{ "cells": [ { "cell_type": "markdown", "id": "8396c79a", "metadata": {}, "source": [ "# SingleR" ] }, { "cell_type": "markdown", "id": "e2040cce", "metadata": {}, "source": [ "Single-cell recognition (SingleR) is a tool to automatically annotate a test sample by a reference sample. The core step of SingleR is the calcualation of local spearman coefficients between query sample and the reference (transcriptomic datasets of pure cell types), in order to find the most similar label through continuous fine-tuning [Aran19]. So that it could infer the origin of each cell independently. " ] }, { "cell_type": "markdown", "id": "a4a0424a", "metadata": {}, "source": [ "
\n", "\n", "**Note**\n", "\n", "When perform SingleR for automatic annotation, the time cost of analysis is much dicated by reference volume. Generally speaking, it takes a relatively long computational time to fulfill the analysis.\n", "\n", "Currently, the function supports two methods: `cpu` and `gpu`, default to `cpu`. If clustering is done or there is a `cluster_res_key` as input, `cpu` could fullfill the calculating fast. With clustering information, `gpu` is strongly recommended for remarkable reduction of time consumption.\n", "\n", "In addition, you can set `fine_tune_times` and `n_jobs` to get acceleration. `fine_tune_times` is default to 0, which means that calculating will fine-tune until the results decreasing to only 1. So that you could reduce the number of calculation cycles to speed up the calculating. Data may be trotted out and the results will be basically the same. If the data volume is large, the difference between different cycle numbers may be larger.\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "9451b2fd-6ca4-4d35-acd7-3aa4dc4beb63", "metadata": {}, "source": [ "
\n", "\n", "**Important**\n", "\n", "If want to run `cusingler`, NVIDIA GPU and cuda-toolkit 11.4 are both necessary.\n", "\n", "Install necessary packages by running commands as below:\n", "\n", ">    **pip install cusingler** \n", "\n", "
" ] }, { "cell_type": "markdown", "id": "c01c7a0e", "metadata": {}, "source": [ "## Annotation with cell labels" ] }, { "attachments": {}, "cell_type": "markdown", "id": "d64030e7", "metadata": {}, "source": [ "We have uploaded three references, `BlueprintEncodeData.Rdata`, `MouseRNAseqData.Rdata` and `Mouse_brain_ref.anndata075.h5ad`, click [our data](http://upload.dcs.cloud:8090/share/bb6fab82-2c16-46b2-a95e-6931338f31bf) for more details.\n", "\n", "The first two are [human](https://rdrr.io/github/LTLA/celldex/man/BlueprintEncodeData.html) and [mouse](https://rdrr.io/github/LTLA/CellTypeReferences/man/MouseRNAseqData.html) references from R package release, apparently by the file suffix. Click [complete information](https://bioconductor.org/packages/release/data/experiment/vignettes/celldex/inst/doc/userguide.html#3_Immune_references), to get all SingleR references in R package.\n", "\n", "The third is a downsampling result of [raw big data](http://mousebrain.org/adolescent/downloads.html) with the volume of about 19GB." ] }, { "attachments": {}, "cell_type": "markdown", "id": "1b718e48", "metadata": {}, "source": [ "Transform `.rda` to `.h5ad` by [rda2h5ad.R](https://github.com/STOmics/Stereopy/blob/dev/docs/source/_static/rda2h5ad.R) :" ] }, { "cell_type": "markdown", "id": "c3294b5a", "metadata": {}, "source": [ "`Rscript rda2h5ad.R --infile MouseRNAseqData.Rdata --outfile MouseRNAseqData.h5ad`" ] }, { "cell_type": "code", "execution_count": 1, "id": "933cfaf2", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T05:53:27.945385Z", "iopub.status.busy": "2024-03-28T05:53:27.943821Z", "iopub.status.idle": "2024-03-28T05:53:38.434175Z", "shell.execute_reply": "2024-03-28T05:53:38.433323Z", "shell.execute_reply.started": "2024-03-28T05:53:27.945305Z" } }, "outputs": [ { "data": { "application/javascript": "(function(root) {\n function now() {\n return new Date();\n }\n\n var force = true;\n\n if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n root._bokeh_onload_callbacks = [];\n root._bokeh_is_loading = undefined;\n }\n\n if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n root._bokeh_timeout = Date.now() + 5000;\n root._bokeh_failed_load = false;\n }\n\n function run_callbacks() {\n try {\n root._bokeh_onload_callbacks.forEach(function(callback) {\n if (callback != null)\n callback();\n });\n } finally {\n delete root._bokeh_onload_callbacks\n }\n console.debug(\"Bokeh: all callbacks have finished\");\n }\n\n function load_libs(css_urls, js_urls, js_modules, callback) {\n if (css_urls == null) css_urls = [];\n if (js_urls == null) js_urls = [];\n if (js_modules == null) js_modules = [];\n\n root._bokeh_onload_callbacks.push(callback);\n if (root._bokeh_is_loading > 0) {\n console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n return null;\n }\n if (js_urls.length === 0 && js_modules.length === 0) {\n run_callbacks();\n return null;\n }\n console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n\n function on_load() {\n root._bokeh_is_loading--;\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n run_callbacks()\n }\n }\n\n function on_error() {\n console.error(\"failed to load \" + url);\n }\n\n for (var i = 0; i < css_urls.length; i++) {\n var url = css_urls[i];\n const element = document.createElement(\"link\");\n element.onload = on_load;\n element.onerror = on_error;\n element.rel = \"stylesheet\";\n element.type = \"text/css\";\n element.href = url;\n console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n document.body.appendChild(element);\n }\n\n var skip = [];\n if (window.requirejs) {\n window.requirejs.config({'packages': {}, 'paths': {'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@4.2.5/dist/gridstack-h5', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'gridstack': {'exports': 'GridStack'}}});\n require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n })\n require([\"notyf\"], function() {\n\ton_load()\n })\n root._bokeh_is_loading = css_urls.length + 2;\n } else {\n root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length;\n } if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/gridstack/gridstack@4.2.5/dist/gridstack-h5.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n var urls = ['https://cdn.holoviz.org/panel/0.14.4/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n for (var i = 0; i < urls.length; i++) {\n skip.push(urls[i])\n }\n } for (var i = 0; i < js_urls.length; i++) {\n var url = js_urls[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n for (var i = 0; i < js_modules.length; i++) {\n var url = js_modules[i];\n if (skip.indexOf(url) >= 0) {\n\tif (!window.requirejs) {\n\t on_load();\n\t}\n\tcontinue;\n }\n var element = document.createElement('script');\n element.onload = on_load;\n element.onerror = on_error;\n element.async = false;\n element.src = url;\n element.type = \"module\";\n console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n document.head.appendChild(element);\n }\n if (!js_urls.length && !js_modules.length) {\n on_load()\n }\n };\n\n function inject_raw_css(css) {\n const element = document.createElement(\"style\");\n element.appendChild(document.createTextNode(css));\n document.body.appendChild(element);\n }\n\n var js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.3.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.3.min.js\", \"https://unpkg.com/@holoviz/panel@0.14.4/dist/panel.min.js\"];\n var js_modules = [];\n var css_urls = [\"https://cdn.holoviz.org/panel/0.14.4/dist/css/card.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/loading.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/debugger.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/dataframe.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/widgets.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/json.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/markdown.css\", \"https://cdn.holoviz.org/panel/0.14.4/dist/css/alerts.css\"];\n var inline_js = [ function(Bokeh) {\n inject_raw_css(\"\\n .bk.pn-loading.arc:before {\\n background-image: url(\\\"data:image/svg+xml;base64,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\\\");\\n background-size: auto calc(min(50%, 400px));\\n }\\n \");\n }, function(Bokeh) {\n Bokeh.set_log_level(\"info\");\n },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n ];\n\n function run_inline_js() {\n if ((root.Bokeh !== undefined) || (force === true)) {\n for (var i = 0; i < inline_js.length; i++) {\n inline_js[i].call(root, root.Bokeh);\n }} else if (Date.now() < root._bokeh_timeout) {\n setTimeout(run_inline_js, 100);\n } else if (!root._bokeh_failed_load) {\n console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n root._bokeh_failed_load = true;\n }\n }\n\n if (root._bokeh_is_loading === 0) {\n console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n run_inline_js();\n } else {\n load_libs(css_urls, js_urls, js_modules, function() {\n console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n run_inline_js();\n });\n }\n}(window));", "application/vnd.holoviews_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/javascript": "\nif ((window.PyViz === undefined) || (window.PyViz instanceof HTMLElement)) {\n window.PyViz = {comms: {}, comm_status:{}, kernels:{}, receivers: {}, plot_index: []}\n}\n\n\n function JupyterCommManager() {\n }\n\n JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {\n if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n comm_manager.register_target(comm_id, function(comm) {\n comm.on_msg(msg_handler);\n });\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {\n comm.onMsg = msg_handler;\n });\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n google.colab.kernel.comms.registerTarget(comm_id, (comm) => {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n console.log(message)\n var content = {data: message.data, comm_id};\n var buffers = []\n for (var buffer of message.buffers || []) {\n buffers.push(new DataView(buffer))\n }\n var metadata = message.metadata || {};\n var msg = {content, buffers, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n })\n }\n }\n\n JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {\n if (comm_id in window.PyViz.comms) {\n return window.PyViz.comms[comm_id];\n } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {\n var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;\n var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);\n if (msg_handler) {\n comm.on_msg(msg_handler);\n }\n } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {\n var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);\n comm.open();\n if (msg_handler) {\n comm.onMsg = msg_handler;\n }\n } else if (typeof google != 'undefined' && google.colab.kernel != null) {\n var comm_promise = google.colab.kernel.comms.open(comm_id)\n comm_promise.then((comm) => {\n window.PyViz.comms[comm_id] = comm;\n if (msg_handler) {\n var messages = comm.messages[Symbol.asyncIterator]();\n function processIteratorResult(result) {\n var message = result.value;\n var content = {data: message.data};\n var metadata = message.metadata || {comm_id};\n var msg = {content, metadata}\n msg_handler(msg);\n return messages.next().then(processIteratorResult);\n }\n return messages.next().then(processIteratorResult);\n }\n }) \n var sendClosure = (data, metadata, buffers, disposeOnDone) => {\n return comm_promise.then((comm) => {\n comm.send(data, metadata, buffers, disposeOnDone);\n });\n };\n var comm = {\n send: sendClosure\n };\n }\n window.PyViz.comms[comm_id] = comm;\n return comm;\n }\n window.PyViz.comm_manager = new JupyterCommManager();\n \n\n\nvar JS_MIME_TYPE = 'application/javascript';\nvar HTML_MIME_TYPE = 'text/html';\nvar EXEC_MIME_TYPE = 'application/vnd.holoviews_exec.v0+json';\nvar CLASS_NAME = 'output';\n\n/**\n * Render data to the DOM node\n */\nfunction render(props, node) {\n var div = document.createElement(\"div\");\n var script = document.createElement(\"script\");\n node.appendChild(div);\n node.appendChild(script);\n}\n\n/**\n * Handle when a new output is added\n */\nfunction handle_add_output(event, handle) {\n var output_area = handle.output_area;\n var output = handle.output;\n if ((output.data == undefined) || (!output.data.hasOwnProperty(EXEC_MIME_TYPE))) {\n return\n }\n var id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n var toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n if (id !== undefined) {\n var nchildren = toinsert.length;\n var html_node = toinsert[nchildren-1].children[0];\n html_node.innerHTML = output.data[HTML_MIME_TYPE];\n var scripts = [];\n var nodelist = html_node.querySelectorAll(\"script\");\n for (var i in nodelist) {\n if (nodelist.hasOwnProperty(i)) {\n scripts.push(nodelist[i])\n }\n }\n\n scripts.forEach( function (oldScript) {\n var newScript = document.createElement(\"script\");\n var attrs = [];\n var nodemap = oldScript.attributes;\n for (var j in nodemap) {\n if (nodemap.hasOwnProperty(j)) {\n attrs.push(nodemap[j])\n }\n }\n attrs.forEach(function(attr) { newScript.setAttribute(attr.name, attr.value) });\n newScript.appendChild(document.createTextNode(oldScript.innerHTML));\n oldScript.parentNode.replaceChild(newScript, oldScript);\n });\n if (JS_MIME_TYPE in output.data) {\n toinsert[nchildren-1].children[1].textContent = output.data[JS_MIME_TYPE];\n }\n output_area._hv_plot_id = id;\n if ((window.Bokeh !== undefined) && (id in Bokeh.index)) {\n window.PyViz.plot_index[id] = Bokeh.index[id];\n } else {\n window.PyViz.plot_index[id] = null;\n }\n } else if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n var bk_div = document.createElement(\"div\");\n bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n var script_attrs = bk_div.children[0].attributes;\n for (var i = 0; i < script_attrs.length; i++) {\n toinsert[toinsert.length - 1].childNodes[1].setAttribute(script_attrs[i].name, script_attrs[i].value);\n }\n // store reference to server id on output_area\n output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n }\n}\n\n/**\n * Handle when an output is cleared or removed\n */\nfunction handle_clear_output(event, handle) {\n var id = handle.cell.output_area._hv_plot_id;\n var server_id = handle.cell.output_area._bokeh_server_id;\n if (((id === undefined) || !(id in PyViz.plot_index)) && (server_id !== undefined)) { return; }\n var comm = window.PyViz.comm_manager.get_client_comm(\"hv-extension-comm\", \"hv-extension-comm\", function () {});\n if (server_id !== null) {\n comm.send({event_type: 'server_delete', 'id': server_id});\n return;\n } else if (comm !== null) {\n comm.send({event_type: 'delete', 'id': id});\n }\n delete PyViz.plot_index[id];\n if ((window.Bokeh !== undefined) & (id in window.Bokeh.index)) {\n var doc = window.Bokeh.index[id].model.document\n doc.clear();\n const i = window.Bokeh.documents.indexOf(doc);\n if (i > -1) {\n window.Bokeh.documents.splice(i, 1);\n }\n }\n}\n\n/**\n * Handle kernel restart event\n */\nfunction handle_kernel_cleanup(event, handle) {\n delete PyViz.comms[\"hv-extension-comm\"];\n window.PyViz.plot_index = {}\n}\n\n/**\n * Handle update_display_data messages\n */\nfunction handle_update_output(event, handle) {\n handle_clear_output(event, {cell: {output_area: handle.output_area}})\n handle_add_output(event, handle)\n}\n\nfunction register_renderer(events, OutputArea) {\n function append_mime(data, metadata, element) {\n // create a DOM node to render to\n var toinsert = this.create_output_subarea(\n metadata,\n CLASS_NAME,\n EXEC_MIME_TYPE\n );\n this.keyboard_manager.register_events(toinsert);\n // Render to node\n var props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n render(props, toinsert[0]);\n element.append(toinsert);\n return toinsert\n }\n\n events.on('output_added.OutputArea', handle_add_output);\n events.on('output_updated.OutputArea', handle_update_output);\n events.on('clear_output.CodeCell', handle_clear_output);\n events.on('delete.Cell', handle_clear_output);\n events.on('kernel_ready.Kernel', handle_kernel_cleanup);\n\n OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n safe: true,\n index: 0\n });\n}\n\nif (window.Jupyter !== undefined) {\n try {\n var events = require('base/js/events');\n var OutputArea = require('notebook/js/outputarea').OutputArea;\n if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n register_renderer(events, OutputArea);\n }\n } catch(err) {\n }\n}\n", "application/vnd.holoviews_load.v0+json": "" }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1090][INFO]: read_gef begin ...\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1334][INFO]: This is GEF file which contains cell bin infomation.\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1335][INFO]: bin_type: cell_bins\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1341][INFO]: Number of cells: 57133\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1344][INFO]: Number of gene: 24670\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1347][INFO]: Resolution: 500\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1350][INFO]: offsetX: 0\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1353][INFO]: offsetY: 0\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1356][INFO]: Average number of genes: 223.460693359375\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1359][INFO]: Maximum number of genes: 1046\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1362][INFO]: Average expression: 399.17034912109375\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1365][INFO]: Maximum expression: 2337\n", "[2024-03-28 13:53:37][Stereo][5186][MainThread][140604473845568][reader][1181][INFO]: the matrix has 57133 cells, and 24670 genes.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "version is 0.7.14 \n", "version is 0.7.14 \n" ] } ], "source": [ "import stereo as st\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "\n", "test_file = '../data/SS200000135TL_D1.cellbin.gef'\n", "ref_file = '../data/Mouse_brain_ref.anndata075.h5ad'\n", "\n", "data = st.io.read_gef(test_file, bin_type='cell_bins')\n", "ref = st.io.read_h5ad(ref_file)" ] }, { "cell_type": "markdown", "id": "7a238cf3", "metadata": {}, "source": [ "Get the expression matrix of reference data:" ] }, { "cell_type": "code", "execution_count": 2, "id": "8da203a7", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T05:53:38.435729Z", "iopub.status.busy": "2024-03-28T05:53:38.435186Z", "iopub.status.idle": "2024-03-28T05:53:38.446967Z", "shell.execute_reply": "2024-03-28T05:53:38.446265Z", "shell.execute_reply.started": "2024-03-28T05:53:38.435708Z" } }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 67419 × 20170\n", " obs: 'ClusterName'\n", " var: 'Accession'\n", " uns: 'sn'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ref" ] }, { "cell_type": "markdown", "id": "57629bbe", "metadata": {}, "source": [ "It is obvious that both reference and test data are raw counts. In order to fulfill a better SingleR analysis, we need to perform normalization of `log1p` and `normalize_total` beforehand." ] }, { "cell_type": "code", "execution_count": 3, "id": "f0f57012", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T05:53:38.447863Z", "iopub.status.busy": "2024-03-28T05:53:38.447696Z", "iopub.status.idle": "2024-03-28T05:53:39.877301Z", "shell.execute_reply": "2024-03-28T05:53:39.876563Z", "shell.execute_reply.started": "2024-03-28T05:53:38.447848Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 13:53:38][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run log1p...\n", "[2024-03-28 13:53:38][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: log1p end, consume time 0.3899s.\n", "[2024-03-28 13:53:38][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run normalize_total...\n", "[2024-03-28 13:53:39][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: normalize_total end, consume time 0.6591s.\n", "[2024-03-28 13:53:39][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run cal_qc...\n", "[2024-03-28 13:53:39][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: cal_qc end, consume time 0.1989s.\n", "[2024-03-28 13:53:39][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run log1p...\n", "[2024-03-28 13:53:39][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: log1p end, consume time 0.0686s.\n", "[2024-03-28 13:53:39][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run normalize_total...\n", "[2024-03-28 13:53:39][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: normalize_total end, consume time 0.0962s.\n" ] } ], "source": [ "# preprocessing\n", "ref.tl.normalize_total()\n", "ref.tl.log1p()\n", "\n", "data.tl.cal_qc()\n", "data.tl.normalize_total()\n", "data.tl.log1p()" ] }, { "cell_type": "markdown", "id": "71a96293-4c75-4ce5-b670-de59b974d7c2", "metadata": {}, "source": [ "
\n", "\n", "**Important**\n", "\n", "If you want to use GPU acceleration, the pandas version must be 1.5.3, otherwise an error will be reported during operation, so please do not modify the pandas version at will.\n", "\n", "\n", "\n", "
" ] }, { "cell_type": "markdown", "id": "230d105b", "metadata": {}, "source": [ "`ref_use_col='ClusterName'` specifies an obs column used for annotating, here is just an example, the actual value depends on the reference to be used." ] }, { "cell_type": "code", "execution_count": 4, "id": "cf17d12d-6c87-48cf-959b-8bfad548fc3a", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T05:53:39.878514Z", "iopub.status.busy": "2024-03-28T05:53:39.878316Z", "iopub.status.idle": "2024-03-28T07:46:23.538546Z", "shell.execute_reply": "2024-03-28T07:46:23.537705Z", "shell.execute_reply.started": "2024-03-28T05:53:39.878496Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 13:53:39][Stereo][5186][MainThread][140604473845568][st_pipeline][77][INFO]: register algorithm single_r to \n", "INFO:numba.core.transforms:finding looplift candidates\n", "INFO:numba.cuda.cudadrv.driver:init\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Same genes in same order, genes size: 19973\n", "train data cost time(s): 5\n", "ref data shape: 67419 x 2213 non-zero number: 101137290\n", "qry data shape: 57133 x 2213 non-zero number: 12482958\n", "free GPU device mem(MB): 23190 total need mem(MB): 1577\n", "Load total ref and qry data into GPU device memory\n", "score() used gpu mem(MB): 2484\n", "score data cost time(s): 258\n", "ref data shape: 67419 x 3335 non-zero number: 101137290\n", "qry data shape: 57133 x 3335 non-zero number: 12482958\n", "free GPU device mem(MB): 23354 total need mem(MB): 1715\n", "Load total ref and qry data into GPU device memory\n", "finetune() used gpu mem(MB): 2458\n", "finetune cost time(s): 6467\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 15:46:21][Stereo][5186][MainThread][140604473845568][single_r][200][INFO]: single-r finished, cost 6761.317797660828 seconds\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
binsgroupfirst_labels
3167967878166531679678781665TEGLU3TEGLU10
3169685865086731696858650867VLMC2VLMC2
3154653479550631546534795506ACTE1ACTE1
3180423283327231804232833272VLMC2VLMC2
3277919040938232779190409382ACTE1OPC
............
3310560793702633105607937026VLMC2VLMC2
3320868715223533208687152235ACNT1ACNT1
3299393878753232993938787532ACTE1ABC
3253437728697932534377286979VLMC2ABC
3207481578626232074815786262VLMC2VLMC2
\n", "

57133 rows × 3 columns

\n", "
" ], "text/plain": [ " bins group first_labels\n", "31679678781665 31679678781665 TEGLU3 TEGLU10\n", "31696858650867 31696858650867 VLMC2 VLMC2\n", "31546534795506 31546534795506 ACTE1 ACTE1\n", "31804232833272 31804232833272 VLMC2 VLMC2\n", "32779190409382 32779190409382 ACTE1 OPC\n", "... ... ... ...\n", "33105607937026 33105607937026 VLMC2 VLMC2\n", "33208687152235 33208687152235 ACNT1 ACNT1\n", "32993938787532 32993938787532 ACTE1 ABC\n", "32534377286979 32534377286979 VLMC2 ABC\n", "32074815786262 32074815786262 VLMC2 VLMC2\n", "\n", "[57133 rows x 3 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# gpu\n", "data.tl.single_r(\n", " ref_exp_data=ref, \n", " ref_use_col='ClusterName', \n", " res_key='annotation',\n", " method='rapids' # Specifying the method as rapids means using gpu\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "id": "31c640f5", "metadata": {}, "source": [ "Display the annotating result bases on just cells." ] }, { "cell_type": "code", "execution_count": 5, "id": "79544993", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T07:46:23.539967Z", "iopub.status.busy": "2024-03-28T07:46:23.539467Z", "iopub.status.idle": "2024-03-28T07:46:25.547476Z", "shell.execute_reply": "2024-03-28T07:46:25.546727Z", "shell.execute_reply.started": "2024-03-28T07:46:23.539945Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 5, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1002" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='annotation')" ] }, { "cell_type": "markdown", "id": "2d940803", "metadata": {}, "source": [ "## Annotation after clustering" ] }, { "cell_type": "markdown", "id": "12962190", "metadata": {}, "source": [ "We provide the parameter `cluster_res_key` that SingleR will run in cluster mode. For example below, it will tag `leiden` with `ClusterName`." ] }, { "cell_type": "code", "execution_count": 6, "id": "4559231a", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T07:46:25.550247Z", "iopub.status.busy": "2024-03-28T07:46:25.550045Z", "iopub.status.idle": "2024-03-28T07:47:53.041417Z", "shell.execute_reply": "2024-03-28T07:47:53.039787Z", "shell.execute_reply.started": "2024-03-28T07:46:25.550229Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 15:46:25][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run pca...\n", "[2024-03-28 15:46:32][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: pca end, consume time 7.2157s.\n", "[2024-03-28 15:46:32][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run neighbors...\n", "[2024-03-28 15:46:49][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: neighbors end, consume time 16.5563s.\n", "[2024-03-28 15:46:49][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run leiden...\n", "[2024-03-28 15:47:52][Stereo][5186][MainThread][140604473845568][pipeline_utils][27][INFO]: Can not find raw data, the data which may have been normalized will be used.\n", "[2024-03-28 15:47:53][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: leiden end, consume time 63.7051s.\n" ] } ], "source": [ "# embedding and clustering\n", "data.tl.pca(use_highly_genes=False, hvg_res_key='highly_variable_genes', n_pcs=20, res_key='pca', svd_solver='arpack')\n", "data.tl.neighbors(pca_res_key='pca', n_pcs=30, res_key='neighbors', n_jobs=8)\n", "\n", "data.tl.leiden(neighbors_res_key='neighbors', res_key='leiden')" ] }, { "cell_type": "markdown", "id": "ef4f009c", "metadata": {}, "source": [ "Then run with `ref_use_col` whose value is `ClusterName` from reference, and `leiden` result as `cluster_res_key`.\n", "\n", "`ref_use_col='ClusterName'` is just an example, the actual value is determined based on the reference you use." ] }, { "cell_type": "code", "execution_count": 7, "id": "41bbedfe", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T07:47:53.043391Z", "iopub.status.busy": "2024-03-28T07:47:53.043142Z", "iopub.status.idle": "2024-03-28T07:49:20.984174Z", "shell.execute_reply": "2024-03-28T07:49:20.983333Z", "shell.execute_reply.started": "2024-03-28T07:47:53.043366Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 15:47:59][Stereo][5186][MainThread][140604473845568][single_r][153][INFO]: start single-r with n_jobs=40 fine_tune_times=0\n", "[2024-03-28 15:47:59][Stereo][5186][MainThread][140604473845568][single_r][155][INFO]: start training ref...\n", "[2024-03-28 15:48:25][Stereo][5186][MainThread][140604473845568][single_r][158][INFO]: training ref finished, cost 25.801949739456177 seconds\n", "[2024-03-28 15:48:29][Stereo][5186][MainThread][140604473845568][single_r][184][INFO]: start scoring test_data...\n", "100%|██████████| 34/34 [00:00<00:00, 19917.09it/s]\n", "INFO:numba.core.transforms:finding looplift candidates\n", "[2024-03-28 15:48:32][Stereo][5186][MainThread][140604473845568][single_r][187][INFO]: scoring test_data finished, cost 3.1273744106292725 seconds\n", "[2024-03-28 15:48:32][Stereo][5186][MainThread][140604473845568][single_r][189][INFO]: start fine-tuning...\n", "[2024-03-28 15:48:34][Stereo][5186][MainThread][140604473845568][single_r][295][INFO]: fine-tuning with test_data(shape=(14, 19973))\n", "14it [00:00, 3610.67it/s]\n", "INFO:numba.core.transforms:finding looplift candidates\n", "INFO:numba.core.transforms:finding looplift candidates\n", "[2024-03-28 15:49:20][Stereo][5186][MainThread][140604473845568][single_r][192][INFO]: fine-tuning finished, cost 48.00927138328552 seconds\n", "[2024-03-28 15:49:20][Stereo][5186][MainThread][140604473845568][single_r][200][INFO]: single-r finished, cost 87.7246572971344 seconds\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
binsgroupfirst_labels
bins
3167967878166531679678781665TEGLU4TEGLU10
3169685865086731696858650867VLMC2ABC
3154653479550631546534795506VLMC2ABC
3180423283327231804232833272TEGLU7TEGLU10
3277919040938232779190409382VLMC2ABC
............
3310560793702633105607937026VLMC2ABC
3320868715223533208687152235TEGLU23TEGLU10
3299393878753232993938787532VLMC2ABC
3253437728697932534377286979VLMC2ABC
3207481578626232074815786262VLMC2ABC
\n", "

57133 rows × 3 columns

\n", "
" ], "text/plain": [ " bins group first_labels\n", "bins \n", "31679678781665 31679678781665 TEGLU4 TEGLU10\n", "31696858650867 31696858650867 VLMC2 ABC\n", "31546534795506 31546534795506 VLMC2 ABC\n", "31804232833272 31804232833272 TEGLU7 TEGLU10\n", "32779190409382 32779190409382 VLMC2 ABC\n", "... ... ... ...\n", "33105607937026 33105607937026 VLMC2 ABC\n", "33208687152235 33208687152235 TEGLU23 TEGLU10\n", "32993938787532 32993938787532 VLMC2 ABC\n", "32534377286979 32534377286979 VLMC2 ABC\n", "32074815786262 32074815786262 VLMC2 ABC\n", "\n", "[57133 rows x 3 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.tl.single_r(\n", " ref_exp_data=ref, \n", " ref_use_col='ClusterName', \n", " cluster_res_key='leiden', \n", " res_key='annotation'\n", ")" ] }, { "cell_type": "markdown", "id": "f3389e94", "metadata": {}, "source": [ "Display the annotating result bases on clustering." ] }, { "cell_type": "code", "execution_count": 8, "id": "5409c026", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T07:49:20.985832Z", "iopub.status.busy": "2024-03-28T07:49:20.985623Z", "iopub.status.idle": "2024-03-28T07:49:21.852033Z", "shell.execute_reply": "2024-03-28T07:49:21.850944Z", "shell.execute_reply.started": "2024-03-28T07:49:20.985811Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 8, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1013" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='annotation')" ] }, { "cell_type": "markdown", "id": "39d0f9d5", "metadata": {}, "source": [ "## Performance" ] }, { "cell_type": "markdown", "id": "202d748b", "metadata": {}, "source": [ "Set `fine_tune_times=1`, which means the result has been fine-tuned only once. This will make the process faster but less accurate." ] }, { "cell_type": "code", "execution_count": 9, "id": "b4d236e0", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T07:49:21.853577Z", "iopub.status.busy": "2024-03-28T07:49:21.853366Z", "iopub.status.idle": "2024-03-28T07:49:34.774078Z", "shell.execute_reply": "2024-03-28T07:49:34.773209Z", "shell.execute_reply.started": "2024-03-28T07:49:21.853558Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 15:49:21][Stereo][5186][MainThread][140604473845568][reader][1090][INFO]: read_gef begin ...\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "path:../data/SS200000135TL_D1.tissue.gef bin:100\n", " generateBinInfo - 19.800000 cpu sec\n", "Warning:your source data file only has gene column,but you specify return gene_names and gene ids which is invalid!so we will return an empty array which has same size with gene_names for the gene_ids\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][reader][1268][INFO]: the matrix has 9124 cells, and 24302 genes.\n", "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][reader][1269][INFO]: read_gef end.\n", "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run cal_qc...\n", "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: cal_qc end, consume time 0.3196s.\n", "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run normalize_total...\n", "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: normalize_total end, consume time 0.1880s.\n", "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][st_pipeline][41][INFO]: start to run log1p...\n", "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][st_pipeline][44][INFO]: log1p end, consume time 0.0667s.\n" ] } ], "source": [ "# read data\n", "test_file = '../data/SS200000135TL_D1.tissue.gef'\n", "ref_file = '../data/MouseRNAseqData.h5ad'\n", "\n", "test = st.io.read_gef(test_file, bin_size=100)\n", "ref = st.io.read_h5ad(ref_file)\n", "\n", "# preprocessing\n", "test.tl.cal_qc()\n", "test.tl.normalize_total(target_sum=1e4)\n", "test.tl.log1p()" ] }, { "cell_type": "code", "execution_count": 10, "id": "c3b4d876", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T07:49:34.776153Z", "iopub.status.busy": "2024-03-28T07:49:34.775513Z", "iopub.status.idle": "2024-03-28T07:56:08.686855Z", "shell.execute_reply": "2024-03-28T07:56:08.684560Z", "shell.execute_reply.started": "2024-03-28T07:49:34.776128Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 15:49:34][Stereo][5186][MainThread][140604473845568][st_pipeline][77][INFO]: register algorithm single_r to \n", "[2024-03-28 15:49:37][Stereo][5186][MainThread][140604473845568][single_r][153][INFO]: start single-r with n_jobs=40 fine_tune_times=1\n", "[2024-03-28 15:49:37][Stereo][5186][MainThread][140604473845568][single_r][155][INFO]: start training ref...\n", "[2024-03-28 15:49:41][Stereo][5186][MainThread][140604473845568][single_r][158][INFO]: training ref finished, cost 3.4769856929779053 seconds\n", "[2024-03-28 15:49:41][Stereo][5186][MainThread][140604473845568][single_r][184][INFO]: start scoring test_data...\n", "100%|██████████| 18/18 [00:00<00:00, 33855.37it/s]\n", "[2024-03-28 15:49:44][Stereo][5186][MainThread][140604473845568][single_r][187][INFO]: scoring test_data finished, cost 2.730195999145508 seconds\n", "[2024-03-28 15:49:44][Stereo][5186][MainThread][140604473845568][single_r][189][INFO]: start fine-tuning...\n", "[2024-03-28 15:49:44][Stereo][5186][MainThread][140604473845568][single_r][295][INFO]: fine-tuning with test_data(shape=(9124, 16433))\n", "0it [00:00, ?it/s]INFO:numba.core.transforms:finding looplift candidates\n", "9124it [06:16, 24.21it/s] \n", "[2024-03-28 15:56:08][Stereo][5186][MainThread][140604473845568][single_r][192][INFO]: fine-tuning finished, cost 384.396365404129 seconds\n", "[2024-03-28 15:56:08][Stereo][5186][MainThread][140604473845568][single_r][200][INFO]: single-r finished, cost 393.7839856147766 seconds\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
binsgroupfirst_labels
1374389535660013743895356600AstrocytesEpithelial cells
1374389535670013743895356700NeuronsOligodendrocytes
1374389535680013743895356800NeuronsNeurons
1374389535690013743895356900NeuronsNeurons
1374389535700013743895357000NeuronsNeurons
............
5755256177720057552561777200AstrocytesAstrocytes
5755256177730057552561777300NeuronsNeurons
5755256177740057552561777400AstrocytesNeurons
5755256177770057552561777700AstrocytesNeurons
5755256177780057552561777800NeuronsNeurons
\n", "

9124 rows × 3 columns

\n", "
" ], "text/plain": [ " bins group first_labels\n", "13743895356600 13743895356600 Astrocytes Epithelial cells\n", "13743895356700 13743895356700 Neurons Oligodendrocytes\n", "13743895356800 13743895356800 Neurons Neurons\n", "13743895356900 13743895356900 Neurons Neurons\n", "13743895357000 13743895357000 Neurons Neurons\n", "... ... ... ...\n", "57552561777200 57552561777200 Astrocytes Astrocytes\n", "57552561777300 57552561777300 Neurons Neurons\n", "57552561777400 57552561777400 Astrocytes Neurons\n", "57552561777700 57552561777700 Astrocytes Neurons\n", "57552561777800 57552561777800 Neurons Neurons\n", "\n", "[9124 rows x 3 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.tl.single_r(\n", " ref_exp_data=ref, \n", " ref_use_col='label.main', \n", " res_key='annotation', \n", " fine_tune_times=1,\n", " n_jobs=40\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "id": "fd12a4da-4c36-4091-b530-c645b2c3ee68", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T07:56:08.692878Z", "iopub.status.busy": "2024-03-28T07:56:08.691192Z", "iopub.status.idle": "2024-03-28T07:56:09.814390Z", "shell.execute_reply": "2024-03-28T07:56:09.813287Z", "shell.execute_reply.started": "2024-03-28T07:56:08.692782Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 11, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1023" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='annotation')" ] }, { "cell_type": "code", "execution_count": 12, "id": "d9374c70", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T07:56:09.815912Z", "iopub.status.busy": "2024-03-28T07:56:09.815637Z", "iopub.status.idle": "2024-03-28T08:04:50.501184Z", "shell.execute_reply": "2024-03-28T08:04:50.500199Z", "shell.execute_reply.started": "2024-03-28T07:56:09.815885Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 15:56:14][Stereo][5186][MainThread][140604473845568][single_r][153][INFO]: start single-r with n_jobs=40 fine_tune_times=10\n", "[2024-03-28 15:56:14][Stereo][5186][MainThread][140604473845568][single_r][155][INFO]: start training ref...\n", "[2024-03-28 15:56:20][Stereo][5186][MainThread][140604473845568][single_r][158][INFO]: training ref finished, cost 5.6476099491119385 seconds\n", "[2024-03-28 15:56:20][Stereo][5186][MainThread][140604473845568][single_r][184][INFO]: start scoring test_data...\n", "100%|██████████| 18/18 [00:00<00:00, 19463.13it/s]\n", "[2024-03-28 15:56:23][Stereo][5186][MainThread][140604473845568][single_r][187][INFO]: scoring test_data finished, cost 3.302593946456909 seconds\n", "[2024-03-28 15:56:23][Stereo][5186][MainThread][140604473845568][single_r][189][INFO]: start fine-tuning...\n", "[2024-03-28 15:56:23][Stereo][5186][MainThread][140604473845568][single_r][295][INFO]: fine-tuning with test_data(shape=(9124, 16433))\n", "80it [00:00, 579.34it/s]INFO:numba.core.transforms:finding looplift candidates\n", "9124it [08:06, 18.76it/s] \n", "[2024-03-28 16:04:50][Stereo][5186][MainThread][140604473845568][single_r][192][INFO]: fine-tuning finished, cost 506.8143231868744 seconds\n", "[2024-03-28 16:04:50][Stereo][5186][MainThread][140604473845568][single_r][200][INFO]: single-r finished, cost 520.5640707015991 seconds\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
binsgroupfirst_labels
1374389535660013743895356600Epithelial cellsEpithelial cells
1374389535670013743895356700OligodendrocytesOligodendrocytes
1374389535680013743895356800NeuronsNeurons
1374389535690013743895356900NeuronsNeurons
1374389535700013743895357000NeuronsNeurons
............
5755256177720057552561777200NeuronsAstrocytes
5755256177730057552561777300NeuronsNeurons
5755256177740057552561777400NeuronsNeurons
5755256177770057552561777700NeuronsNeurons
5755256177780057552561777800NeuronsNeurons
\n", "

9124 rows × 3 columns

\n", "
" ], "text/plain": [ " bins group first_labels\n", "13743895356600 13743895356600 Epithelial cells Epithelial cells\n", "13743895356700 13743895356700 Oligodendrocytes Oligodendrocytes\n", "13743895356800 13743895356800 Neurons Neurons\n", "13743895356900 13743895356900 Neurons Neurons\n", "13743895357000 13743895357000 Neurons Neurons\n", "... ... ... ...\n", "57552561777200 57552561777200 Neurons Astrocytes\n", "57552561777300 57552561777300 Neurons Neurons\n", "57552561777400 57552561777400 Neurons Neurons\n", "57552561777700 57552561777700 Neurons Neurons\n", "57552561777800 57552561777800 Neurons Neurons\n", "\n", "[9124 rows x 3 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.tl.single_r(\n", " ref_exp_data=ref,\n", " ref_use_col='label.main', \n", " res_key='annotation',\n", " fine_tune_times=10,\n", " n_jobs=40\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "ffdb2135-c867-4325-b467-0fa08cf6609f", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T08:04:50.503056Z", "iopub.status.busy": "2024-03-28T08:04:50.502805Z", "iopub.status.idle": "2024-03-28T08:04:52.609028Z", "shell.execute_reply": "2024-03-28T08:04:52.608273Z", "shell.execute_reply.started": "2024-03-28T08:04:50.503030Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 13, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1033" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='annotation')" ] }, { "cell_type": "code", "execution_count": 14, "id": "9232a4b4-9586-44f2-9cc0-32ca71a51d1b", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T08:04:52.610155Z", "iopub.status.busy": "2024-03-28T08:04:52.609929Z", "iopub.status.idle": "2024-03-28T08:05:47.814797Z", "shell.execute_reply": "2024-03-28T08:05:47.814005Z", "shell.execute_reply.started": "2024-03-28T08:04:52.610135Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[2024-03-28 16:05:46][Stereo][5186][MainThread][140604473845568][single_r][200][INFO]: single-r finished, cost 54.125330209732056 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Same genes in same order, genes size: 16433\n", "train data cost time(s): 1\n", "ref data shape: 358 x 3226 non-zero number: 5883014\n", "qry data shape: 9124 x 3226 non-zero number: 25284828\n", "free GPU device mem(MB): 23701 total need mem(MB): 175\n", "Load total ref and qry data into GPU device memory\n", "score() used gpu mem(MB): 571\n", "score data cost time(s): 10\n", "ref data shape: 358 x 7457 non-zero number: 5883014\n", "qry data shape: 9124 x 7457 non-zero number: 25284828\n", "free GPU device mem(MB): 23647 total need mem(MB): 20\n", "Load total ref and qry data into GPU device memory\n", "finetune() used gpu mem(MB): 470\n", "finetune cost time(s): 21\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
binsgroupfirst_labels
1374389535660013743895356600Epithelial cellsEpithelial cells
1374389535670013743895356700OligodendrocytesOligodendrocytes
1374389535680013743895356800NeuronsNeurons
1374389535690013743895356900NeuronsNeurons
1374389535700013743895357000NeuronsNeurons
............
5755256177720057552561777200NeuronsAstrocytes
5755256177730057552561777300NeuronsNeurons
5755256177740057552561777400NeuronsNeurons
5755256177770057552561777700NeuronsNeurons
5755256177780057552561777800NeuronsNeurons
\n", "

9124 rows × 3 columns

\n", "
" ], "text/plain": [ " bins group first_labels\n", "13743895356600 13743895356600 Epithelial cells Epithelial cells\n", "13743895356700 13743895356700 Oligodendrocytes Oligodendrocytes\n", "13743895356800 13743895356800 Neurons Neurons\n", "13743895356900 13743895356900 Neurons Neurons\n", "13743895357000 13743895357000 Neurons Neurons\n", "... ... ... ...\n", "57552561777200 57552561777200 Neurons Astrocytes\n", "57552561777300 57552561777300 Neurons Neurons\n", "57552561777400 57552561777400 Neurons Neurons\n", "57552561777700 57552561777700 Neurons Neurons\n", "57552561777800 57552561777800 Neurons Neurons\n", "\n", "[9124 rows x 3 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.tl.single_r(\n", " ref_exp_data=ref,\n", " ref_use_col='label.main', \n", " res_key='annotation',\n", " method='rapids'\n", ")" ] }, { "cell_type": "code", "execution_count": 15, "id": "80193f90-ac0b-4462-bee4-f51c75c25755", "metadata": { "execution": { "iopub.execute_input": "2024-03-28T08:05:47.816675Z", "iopub.status.busy": "2024-03-28T08:05:47.815991Z", "iopub.status.idle": "2024-03-28T08:05:49.009425Z", "shell.execute_reply": "2024-03-28T08:05:49.007805Z", "shell.execute_reply.started": "2024-03-28T08:05:47.816650Z" } }, "outputs": [ { "data": {}, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.holoviews_exec.v0+json": "", "text/html": [ "
\n", "
\n", "
\n", "" ], "text/plain": [ "Column\n", " [0] Markdown(str)\n", " [1] Row\n", " [0] TextInput(name='file name', placeholder='Enter a file name...', width=200)\n", " [1] Select(name='file format', options=['png', 'pdf'], value='png', width=60)\n", " [2] IntInput(name='dpi', placeholder='Enter the dip...', start=0, value=100, width=200)\n", " [2] Row\n", " [0] Button(button_type='primary', name='export', width=100)\n", " [1] StaticText(width=800)" ] }, "execution_count": 15, "metadata": { "application/vnd.holoviews_exec.v0+json": { "id": "1043" } }, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data.plt.cluster_scatter(res_key='annotation')" ] } ], "metadata": { "kernelspec": { "display_name": "stereopy", "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": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }