ipynb b/notebooks/jupyter/classification/classify_by_drawingSelection.ipynb
index 4beed035..b199b9cb 100644
--- a/notebooks/jupyter/classification/classify_by_drawingSelection.ipynb
+++ b/notebooks/jupyter/classification/classify_by_drawingSelection.ipynb
@@ -133,7 +133,7 @@
"metadata": {},
"outputs": [],
"source": [
- "dir_allOuterFolders = r'/media/rich/bigSSD/analysis_data/face_rhythm/mouse_0322N'\n",
+ "dir_allOuterFolders = r'/media/rich/bigSSD/analysis_data/face_rhythm/mouse_0916N/'\n",
"\n",
"pathSuffixToStat = 'stat.npy'\n",
"pathSuffixToOps = 'ops.npy'\n",
@@ -355,7 +355,7 @@
" data=emb,\n",
" idx_images_overlay=idx_images_overlay,\n",
" images_overlay=images_overlay[:, 6:30][:,:,6:30],\n",
- " size_images_overlay=0.4,\n",
+ " size_images_overlay=0.35,\n",
" frac_overlap_allowed=0.5,\n",
" figsize=(1200,1200),\n",
" alpha_points=1.0,\n",
@@ -453,7 +453,8 @@
"The results file can be opened using any of the following methods:\n",
"1. `roicat.helpers.pickle_load(path)`\n",
"2. `np.load(path)`\n",
- "3. ```\n",
+ "3. \n",
+ "```\n",
" import pickle\n",
" with open(path_save, mode='rb') as f:\n",
" test = pickle.load(f)\n",
@@ -467,7 +468,7 @@
"metadata": {},
"outputs": [],
"source": [
- "mouse = 'mouse_0322N'"
+ "mouse = 'mouse_0916N'"
]
},
{
diff --git a/notebooks/jupyter/tracking/tracking_interactive_notebook.ipynb b/notebooks/jupyter/tracking/tracking_interactive_notebook.ipynb
index 5bcaf626..d16bac47 100644
--- a/notebooks/jupyter/tracking/tracking_interactive_notebook.ipynb
+++ b/notebooks/jupyter/tracking/tracking_interactive_notebook.ipynb
@@ -111,7 +111,7 @@
"metadata": {},
"source": [
"In this example we are using suite2p output files, but other data types can be used (CaImAn, etc.) \\\n",
- "See the notebook on ingesting diverse data: https://github.com/RichieHakim/ROICaT/blob/main/notebooks/jupyter/other/demo_custom_data_importing.ipynb\n",
+ "See the notebook on ingesting diverse data: https://github.com/RichieHakim/ROICaT/blob/main/notebooks/jupyter/other/demo_data_importing.ipynb\n",
"\n",
"Make a list containing the paths to all the input files.\n",
"\n",
@@ -127,7 +127,7 @@
"metadata": {},
"outputs": [],
"source": [
- "dir_allOuterFolders = r'/media/rich/bigSSD/analysis_data/face_rhythm/mouse_0322N/stat_and_ops/'\n",
+ "dir_allOuterFolders = r'/media/rich/bigSSD/analysis_data/face_rhythm/mouse_2_6/stat_and_ops/'\n",
"\n",
"pathSuffixToStat = 'stat.npy'\n",
"pathSuffixToOps = 'ops.npy'\n",
@@ -178,7 +178,6 @@
" new_or_old_suite2p='new',\n",
" type_meanImg='meanImgE',\n",
"# FOV_images=FOVs_mixed,\n",
- "\n",
" verbose=True,\n",
")\n",
"\n",
@@ -691,7 +690,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "88fc1ff7-1379-4d49-826f-ac22e188d7f6",
+ "id": "3fbfaa15",
"metadata": {},
"outputs": [],
"source": [
@@ -704,8 +703,8 @@
")\n",
"\n",
"kwargs_makeConjunctiveDistanceMatrix_best = clusterer.find_optimal_parameters_for_pruning(\n",
- " n_bins=None, ## Number of bins to use for the histograms of the distributions\n",
- " smoothing_window_bins=None, ## Number of bins to use to smooth the distributions\n",
+ " n_bins=None, ## Number of bins to use for the histograms of the distributions. If None, then a heuristic is used.\n",
+ " smoothing_window_bins=None, ## Number of bins to use to smooth the distributions. If None, then a heuristic is used.\n",
" kwargs_findParameters={\n",
" 'n_patience': 300, ## Number of optimization epoch to wait for tol_frac to converge\n",
" 'tol_frac': 0.001, ## Fractional change below which optimization will conclude\n",
@@ -728,7 +727,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "5af66e1d-bbaa-48b4-992d-c1662d9ead68",
+ "id": "df8f4741",
"metadata": {},
"outputs": [],
"source": [
@@ -760,7 +759,7 @@
},
{
"cell_type": "markdown",
- "id": "a0a19d6c",
+ "id": "d2511098",
"metadata": {},
"source": [
"##### 2. Prune the distance matrix\n",
