Introductions
Work
Blog
{{< ai google-scholar >}}
Predicting Semantic Similarity using KerasNLP
This report demonstrates how to use the Weights&Biases to speedup experiments with Keras
KerasHub
LLMs
Wandb
Published
September 2, 2023
<div id="quarto-navigation-envelope" class="hidden"> <p><span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1zaWRlYmFyLXRpdGxl">Introductions</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXItdGl0bGU=">Introductions</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6V29yaw==">Work</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6L3BhZ2VzL3dvcmsuaHRtbA==">/pages/work.html</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6QmxvZw==">Blog</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6L2Jsb2cuaHRtbA==">/blog.html</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6aHR0cHM6Ly90d2l0dGVyLmNvbS9rYW5wdXJpeWFuYXdhYg==">https://twitter.com/kanpuriyanawab</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6aHR0cHM6Ly93d3cubGlua2VkaW4uY29tL2luL2Fuc2h1aXptZS8=">https://www.linkedin.com/in/anshuizme/</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6aHR0cHM6Ly9naXRodWIuY29tL2thbnB1cml5YW5hd2Fi">https://github.com/kanpuriyanawab</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6aHR0cHM6Ly95b3V0dWJlLmNvbS9AMXNtb2xsY29kZXI=">https://youtube.com/@1smollcoder</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6aHR0cHM6Ly9mdWxsc3RhY2thZ2VudHMuc3Vic3RhY2suY29t">https://fullstackagents.substack.com</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6e3s8IGFpIGdvb2dsZS1zY2hvbGFyID59fQ=="><i class="ai ai-google-scholar" aria-label="google-scholar"></i></span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLWludC1uYXZiYXI6aHR0cHM6Ly9zY2hvbGFyLmdvb2dsZS5mci9jaXRhdGlvbnM/dXNlcj03MHdoOWpjQUFBQUo=">https://scholar.google.fr/citations?user=70wh9jcAAAAJ</span></p> </div> <div id="quarto-meta-markdown" class="hidden"> <p><span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLW1ldGF0aXRsZQ==">Predicting Semantic Similarity using KerasNLP – Introductions</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLXR3aXR0ZXJjYXJkdGl0bGU=">Predicting Semantic Similarity using KerasNLP – Introductions</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLW9nY2FyZHRpdGxl">Predicting Semantic Similarity using KerasNLP – Introductions</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLW1ldGFzaXRlbmFtZQ==">Introductions</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLXR3aXR0ZXJjYXJkZGVzYw==">This report demonstrates how to use the Weights&Biases to speedup experiments with Keras</span> <span class="hidden quarto-markdown-envelope-contents" data-render-id="cXVhcnRvLW9nY2FyZGRkZXNj">This report demonstrates how to use the Weights&Biases to speedup experiments with Keras</span></p> </div> </main> <!-- /main --> <script id = "quarto-html-after-body" type="application/javascript"> window.document.addEventListener("DOMContentLoaded", function (event) { // Ensure there is a toggle, if there isn't float one in the top right if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { const a = window.document.createElement('a'); a.classList.add('top-right'); a.classList.add('quarto-color-scheme-toggle'); a.href = ""; a.onclick = function() { try { window.quartoToggleColorScheme(); } catch {} return false; }; const i = window.document.createElement("i"); i.classList.add('bi'); a.appendChild(i); window.document.body.appendChild(a); } setColorSchemeToggle(hasAlternateSentinel()) const icon = ""; const anchorJS = new window.AnchorJS(); anchorJS.options = { placement: 'right', icon: icon }; anchorJS.add('.anchored'); const isCodeAnnotation = (el) => { for (const clz of el.classList) { if (clz.startsWith('code-annotation-')) { return true; } } return false; } const onCopySuccess = function(e) { // button target const button = e.trigger; // don't keep focus button.blur(); // flash "checked" button.classList.add('code-copy-button-checked'); var currentTitle = button.getAttribute("title"); button.setAttribute("title", "Copied!"); let tooltip; if (window.bootstrap) { button.setAttribute("data-bs-toggle", "tooltip"); button.setAttribute("data-bs-placement", "left"); button.setAttribute("data-bs-title", "Copied!"); tooltip = new bootstrap.Tooltip(button, { trigger: "manual", customClass: "code-copy-button-tooltip", offset: [0, -8]}); tooltip.show(); } setTimeout(function() { if (tooltip) { tooltip.hide(); button.removeAttribute("data-bs-title"); button.removeAttribute("data-bs-toggle"); button.removeAttribute("data-bs-placement"); } button.setAttribute("title", currentTitle); button.classList.remove('code-copy-button-checked'); }, 1000); // clear code selection e.clearSelection(); } const getTextToCopy = function(trigger) { const codeEl = trigger.previousElementSibling.cloneNode(true); for (const childEl of codeEl.children) { if (isCodeAnnotation(childEl)) { childEl.remove(); } } return codeEl.innerText; } const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', { text: getTextToCopy }); clipboard.on('success', onCopySuccess); if (window.document.getElementById('quarto-embedded-source-code-modal')) { const clipboardModal = new window.ClipboardJS('.code-copy-button[data-in-quarto-modal]', { text: getTextToCopy, container: window.document.getElementById('quarto-embedded-source-code-modal') }); clipboardModal.on('success', onCopySuccess); } var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//); var mailtoRegex = new RegExp(/^mailto:/); var filterRegex = new RegExp("https:\/\/www\.heyyanshuman\.com"); var isInternal = (href) => { return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href); } // Inspect non-navigation links and adorn them if external var links = window.document.querySelectorAll('a[href]:not(.nav-link):not(.navbar-brand):not(.toc-action):not(.sidebar-link):not(.sidebar-item-toggle):not(.pagination-link):not(.no-external):not([aria-hidden]):not(.dropdown-item):not(.quarto-navigation-tool):not(.about-link)'); for (var i=0; i<links.length; i++) { const link = links[i]; if (!isInternal(link.href)) { // undo the damage that might have been done by quarto-nav.js in the case of // links that we want to consider external if (link.dataset.originalHref !== undefined) { link.href = link.dataset.originalHref; } } } function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { const config = { allowHTML: true, maxWidth: 500, delay: 100, arrow: false, appendTo: function(el) { return el.parentElement; }, interactive: true, interactiveBorder: 10, theme: 'quarto', placement: 'bottom-start', }; if (contentFn) { config.content = contentFn; } if (onTriggerFn) { config.onTrigger = onTriggerFn; } if (onUntriggerFn) { config.onUntrigger = onUntriggerFn; } window.tippy(el, config); } const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); for (var i=0; i<noterefs.length; i++) { const ref = noterefs[i]; tippyHover(ref, function() { // use id or data attribute instead here let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href'); try { href = new URL(href).hash; } catch {} const id = href.replace(/^#\/?/, ""); const note = window.document.getElementById(id); if (note) { return note.innerHTML; } else { return ""; } }); } const xrefs = window.document.querySelectorAll('a.quarto-xref'); const processXRef = (id, note) => { // Strip column container classes const stripColumnClz = (el) => { el.classList.remove("page-full", "page-columns"); if (el.children) { for (const child of el.children) { stripColumnClz(child); } } } stripColumnClz(note) if (id === null || id.startsWith('sec-')) { // Special case sections, only their first couple elements const container = document.createElement("div"); if (note.children && note.children.length > 2) { container.appendChild(note.children[0].cloneNode(true)); for (let i = 1; i < note.children.length; i++) { const child = note.children[i]; if (child.tagName === "P" && child.innerText === "") { continue; } else { container.appendChild(child.cloneNode(true)); break; } } if (window.Quarto?.typesetMath) { window.Quarto.typesetMath(container); } return container.innerHTML } else { if (window.Quarto?.typesetMath) { window.Quarto.typesetMath(note); } return note.innerHTML; } } else { // Remove any anchor links if they are present const anchorLink = note.querySelector('a.anchorjs-link'); if (anchorLink) { anchorLink.remove(); } if (window.Quarto?.typesetMath) { window.Quarto.typesetMath(note); } if (note.classList.contains("callout")) { return note.outerHTML; } else { return note.innerHTML; } } } for (var i=0; i<xrefs.length; i++) { const xref = xrefs[i]; tippyHover(xref, undefined, function(instance) { instance.disable(); let url = xref.getAttribute('href'); let hash = undefined; if (url.startsWith('#')) { hash = url; } else { try { hash = new URL(url).hash; } catch {} } if (hash) { const id = hash.replace(/^#\/?/, ""); const note = window.document.getElementById(id); if (note !== null) { try { const html = processXRef(id, note.cloneNode(true)); instance.setContent(html); } finally { instance.enable(); instance.show(); } } else { // See if we can fetch this fetch(url.split('#')[0]) .then(res => res.text()) .then(html => { const parser = new DOMParser(); const htmlDoc = parser.parseFromString(html, "text/html"); const note = htmlDoc.getElementById(id); if (note !== null) { const html = processXRef(id, note); instance.setContent(html); } }).finally(() => { instance.enable(); instance.show(); }); } } else { // See if we can fetch a full url (with no hash to target) // This is a special case and we should probably do some content thinning / targeting fetch(url) .then(res => res.text()) .then(html => { const parser = new DOMParser(); const htmlDoc = parser.parseFromString(html, "text/html"); const note = htmlDoc.querySelector('main.content'); if (note !== null) { // This should only happen for chapter cross references // (since there is no id in the URL) // remove the first header if (note.children.length > 0 && note.children[0].tagName === "HEADER") { note.children[0].remove(); } const html = processXRef(null, note); instance.setContent(html); } }).finally(() => { instance.enable(); instance.show(); }); } }, function(instance) { }); } let selectedAnnoteEl; const selectorForAnnotation = ( cell, annotation) => { let cellAttr = 'data-code-cell="' + cell + '"'; let lineAttr = 'data-code-annotation="' + annotation + '"'; const selector = 'span[' + cellAttr + '][' + lineAttr + ']'; return selector; } const selectCodeLines = (annoteEl) => { const doc = window.document; const targetCell = annoteEl.getAttribute("data-target-cell"); const targetAnnotation = annoteEl.getAttribute("data-target-annotation"); const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation)); const lines = annoteSpan.getAttribute("data-code-lines").split(","); const lineIds = lines.map((line) => { return targetCell + "-" + line; }) let top = null; let height = null; let parent = null; if (lineIds.length > 0) { //compute the position of the single el (top and bottom and make a div) const el = window.document.getElementById(lineIds[0]); top = el.offsetTop; height = el.offsetHeight; parent = el.parentElement.parentElement; if (lineIds.length > 1) { const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]); const bottom = lastEl.offsetTop + lastEl.offsetHeight; height = bottom - top; } if (top !== null && height !== null && parent !== null) { // cook up a div (if necessary) and position it let div = window.document.getElementById("code-annotation-line-highlight"); if (div === null) { div = window.document.createElement("div"); div.setAttribute("id", "code-annotation-line-highlight"); div.style.position = 'absolute'; parent.appendChild(div); } div.style.top = top - 2 + "px"; div.style.height = height + 4 + "px"; div.style.left = 0; let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); if (gutterDiv === null) { gutterDiv = window.document.createElement("div"); gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter"); gutterDiv.style.position = 'absolute'; const codeCell = window.document.getElementById(targetCell); const gutter = codeCell.querySelector('.code-annotation-gutter'); gutter.appendChild(gutterDiv); } gutterDiv.style.top = top - 2 + "px"; gutterDiv.style.height = height + 4 + "px"; } selectedAnnoteEl = annoteEl; } }; const unselectCodeLines = () => { const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"]; elementsIds.forEach((elId) => { const div = window.document.getElementById(elId); if (div) { div.remove(); } }); selectedAnnoteEl = undefined; }; // Handle positioning of the toggle window.addEventListener( "resize", throttle(() => { elRect = undefined; if (selectedAnnoteEl) { selectCodeLines(selectedAnnoteEl); } }, 10) ); function throttle(fn, ms) { let throttle = false; let timer; return (...args) => { if(!throttle) { // first call gets through fn.apply(this, args); throttle = true; } else { // all the others get throttled if(timer) clearTimeout(timer); // cancel #2 timer = setTimeout(() => { fn.apply(this, args); timer = throttle = false; }, ms); } }; } // Attach click handler to the DT const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); for (const annoteDlNode of annoteDls) { annoteDlNode.addEventListener('click', (event) => { const clickedEl = event.target; if (clickedEl !== selectedAnnoteEl) { unselectCodeLines(); const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active'); if (activeEl) { activeEl.classList.remove('code-annotation-active'); } selectCodeLines(clickedEl); clickedEl.classList.add('code-annotation-active'); } else { // Unselect the line unselectCodeLines(); clickedEl.classList.remove('code-annotation-active'); } }); } const findCites = (el) => { const parentEl = el.parentElement; if (parentEl) { const cites = parentEl.dataset.cites; if (cites) { return { el, cites: cites.split(' ') }; } else { return findCites(el.parentElement) } } else { return undefined; } }; var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]'); for (var i=0; i<bibliorefs.length; i++) { const ref = bibliorefs[i]; const citeInfo = findCites(ref); if (citeInfo) { tippyHover(citeInfo.el, function() { var popup = window.document.createElement('div'); citeInfo.cites.forEach(function(cite) { var citeDiv = window.document.createElement('div'); citeDiv.classList.add('hanging-indent'); citeDiv.classList.add('csl-entry'); var biblioDiv = window.document.getElementById('ref-' + cite); if (biblioDiv) { citeDiv.innerHTML = biblioDiv.innerHTML; } popup.appendChild(citeDiv); }); return popup.innerHTML; }); } } }); </script> </div> <!-- /content --> </body> </html>