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Cornerstone Demo Notebook
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"174764 174764\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1166d6278>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import base64 as b64\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"with open('img_junk.txt', 'r') as f:\n",
" b64_data = f.read().strip()\n",
" k = b64.b64decode(b64_data)\n",
" kk = np.frombuffer(k, dtype=np.uint16).reshape((256, 256))\n",
"def encode_img(in_img):\n",
" return b64.b64encode(in_img.tobytes()).decode()\n",
"\n",
"print(sum([a==b for a, b in zip(encode_img(kk), b64_data)]), len(b64_data))\n",
"plt.imshow(kk, cmap='bone')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def fancy_format(in_str, **kwargs):\n",
" \"\"\"\n",
" A format command for strings that already have lots of curly brackets (ha!)\n",
" :param in_str:\n",
" :param kwargs: the arguments to substitute\n",
" :return:\n",
" >>> fancy_format('{haha} {dan} {bob}', dan = 1, bob = 2)\n",
" '{haha} 1 2'\n",
" \"\"\"\n",
" new_str = in_str.replace('{', '{{').replace('}', '}}')\n",
" for key in kwargs.keys():\n",
" new_str = new_str.replace('{{%s}}' % key, '{%s}' % key)\n",
" return new_str.format(**kwargs)\n",
"\n",
"PYLOAD_JS = \"\"\"\n",
"(function (cs) {\n",
" \"use strict\";\n",
" function str2ab(str) {\n",
" var buf = new ArrayBuffer(str.length*2); // 2 bytes for each char\n",
" var bufView = new Uint16Array(buf);\n",
" var index = 0;\n",
" for (var i=0, strLen=str.length; i<strLen; i+=2) {\n",
" var lower = str.charCodeAt(i);\n",
" var upper = str.charCodeAt(i+1);\n",
" bufView[index] = lower + (upper <<8);\n",
" index++;\n",
" }\n",
" return bufView;\n",
" }\n",
"\n",
" function parsePixelData(base64PixelData)\n",
" {\n",
" var pixelDataAsString = window.atob(base64PixelData);\n",
" var pixelData = str2ab(pixelDataAsString);\n",
" return pixelData;\n",
" }\n",
" var imageB64Data = \"{image_data}\"\n",
" var imagePixelData = parsePixelData(imageB64Data);\n",
"\n",
" function loadPythonImage(imageId) {\n",
" console.log('Reading Image:'+imageId);\n",
" function getPixelData() {\n",
" return imagePixelData;\n",
" }\n",
" var image = {\n",
" imageId: imageId,\n",
" minPixelValue : {min_val},\n",
" maxPixelValue : {max_val},\n",
" slope: 1.0,\n",
" intercept: {offset},\n",
" windowCenter : {window_center},\n",
" windowWidth : {window_width},\n",
" getPixelData: getPixelData,\n",
" rows: {height},\n",
" columns: {width},\n",
" height: {height},\n",
" width: {width},\n",
" color: false,\n",
" columnPixelSpacing: .8984375,\n",
" rowPixelSpacing: .8984375,\n",
" sizeInBytes: {width} * {height} * 2\n",
" };\n",
" var out_promise=new Promise((resolve) => {\n",
" resolve(image);\n",
" });\n",
" return {\n",
" promise: out_promise,\n",
" cancelFn: undefined\n",
" };\n",
" }\n",
" // register our imageLoader plugin with cornerstone\n",
" cs.registerImageLoader('numpy', loadPythonImage);\n",
"}(cornerstone));\n",
"\"\"\"\n",
"\n",
"def make_pyloader_js(in_arr):\n",
" # make_pyloader_js(np.eye(3))\n",
" if len(in_arr.shape)!=2: \n",
" raise NotImplementedError('Does not handle shape:{}'.format(in_arr.shape))\n",
" offset = in_arr.min()\n",
" min_val = offset\n",
" max_val = in_arr.max()\n",
" wc = in_arr.mean()\n",
" ww = in_arr.std()\n",
" new_arr = in_arr.astype(np.float64)-offset\n",
" new_arr = new_arr.astype(np.uint16)\n",
" out_b64 = encode_img(new_arr)\n",
" h, w = in_arr.shape\n",
" return fancy_format(PYLOAD_JS, window_center=wc, window_width=ww, width=w, height=h, image_data=out_b64,\n",
" offset=offset, min_val=min_val, max_val=max_val)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"from warnings import warn\n",
"base_url = 'https://rawgit.com/kmader/fd00cbfdc172dee9a575924819e05ef7/raw/ee01204f3bb074937feb720865da97c3aeeed828/'\n",
"\n",
"js_names = [\"https://unpkg.com/jquery@3.3.1/dist/jquery.js\",\n",
" \"https://unpkg.com/cornerstone-core@2.2.4/dist/cornerstone.min.js\",\n",
" \"https://unpkg.com/cornerstone-math@0.1.6/dist/cornerstoneMath.min.js\",\n",
" \"https://unpkg.com/cornerstone-tools@2.3.9/dist/cornerstoneTools.min.js\"]\n",
"\n",
"js_html = '\\n'.join(\n",
" [\n",
" \"\"\"<script type=\"text/javascript\" src=\"{c_url}\"></script>\"\"\".format(\n",
" base_url=base_url, c_url=c_url)\n",
" for c_url in js_names])\n",
"\n",
"css_names = ['tachyons.min.css', 'main.css']\n",
"css_html = '\\n'.join([\n",
" \"\"\"<link rel=\"stylesheet\" href=\"{base_url}{c_url}\">\"\"\".format(\n",
" base_url=base_url, c_url=c_url)\n",
" for c_url in css_names])\n",
"\n",
"panel_code_html = \"\"\"\n",
"<div class=\"fl w-{width_tag}\">\n",
" <div class=\"dib w-100\"><p class=\"dib pr3 fl\">{image_text}</p></div>\n",
" <div id=\"{image_id}\" class=\"ba ma1\" style=\"width:512px;height:512px;\"></div>\n",
" <div><p class=\"dib pr3 fl\" id=\"{text_id}\"></p></div>\n",
"</div>\n",
"\"\"\"\n",
"\n",
"\n",
"def generate_panels(panel_names, panel_ids, panel_texts=None):\n",
" if panel_texts is None:\n",
" panel_texts = panel_names\n",
" return '\\n'.join([fancy_format(panel_code_html,\n",
" width_tag=TACHYON_WIDTH_TAGS.get(\n",
" len(panel_names), '10'),\n",
" image_id=c_name,\n",
" image_text=c_text,\n",
" text_id=c_id)\n",
" for c_name, c_id, c_text in\n",
" zip(panel_names, panel_ids, panel_texts)])\n",
"\n",
"\n",
"TACHYON_WIDTH_TAGS = {1: '100', 2: '50', 3: 'third', 4: '25', 5: '20',\n",
" 6: '10'} # tag to use as a function of the number of panels\n",
"\n",
"def make_panel_js(panel_names, panel_ids, panel_paths, first_region):\n",
" return fancy_format(multipanel_script_js,\n",
" PANEL_NAMES=json.dumps(panel_names),\n",
" PANEL_IDS=json.dumps(panel_ids),\n",
" PATHS_LIST=json.dumps(panel_paths),\n",
" FIRST_REGION=json.dumps(first_region),\n",
" ADDITIONAL_JS_CODE='',\n",
" )\n",
"\n",
"\n",
"def gen_multiplanel_html(np_list):\n",
" # type: (List[Tuple[str, str, List[str]]]) -> str\n",
" \"\"\"\n",
" Create a multipanel view of the data\n",
" :param np_list:\n",
" :param regions:\n",
" :return:\n",
" >>> out_str = gen_multiplanel_html([('fancyTag', 'aname', ['a.dcm'])], [[0,1]])\n",
" >>> print(out_str[out_str.find('fancyTag')-60:out_str.find('fancyTag')+5])\n",
" =\"fl w-100\">\n",
" <div class=\"dib w-100\"><p class=\"dib pr3 fl\">fancy\n",
" >>> out_str = gen_multiplanel_html([('fancyTag', 'aname', ['a.dcm'])]*2, [[0,1]])\n",
" >>> print(out_str[out_str.find('fancyTag')-60:out_str.find('fancyTag')+5])\n",
" s=\"fl w-50\">\n",
" <div class=\"dib w-100\"><p class=\"dib pr3 fl\">fancy\n",
" \"\"\"\n",
" panel_names = []\n",
" panel_ids = []\n",
" panel_paths = []\n",
" for c_name, c_id, c_paths in np_list:\n",
" panel_names += [c_name]\n",
" panel_ids += [c_id]\n",
" panel_paths += [c_paths]\n",
"\n",
" js_code = make_panel_js(panel_names=panel_names,\n",
" panel_ids=panel_ids,\n",
" panel_paths=panel_paths\n",
" )\n",
" panel_code = generate_panels(panel_names=panel_names,\n",
" panel_ids=panel_ids,\n",
" panel_texts=panel_names)\n",
" body_html = fancy_format(cornerstone_body_html, PANEL_HTML=panel_code)\n",
" return fancy_format(cornerstone_core_multipanel_html,\n",
" JS_IMPORTS=js_html,\n",
" BODY_HTML=body_html,\n",
" CSS_CODE=css_html,\n",
" JS_CODE=js_code)\n",
"\n",
"cornerstone_body_html = \"\"\"\n",
" <div class=\"cf bt b--moon-gray-10\">\n",
" <div class=\"fl w-100 tc\">\n",
" <div class=\"fl w-100\">\n",
" <p class=\"pa3 ph5-ns dib fl\">Tools:</p>\n",
" <ul id=\"tools-list\" class='list pa3 ph5-ns lh-copy'>\n",
" <li class=\"dib ph3 fl\"><a id=\"wwwc\" href=\"#\" class=\"link moon-gray list-group-item\">|WW/WC|</a></li>\n",
" <li class=\"dib ph2 fl\"><a id=\"pan\" href=\"#\" class=\"link moon-gray list-group-item\">|Pan|</a></li>\n",
" <li class=\"dib ph2 fl\"><a id=\"zoom\" href=\"#\" class=\"link moon-gray list-group-item\">|Zoom|</a></li>\n",
" <li class=\"dib ph2 fl\"><a id=\"reset\" href=\"#\" class=\"link moon-gray list-group-item\">|Reset|</a></li>\n",
" </ul>\n",
" </div>\n",
" <div class=\"pa3 ph5-ns fl w-100 tc\">\n",
" {PANEL_HTML}\n",
" </div>\n",
" </div>\n",
" </div>\n",
"\"\"\"\n",
"\n",
"cornerstone_core_multipanel_html = \"\"\"\n",
"<!DOCTYPE html>\n",
"<html lang=\"en\" class=\"moon-gray bg-near-black\">\n",
"<head>\n",
" <title>CXR Viewer</title>\n",
" <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n",
" {CSS_CODE}\n",
"</head>\n",
"<body class=\"w-100 sans-serif\">\n",
" {BODY_HTML}\n",
" {JS_IMPORTS}\n",
" <script type=\"text/javascript\">{JS_CODE}</script>\n",
"</body>\n",
"\n",
"</html>\n",
"\"\"\"\n",
"\n",
"multipanel_script_js = \"\"\"\n",
"// global variables\n",
"var panel_names = {PANEL_NAMES};\n",
"var panel_ids = {PANEL_IDS};\n",
"var all_images_list = {PATHS_LIST};\n",
"var image_panels = new Array(panel_names.length);\n",
"var body = null;\n",
"var bb_stack = 0;\n",
"\n",
"var serializedState = null\n",
"var initialAppState = null;\n",
"// disable the default context menu which is there by default\n",
"function disableContextMenu(e) {\n",
" $(e).on('contextmenu', function(e) {\n",
" e.preventDefault();\n",
" });\n",
"}\n",
"\n",
"function onNewImage(e) {\n",
"}\n",
"\n",
"function onImageRendered(e, eventData) {\n",
"}\n",
"\n",
"function onInitialState() {\n",
"\tconsole.log('captured initial state');\n",
"\tinitialAppState = cornerstoneTools.appState.save(image_panels);\n",
"}\n",
"\n",
"function load_dicom_stack(imageIds, element) {\n",
" cornerstone.enable(element);\n",
" var stack = {\n",
" currentImageIdIndex: 0,\n",
" imageIds: imageIds\n",
" };\n",
" console.log('Loading:'+imageIds[stack.currentImageIdIndex]);\n",
" cornerstoneTools.mouseInput.enable(element);\n",
" cornerstoneTools.mouseWheelInput.enable(element);\n",
" return cornerstone.loadImage(imageIds[stack.currentImageIdIndex])\n",
" .then(function (image) {\n",
" var viewport = cornerstone.getDefaultViewportForImage(element, image);\n",
" cornerstone.displayImage(element, image, viewport);\n",
" cornerstoneTools.wwwc.activate(element, 1);\n",
" })\n",
" .catch(function (error) {\n",
" console.log(\"When loading stack:\"+imageIds[0]+\" in \"+element+\" error \"+error+\" occured\");\n",
" });\n",
"}\n",
"\n",
"function load_all_stacks(all_paths_list) {\n",
"\n",
" var eval_list = [];\n",
" for(var i = 0; i < image_panels.length; i++) {\n",
" eval_list.push(load_dicom_stack(all_paths_list[i], image_panels[i]));\n",
" }\n",
"\n",
"\tPromise.all(eval_list)\n",
"\t\t\t.then(function(values) {\n",
"\t\t\t\tvar synchronizer = new cornerstoneTools.Synchronizer(\"CornerstoneStackScroll\", cornerstoneTools.stackScrollSynchronizer);\n",
"\t\t\t\tfor(var i = 0; i < image_panels.length; i++) {\n",
" synchronizer.add(image_panels[i]);\n",
" $(image_panels[i]).on(\"CornerstoneNewImage\", onImageRendered);\n",
" }\n",
"\t\t\t\tonInitialState(image_panels[i]);\n",
"\t\t\t})\n",
"\t\t\t.catch(function (error) {\n",
"\t\t\t\tconsole.log(\"When loading stacks error: \" + error + \" occured\");\n",
"\t\t\t});\n",
"}\n",
"\n",
"\n",
"$(function () {\n",
" // post setup code\n",
" console.log(\"Ready!\");\n",
" for(var i = 0; i < panel_names.length; i++) {\n",
" image_panels[i] = $('#'+panel_names[i]).get(0);\n",
" disableContextMenu(image_panels[i]);\n",
" console.log(panel_names[i]+\":\"+image_panels[i]);\n",
" }\n",
"\n",
" body = $('body');\n",
"\n",
" // Add event handlers to zoom the image in and out\n",
" $('#zoomIn').click(function (element) {\n",
" var viewport = cornerstone.getViewport(element);\n",
" viewport.scale += 0.25;\n",
" cornerstone.setViewport(element, viewport);\n",
" });\n",
"\n",
" $('#zoomOut').click(function (element) {\n",
" var viewport = cornerstone.getViewport(element);\n",
" viewport.scale -= 0.25;\n",
" cornerstone.setViewport(element, viewport);\n",
" });\n",
"\n",
" $('#pan').click(function () {\n",
" activate('#pan');\n",
" for(var i = 0; i < image_panels.length; i++) {\n",
" \n",
" disableAllTools(image_panels[i]);\n",
" cornerstoneTools.pan.activate(image_panels[i], 1);\n",
" cornerstoneTools.zoom.activate(image_panels[i], 2);\n",
" }\n",
"\n",
" });\n",
"\n",
" $('#wwwc').click(function () {\n",
" activate('#wwwc');\n",
" for(var i = 0; i < image_panels.length; i++) {\n",
" disableAllTools(image_panels[i]);\n",
" cornerstoneTools.wwwc.activate(image_panels[i], 1);\n",
" }\n",
" \n",
" });\n",
"\n",
"\n",
" $('#zoom').click(function () {\n",
" activate('#zoom');\n",
" for(var i = 0; i < image_panels.length; i++) {\n",
" disableAllTools(image_panels[i]);\n",
" cornerstoneTools.zoom.activate(image_panels[i], 1);\n",
" }\n",
" });\n",
"\n",
"\n",
" $('#reset').click(function () {\n",
" for(var i = 0; i < image_panels.length; i++) {\n",
" cornerstone.reset(image_panels[i]);\n",
" }\n",
" });\n",
"\n",
"\n",
" $('#savestate').click(function () {\n",
" var appState = cornerstoneTools.appState.save(image_panels);\n",
" serializedState = JSON.stringify(appState);\n",
" });\n",
"\n",
" $('#restorestate').click(function () {\n",
" var appState = cornerstoneTools.appState.save(image_panels);\n",
" jsntxt = appState[imageIdToolState] = { '': '' }\n",
" var appState = JSON.parse(jsntxt)\n",
" cornerstoneTools.appState.restore(appState);\n",
" console.log('State restored');\n",
" });\n",
" \n",
" function activate(id) {\n",
" $(\"#tools-list\").find(\"a.light-purple\").removeClass(\"light-purple\");\n",
" $(id).addClass('light-purple');\n",
" $(id).addClass('active');\n",
" }\n",
"\n",
" function disableAllTools(element) {\n",
" // helper function used by the tool button handlers to disable the active tool\n",
" // before making a new tool active\n",
" cornerstoneTools.wwwc.deactivate(element, 1);\n",
" cornerstoneTools.pan.deactivate(element, 2); // 2 is middle mouse button\n",
" cornerstoneTools.zoom.deactivate(element, 4); // 4 is right mouse button\n",
" cornerstoneTools.length.deactivate(element, 1);\n",
" //cornerstoneTools.ellipticalRoi.deactivate(element, 1);\n",
" cornerstoneTools.rectangleRoi.deactivate(element, 1);\n",
" //cornerstoneTools.angle.deactivate(element, 1);\n",
" //cornerstoneTools.highlight.deactivate(element, 1);\n",
" //cornerstoneTools.freehand.deactivate(element, 1);\n",
" }\n",
" \n",
" {ADDITIONAL_JS_CODE}\n",
" \n",
" load_all_stacks(all_images_list);\n",
"});\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import Javascript, display, HTML\n",
"\n",
"def gen_numpy_panel(panel_text, panel_arr, as_full_page=True):\n",
" panel_id = 'panel1'\n",
" numpy_load_js = make_pyloader_js(panel_arr)\n",
" panel_code = generate_panels(panel_names=[panel_id],\n",
" panel_ids=[panel_id],\n",
" panel_texts=[panel_text])\n",
" \n",
" mp_script_js = fancy_format(multipanel_script_js,\n",
" PANEL_NAMES=json.dumps([panel_id]),\n",
" PANEL_IDS=json.dumps([panel_id]),\n",
" PATHS_LIST=json.dumps([['numpy://0']]),\n",
" ADDITIONAL_JS_CODE=numpy_load_js,\n",
" )\n",
" \n",
" body_html = fancy_format(cornerstone_body_html, PANEL_HTML=panel_code)\n",
" if as_full_page:\n",
" return fancy_format(cornerstone_core_multipanel_html,\n",
" JS_IMPORTS=js_html,\n",
" CSS_CODE=css_html,\n",
" BODY_HTML=body_html,\n",
" JS_CODE=mp_script_js)\n",
" else:\n",
" def prep_func():\n",
" for c_js in js_names:\n",
" display(Javascript(url=c_js))\n",
" return body_html, prep_func, mp_script_js"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Serving HTTP on 0.0.0.0 port 8000 ...\n",
"127.0.0.1 - - [30/Aug/2018 15:47:03] \"GET /out2.html HTTP/1.1\" 200 -\n"
]
}
],
"source": [
"full_page = True\n",
"out_str = gen_numpy_panel('Does this patient have opacity?', kk[:100], as_full_page=full_page)\n",
"if full_page:\n",
" from IPython.display import HTML\n",
" with open('out2.html', 'w') as f:\n",
" f.write(out_str)\n",
" !open 'http://localhost:8000/out2.html'\n",
" !python -m http.server 8000\n",
"else:\n",
" out_str, prep_func, my_script = out_str"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"prep_func()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import ipywidgets as ipw"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"%%javascript\n",
"require.config({\n",
" paths: {\n",
" cornerstone: '//unpkg.com/cornerstone-core',\n",
" cornerstoneMath: '//unpkg.com/cornerstone-math',\n",
" cornerstoneTools: '//unpkg.com/cornerstone-tools'\n",
" }\n",
"});"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"display(HTML(out_str))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"Javascript(fancy_format(\"\"\"\n",
"require(['jquery','cornerstone', 'cornerstoneTools'], \n",
" function($, cornerstone, cornerstoneTools){\n",
" console.log('cs ready!', $, cornerstoneTools);\n",
" {cs_dep_code}\n",
"})\n",
"\"\"\", cs_dep_code=my_script))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.5.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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