@@ -774,14 +773,14 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "0ef7ab14-cadf-4f64-899a-00980e6bee0e",
+ "id": "bed653db",
"metadata": {},
"outputs": [],
"source": [
"clusterer.make_pruned_similarity_graphs(\n",
" d_cutoff=None, ## Optionally manually specify a distance cutoff\n",
" kwargs_makeConjunctiveDistanceMatrix=kwargs_mcdm_tmp,\n",
- " stringency=1.0, ## \n",
+ " stringency=1.0, ## Modifies the threshold for pruning the distance matrix. Higher values result in LESS pruning. New d_cutoff = stringency * truncated d_cutoff.\n",
" convert_to_probability=False, \n",
")"
]
@@ -807,7 +806,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "2729208f-d551-4509-922e-8649afcb90b7",
+ "id": "9c8e872c",
"metadata": {},
"outputs": [],
"source": [
@@ -846,7 +845,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "dc074a72-b6a4-4899-9321-ef97731724e1",
+ "id": "d91c8543",
"metadata": {},
"outputs": [],
"source": [
@@ -868,7 +867,7 @@
"metadata": {},
"source": [
"1. Make different versions of the labels for convenience.\n",
- "2. Put all the useful results and info into a dictionary to save later\n",
+ "2. Put all the useful results and info into a dictionary to save later. ADJUST THIS ANY WAY YOU WANT.\n",
"3. Put all the class objects from the run into a dictionary to save later"
]
},
@@ -934,7 +933,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "77bb3272",
+ "id": "6e9a72ab",
"metadata": {},
"outputs": [],
"source": [
@@ -960,7 +959,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "1e2b6166-7231-4641-972a-b4984f2cb07e",
+ "id": "88dcdef4",
"metadata": {},
"outputs": [],
"source": [
@@ -988,7 +987,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "85dc3e4d-aacc-4ef9-8d15-ff963e7067cc",
+ "id": "74359fc8",
"metadata": {},
"outputs": [],
"source": [
@@ -1028,7 +1027,7 @@
{
"cell_type": "code",
"execution_count": null,
- "id": "a4bf1634-f14e-42b1-87e7-df3f80207833",
+ "id": "75c0d8b2",
"metadata": {},
"outputs": [],
"source": [
@@ -1078,7 +1077,7 @@
"metadata": {},
"outputs": [],
"source": [
- "dir_save = Path('/media/rich/bigSSD/analysis_data/face_rhythm/mouse_0322N').resolve()\n",
+ "dir_save = Path('/media/rich/bigSSD/analysis_data/face_rhythm/mouse_2_6').resolve()\n",
"name_save = Path(dir_allOuterFolders).resolve().name\n",
"\n",
"path_save = dir_save / (name_save + '.ROICaT.tracking.results' + '.pkl')\n",
diff --git a/requirements.txt b/requirements.txt
index 5c323b74..69b9ca25 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -2,32 +2,32 @@ hdbscan==0.8.33
holoviews[recommended]==1.18.3
jupyter==1.0.0
kymatio==0.3.0
-matplotlib==3.8.3
+matplotlib==3.8.4
natsort==8.4.0
numpy==1.26.4
opencv_contrib_python<=4.9.0.80
-optuna==3.5.0
-Pillow==10.2.0
-pytest==8.0.2
-scikit_learn==1.4.1.post1
-scipy==1.12.0
+optuna==3.6.1
+Pillow==10.3.0
+pytest==8.1.1
+scikit_learn==1.4.2
+scipy==1.13.0
seaborn==0.13.2
sparse==0.15.1
tqdm==4.66.2
-umap_learn==0.5.5
+umap_learn==0.5.6
xxhash==3.4.1
-bokeh==3.3.4
+bokeh==3.4.0
psutil==5.9.8
py_cpuinfo==9.0.0
GPUtil==1.4.0
PyYAML==6.0.1
-mat73==0.62
-torch==2.2.1
-torchvision==0.17.1
-torchaudio==2.2.1
-selenium==4.18.1
+mat73==0.63
+torch==2.2.2
+torchvision==0.17.2
+torchaudio==2.2.2
+selenium==4.19.0
skl2onnx==1.16.0
-onnx==1.15.0
+onnx==1.16.0
onnxruntime==1.17.1
-jupyter_bokeh==4.0.0
-onnx2torch==1.5.13
+jupyter_bokeh==4.0.1
+onnx2torch==1.5.14
diff --git a/roicat/__init__.py b/roicat/__init__.py
index f691527e..1b26d506 100644
--- a/roicat/__init__.py
+++ b/roicat/__init__.py
@@ -13,4 +13,4 @@
for pkg in __all__:
exec('from . import ' + pkg)
-__version__ = '1.1.36'
+__version__ = '1.1.37'
diff --git a/roicat/data_importing.py b/roicat/data_importing.py
index c180cc27..5300f4af 100644
--- a/roicat/data_importing.py
+++ b/roicat/data_importing.py
@@ -808,8 +808,10 @@ class Data_suite2p(Data_roicat):
Type of suite2p output files. Matlab=old, Python=new. Should be:
``'new'`` or ``'old'``.
out_height_width (tuple of int):
- Height and width of output ROI images. Should be: *(int, int)* *(y,
- x)*.
+ Height and width of output ROI images. These are the little images
+ of centered ROIs that are typically used for passing through the
+ neural net. Unless your ROIs are larger than the default size, it's
+ best to just leave it as default. Should be: *(int, int)* *(y, x)*.
type_meanImg (str):
Type of mean image to use. Should be: ``'meanImgE'`` or
``'meanImg'``.
diff --git a/roicat/tracking/clustering.py b/roicat/tracking/clustering.py
index 4729646c..0f519212 100644
--- a/roicat/tracking/clustering.py
+++ b/roicat/tracking/clustering.py
@@ -46,6 +46,17 @@ class Clusterer(util.ROICaT_Module):
The similarity matrix for session similarity. Shape: *(n_rois,
n_rois)*. Boolean, with 1s where the two ROIs are from different
sessions.
+ n_bins (int):
+ Number of bins to use for the pairwise similarity distribution. If
+ using automatic parameter finding, then using a large number of bins
+ makes finding the separation point more noisy, and only slightly
+ more accurate. If ``None``, then a heuristic is used to estimate the
+ value based on the number of ROIs. (Default is ``50``)
+ smoothing_window_bins (int):
+ Number of bins to use when smoothing the distribution. Using a small
+ number of bins makes finding the separation point more noisy, and
+ only slightly more accurate. Aim for 5-10% of the number of bins. If
+ ``None``, then a heuristic is used. (Default is ``5``)
verbose (bool):
Specifies whether to print out information about the clustering
process. (Default is ``True``)
@@ -65,19 +76,28 @@ class Clusterer(util.ROICaT_Module):
s_sesh (scipy.sparse.csr_matrix):
The similarity matrix for session similarity. It is symmetric and
has a shape of *(n_rois, n_rois)*.
+ s_sesh_inv (scipy.sparse.csr_matrix):
+ The inverse of the session similarity matrix. It is symmetric and
+ has a shape of *(n_rois, n_rois)*.
+ n_bins Optional[int]:
+ Number of bins to use for the pairwise similarity distribution.
+ smoothing_window_bins Optional[int]:
+ Number of bins to use when smoothing the distribution.
verbose (bool):
- Specifies how much information to print out:
- 0/False: Warnings only
- 1/True: Basic info, progress bar
- 2: All info
+ Specifies how much information to print out: \n
+ * 0/False: Warnings only
+ * 1/True: Basic info, progress bar
+ * 2: All info
"""
def __init__(
self,
- s_sf=None,
- s_NN_z=None,
- s_SWT_z=None,
- s_sesh=None,
- verbose=True,
+ s_sf: Optional[scipy.sparse.csr_matrix] = None,
+ s_NN_z: Optional[scipy.sparse.csr_matrix] = None,
+ s_SWT_z: Optional[scipy.sparse.csr_matrix] = None,
+ s_sesh: Optional[scipy.sparse.csr_matrix] = None,
+ n_bins: Optional[int] = None,
+ smoothing_window_bins: Optional[int] = None,
+ verbose: bool = True,
):
"""
Initializes the Clusterer with the given similarity matrices and verbosity setting.
@@ -103,10 +123,12 @@ def __init__(
self._verbose = verbose
+ self.n_bins = max(min(self.s_sf.nnz // 10000, 200), 20) if n_bins is None else n_bins
+ self.smooth_window = self.n_bins // 10 if smoothing_window_bins is None else smoothing_window_bins
+ # print(f'Pruning similarity graphs with {self.n_bins} bins and smoothing window {smoothing_window}...') if self._verbose else None
+
def find_optimal_parameters_for_pruning(
self,
- n_bins: int = 50,
- smoothing_window_bins: int = 5,
kwargs_findParameters: Dict[str, Union[int, float, bool]] = {
'n_patience': 100,
'tol_frac': 0.05,
@@ -124,6 +146,8 @@ def find_optimal_parameters_for_pruning(
'sig_SWT_kwargs_b': (0.05, 2),
},
n_jobs_findParameters: int = -1,
+ n_bins: Optional[int] = None,
+ smoothing_window_bins: Optional[int] = None,
seed=None,
) -> Dict:
"""
@@ -143,15 +167,6 @@ def find_optimal_parameters_for_pruning(
RH 2023
Args:
- n_bins (int):
- Number of bins to use when estimating the distributions. Using a
- large number of bins makes finding the separation point more
- noisy, and only slightly more accurate. (Default is ``50``)
- smoothing_window_bins (int):
- Number of bins to use when smoothing the distributions. Using a
- small number of bins makes finding the separation point more
- noisy, and only slightly more accurate. Aim for 5-10% of the
- number of bins. (Default is ``5``)
kwargs_findParameters (Dict[str, Union[int, float, bool]]):
Keyword arguments for the Convergence_checker class __init__.
bounds_findParameters (Dict[str, Tuple[float, float]]):
@@ -159,6 +174,18 @@ def find_optimal_parameters_for_pruning(
n_jobs_findParameters (int):
Number of jobs to use when finding the optimal parameters. If
-1, use all available cores.
+ n_bins Optional[int]:
+ Overwrites ``n_bins`` specified in __init__. \n
+ Number of bins to use when estimating the distributions. Using a
+ large number of bins makes finding the separation point more
+ noisy, and only slightly more accurate. (Default is ``None`` or
+ ``50``)
+ smoothing_window_bins (int):
+ Overwrites ``smoothing_window_bins`` specified in __init__. \n
+ Number of bins to use when smoothing the distributions. Using a
+ small number of bins makes finding the separation point more
+ noisy, and only slightly more accurate. Aim for 5-10% of the
+ number of bins. (Default is ``None`` or ``5``)
seed (int):
Seed for the random number generator in the optuna sampler.
None: use a random seed.
@@ -170,15 +197,15 @@ def find_optimal_parameters_for_pruning(
self.make_conjunctive_distance_matrix function.
"""
import optuna
+
+ self.n_bins = self.n_bins if n_bins is None else n_bins
+ self.smoothing_window_bins = self.smooth_window if smoothing_window_bins is None else smoothing_window_bins
+
self.bounds_findParameters = bounds_findParameters
self._seed = seed
np.random.seed(self._seed)
- self.n_bins = max(min(self.s_sf.nnz // 30000, 1000), 30) if n_bins is None else n_bins
- self.smooth_window = self.n_bins // 10 if smoothing_window_bins is None else smoothing_window_bins
- # print(f'Pruning similarity graphs with {self.n_bins} bins and smoothing window {smoothing_window}...') if self._verbose else None
-
print('Finding mixing parameters using automated hyperparameter tuning...') if self._verbose else None
optuna.logging.set_verbosity(optuna.logging.WARNING)
self.checker = helpers.Convergence_checker_optuna(verbose=self._verbose>=2, **kwargs_findParameters)
diff --git a/roicat/tracking/similarity_graph.py b/roicat/tracking/similarity_graph.py
index 8aea8fda..c24065b8 100644
--- a/roicat/tracking/similarity_graph.py
+++ b/roicat/tracking/similarity_graph.py
@@ -343,7 +343,8 @@ def make_normalized_similarities(
Normalizes the similarity matrices **s_NN**, **s_SWT** (but not
**s_sf**) by z-scoring using the mean and standard deviation from the
distributions of pairwise similarities between ROIs that are spatially
- distant from each other.
+ distant from each other. This is done to make the similarity scores
+ more comparable across different regions of the field of view.
RH 2022
Args: