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<li><a href="#methods" id="toc-methods" class="nav-link" data-scroll-target="#methods">Methods</a> 408 <ul class="collapse"> 409 <li><a href="#atdata.URLSource.list_shards" id="toc-atdata.URLSource.list_shards" class="nav-link" data-scroll-target="#atdata.URLSource.list_shards">list_shards</a></li> 410 <li><a href="#atdata.URLSource.open_shard" id="toc-atdata.URLSource.open_shard" class="nav-link" data-scroll-target="#atdata.URLSource.open_shard">open_shard</a></li> 411 </ul></li> 412 </ul></li> 413 </ul> 414<div class="toc-actions"><ul><li><a href="https://github.com/your-org/atdata/edit/main/api/URLSource.qmd" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li><li><a href="https://github.com/your-org/atdata/issues/new" class="toc-action"><i class="bi empty"></i>Report an issue</a></li></ul></div></nav> 415 </div> 416<!-- main --> 417<main class="content" id="quarto-document-content"><header id="title-block-header" class="quarto-title-block"></header> 418 419 420 421 422 423<section id="atdata.URLSource" class="level1"> 424<h1>URLSource</h1> 425<div class="sourceCode" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a>URLSource(url)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> 426<p>Data source for WebDataset-compatible URLs.</p> 427<p>Wraps WebDataset’s gopen to open URLs using built-in handlers for http, https, pipe, gs, hf, sftp, etc. Supports brace expansion for shard patterns like “data-{000..099}.tar”.</p> 428<p>This is the default source type when a string URL is passed to Dataset.</p> 429<section id="attributes" class="level2 doc-section doc-section-attributes"> 430<h2 class="doc-section doc-section-attributes anchored" data-anchor-id="attributes">Attributes</h2> 431<table class="caption-top table"> 432<thead> 433<tr class="header"> 434<th>Name</th> 435<th>Type</th> 436<th>Description</th> 437</tr> 438</thead> 439<tbody> 440<tr class="odd"> 441<td>url</td> 442<td><a href="`str`">str</a></td> 443<td>URL or brace pattern for the shards.</td> 444</tr> 445</tbody> 446</table> 447</section> 448<section id="examples" class="level2 doc-section doc-section-examples"> 449<h2 class="doc-section doc-section-examples anchored" data-anchor-id="examples">Examples</h2> 450<div class="sourceCode" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a><span class="op">&gt;&gt;&gt;</span> source <span class="op">=</span> URLSource(<span class="st">"https://example.com/train-{000..009}.tar"</span>)</span> 451<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a><span class="op">&gt;&gt;&gt;</span> <span class="cf">for</span> shard_id, stream <span class="kw">in</span> source.shards:</span> 452<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>... <span class="bu">print</span>(<span class="ss">f"Streaming </span><span class="sc">{</span>shard_id<span class="sc">}</span><span class="ss">"</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> 453</section> 454<section id="methods" class="level2"> 455<h2 class="anchored" data-anchor-id="methods">Methods</h2> 456<table class="caption-top table"> 457<thead> 458<tr class="header"> 459<th>Name</th> 460<th>Description</th> 461</tr> 462</thead> 463<tbody> 464<tr class="odd"> 465<td><a href="#atdata.URLSource.list_shards">list_shards</a></td> 466<td>Expand brace pattern and return list of shard URLs.</td> 467</tr> 468<tr class="even"> 469<td><a href="#atdata.URLSource.open_shard">open_shard</a></td> 470<td>Open a single shard by URL.</td> 471</tr> 472</tbody> 473</table> 474<section id="atdata.URLSource.list_shards" class="level3"> 475<h3 class="anchored" data-anchor-id="atdata.URLSource.list_shards">list_shards</h3> 476<div class="sourceCode" id="cb3"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb3-1"><a href="#cb3-1" aria-hidden="true" tabindex="-1"></a>URLSource.list_shards()</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> 477<p>Expand brace pattern and return list of shard URLs.</p> 478</section> 479<section id="atdata.URLSource.open_shard" class="level3"> 480<h3 class="anchored" data-anchor-id="atdata.URLSource.open_shard">open_shard</h3> 481<div class="sourceCode" id="cb4"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a>URLSource.open_shard(shard_id)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div> 482<p>Open a single shard by URL.</p> 483<section id="parameters" class="level4 doc-section doc-section-parameters"> 484<h4 class="doc-section doc-section-parameters anchored" data-anchor-id="parameters">Parameters</h4> 485<table class="caption-top table"> 486<thead> 487<tr class="header"> 488<th>Name</th> 489<th>Type</th> 490<th>Description</th> 491<th>Default</th> 492</tr> 493</thead> 494<tbody> 495<tr class="odd"> 496<td>shard_id</td> 497<td><a href="`str`">str</a></td> 498<td>URL of the shard to open.</td> 499<td><em>required</em></td> 500</tr> 501</tbody> 502</table> 503</section> 504<section id="returns" class="level4 doc-section doc-section-returns"> 505<h4 class="doc-section doc-section-returns anchored" data-anchor-id="returns">Returns</h4> 506<table class="caption-top table"> 507<thead> 508<tr class="header"> 509<th>Name</th> 510<th>Type</th> 511<th>Description</th> 512</tr> 513</thead> 514<tbody> 515<tr class="odd"> 516<td></td> 517<td><a href="`typing.IO`">IO</a>[<a href="`bytes`">bytes</a>]</td> 518<td>File-like stream from gopen.</td> 519</tr> 520</tbody> 521</table> 522</section> 523<section id="raises" class="level4 doc-section doc-section-raises"> 524<h4 class="doc-section doc-section-raises anchored" data-anchor-id="raises">Raises</h4> 525<table class="caption-top table"> 526<thead> 527<tr class="header"> 528<th>Name</th> 529<th>Type</th> 530<th>Description</th> 531</tr> 532</thead> 533<tbody> 534<tr class="odd"> 535<td></td> 536<td><a href="`KeyError`">KeyError</a></td> 537<td>If shard_id is not in list_shards().</td> 538</tr> 539</tbody> 540</table> 541 542 543</section> 544</section> 545</section> 546</section> 547 548</main> <!-- /main --> 549<script id="quarto-html-after-body" type="application/javascript"> 550 window.document.addEventListener("DOMContentLoaded", function (event) { 551 // Ensure there is a toggle, if there isn't float one in the top right 552 if (window.document.querySelector('.quarto-color-scheme-toggle') === null) { 553 const a = window.document.createElement('a'); 554 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616 childEl.remove(); 617 } 618 } 619 return codeEl.innerText; 620 } 621 const clipboard = new window.ClipboardJS('.code-copy-button:not([data-in-quarto-modal])', { 622 text: getTextToCopy 623 }); 624 clipboard.on('success', onCopySuccess); 625 if (window.document.getElementById('quarto-embedded-source-code-modal')) { 626 const clipboardModal = new window.ClipboardJS('.code-copy-button[data-in-quarto-modal]', { 627 text: getTextToCopy, 628 container: window.document.getElementById('quarto-embedded-source-code-modal') 629 }); 630 clipboardModal.on('success', onCopySuccess); 631 } 632 var localhostRegex = new RegExp(/^(?:http|https):\/\/localhost\:?[0-9]*\//); 633 var mailtoRegex = new RegExp(/^mailto:/); 634 var filterRegex = new RegExp("https:\/\/github\.com\/your-org\/atdata"); 635 var isInternal = (href) => { 636 return filterRegex.test(href) || localhostRegex.test(href) || mailtoRegex.test(href); 637 } 638 // Inspect non-navigation links and adorn them if external 639 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)'); 640 for (var i=0; i<links.length; i++) { 641 const link = links[i]; 642 if (!isInternal(link.href)) { 643 // undo the damage that might have been done by quarto-nav.js in the case of 644 // links that we want to consider external 645 if (link.dataset.originalHref !== undefined) { 646 link.href = link.dataset.originalHref; 647 } 648 } 649 } 650 function tippyHover(el, contentFn, onTriggerFn, onUntriggerFn) { 651 const config = { 652 allowHTML: true, 653 maxWidth: 500, 654 delay: 100, 655 arrow: false, 656 appendTo: function(el) { 657 return el.parentElement; 658 }, 659 interactive: true, 660 interactiveBorder: 10, 661 theme: 'quarto', 662 placement: 'bottom-start', 663 }; 664 if (contentFn) { 665 config.content = contentFn; 666 } 667 if (onTriggerFn) { 668 config.onTrigger = onTriggerFn; 669 } 670 if (onUntriggerFn) { 671 config.onUntrigger = onUntriggerFn; 672 } 673 window.tippy(el, config); 674 } 675 const noterefs = window.document.querySelectorAll('a[role="doc-noteref"]'); 676 for (var i=0; i<noterefs.length; i++) { 677 const ref = noterefs[i]; 678 tippyHover(ref, function() { 679 // use id or data attribute instead here 680 let href = ref.getAttribute('data-footnote-href') || ref.getAttribute('href'); 681 try { href = new URL(href).hash; } catch {} 682 const id = href.replace(/^#\/?/, ""); 683 const note = window.document.getElementById(id); 684 if (note) { 685 return note.innerHTML; 686 } else { 687 return ""; 688 } 689 }); 690 } 691 const xrefs = window.document.querySelectorAll('a.quarto-xref'); 692 const processXRef = (id, note) => { 693 // Strip column container classes 694 const stripColumnClz = (el) => { 695 el.classList.remove("page-full", "page-columns"); 696 if (el.children) { 697 for (const child of el.children) { 698 stripColumnClz(child); 699 } 700 } 701 } 702 stripColumnClz(note) 703 if (id === null || id.startsWith('sec-')) { 704 // Special case sections, only their first couple elements 705 const container = document.createElement("div"); 706 if (note.children && note.children.length > 2) { 707 container.appendChild(note.children[0].cloneNode(true)); 708 for (let i = 1; i < note.children.length; i++) { 709 const child = note.children[i]; 710 if (child.tagName === "P" && child.innerText === "") { 711 continue; 712 } else { 713 container.appendChild(child.cloneNode(true)); 714 break; 715 } 716 } 717 if (window.Quarto?.typesetMath) { 718 window.Quarto.typesetMath(container); 719 } 720 return container.innerHTML 721 } else { 722 if (window.Quarto?.typesetMath) { 723 window.Quarto.typesetMath(note); 724 } 725 return note.innerHTML; 726 } 727 } else { 728 // Remove any anchor links if they are present 729 const anchorLink = note.querySelector('a.anchorjs-link'); 730 if (anchorLink) { 731 anchorLink.remove(); 732 } 733 if (window.Quarto?.typesetMath) { 734 window.Quarto.typesetMath(note); 735 } 736 if (note.classList.contains("callout")) { 737 return note.outerHTML; 738 } else { 739 return note.innerHTML; 740 } 741 } 742 } 743 for (var i=0; i<xrefs.length; i++) { 744 const xref = xrefs[i]; 745 tippyHover(xref, undefined, function(instance) { 746 instance.disable(); 747 let url = xref.getAttribute('href'); 748 let hash = undefined; 749 if (url.startsWith('#')) { 750 hash = url; 751 } else { 752 try { hash = new URL(url).hash; } catch {} 753 } 754 if (hash) { 755 const id = hash.replace(/^#\/?/, ""); 756 const note = window.document.getElementById(id); 757 if (note !== null) { 758 try { 759 const html = processXRef(id, note.cloneNode(true)); 760 instance.setContent(html); 761 } finally { 762 instance.enable(); 763 instance.show(); 764 } 765 } else { 766 // See if we can fetch this 767 fetch(url.split('#')[0]) 768 .then(res => res.text()) 769 .then(html => { 770 const parser = new DOMParser(); 771 const htmlDoc = parser.parseFromString(html, "text/html"); 772 const note = htmlDoc.getElementById(id); 773 if (note !== null) { 774 const html = processXRef(id, note); 775 instance.setContent(html); 776 } 777 }).finally(() => { 778 instance.enable(); 779 instance.show(); 780 }); 781 } 782 } else { 783 // See if we can fetch a full url (with no hash to target) 784 // This is a special case and we should probably do some content thinning / targeting 785 fetch(url) 786 .then(res => res.text()) 787 .then(html => { 788 const parser = new DOMParser(); 789 const htmlDoc = parser.parseFromString(html, "text/html"); 790 const note = htmlDoc.querySelector('main.content'); 791 if (note !== null) { 792 // This should only happen for chapter cross references 793 // (since there is no id in the URL) 794 // remove the first header 795 if (note.children.length > 0 && note.children[0].tagName === "HEADER") { 796 note.children[0].remove(); 797 } 798 const html = processXRef(null, note); 799 instance.setContent(html); 800 } 801 }).finally(() => { 802 instance.enable(); 803 instance.show(); 804 }); 805 } 806 }, function(instance) { 807 }); 808 } 809 let selectedAnnoteEl; 810 const selectorForAnnotation = ( cell, annotation) => { 811 let cellAttr = 'data-code-cell="' + cell + '"'; 812 let lineAttr = 'data-code-annotation="' + annotation + '"'; 813 const selector = 'span[' + cellAttr + '][' + lineAttr + ']'; 814 return selector; 815 } 816 const selectCodeLines = (annoteEl) => { 817 const doc = window.document; 818 const targetCell = annoteEl.getAttribute("data-target-cell"); 819 const targetAnnotation = annoteEl.getAttribute("data-target-annotation"); 820 const annoteSpan = window.document.querySelector(selectorForAnnotation(targetCell, targetAnnotation)); 821 const lines = annoteSpan.getAttribute("data-code-lines").split(","); 822 const lineIds = lines.map((line) => { 823 return targetCell + "-" + line; 824 }) 825 let top = null; 826 let height = null; 827 let parent = null; 828 if (lineIds.length > 0) { 829 //compute the position of the single el (top and bottom and make a div) 830 const el = window.document.getElementById(lineIds[0]); 831 top = el.offsetTop; 832 height = el.offsetHeight; 833 parent = el.parentElement.parentElement; 834 if (lineIds.length > 1) { 835 const lastEl = window.document.getElementById(lineIds[lineIds.length - 1]); 836 const bottom = lastEl.offsetTop + lastEl.offsetHeight; 837 height = bottom - top; 838 } 839 if (top !== null && height !== null && parent !== null) { 840 // cook up a div (if necessary) and position it 841 let div = window.document.getElementById("code-annotation-line-highlight"); 842 if (div === null) { 843 div = window.document.createElement("div"); 844 div.setAttribute("id", "code-annotation-line-highlight"); 845 div.style.position = 'absolute'; 846 parent.appendChild(div); 847 } 848 div.style.top = top - 2 + "px"; 849 div.style.height = height + 4 + "px"; 850 div.style.left = 0; 851 let gutterDiv = window.document.getElementById("code-annotation-line-highlight-gutter"); 852 if (gutterDiv === null) { 853 gutterDiv = window.document.createElement("div"); 854 gutterDiv.setAttribute("id", "code-annotation-line-highlight-gutter"); 855 gutterDiv.style.position = 'absolute'; 856 const codeCell = window.document.getElementById(targetCell); 857 const gutter = codeCell.querySelector('.code-annotation-gutter'); 858 gutter.appendChild(gutterDiv); 859 } 860 gutterDiv.style.top = top - 2 + "px"; 861 gutterDiv.style.height = height + 4 + "px"; 862 } 863 selectedAnnoteEl = annoteEl; 864 } 865 }; 866 const unselectCodeLines = () => { 867 const elementsIds = ["code-annotation-line-highlight", "code-annotation-line-highlight-gutter"]; 868 elementsIds.forEach((elId) => { 869 const div = window.document.getElementById(elId); 870 if (div) { 871 div.remove(); 872 } 873 }); 874 selectedAnnoteEl = undefined; 875 }; 876 // Handle positioning of the toggle 877 window.addEventListener( 878 "resize", 879 throttle(() => { 880 elRect = undefined; 881 if (selectedAnnoteEl) { 882 selectCodeLines(selectedAnnoteEl); 883 } 884 }, 10) 885 ); 886 function throttle(fn, ms) { 887 let throttle = false; 888 let timer; 889 return (...args) => { 890 if(!throttle) { // first call gets through 891 fn.apply(this, args); 892 throttle = true; 893 } else { // all the others get throttled 894 if(timer) clearTimeout(timer); // cancel #2 895 timer = setTimeout(() => { 896 fn.apply(this, args); 897 timer = throttle = false; 898 }, ms); 899 } 900 }; 901 } 902 // Attach click handler to the DT 903 const annoteDls = window.document.querySelectorAll('dt[data-target-cell]'); 904 for (const annoteDlNode of annoteDls) { 905 annoteDlNode.addEventListener('click', (event) => { 906 const clickedEl = event.target; 907 if (clickedEl !== selectedAnnoteEl) { 908 unselectCodeLines(); 909 const activeEl = window.document.querySelector('dt[data-target-cell].code-annotation-active'); 910 if (activeEl) { 911 activeEl.classList.remove('code-annotation-active'); 912 } 913 selectCodeLines(clickedEl); 914 clickedEl.classList.add('code-annotation-active'); 915 } else { 916 // Unselect the line 917 unselectCodeLines(); 918 clickedEl.classList.remove('code-annotation-active'); 919 } 920 }); 921 } 922 const findCites = (el) => { 923 const parentEl = el.parentElement; 924 if (parentEl) { 925 const cites = parentEl.dataset.cites; 926 if (cites) { 927 return { 928 el, 929 cites: cites.split(' ') 930 }; 931 } else { 932 return findCites(el.parentElement) 933 } 934 } else { 935 return undefined; 936 } 937 }; 938 var bibliorefs = window.document.querySelectorAll('a[role="doc-biblioref"]'); 939 for (var i=0; i<bibliorefs.length; i++) { 940 const ref = bibliorefs[i]; 941 const citeInfo = findCites(ref); 942 if (citeInfo) { 943 tippyHover(citeInfo.el, function() { 944 var popup = window.document.createElement('div'); 945 citeInfo.cites.forEach(function(cite) { 946 var citeDiv = window.document.createElement('div'); 947 citeDiv.classList.add('hanging-indent'); 948 citeDiv.classList.add('csl-entry'); 949 var biblioDiv = window.document.getElementById('ref-' + cite); 950 if (biblioDiv) { 951 citeDiv.innerHTML = biblioDiv.innerHTML; 952 } 953 popup.appendChild(citeDiv); 954 }); 955 return popup.innerHTML; 956 }); 957 } 958 } 959 }); 960 </script> 961</div> <!-- /content --> 962<footer class="footer"> 963 <div class="nav-footer"> 964 <div class="nav-footer-left"> 965<p>Built with <a href="https://quarto.org/">Quarto</a></p> 966</div> 967 <div class="nav-footer-center"> 968 &nbsp; 969 <div class="toc-actions d-sm-block d-md-none"><ul><li><a href="https://github.com/your-org/atdata/edit/main/api/URLSource.qmd" class="toc-action"><i class="bi bi-github"></i>Edit this page</a></li><li><a href="https://github.com/your-org/atdata/issues/new" class="toc-action"><i class="bi empty"></i>Report an issue</a></li></ul></div></div> 970 <div class="nav-footer-right"> 971<p>MIT 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