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{ | ||
"cells": [ | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "52802664-85e7-433a-a8c3-f2645847423b", | ||
"metadata": { | ||
"scrolled": true | ||
}, | ||
"outputs": [], | ||
"source": [ | ||
"%pip install -q lindi\n", | ||
"%pip install -q pynwb" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "94dadefb-c04a-4aea-b906-b4cc3a263570", | ||
"metadata": {}, | ||
"source": [ | ||
"### Lazy-load a remote NWB/HDF5 file for efficient access to metadata and data" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "65b50dec-5c6e-40cf-aa93-c18d220b74bb", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import pynwb\n", | ||
"import lindi\n", | ||
"\n", | ||
"# URL of the remote NWB file\n", | ||
"h5_url = \"https://api.dandiarchive.org/api/assets/11f512ba-5bcf-4230-a8cb-dc8d36db38cb/download/\"\n", | ||
"\n", | ||
"# Set up a local cache\n", | ||
"local_cache = lindi.LocalCache(cache_dir='lindi_cache')\n", | ||
"\n", | ||
"# Create the h5py-like client\n", | ||
"client = lindi.LindiH5pyFile.from_hdf5_file(h5_url, local_cache=local_cache)\n", | ||
"\n", | ||
"# Open using pynwb\n", | ||
"with pynwb.NWBHDF5IO(file=client, mode=\"r\") as io:\n", | ||
" nwbfile = io.read()\n", | ||
" print(nwbfile)\n", | ||
"\n", | ||
"# The downloaded data will be cached locally, so subsequent reads will be faster" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "79a2ce81-c3da-4c9c-a013-fd5fa34762f7", | ||
"metadata": {}, | ||
"source": [ | ||
"### Represent a remote NWB/HDF5 file as a .nwb.lindi.json file" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "d11db473-ab25-4d1e-ac15-7a16654c4bcf", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import json\n", | ||
"import lindi\n", | ||
"\n", | ||
"# URL of the remote NWB file\n", | ||
"h5_url = \"https://api.dandiarchive.org/api/assets/11f512ba-5bcf-4230-a8cb-dc8d36db38cb/download/\"\n", | ||
"\n", | ||
"# Create the h5py-like client\n", | ||
"client = lindi.LindiH5pyFile.from_hdf5_file(h5_url)\n", | ||
"\n", | ||
"client.write_lindi_file('example.lindi.json')\n", | ||
"\n", | ||
"# See the next example for how to read this file" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "2550661e-ee88-45d8-b6b2-8c6f8fe4dfaa", | ||
"metadata": {}, | ||
"source": [ | ||
"### Read a local or remote .nwb.lindi.json file using pynwb or other tools" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "9973c935-db2e-468f-ba9c-7f5e7153b319", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import pynwb\n", | ||
"import lindi\n", | ||
"\n", | ||
"# URL of the remote .nwb.lindi.json file\n", | ||
"url = 'https://lindi.neurosift.org/dandi/dandisets/000939/assets/56d875d6-a705-48d3-944c-53394a389c85/nwb.lindi.json'\n", | ||
"\n", | ||
"# Load the h5py-like client\n", | ||
"client = lindi.LindiH5pyFile.from_lindi_file(url)\n", | ||
"\n", | ||
"# Open using pynwb\n", | ||
"with pynwb.NWBHDF5IO(file=client, mode=\"r\") as io:\n", | ||
" nwbfile = io.read()\n", | ||
" print(nwbfile)" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "ea03ad43-7d0b-4cfd-9992-bdb1ada6b13c", | ||
"metadata": {}, | ||
"source": [ | ||
"### Edit a .nwb.lindi.json file using pynwb or other tools" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "1c66931b-3ea9-4222-afc8-a93b25457e37", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import json\n", | ||
"import lindi\n", | ||
"\n", | ||
"# URL of the remote .nwb.lindi.json file\n", | ||
"url = 'https://lindi.neurosift.org/dandi/dandisets/000939/assets/56d875d6-a705-48d3-944c-53394a389c85/nwb.lindi.json'\n", | ||
"\n", | ||
"# Load the h5py-like client for the reference file system\n", | ||
"# in read-write mode\n", | ||
"client = lindi.LindiH5pyFile.from_lindi_file(url, mode=\"r+\")\n", | ||
"\n", | ||
"# Edit an attribute\n", | ||
"client.attrs['new_attribute'] = 'new_value'\n", | ||
"\n", | ||
"# Save the changes to a new .nwb.lindi.json file\n", | ||
"client.write_lindi_file('new.nwb.lindi.json')" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "fe19e0f6-1c62-42e9-9af0-4a57c8a61364", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"# Now load that file\n", | ||
"client2 = lindi.LindiH5pyFile.from_lindi_file('new.nwb.lindi.json')\n", | ||
"print(client2.attrs['new_attribute'])" | ||
] | ||
}, | ||
{ | ||
"cell_type": "markdown", | ||
"id": "4a2addfc-58ed-4e79-9c64-b7ec95cb12f5", | ||
"metadata": {}, | ||
"source": [ | ||
"### Add datasets to a .nwb.lindi.json file using a local staging area" | ||
] | ||
}, | ||
{ | ||
"cell_type": "code", | ||
"execution_count": null, | ||
"id": "6e87640d-1927-43c1-89c1-c1274a11f185", | ||
"metadata": {}, | ||
"outputs": [], | ||
"source": [ | ||
"import lindi\n", | ||
"\n", | ||
"# URL of the remote .nwb.lindi.json file\n", | ||
"url = 'https://lindi.neurosift.org/dandi/dandisets/000939/assets/56d875d6-a705-48d3-944c-53394a389c85/nwb.lindi.json'\n", | ||
"\n", | ||
"# Load the h5py-like client for the reference file system\n", | ||
"# in read-write mode with a staging area\n", | ||
"with lindi.StagingArea.create(base_dir='lindi_staging') as staging_area:\n", | ||
" client = lindi.LindiH5pyFile.from_lindi_file(\n", | ||
" url,\n", | ||
" mode=\"r+\",\n", | ||
" staging_area=staging_area\n", | ||
" )\n", | ||
" # add datasets to client using pynwb or other tools\n", | ||
" # upload the changes to the remote .nwb.lindi.json file" | ||
] | ||
} | ||
], | ||
"metadata": { | ||
"kernelspec": { | ||
"display_name": "Python 3 (ipykernel)", | ||
"language": "python", | ||
"name": "python3" | ||
}, | ||
"language_info": { | ||
"codemirror_mode": { | ||
"name": "ipython", | ||
"version": 3 | ||
}, | ||
"file_extension": ".py", | ||
"mimetype": "text/x-python", | ||
"name": "python", | ||
"nbconvert_exporter": "python", | ||
"pygments_lexer": "ipython3", | ||
"version": "3.9.0" | ||
} | ||
}, | ||
"nbformat": 4, | ||
"nbformat_minor": 5 | ||
} |