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vector-search-class-notes

edoliberty

🧡51

Class notes for the course "Long Term Memory in AI - Vector Search and Databases" COS 597A @ Princeton Fall 2023

326

MIT

TeX

Updated 1 month ago

algorithmclasscourse+4

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title="Project" aria-label="Project" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-project js-jump-to-octicon-project d-none flex-shrink-0"> <path fill-rule="evenodd" d="M1.75 0A1.75 1.75 0 000 1.75v12.5C0 15.216.784 16 1.75 16h12.5A1.75 1.75 0 0016 14.25V1.75A1.75 1.75 0 0014.25 0H1.75zM1.5 1.75a.25.25 0 01.25-.25h12.5a.25.25 0 01.25.25v12.5a.25.25 0 01-.25.25H1.75a.25.25 0 01-.25-.25V1.75zM11.75 3a.75.75 0 00-.75.75v7.5a.75.75 0 001.5 0v-7.5a.75.75 0 00-.75-.75zm-8.25.75a.75.75 0 011.5 0v5.5a.75.75 0 01-1.5 0v-5.5zM8 3a.75.75 0 00-.75.75v3.5a.75.75 0 001.5 0v-3.5A.75.75 0 008 3z"></path> </svg> <svg title="Search" aria-label="Search" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search js-jump-to-octicon-search d-none flex-shrink-0"> <path fill-rule="evenodd" d="M11.5 7a4.499 4.499 0 11-8.998 0A4.499 4.499 0 0111.5 7zm-.82 4.74a6 6 0 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01-.25-.25V1.75zM11.75 3a.75.75 0 00-.75.75v7.5a.75.75 0 001.5 0v-7.5a.75.75 0 00-.75-.75zm-8.25.75a.75.75 0 011.5 0v5.5a.75.75 0 01-1.5 0v-5.5zM8 3a.75.75 0 00-.75.75v3.5a.75.75 0 001.5 0v-3.5A.75.75 0 008 3z"></path> </svg> <svg title="Search" aria-label="Search" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search js-jump-to-octicon-search d-none flex-shrink-0"> <path fill-rule="evenodd" d="M11.5 7a4.499 4.499 0 11-8.998 0A4.499 4.499 0 0111.5 7zm-.82 4.74a6 6 0 111.06-1.06l3.04 3.04a.75.75 0 11-1.06 1.06l-3.04-3.04z"></path> </svg> </div> <img class="avatar mr-2 flex-shrink-0 js-jump-to-suggestion-avatar d-none" alt="" aria-label="Team" src="" width="28" height="28"> <div class="jump-to-suggestion-name js-jump-to-suggestion-name flex-auto overflow-hidden text-left no-wrap css-truncate css-truncate-target"> </div> <div class="border rounded-2 flex-shrink-0 color-bg-subtle px-1 color-fg-muted ml-1 f6 d-none 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aria-label="Repository" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo js-jump-to-octicon-repo d-none flex-shrink-0"> <path fill-rule="evenodd" d="M2 2.5A2.5 2.5 0 014.5 0h8.75a.75.75 0 01.75.75v12.5a.75.75 0 01-.75.75h-2.5a.75.75 0 110-1.5h1.75v-2h-8a1 1 0 00-.714 1.7.75.75 0 01-1.072 1.05A2.495 2.495 0 012 11.5v-9zm10.5-1V9h-8c-.356 0-.694.074-1 .208V2.5a1 1 0 011-1h8zM5 12.25v3.25a.25.25 0 00.4.2l1.45-1.087a.25.25 0 01.3 0L8.6 15.7a.25.25 0 00.4-.2v-3.25a.25.25 0 00-.25-.25h-3.5a.25.25 0 00-.25.25z"></path> </svg> <svg title="Project" aria-label="Project" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-project js-jump-to-octicon-project d-none flex-shrink-0"> <path fill-rule="evenodd" d="M1.75 0A1.75 1.75 0 000 1.75v12.5C0 15.216.784 16 1.75 16h12.5A1.75 1.75 0 0016 14.25V1.75A1.75 1.75 0 0014.25 0H1.75zM1.5 1.75a.25.25 0 01.25-.25h12.5a.25.25 0 01.25.25v12.5a.25.25 0 01-.25.25H1.75a.25.25 0 01-.25-.25V1.75zM11.75 3a.75.75 0 00-.75.75v7.5a.75.75 0 001.5 0v-7.5a.75.75 0 00-.75-.75zm-8.25.75a.75.75 0 011.5 0v5.5a.75.75 0 01-1.5 0v-5.5zM8 3a.75.75 0 00-.75.75v3.5a.75.75 0 001.5 0v-3.5A.75.75 0 008 3z"></path> </svg> <svg title="Search" aria-label="Search" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search js-jump-to-octicon-search d-none flex-shrink-0"> <path fill-rule="evenodd" d="M11.5 7a4.499 4.499 0 11-8.998 0A4.499 4.499 0 0111.5 7zm-.82 4.74a6 6 0 111.06-1.06l3.04 3.04a.75.75 0 11-1.06 1.06l-3.04-3.04z"></path> </svg> </div> <img class="avatar mr-2 flex-shrink-0 js-jump-to-suggestion-avatar d-none" alt="" aria-label="Team" src="" width="28" height="28"> <div class="jump-to-suggestion-name js-jump-to-suggestion-name flex-auto overflow-hidden text-left no-wrap css-truncate css-truncate-target"> </div> <div class="border rounded-2 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data-test-selector="notifications-indicator" data-channel="eyJjIjoibm90aWZpY2F0aW9uLWNoYW5nZWQ6MTA3MDkzMjg1IiwidCI6MTY1NDY2MTY3M30=--d1a31430da7c3a208906377c76b5480a6b4db38284d899049601dbe9bf1e1be6"> <a href="/notifications" class="Header-link notification-indicator position-relative tooltipped tooltipped-sw" aria-label="You have no unread notifications" data-hotkey="g n" data-ga-click="Header, go to notifications, icon:read" data-target="notification-indicator.link"> <span class="mail-status " data-target="notification-indicator.modifier"></span> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bell"> <path d="M8 16a2 2 0 001.985-1.75c.017-.137-.097-.25-.235-.25h-3.5c-.138 0-.252.113-.235.25A2 2 0 008 16z"></path><path fill-rule="evenodd" d="M8 1.5A3.5 3.5 0 004.5 5v2.947c0 .346-.102.683-.294.97l-1.703 2.556a.018.018 0 00-.003.01l.001.006c0 .002.002.004.004.006a.017.017 0 00.006.004l.007.001h10.964l.007-.001a.016.016 0 00.006-.004.016.016 0 00.004-.006l.001-.007a.017.017 0 00-.003-.01l-1.703-2.554a1.75 1.75 0 01-.294-.97V5A3.5 3.5 0 008 1.5zM3 5a5 5 0 0110 0v2.947c0 .05.015.098.042.139l1.703 2.555A1.518 1.518 0 0113.482 13H2.518a1.518 1.518 0 01-1.263-2.36l1.703-2.554A.25.25 0 003 7.947V5z"></path> </svg> </a> </notification-indicator> </div> <div class="Header-item position-relative d-none d-md-flex"> <details class="details-overlay details-reset"> <summary class="Header-link" aria-label="Create new…" data-analytics-event="{"category":"Header","action":"create new","label":"icon:add"}" > <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-plus"> <path fill-rule="evenodd" d="M7.75 2a.75.75 0 01.75.75V7h4.25a.75.75 0 110 1.5H8.5v4.25a.75.75 0 11-1.5 0V8.5H2.75a.75.75 0 010-1.5H7V2.75A.75.75 0 017.75 2z"></path> </svg> <span class="dropdown-caret"></span> </summary> 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class="Header-link" aria-label="View profile and more" data-analytics-event="{"category":"Header","action":"show menu","label":"icon:avatar"}" > <img src="https://avatars.githubusercontent.com/u/107093285?s=40&v=4" alt="@chikitang" size="20" height="20" width="20" data-view-component="true" class="avatar avatar-small circle" /> <span class="unread-indicator js-feature-preview-indicator" style="top: 1px;" hidden></span> <span class="dropdown-caret"></span> </summary> <details-menu class="dropdown-menu dropdown-menu-sw" style="width: 180px" preload> <include-fragment src="/users/107093285/menu" loading="lazy"> <p class="text-center mt-3" data-hide-on-error> <svg style="box-sizing: content-box; color: var(--color-icon-primary);" width="32" height="32" viewBox="0 0 16 16" fill="none" data-view-component="true" class="anim-rotate"> <circle cx="8" cy="8" r="7" stroke="currentColor" stroke-opacity="0.25" stroke-width="2" vector-effect="non-scaling-stroke" /> <path d="M15 8a7.002 7.002 0 00-7-7" stroke="currentColor" stroke-width="2" stroke-linecap="round" vector-effect="non-scaling-stroke" /> </svg> </p> <p class="ml-1 mb-2 mt-2 color-fg-default" data-show-on-error> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path fill-rule="evenodd" d="M8.22 1.754a.25.25 0 00-.44 0L1.698 13.132a.25.25 0 00.22.368h12.164a.25.25 0 00.22-.368L8.22 1.754zm-1.763-.707c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0114.082 15H1.918a1.75 1.75 0 01-1.543-2.575L6.457 1.047zM9 11a1 1 0 11-2 0 1 1 0 012 0zm-.25-5.25a.75.75 0 00-1.5 0v2.5a.75.75 0 001.5 0v-2.5z"></path> </svg> Sorry, something went wrong. </p> </include-fragment> </details-menu> </details> </div> </header> </div> <div id="start-of-content" class="show-on-focus"></div> <div data-pjax-replace id="js-flash-container"> <template class="js-flash-template"> <div class="flash flash-full {{ className }}"> <div class="px-2" > <button class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path fill-rule="evenodd" d="M3.72 3.72a.75.75 0 011.06 0L8 6.94l3.22-3.22a.75.75 0 111.06 1.06L9.06 8l3.22 3.22a.75.75 0 11-1.06 1.06L8 9.06l-3.22 3.22a.75.75 0 01-1.06-1.06L6.94 8 3.72 4.78a.75.75 0 010-1.06z"></path> </svg> </button> <div>{{ message }}</div> </div> </div> </template> </div> <include-fragment class="js-notification-shelf-include-fragment" data-base-src="https://github.com/notifications/beta/shelf"></include-fragment> <details class="details-reset details-overlay details-overlay-dark js-command-palette-dialog" data-pjax-replace id="command-palette-pjax-container" > <summary aria-label="command palette trigger"> </summary> <details-dialog class="command-palette-details-dialog d-flex flex-column flex-justify-center height-fit" aria-label="command palette"> <command-palette class="command-palette color-bg-default rounded-3 border color-shadow-small" data-return-to=/chikitang?tab=repositories data-user-id="107093285" data-activation-hotkey="Mod+k,Mod+Alt+k" data-command-mode-hotkey="Mod+Shift+k" data-action=" command-palette-page-stack-updated:command-palette#updateInputScope itemsUpdated:command-palette#itemsUpdated keydown:command-palette#onKeydown loadingStateChanged:command-palette#loadingStateChanged selectedItemChanged:command-palette#selectedItemChanged pageFetchError:command-palette#pageFetchError "> <command-palette-mode data-char="#" data-scope-types="[""]" data-placeholder="Search issues and pull requests" ></command-palette-mode> <command-palette-mode data-char="#" data-scope-types="["owner","repository"]" data-placeholder="Search issues, pull requests, discussions, and projects" ></command-palette-mode> <command-palette-mode data-char="!" data-scope-types="["owner","repository"]" data-placeholder="Search projects" ></command-palette-mode> <command-palette-mode data-char="@" data-scope-types="[""]" data-placeholder="Search or jump to a user, organization, or repository" ></command-palette-mode> <command-palette-mode data-char="@" data-scope-types="["owner"]" data-placeholder="Search or jump to a repository" ></command-palette-mode> <command-palette-mode data-char="/" data-scope-types="["repository"]" data-placeholder="Search files" ></command-palette-mode> <command-palette-mode data-char="?" ></command-palette-mode> <command-palette-mode data-char=">" data-placeholder="Run a command" ></command-palette-mode> <command-palette-mode data-char="" data-scope-types="[""]" data-placeholder="Search or jump to..." ></command-palette-mode> <command-palette-mode data-char="" data-scope-types="["owner"]" data-placeholder="Search or jump to..." ></command-palette-mode> <command-palette-mode class="js-command-palette-default-mode" data-char="" data-placeholder="Search or jump to..." ></command-palette-mode> <command-palette-input placeholder="Search or jump to..." data-action=" command-palette-input:command-palette#onInput command-palette-select:command-palette#onSelect command-palette-descope:command-palette#onDescope command-palette-cleared:command-palette#onInputClear " > <div class="js-search-icon d-flex flex-items-center mr-2" style="height: 26px"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search color-fg-muted"> <path fill-rule="evenodd" d="M11.5 7a4.499 4.499 0 11-8.998 0A4.499 4.499 0 0111.5 7zm-.82 4.74a6 6 0 111.06-1.06l3.04 3.04a.75.75 0 11-1.06 1.06l-3.04-3.04z"></path> </svg> </div> <div class="js-spinner d-flex flex-items-center mr-2 color-fg-muted" hidden> <svg aria-label="Loading" class="anim-rotate" viewBox="0 0 16 16" fill="none" width="16" height="16"> <circle cx="8" cy="8" r="7" stroke="currentColor" stroke-opacity="0.25" stroke-width="2" vector-effect="non-scaling-stroke" ></circle> <path d="M15 8a7.002 7.002 0 00-7-7" stroke="currentColor" stroke-width="2" stroke-linecap="round" vector-effect="non-scaling-stroke" ></path> </svg> </div> <command-palette-scope > <div data-target="command-palette-scope.placeholder" hidden class="color-fg-subtle">/  <span class="text-semibold color-fg-default">...</span>  /  </div> <command-palette-token data-text="chikitang" data-id="U_kgDOBmIdJQ" data-type="owner" data-value="chikitang" data-targets="command-palette-scope.tokens" class="color-fg-default text-semibold" style="white-space:nowrap;line-height:20px;" >chikitang<span class="color-fg-subtle text-normal">  /  </span></command-palette-token> </command-palette-scope> <div class="command-palette-input-group flex-1 form-control border-0 box-shadow-none" style="z-index: 0"> <div class="command-palette-typeahead position-absolute d-flex flex-items-center Truncate"> <span class="typeahead-segment input-mirror" data-target="command-palette-input.mirror"></span> <span class="Truncate-text" data-target="command-palette-input.typeaheadText"></span> <span class="typeahead-segment" data-target="command-palette-input.typeaheadPlaceholder"></span> </div> <input class="js-overlay-input typeahead-input d-none" disabled tabindex="-1" aria-label="Hidden input for typeahead" > <input type="text" autocomplete="off" autocorrect="off" autocapitalize="off" spellcheck="false" class="js-input typeahead-input form-control border-0 box-shadow-none input-block width-full no-focus-indicator" aria-label="Command palette input" aria-haspopup="listbox" aria-expanded="false" aria-autocomplete="list" aria-controls="command-palette-page-stack" role="combobox" data-action=" input:command-palette-input#onInput keydown:command-palette-input#onKeydown " > </div> <button aria-label="clear command palette" aria-keyshortcuts="Control+Backspace" data-action="click:command-palette-input#onClear keypress:command-palette-input#onClear" data-target="command-palette-input.clearButton" id="command-palette-clear-button" hidden="hidden" type="button" data-view-component="true" class="btn-octicon command-palette-input-clear-button"><svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill"> <path fill-rule="evenodd" d="M2.343 13.657A8 8 0 1113.657 2.343 8 8 0 012.343 13.657zM6.03 4.97a.75.75 0 00-1.06 1.06L6.94 8 4.97 9.97a.75.75 0 101.06 1.06L8 9.06l1.97 1.97a.75.75 0 101.06-1.06L9.06 8l1.97-1.97a.75.75 0 10-1.06-1.06L8 6.94 6.03 4.97z"></path> </svg></button> <tool-tip hidden="hidden" for="command-palette-clear-button" data-direction="w" data-type="description" data-view-component="true">Clear</tool-tip> </command-palette-input> <command-palette-page-stack data-default-scope-id="U_kgDOBmIdJQ" data-default-scope-type="User" data-action="command-palette-page-octicons-cached:command-palette-page-stack#cacheOcticons" > <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["","owner","repository"]" data-mode="" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type <kbd class="hx_kbd">#</kbd> to search pull requests </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["","owner","repository"]" data-mode="" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type <kbd class="hx_kbd">#</kbd> to search issues </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["owner","repository"]" data-mode="" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type <kbd class="hx_kbd">#</kbd> to search discussions </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["owner","repository"]" data-mode="" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type <kbd class="hx_kbd">!</kbd> to search projects </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["owner"]" data-mode="" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type <kbd class="hx_kbd">@</kbd> to search teams </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="[""]" data-mode="" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type <kbd class="hx_kbd">@</kbd> to search people and organizations </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["","owner","repository"]" data-mode="" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type <kbd class="hx_kbd">></kbd> to activate command mode </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["","owner","repository"]" data-mode="" data-value=""> <div 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flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["","owner","repository"]" data-mode="#" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type is:issue to filter to issues </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["owner","repository"]" data-mode="#" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type is:project to filter to projects </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="color-fg-muted f6 px-3 py-1 my-2" data-scope-types="["","owner","repository"]" data-mode="#" data-value=""> <div class="d-flex flex-items-start flex-justify-between"> <div> <span class="text-bold">Tip:</span> Type is:open to filter to open content </div> <div class="ml-2 flex-shrink-0"> Type <kbd class="hx_kbd">?</kbd> for help and tips </div> </div> </command-palette-tip> <command-palette-tip class="mx-3 my-2 flash flash-error d-flex flex-items-center" data-scope-types="*" data-on-error> <div> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> <path fill-rule="evenodd" d="M8.22 1.754a.25.25 0 00-.44 0L1.698 13.132a.25.25 0 00.22.368h12.164a.25.25 0 00.22-.368L8.22 1.754zm-1.763-.707c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0114.082 15H1.918a1.75 1.75 0 01-1.543-2.575L6.457 1.047zM9 11a1 1 0 11-2 0 1 1 0 012 0zm-.25-5.25a.75.75 0 00-1.5 0v2.5a.75.75 0 001.5 0v-2.5z"></path> </svg> </div> <div class="px-2"> We’ve 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Type a new search or try again later. </div> </command-palette-tip> <command-palette-tip class="h4 color-fg-default pl-3 pb-2 pt-3" data-on-empty data-scope-types="*" data-match-mode="[^?]|^$"> No results matched your search </command-palette-tip> <div hidden> <div data-targets="command-palette-page-stack.localOcticons" data-octicon-id="arrow-right-color-fg-muted"> <svg height="16" class="octicon octicon-arrow-right color-fg-muted" viewBox="0 0 16 16" version="1.1" width="16" aria-hidden="true"><path fill-rule="evenodd" d="M8.22 2.97a.75.75 0 011.06 0l4.25 4.25a.75.75 0 010 1.06l-4.25 4.25a.75.75 0 01-1.06-1.06l2.97-2.97H3.75a.75.75 0 010-1.5h7.44L8.22 4.03a.75.75 0 010-1.06z"></path></svg> </div> <div data-targets="command-palette-page-stack.localOcticons" data-octicon-id="arrow-right-color-fg-default"> <svg height="16" class="octicon octicon-arrow-right color-fg-default" viewBox="0 0 16 16" version="1.1" width="16" aria-hidden="true"><path fill-rule="evenodd" d="M8.22 2.97a.75.75 0 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Page" data-group-hint="" data-group-limits="{}" data-default-priority="3" > </command-palette-item-group> <command-palette-item-group data-group-id="files" data-group-title="Files" data-group-hint="" data-group-limits="{}" data-default-priority="4" > </command-palette-item-group> <command-palette-item-group data-group-id="default" data-group-title="Default" data-group-hint="" data-group-limits="{"static_items_page":50}" data-default-priority="5" > </command-palette-item-group> <command-palette-item-group data-group-id="pages" data-group-title="Pages" data-group-hint="" data-group-limits="{"repository":10}" data-default-priority="6" > </command-palette-item-group> <command-palette-item-group data-group-id="access_policies" data-group-title="Access Policies" data-group-hint="" data-group-limits="{}" data-default-priority="7" > </command-palette-item-group> <command-palette-item-group data-group-id="organizations" data-group-title="Organizations" data-group-hint="" data-group-limits="{}" data-default-priority="8" > </command-palette-item-group> <command-palette-item-group data-group-id="repositories" data-group-title="Repositories" data-group-hint="" data-group-limits="{}" data-default-priority="9" > </command-palette-item-group> <command-palette-item-group data-group-id="references" data-group-title="Issues, pull requests, and discussions" data-group-hint="Type # to filter" data-group-limits="{}" data-default-priority="10" > </command-palette-item-group> <command-palette-item-group data-group-id="teams" data-group-title="Teams" data-group-hint="" data-group-limits="{}" data-default-priority="11" > </command-palette-item-group> <command-palette-item-group data-group-id="users" data-group-title="Users" data-group-hint="" data-group-limits="{}" data-default-priority="12" > </command-palette-item-group> <command-palette-item-group data-group-id="projects" data-group-title="Projects" data-group-hint="" data-group-limits="{}" data-default-priority="13" > </command-palette-item-group> <command-palette-item-group data-group-id="footer" data-group-title="Footer" data-group-hint="" data-group-limits="{}" data-default-priority="14" > </command-palette-item-group> <command-palette-item-group data-group-id="modes_help" data-group-title="Modes" data-group-hint="" data-group-limits="{}" data-default-priority="15" > </command-palette-item-group> <command-palette-item-group data-group-id="filters_help" data-group-title="Use filters in issues, pull requests, discussions, and projects" data-group-hint="" data-group-limits="{}" data-default-priority="16" > </command-palette-item-group> <command-palette-page data-page-title="chikitang" data-scope-id="U_kgDOBmIdJQ" data-scope-type="owner" data-targets="command-palette-page-stack.defaultPages" hidden > </command-palette-page> </div> <command-palette-page data-is-root> </command-palette-page> <command-palette-page data-page-title="chikitang" data-scope-id="U_kgDOBmIdJQ" data-scope-type="owner" > </command-palette-page> </command-palette-page-stack> <server-defined-provider data-type="search-links" data-targets="command-palette.serverDefinedProviderElements"></server-defined-provider> <server-defined-provider data-type="help" data-targets="command-palette.serverDefinedProviderElements"> <command-palette-help data-group="modes_help" data-prefix="#" data-scope-types="[""]" > <span data-target="command-palette-help.titleElement">Search for <strong>issues</strong> and <strong>pull requests</strong></span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd">#</kbd> </span> </command-palette-help> <command-palette-help data-group="modes_help" data-prefix="#" data-scope-types="["owner","repository"]" > <span data-target="command-palette-help.titleElement">Search for <strong>issues, pull requests, discussions,</strong> and <strong>projects</strong></span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd">#</kbd> </span> </command-palette-help> <command-palette-help data-group="modes_help" data-prefix="@" data-scope-types="[""]" > <span data-target="command-palette-help.titleElement">Search for <strong>organizations, repositories,</strong> and <strong>users</strong></span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd">@</kbd> </span> </command-palette-help> <command-palette-help data-group="modes_help" data-prefix="!" data-scope-types="["owner","repository"]" > <span data-target="command-palette-help.titleElement">Search for <strong>projects</strong></span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd">!</kbd> </span> </command-palette-help> <command-palette-help data-group="modes_help" data-prefix="/" data-scope-types="["repository"]" > <span data-target="command-palette-help.titleElement">Search for <strong>files</strong></span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd">/</kbd> </span> </command-palette-help> <command-palette-help data-group="modes_help" data-prefix=">" > <span data-target="command-palette-help.titleElement">Activate <strong>command mode</strong></span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd">></kbd> </span> </command-palette-help> <command-palette-help data-group="filters_help" data-prefix="# author:@me" > <span data-target="command-palette-help.titleElement">Search your issues, pull requests, and discussions</span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd"># author:@me</kbd> </span> </command-palette-help> <command-palette-help data-group="filters_help" data-prefix="# author:@me" > <span data-target="command-palette-help.titleElement">Search your issues, pull requests, and discussions</span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd"># author:@me</kbd> </span> </command-palette-help> <command-palette-help data-group="filters_help" data-prefix="# is:pr" > <span data-target="command-palette-help.titleElement">Filter to pull requests</span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd"># is:pr</kbd> </span> </command-palette-help> <command-palette-help data-group="filters_help" data-prefix="# is:issue" > <span data-target="command-palette-help.titleElement">Filter to issues</span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd"># is:issue</kbd> </span> </command-palette-help> <command-palette-help data-group="filters_help" data-prefix="# is:discussion" data-scope-types="["owner","repository"]" > <span data-target="command-palette-help.titleElement">Filter to discussions</span> <span data-target="command-palette-help.hintElement"> <kbd class="hx_kbd"># is:discussion</kbd> </span> </command-palette-help> <command-palette-help data-group="filters_help" data-prefix="# is:project" data-scope-types="["owner","repository"]" > <span data-target="command-palette-help.titleElement">Filter to 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></server-defined-provider> <server-defined-provider data-type="remote" data-fetch-debounce="200" data-src="/command_palette/issues" data-supported-modes="["#","#"]" data-supported-scope-types="["owner","repository",""]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="remote" data-fetch-debounce="200" data-src="/command_palette/jump_to" data-supported-modes="["@","@"]" data-supported-scope-types="["","owner"]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="remote" data-fetch-debounce="200" data-src="/command_palette/jump_to_members_only" data-supported-modes="["@","@","",""]" data-supported-scope-types="["","owner"]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="prefetched" data-fetch-debounce="0" data-src="/command_palette/jump_to_members_only_prefetched" data-supported-modes="["@","@","",""]" data-supported-scope-types="["","owner"]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="files" data-fetch-debounce="0" data-src="/command_palette/files" data-supported-modes="["/"]" data-supported-scope-types="["repository"]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="remote" data-fetch-debounce="200" data-src="/command_palette/discussions" data-supported-modes="["#"]" data-supported-scope-types="["owner","repository"]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="remote" data-fetch-debounce="200" data-src="/command_palette/projects" data-supported-modes="["#","!"]" data-supported-scope-types="["owner","repository"]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="prefetched" data-fetch-debounce="0" data-src="/command_palette/recent_issues" data-supported-modes="["#","#"]" data-supported-scope-types="["owner","repository",""]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="remote" data-fetch-debounce="200" data-src="/command_palette/teams" data-supported-modes="["@",""]" data-supported-scope-types="["owner"]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> <server-defined-provider data-type="remote" data-fetch-debounce="200" data-src="/command_palette/name_with_owner_repository" data-supported-modes="["@","@","",""]" data-supported-scope-types="["","owner"]" data-targets="command-palette.serverDefinedProviderElements" ></server-defined-provider> </command-palette> </details-dialog> </details> <div class="position-fixed bottom-0 left-0 ml-5 mb-5 js-command-palette-toasts" style="z-index: 1000"> <div hidden class="Toast Toast--loading"> <span class="Toast-icon"> <svg class="Toast--spinner" viewBox="0 0 32 32" width="18" height="18" aria-hidden="true"> <path fill="#959da5" d="M16 0 A16 16 0 0 0 16 32 A16 16 0 0 0 16 0 M16 4 A12 12 0 0 1 16 28 A12 12 0 0 1 16 4" /> <path fill="#ffffff" d="M16 0 A16 16 0 0 1 32 16 L28 16 A12 12 0 0 0 16 4z"></path> </svg> </span> <span class="Toast-content"></span> </div> <div hidden class="anim-fade-in fast Toast Toast--error"> <span class="Toast-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-stop"> <path fill-rule="evenodd" d="M4.47.22A.75.75 0 015 0h6a.75.75 0 01.53.22l4.25 4.25c.141.14.22.331.22.53v6a.75.75 0 01-.22.53l-4.25 4.25A.75.75 0 0111 16H5a.75.75 0 01-.53-.22L.22 11.53A.75.75 0 010 11V5a.75.75 0 01.22-.53L4.47.22zm.84 1.28L1.5 5.31v5.38l3.81 3.81h5.38l3.81-3.81V5.31L10.69 1.5H5.31zM8 4a.75.75 0 01.75.75v3.5a.75.75 0 01-1.5 0v-3.5A.75.75 0 018 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4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> </span> <span class="Toast-content"></span> </div> <div hidden class="anim-fade-in fast Toast"> <span class="Toast-icon"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-info"> <path fill-rule="evenodd" d="M8 1.5a6.5 6.5 0 100 13 6.5 6.5 0 000-13zM0 8a8 8 0 1116 0A8 8 0 010 8zm6.5-.25A.75.75 0 017.25 7h1a.75.75 0 01.75.75v2.75h.25a.75.75 0 010 1.5h-2a.75.75 0 010-1.5h.25v-2h-.25a.75.75 0 01-.75-.75zM8 6a1 1 0 100-2 1 1 0 000 2z"></path> </svg> </span> <span class="Toast-content"></span> </div> </div> <div class="application-main " data-commit-hovercards-enabled data-discussion-hovercards-enabled data-issue-and-pr-hovercards-enabled > <main id="js-pjax-container" data-pjax-container> <div class="mt-4 position-sticky top-0 d-none d-md-block color-bg-default width-full border-bottom color-border-muted" style="z-index:3;" > <div class="container-xl px-3 px-md-4 px-lg-5"> <div data-view-component="true" class="Layout Layout--flowRow-until-md Layout--sidebarPosition-start Layout--sidebarPosition-flowRow-start"> <div data-view-component="true" class="Layout-sidebar"> <div class="user-profile-sticky-bar"> <div class="user-profile-mini-vcard d-table"> <span class="user-profile-mini-avatar d-table-cell v-align-middle lh-condensed-ultra pr-2"> <img class="rounded-2 avatar-user" src="https://avatars.githubusercontent.com/u/107093285?s=64&v=4" width="32" height="32" alt="@chikitang" /> </span> <span class="d-table-cell v-align-middle lh-condensed"> <strong>chikitang</strong> </span> </div> </div> </div> <div data-view-component="true" class="Layout-main"> <div class="UnderlineNav width-full box-shadow-none js-responsive-underlinenav overflow-md-x-hidden"> <nav class="UnderlineNav-body width-full p-responsive" data-pjax aria-label="User profile"> <a class="UnderlineNav-item js-responsive-underlinenav-item" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_OVERVIEW","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="5d370149c21205ec5db1b16999e0832e303dc0e8216fdfcad467e4d739ba5bd2" data-tab-item="overview" href="/chikitang"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M0 1.75A.75.75 0 01.75 1h4.253c1.227 0 2.317.59 3 1.501A3.744 3.744 0 0111.006 1h4.245a.75.75 0 01.75.75v10.5a.75.75 0 01-.75.75h-4.507a2.25 2.25 0 00-1.591.659l-.622.621a.75.75 0 01-1.06 0l-.622-.621A2.25 2.25 0 005.258 13H.75a.75.75 0 01-.75-.75V1.75zm8.755 3a2.25 2.25 0 012.25-2.25H14.5v9h-3.757c-.71 0-1.4.201-1.992.572l.004-7.322zm-1.504 7.324l.004-5.073-.002-2.253A2.25 2.25 0 005.003 2.5H1.5v9h3.757a3.75 3.75 0 011.994.574z"></path> </svg> Overview </a> <a aria-current="page" class="UnderlineNav-item js-responsive-underlinenav-item selected" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_REPOSITORIES","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="2878152d02a2613d43b03e73899fd932cdc33dbf741606f59108073a3be3d53e" data-tab-item="repositories" href="/chikitang?tab=repositories"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M2 2.5A2.5 2.5 0 014.5 0h8.75a.75.75 0 01.75.75v12.5a.75.75 0 01-.75.75h-2.5a.75.75 0 110-1.5h1.75v-2h-8a1 1 0 00-.714 1.7.75.75 0 01-1.072 1.05A2.495 2.495 0 012 11.5v-9zm10.5-1V9h-8c-.356 0-.694.074-1 .208V2.5a1 1 0 011-1h8zM5 12.25v3.25a.25.25 0 00.4.2l1.45-1.087a.25.25 0 01.3 0L8.6 15.7a.25.25 0 00.4-.2v-3.25a.25.25 0 00-.25-.25h-3.5a.25.25 0 00-.25.25z"></path> </svg> Repositories <span title="1" data-view-component="true" class="Counter">1</span> </a> <a class="UnderlineNav-item js-responsive-underlinenav-item" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_PROJECTS","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="998a9967a41db96a06d41fa60e83ae993072d339981cb58ccbd2a1e8c28b8173" data-tab-item="projects" href="/chikitang?tab=projects&type=beta"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-table UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v3.585a.746.746 0 010 .83v8.085A1.75 1.75 0 0114.25 16H6.309a.748.748 0 01-1.118 0H1.75A1.75 1.75 0 010 14.25V6.165a.746.746 0 010-.83V1.75zM1.5 6.5v7.75c0 .138.112.25.25.25H5v-8H1.5zM5 5H1.5V1.75a.25.25 0 01.25-.25H5V5zm1.5 1.5v8h7.75a.25.25 0 00.25-.25V6.5h-8zm8-1.5h-8V1.5h7.75a.25.25 0 01.25.25V5z"></path> </svg> Projects <span title="0" hidden="hidden" data-view-component="true" class="Counter">0</span> </a> <a class="UnderlineNav-item js-responsive-underlinenav-item" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_PACKAGES","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="add7fd6f4f8f617c23b86cea0dd89fef5bd1ea5fe415b3492401e9a613d417be" data-tab-item="packages" href="/chikitang?tab=packages"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-package UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M8.878.392a1.75 1.75 0 00-1.756 0l-5.25 3.045A1.75 1.75 0 001 4.951v6.098c0 .624.332 1.2.872 1.514l5.25 3.045a1.75 1.75 0 001.756 0l5.25-3.045c.54-.313.872-.89.872-1.514V4.951c0-.624-.332-1.2-.872-1.514L8.878.392zM7.875 1.69a.25.25 0 01.25 0l4.63 2.685L8 7.133 3.245 4.375l4.63-2.685zM2.5 5.677v5.372c0 .09.047.171.125.216l4.625 2.683V8.432L2.5 5.677zm6.25 8.271l4.625-2.683a.25.25 0 00.125-.216V5.677L8.75 8.432v5.516z"></path> </svg> Packages <span title="0" hidden="hidden" data-view-component="true" class="Counter">0</span> </a> <a class="UnderlineNav-item js-responsive-underlinenav-item" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_STARS","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="9b1d942d1e97482fca652be20f1a0bdf7aadf6379f10093c52d87921e2fc4d38" data-tab-item="stars" href="/chikitang?tab=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M8 .25a.75.75 0 01.673.418l1.882 3.815 4.21.612a.75.75 0 01.416 1.279l-3.046 2.97.719 4.192a.75.75 0 01-1.088.791L8 12.347l-3.766 1.98a.75.75 0 01-1.088-.79l.72-4.194L.818 6.374a.75.75 0 01.416-1.28l4.21-.611L7.327.668A.75.75 0 018 .25zm0 2.445L6.615 5.5a.75.75 0 01-.564.41l-3.097.45 2.24 2.184a.75.75 0 01.216.664l-.528 3.084 2.769-1.456a.75.75 0 01.698 0l2.77 1.456-.53-3.084a.75.75 0 01.216-.664l2.24-2.183-3.096-.45a.75.75 0 01-.564-.41L8 2.694v.001z"></path> </svg> Stars <span title="0" hidden="hidden" data-view-component="true" class="Counter">0</span> </a> </nav> <div class="position-absolute pr-3 pr-md-4 pr-lg-5 right-0 js-responsive-underlinenav-overflow" style="visibility: hidden"> <details data-view-component="true" class="details-overlay details-reset position-relative"> <summary role="button" data-view-component="true"> <div class="UnderlineNav-item mr-0 border-0"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-kebab-horizontal"> <path d="M8 9a1.5 1.5 0 100-3 1.5 1.5 0 000 3zM1.5 9a1.5 1.5 0 100-3 1.5 1.5 0 000 3zm13 0a1.5 1.5 0 100-3 1.5 1.5 0 000 3z"></path> </svg> <span class="sr-only">More</span> </div> </summary> <div data-view-component="true"> <details-menu role="menu" class="dropdown-menu dropdown-menu-sw"> <ul > <li data-menu-item="overview" hidden> <a role="menuitem" class="js-selected-navigation-item selected dropdown-item" aria-current="page" data-selected-links=" /chikitang" href="/chikitang">Overview</a> </li> <li data-menu-item="repositories" hidden> <a role="menuitem" class="js-selected-navigation-item selected dropdown-item" aria-current="page" data-selected-links=" /chikitang?tab=repositories" href="/chikitang?tab=repositories">Repositories</a> </li> <li data-menu-item="projects" hidden> <a role="menuitem" class="js-selected-navigation-item dropdown-item" data-selected-links=" /chikitang?tab=projects&type=beta" href="/chikitang?tab=projects&type=beta">Projects</a> </li> <li data-menu-item="packages" hidden> <a role="menuitem" class="js-selected-navigation-item dropdown-item" data-selected-links=" /chikitang?tab=packages" href="/chikitang?tab=packages">Packages</a> </li> <li data-menu-item="stars" hidden> <a role="menuitem" class="js-selected-navigation-item dropdown-item" data-selected-links=" /chikitang?tab=stars" href="/chikitang?tab=stars">Stars</a> </li> </ul> </details-menu> </div> </details></div> </div> </div> </div> </div> </div> <div class="container-xl px-3 px-md-4 px-lg-5"> <div data-view-component="true" class="Layout Layout--flowRow-until-md Layout--sidebarPosition-start Layout--sidebarPosition-flowRow-start"> <div data-view-component="true" class="Layout-sidebar"> <div class="h-card mt-md-n5" data-acv-badge-hovercards-enabled itemscope itemtype="http://schema.org/Person" > <div class="user-profile-sticky-bar js-user-profile-sticky-bar d-none d-md-block"> <div class="user-profile-mini-vcard d-table"> <span class="user-profile-mini-avatar d-table-cell v-align-middle lh-condensed-ultra pr-2"> <img class="rounded-2 avatar-user" src="https://avatars.githubusercontent.com/u/107093285?s=64&v=4" width="32" height="32" alt="@chikitang" /> </span> <span class="d-table-cell v-align-middle lh-condensed"> <strong>chikitang</strong> </span> </div> </div> <div class="js-profile-editable-replace"> <div class="clearfix d-flex d-md-block flex-items-center mb-4 mb-md-0"> <div class="position-relative d-inline-block col-2 col-md-12 mr-3 mr-md-0 flex-shrink-0" style="z-index:4;" > <a class="tooltipped tooltipped-s d-block" aria-label="Change your avatar" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"EDIT_AVATAR","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="fe768eb126278f5ea2e2be2a694fd8f3a8db38717e25f9387d181f875bad4f31" href="https://github.com/account"><img style="height:auto;" alt="" width="260" height="260" class="avatar avatar-user width-full border color-bg-default" src="https://avatars.githubusercontent.com/u/107093285?v=4" /></a> <div class="user-status-container position-relative hide-sm hide-md"> <div class="f5 js-user-status-context user-status-circle-badge-container user-status-editable" data-url="/users/status?circle=1&compact=0&link_mentions=1&truncate=0" > <div class="js-user-status-container user-status-circle-badge d-inline-block lh-condensed-ultra p-2" data-team-hovercards-enabled> <details class="js-user-status-details details-reset details-overlay details-overlay-dark"> <summary class="btn-link btn-block Link--secondary no-underline js-toggle-user-status-edit toggle-user-status-edit" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"EDIT_USER_STATUS","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="797b66215ac5265bc63e61ea380b67a3995b5dd86fe8fab5deea9ee6fbb92bc9"> <div class="d-flex flex-items-center flex-items-stretch"> <div class="f6 lh-condensed user-status-header d-inline-flex user-status-emoji-only-header circle"> <div class="user-status-emoji-container flex-shrink-0 mr-2 d-flex flex-items-center flex-justify-center "> <svg class="octicon octicon-smiley" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M1.5 8a6.5 6.5 0 1113 0 6.5 6.5 0 01-13 0zM8 0a8 8 0 100 16A8 8 0 008 0zM5 8a1 1 0 100-2 1 1 0 000 2zm7-1a1 1 0 11-2 0 1 1 0 012 0zM5.32 9.636a.75.75 0 011.038.175l.007.009c.103.118.22.222.35.31.264.178.683.37 1.285.37.602 0 1.02-.192 1.285-.371.13-.088.247-.192.35-.31l.007-.008a.75.75 0 111.222.87l-.614-.431c.614.43.614.431.613.431v.001l-.001.002-.002.003-.005.007-.014.019a1.984 1.984 0 01-.184.213c-.16.166-.338.316-.53.445-.63.418-1.37.638-2.127.629-.946 0-1.652-.308-2.126-.63a3.32 3.32 0 01-.715-.657l-.014-.02-.005-.006-.002-.003v-.002h-.001l.613-.432-.614.43a.75.75 0 01.183-1.044h.001z"></path></svg> </div> </div> <div class=" ws-normal user-status-message-wrapper f6 min-width-0" > <div class="css-truncate css-truncate-target width-fit color-fg-default"> <span class="color-fg-muted">Set status</span> </div> </div> </div> </summary> <details-dialog class="rounded-2 anim-fade-in fast Box Box--overlay overflow-visible" role="dialog" aria-label="Edit status" tabindex="-1"> </option></form><form class="position-relative flex-auto js-user-status-form" data-turbo="false" action="/users/status?circle=1&compact=0&link_mentions=1&truncate=0" accept-charset="UTF-8" method="post"><input type="hidden" name="_method" value="put" autocomplete="off" /><input type="hidden" name="authenticity_token" value="TROZQ1psazHuv4SfB_6CRG81LOswktW22NJDqz2bjfsh_3WyNIJmw91nORchhJS4niNrCWbssHaAEqHwSouerQ" /> <div class="Box-header color-bg-subtle border-bottom p-3"> <button class="Box-btn-octicon js-toggle-user-status-edit btn-octicon float-right" type="reset" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path fill-rule="evenodd" d="M3.72 3.72a.75.75 0 011.06 0L8 6.94l3.22-3.22a.75.75 0 111.06 1.06L9.06 8l3.22 3.22a.75.75 0 11-1.06 1.06L8 9.06l-3.22 3.22a.75.75 0 01-1.06-1.06L6.94 8 3.72 4.78a.75.75 0 010-1.06z"></path> </svg> </button> <h3 class="Box-title f5 text-bold color-fg-default">Edit status</h3> </div> <input type="hidden" name="emoji" class="js-user-status-emoji-field" value=""> <input type="hidden" name="organization_id" class="js-user-status-org-id-field" value=""> <div class="px-3 py-2 color-fg-default"> <div class="js-characters-remaining-container position-relative mt-2"> <div class="input-group d-table form-group my-0 js-user-status-form-group"> <span class="input-group-button d-table-cell v-align-middle" style="width: 1%"> <button aria-label="Choose an emoji" type="button" data-view-component="true" class="js-toggle-user-status-emoji-picker btn-outline btn p-0"> <span class="js-user-status-original-emoji" hidden></span> <span class="js-user-status-custom-emoji"></span> <span class="js-user-status-no-emoji-icon" > <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-smiley"> <path fill-rule="evenodd" d="M1.5 8a6.5 6.5 0 1113 0 6.5 6.5 0 01-13 0zM8 0a8 8 0 100 16A8 8 0 008 0zM5 8a1 1 0 100-2 1 1 0 000 2zm7-1a1 1 0 11-2 0 1 1 0 012 0zM5.32 9.636a.75.75 0 011.038.175l.007.009c.103.118.22.222.35.31.264.178.683.37 1.285.37.602 0 1.02-.192 1.285-.371.13-.088.247-.192.35-.31l.007-.008a.75.75 0 111.222.87l-.614-.431c.614.43.614.431.613.431v.001l-.001.002-.002.003-.005.007-.014.019a1.984 1.984 0 01-.184.213c-.16.166-.338.316-.53.445-.63.418-1.37.638-2.127.629-.946 0-1.652-.308-2.126-.63a3.32 3.32 0 01-.715-.657l-.014-.02-.005-.006-.002-.003v-.002h-.001l.613-.432-.614.43a.75.75 0 01.183-1.044h.001z"></path> </svg> </span> </button> </span> <text-expander keys=": @" data-mention-url="/autocomplete/user-suggestions" data-emoji-url="/autocomplete/emoji"> <input type="text" autocomplete="off" data-no-org-url="/autocomplete/user-suggestions" data-org-url="/suggestions?mention_suggester=1" data-maxlength="80" class="d-table-cell width-full form-control js-user-status-message-field js-characters-remaining-field" placeholder="What's happening?" name="message" value="" aria-label="What is your current status?"> </text-expander> <div class="error">Could not update your status, please try again.</div> </div> <div style="margin-left: 53px" class="my-1 text-small label-characters-remaining js-characters-remaining" data-suffix="remaining" hidden> 80 remaining </div> </div> <include-fragment class="js-user-status-emoji-picker" data-url="/users/status/emoji"></include-fragment> <div class="overflow-auto ml-n3 mr-n3 px-3 border-bottom" style="max-height: 33vh"> <div class="user-status-suggestions js-user-status-suggestions collapsed overflow-hidden"> <h4 class="f6 text-normal my-3">Suggestions:</h4> <div class="mx-3 mt-2 clearfix"> <div class="float-left col-6"> <button type="button" value=":palm_tree:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link Link--secondary no-underline js-predefined-user-status mb-1"> <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji"> <g-emoji alias="palm_tree" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f334.png">🌴</g-emoji> </div> <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent"> On vacation </div> </button> <button type="button" value=":face_with_thermometer:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link Link--secondary no-underline js-predefined-user-status mb-1"> <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji"> <g-emoji alias="face_with_thermometer" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f912.png">🤒</g-emoji> </div> <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent"> Out sick </div> </button> </div> <div class="float-left col-6"> <button type="button" value=":house:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link Link--secondary no-underline js-predefined-user-status mb-1"> <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji"> <g-emoji alias="house" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f3e0.png">🏠</g-emoji> </div> <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent"> Working from home </div> </button> <button type="button" value=":dart:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link Link--secondary no-underline js-predefined-user-status mb-1"> <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji"> <g-emoji alias="dart" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f3af.png">🎯</g-emoji> </div> <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent"> Focusing </div> </button> </div> </div> </div> <div class="user-status-limited-availability-container"> <div class="form-checkbox my-0"> <input type="checkbox" name="limited_availability" value="1" class="js-user-status-limited-availability-checkbox" data-default-message="I may be slow to respond." aria-describedby="limited-availability-help-text-truncate-false-compact-false" id="limited-availability-truncate-false-compact-false"> <label class="d-block f5 color-fg-default mb-1" for="limited-availability-truncate-false-compact-false"> Busy </label> <p class="note" id="limited-availability-help-text-truncate-false-compact-false"> When others mention you, assign you, or request your review, GitHub will let them know that you have limited availability. </p> </div> </div> </div> <div class="d-inline-block f5 mr-2 pt-3 pb-2" > <div class="d-inline-block mr-1"> Clear status </div> <details class="js-user-status-expire-drop-down f6 dropdown details-reset details-overlay d-inline-block mr-2"> <summary aria-haspopup="true" data-view-component="true" class="btn-sm btn v-align-baseline"> <div class="js-user-status-expiration-interval-selected d-inline-block v-align-baseline"> Never </div> <div class="dropdown-caret"></div> </summary> <ul class="dropdown-menu dropdown-menu-se pl-0 overflow-auto" style="width: 220px; max-height: 15.5em"> <li> <button type="button" class="btn-link dropdown-item js-user-status-expire-button ws-normal" title="Never"> <span class="d-inline-block text-bold mb-1">Never</span> <div class="f6 lh-condensed">Keep this status until you clear your status or edit your status.</div> </button> </li> <li class="dropdown-divider" role="none"></li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 30 minutes" value="2022-06-07T21:44:33-07:00"> in 30 minutes </button> </li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 1 hour" value="2022-06-07T22:14:33-07:00"> in 1 hour </button> </li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 4 hours" value="2022-06-08T01:14:33-07:00"> in 4 hours </button> </li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="today" value="2022-06-07T23:59:59-07:00"> today </button> </li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="this week" value="2022-06-12T23:59:59-07:00"> this week </button> </li> </ul> </details> <input class="js-user-status-expiration-date-input" type="hidden" name="expires_at" value=""> </div> <include-fragment class="js-user-status-org-picker" data-url="/users/status/organizations"></include-fragment> </div> <div class="d-flex flex-items-center flex-justify-between p-3 border-top"> <button type="submit" disabled class="width-full btn btn-primary mr-2 js-user-status-submit"> Set status </button> <button type="button" disabled class="width-full js-clear-user-status-button btn ml-2 "> Clear status </button> </div> </form> </details-dialog> </details> </div> </div> </div> </div> <div class="vcard-names-container float-left js-profile-editable-names col-12 py-3 js-sticky js-user-profile-sticky-fields" > <h1 class="vcard-names "> <span class="p-name vcard-fullname d-block overflow-hidden" itemprop="name"> </span> <span class="p-nickname vcard-username d-block" itemprop="additionalName"> chikitang </span> </h1> </div> </div> <div class="mb-2 user-status-container d-md-none"> <div class="js-user-status-container rounded-2 px-2 py-1 mt-2 border" data-team-hovercards-enabled> <details class="js-user-status-details details-reset details-overlay details-overlay-dark"> <summary class="btn-link btn-block Link--secondary no-underline js-toggle-user-status-edit toggle-user-status-edit" role="menuitem" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"EDIT_USER_STATUS","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="797b66215ac5265bc63e61ea380b67a3995b5dd86fe8fab5deea9ee6fbb92bc9"> <div class="d-flex flex-items-center flex-items-stretch"> <div class="f6 lh-condensed user-status-header d-flex user-status-emoji-only-header circle"> <div class="user-status-emoji-container flex-shrink-0 mr-2 d-flex flex-items-center flex-justify-center lh-condensed-ultra v-align-bottom"> <svg class="octicon octicon-smiley" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M1.5 8a6.5 6.5 0 1113 0 6.5 6.5 0 01-13 0zM8 0a8 8 0 100 16A8 8 0 008 0zM5 8a1 1 0 100-2 1 1 0 000 2zm7-1a1 1 0 11-2 0 1 1 0 012 0zM5.32 9.636a.75.75 0 011.038.175l.007.009c.103.118.22.222.35.31.264.178.683.37 1.285.37.602 0 1.02-.192 1.285-.371.13-.088.247-.192.35-.31l.007-.008a.75.75 0 111.222.87l-.614-.431c.614.43.614.431.613.431v.001l-.001.002-.002.003-.005.007-.014.019a1.984 1.984 0 01-.184.213c-.16.166-.338.316-.53.445-.63.418-1.37.638-2.127.629-.946 0-1.652-.308-2.126-.63a3.32 3.32 0 01-.715-.657l-.014-.02-.005-.006-.002-.003v-.002h-.001l.613-.432-.614.43a.75.75 0 01.183-1.044h.001z"></path></svg> </div> </div> <div class=" user-status-message-wrapper f6 min-width-0" style="line-height: 20px;" > <div class="css-truncate css-truncate-target width-fit color-fg-default text-left"> <span class="color-fg-muted">Set status</span> </div> </div> </div> </summary> <details-dialog class="rounded-2 anim-fade-in fast Box Box--overlay overflow-visible" role="dialog" aria-label="Edit status" tabindex="-1"> </option></form><form class="position-relative flex-auto js-user-status-form" data-turbo="false" action="/users/status?circle=0&compact=1&link_mentions=1&truncate=0" accept-charset="UTF-8" method="post"><input type="hidden" name="_method" value="put" autocomplete="off" /><input type="hidden" name="authenticity_token" value="SOdH-f-2peym7Q5DQYTnVoMgrDIwG-wMjYJooZiAkyQkC6sIkVioHpU1s8tn_vGqcjbr0GZliczVQor675CAcg" /> <div class="Box-header color-bg-subtle border-bottom p-3"> <button class="Box-btn-octicon js-toggle-user-status-edit btn-octicon float-right" type="reset" aria-label="Close dialog" data-close-dialog> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path fill-rule="evenodd" d="M3.72 3.72a.75.75 0 011.06 0L8 6.94l3.22-3.22a.75.75 0 111.06 1.06L9.06 8l3.22 3.22a.75.75 0 11-1.06 1.06L8 9.06l-3.22 3.22a.75.75 0 01-1.06-1.06L6.94 8 3.72 4.78a.75.75 0 010-1.06z"></path> </svg> </button> <h3 class="Box-title f5 text-bold color-fg-default">Edit status</h3> </div> <input type="hidden" name="emoji" class="js-user-status-emoji-field" value=""> <input type="hidden" name="organization_id" class="js-user-status-org-id-field" value=""> <div class="px-3 py-2 color-fg-default"> <div class="js-characters-remaining-container position-relative mt-2"> <div class="input-group d-table form-group my-0 js-user-status-form-group"> <span class="input-group-button d-table-cell v-align-middle" style="width: 1%"> <button aria-label="Choose an emoji" type="button" data-view-component="true" class="js-toggle-user-status-emoji-picker btn-outline btn p-0"> <span class="js-user-status-original-emoji" hidden></span> <span class="js-user-status-custom-emoji"></span> <span class="js-user-status-no-emoji-icon" > <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-smiley"> <path fill-rule="evenodd" d="M1.5 8a6.5 6.5 0 1113 0 6.5 6.5 0 01-13 0zM8 0a8 8 0 100 16A8 8 0 008 0zM5 8a1 1 0 100-2 1 1 0 000 2zm7-1a1 1 0 11-2 0 1 1 0 012 0zM5.32 9.636a.75.75 0 011.038.175l.007.009c.103.118.22.222.35.31.264.178.683.37 1.285.37.602 0 1.02-.192 1.285-.371.13-.088.247-.192.35-.31l.007-.008a.75.75 0 111.222.87l-.614-.431c.614.43.614.431.613.431v.001l-.001.002-.002.003-.005.007-.014.019a1.984 1.984 0 01-.184.213c-.16.166-.338.316-.53.445-.63.418-1.37.638-2.127.629-.946 0-1.652-.308-2.126-.63a3.32 3.32 0 01-.715-.657l-.014-.02-.005-.006-.002-.003v-.002h-.001l.613-.432-.614.43a.75.75 0 01.183-1.044h.001z"></path> </svg> </span> </button> </span> <text-expander keys=": @" data-mention-url="/autocomplete/user-suggestions" data-emoji-url="/autocomplete/emoji"> <input type="text" autocomplete="off" data-no-org-url="/autocomplete/user-suggestions" data-org-url="/suggestions?mention_suggester=1" data-maxlength="80" class="d-table-cell width-full form-control js-user-status-message-field js-characters-remaining-field" placeholder="What's happening?" name="message" value="" aria-label="What is your current status?"> </text-expander> <div class="error">Could not update your status, please try again.</div> </div> <div style="margin-left: 53px" class="my-1 text-small label-characters-remaining js-characters-remaining" data-suffix="remaining" hidden> 80 remaining </div> </div> <include-fragment class="js-user-status-emoji-picker" data-url="/users/status/emoji"></include-fragment> <div class="overflow-auto ml-n3 mr-n3 px-3 border-bottom" style="max-height: 33vh"> <div class="user-status-suggestions js-user-status-suggestions collapsed overflow-hidden"> <h4 class="f6 text-normal my-3">Suggestions:</h4> <div class="mx-3 mt-2 clearfix"> <div class="float-left col-6"> <button type="button" value=":palm_tree:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link Link--secondary no-underline js-predefined-user-status mb-1"> <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji"> <g-emoji alias="palm_tree" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f334.png">🌴</g-emoji> </div> <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent"> On vacation </div> </button> <button type="button" value=":face_with_thermometer:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link Link--secondary no-underline js-predefined-user-status mb-1"> <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji"> <g-emoji alias="face_with_thermometer" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f912.png">🤒</g-emoji> </div> <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent"> Out sick </div> </button> </div> <div class="float-left col-6"> <button type="button" value=":house:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link Link--secondary no-underline js-predefined-user-status mb-1"> <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji"> <g-emoji alias="house" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f3e0.png">🏠</g-emoji> </div> <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent"> Working from home </div> </button> <button type="button" value=":dart:" class="d-flex flex-items-baseline flex-items-stretch lh-condensed f6 btn-link Link--secondary no-underline js-predefined-user-status mb-1"> <div class="emoji-status-width mr-2 v-align-middle js-predefined-user-status-emoji"> <g-emoji alias="dart" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f3af.png">🎯</g-emoji> </div> <div class="d-flex flex-items-center no-underline js-predefined-user-status-message ws-normal text-left" style="border-left: 1px solid transparent"> Focusing </div> </button> </div> </div> </div> <div class="user-status-limited-availability-container"> <div class="form-checkbox my-0"> <input type="checkbox" name="limited_availability" value="1" class="js-user-status-limited-availability-checkbox" data-default-message="I may be slow to respond." aria-describedby="limited-availability-help-text-truncate-false-compact-true" id="limited-availability-truncate-false-compact-true"> <label class="d-block f5 color-fg-default mb-1" for="limited-availability-truncate-false-compact-true"> Busy </label> <p class="note" id="limited-availability-help-text-truncate-false-compact-true"> When others mention you, assign you, or request your review, GitHub will let them know that you have limited availability. </p> </div> </div> </div> <div class="d-inline-block f5 mr-2 pt-3 pb-2" > <div class="d-inline-block mr-1"> Clear status </div> <details class="js-user-status-expire-drop-down f6 dropdown details-reset details-overlay d-inline-block mr-2"> <summary aria-haspopup="true" data-view-component="true" class="btn-sm btn v-align-baseline"> <div class="js-user-status-expiration-interval-selected d-inline-block v-align-baseline"> Never </div> <div class="dropdown-caret"></div> </summary> <ul class="dropdown-menu dropdown-menu-se pl-0 overflow-auto" style="width: 220px; max-height: 15.5em"> <li> <button type="button" class="btn-link dropdown-item js-user-status-expire-button ws-normal" title="Never"> <span class="d-inline-block text-bold mb-1">Never</span> <div class="f6 lh-condensed">Keep this status until you clear your status or edit your status.</div> </button> </li> <li class="dropdown-divider" role="none"></li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 30 minutes" value="2022-06-07T21:44:33-07:00"> in 30 minutes </button> </li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 1 hour" value="2022-06-07T22:14:33-07:00"> in 1 hour </button> </li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="in 4 hours" value="2022-06-08T01:14:33-07:00"> in 4 hours </button> </li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="today" value="2022-06-07T23:59:59-07:00"> today </button> </li> <li> <button type="button" class="btn-link dropdown-item ws-normal js-user-status-expire-button" title="this week" value="2022-06-12T23:59:59-07:00"> this week </button> </li> </ul> </details> <input class="js-user-status-expiration-date-input" type="hidden" name="expires_at" value=""> </div> <include-fragment class="js-user-status-org-picker" data-url="/users/status/organizations"></include-fragment> </div> <div class="d-flex flex-items-center flex-justify-between p-3 border-top"> <button type="submit" disabled class="width-full btn btn-primary mr-2 js-user-status-submit"> Set status </button> <button type="button" disabled class="width-full js-clear-user-status-button btn ml-2 "> Clear status </button> </div> </form> </details-dialog> </details> </div> </div> <div class="d-flex flex-column"> <div class="flex-order-1 flex-md-order-none"> <div class="d-flex flex-lg-row flex-md-column"> </div> </option></form><form hidden="hidden" class="position-relative flex-auto js-profile-editable-form" data-turbo="false" action="/users/chikitang" accept-charset="UTF-8" method="post"><input type="hidden" name="_method" value="put" autocomplete="off" /><input type="hidden" name="authenticity_token" value="iwkVToBnjXFFdNjInjG45Uav3_DZUvm96ztLPa7SIYzz2alJxKqJKkcLPLY81dLs-VRRaZXtdnzRx1yISU3dcQ" /> <div class="mb-1 mb-2"> <label for="user_profile_name" class="d-block mb-1">Name</label> <input class="width-full form-control" id="user_profile_name" placeholder="Name" aria-label="Name" name="user[profile_name]" value=""> </div> <div class="js-length-limited-input-container"> <label for="user_profile_bio" class="d-block mb-1">Bio</label> <text-expander keys=": @" data-emoji-url="/autocomplete/emoji" data-mention-url="/autocomplete/user-suggestions"> <textarea class="form-control js-length-limited-input mb-1 width-full js-user-profile-bio-edit" id="user_profile_bio" name="user[profile_bio]" placeholder="Add a bio" aria-label="Add a bio" rows="3" data-input-max-length="160" data-warning-text="{{remaining}} remaining"></textarea> <div class="d-none js-length-limited-input-warning user-profile-bio-message text-right m-0"></div> </text-expander> <p class="note"> You can <strong>@mention</strong> other users and organizations to link to them. </p> </div> <div class="color-fg-muted mt-2 d-flex flex-items-center"> <svg style="width: 16px;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-organization"> <path fill-rule="evenodd" d="M1.5 14.25c0 .138.112.25.25.25H4v-1.25a.75.75 0 01.75-.75h2.5a.75.75 0 01.75.75v1.25h2.25a.25.25 0 00.25-.25V1.75a.25.25 0 00-.25-.25h-8.5a.25.25 0 00-.25.25v12.5zM1.75 16A1.75 1.75 0 010 14.25V1.75C0 .784.784 0 1.75 0h8.5C11.216 0 12 .784 12 1.75v12.5c0 .085-.006.168-.018.25h2.268a.25.25 0 00.25-.25V8.285a.25.25 0 00-.111-.208l-1.055-.703a.75.75 0 11.832-1.248l1.055.703c.487.325.779.871.779 1.456v5.965A1.75 1.75 0 0114.25 16h-3.5a.75.75 0 01-.197-.026c-.099.017-.2.026-.303.026h-3a.75.75 0 01-.75-.75V14h-1v1.25a.75.75 0 01-.75.75h-3zM3 3.75A.75.75 0 013.75 3h.5a.75.75 0 010 1.5h-.5A.75.75 0 013 3.75zM3.75 6a.75.75 0 000 1.5h.5a.75.75 0 000-1.5h-.5zM3 9.75A.75.75 0 013.75 9h.5a.75.75 0 010 1.5h-.5A.75.75 0 013 9.75zM7.75 9a.75.75 0 000 1.5h.5a.75.75 0 000-1.5h-.5zM7 6.75A.75.75 0 017.75 6h.5a.75.75 0 010 1.5h-.5A.75.75 0 017 6.75zM7.75 3a.75.75 0 000 1.5h.5a.75.75 0 000-1.5h-.5z"></path> </svg> <input class="ml-2 form-control flex-auto input-sm" placeholder="Company" aria-label="Company" name="user[profile_company]" value=""> </div> <div class="color-fg-muted mt-2 d-flex flex-items-center"> <svg style="width: 16px;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-location"> <path fill-rule="evenodd" d="M11.536 3.464a5 5 0 010 7.072L8 14.07l-3.536-3.535a5 5 0 117.072-7.072v.001zm1.06 8.132a6.5 6.5 0 10-9.192 0l3.535 3.536a1.5 1.5 0 002.122 0l3.535-3.536zM8 9a2 2 0 100-4 2 2 0 000 4z"></path> </svg> <input class="ml-2 form-control flex-auto input-sm" placeholder="Location" aria-label="Location" name="user[profile_location]" value=""> </div> <div class="color-fg-muted mt-2 d-flex flex-items-center"> <svg style="width: 16px;" aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-link"> <path fill-rule="evenodd" d="M7.775 3.275a.75.75 0 001.06 1.06l1.25-1.25a2 2 0 112.83 2.83l-2.5 2.5a2 2 0 01-2.83 0 .75.75 0 00-1.06 1.06 3.5 3.5 0 004.95 0l2.5-2.5a3.5 3.5 0 00-4.95-4.95l-1.25 1.25zm-4.69 9.64a2 2 0 010-2.83l2.5-2.5a2 2 0 012.83 0 .75.75 0 001.06-1.06 3.5 3.5 0 00-4.95 0l-2.5 2.5a3.5 3.5 0 004.95 4.95l1.25-1.25a.75.75 0 00-1.06-1.06l-1.25 1.25a2 2 0 01-2.83 0z"></path> </svg> <input class="ml-2 form-control flex-auto input-sm" placeholder="Website" aria-label="Website" name="user[profile_blog]" value=""> </div> <div class="color-fg-muted mt-2 d-flex flex-items-center" > <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 273.5 222.3" height="16" width="16"><title>Twitter</title><path d="M273.5 26.3a109.77 109.77 0 0 1-32.2 8.8 56.07 56.07 0 0 0 24.7-31 113.39 113.39 0 0 1-35.7 13.6 56.1 56.1 0 0 0-97 38.4 54 54 0 0 0 1.5 12.8A159.68 159.68 0 0 1 19.1 10.3a56.12 56.12 0 0 0 17.4 74.9 56.06 56.06 0 0 1-25.4-7v.7a56.11 56.11 0 0 0 45 55 55.65 55.65 0 0 1-14.8 2 62.39 62.39 0 0 1-10.6-1 56.24 56.24 0 0 0 52.4 39 112.87 112.87 0 0 1-69.7 24 119 119 0 0 1-13.4-.8 158.83 158.83 0 0 0 86 25.2c103.2 0 159.6-85.5 159.6-159.6 0-2.4-.1-4.9-.2-7.3a114.25 114.25 0 0 0 28.1-29.1" fill="currentColor"></path></svg> <input class="ml-2 form-control flex-auto input-sm" placeholder="Twitter username" aria-label="Twitter username" name="user[profile_twitter_username]" value="" > </div> <div class="my-3"> <div class="js-profile-editable-error color-fg-danger my-3"></div> <button type="submit" data-view-component="true" class="btn-primary btn-sm btn"> Save </button> <button type="reset" data-view-component="true" class="js-profile-editable-cancel btn-sm btn"> Cancel </button> </div> </form> </div> <div class="js-profile-editable-area d-flex flex-column d-md-block"> <div class="p-note user-profile-bio mb-3 js-user-profile-bio f4" data-bio-text="" hidden></div> <div class="mb-3"> <button name="button" type="button" class="btn btn-block js-profile-editable-edit-button" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"INLINE_EDIT_BUTTON","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="61c43523f3cefbffa175f42d94926965a2c009a1d69d82f4bd8aee8c11a19dc8">Edit profile</button> </div> <ul class="vcard-details"> <li title="Member since" class="vcard-detail pt-1 css-truncate css-truncate-target "><svg class="octicon octicon-clock" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path fill-rule="evenodd" d="M1.5 8a6.5 6.5 0 1113 0 6.5 6.5 0 01-13 0zM8 0a8 8 0 100 16A8 8 0 008 0zm.5 4.75a.75.75 0 00-1.5 0v3.5a.75.75 0 00.471.696l2.5 1a.75.75 0 00.557-1.392L8.5 7.742V4.75z"></path></svg> <span class="join-label">Joined </span> <relative-time datetime="2022-06-08T03:50:24Z" class="no-wrap">Jun 7, 2022</relative-time> </li> </ul> </div> </div> </div> </div> </div> <div data-view-component="true" class="Layout-main"> <div class="UnderlineNav user-profile-nav d-block d-md-none position-sticky top-0 pl-3 ml-n3 mr-n3 pr-3 color-bg-default" style="z-index:3;" > <nav class="UnderlineNav-body width-full p-responsive" data-pjax aria-label="User profile"> <a class="UnderlineNav-item js-responsive-underlinenav-item" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_OVERVIEW","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="5d370149c21205ec5db1b16999e0832e303dc0e8216fdfcad467e4d739ba5bd2" data-tab-item="overview" href="/chikitang"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M0 1.75A.75.75 0 01.75 1h4.253c1.227 0 2.317.59 3 1.501A3.744 3.744 0 0111.006 1h4.245a.75.75 0 01.75.75v10.5a.75.75 0 01-.75.75h-4.507a2.25 2.25 0 00-1.591.659l-.622.621a.75.75 0 01-1.06 0l-.622-.621A2.25 2.25 0 005.258 13H.75a.75.75 0 01-.75-.75V1.75zm8.755 3a2.25 2.25 0 012.25-2.25H14.5v9h-3.757c-.71 0-1.4.201-1.992.572l.004-7.322zm-1.504 7.324l.004-5.073-.002-2.253A2.25 2.25 0 005.003 2.5H1.5v9h3.757a3.75 3.75 0 011.994.574z"></path> </svg> Overview </a> <a aria-current="page" class="UnderlineNav-item js-responsive-underlinenav-item selected" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_REPOSITORIES","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="2878152d02a2613d43b03e73899fd932cdc33dbf741606f59108073a3be3d53e" data-tab-item="repositories" href="/chikitang?tab=repositories"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M2 2.5A2.5 2.5 0 014.5 0h8.75a.75.75 0 01.75.75v12.5a.75.75 0 01-.75.75h-2.5a.75.75 0 110-1.5h1.75v-2h-8a1 1 0 00-.714 1.7.75.75 0 01-1.072 1.05A2.495 2.495 0 012 11.5v-9zm10.5-1V9h-8c-.356 0-.694.074-1 .208V2.5a1 1 0 011-1h8zM5 12.25v3.25a.25.25 0 00.4.2l1.45-1.087a.25.25 0 01.3 0L8.6 15.7a.25.25 0 00.4-.2v-3.25a.25.25 0 00-.25-.25h-3.5a.25.25 0 00-.25.25z"></path> </svg> Repositories <span title="1" data-view-component="true" class="Counter">1</span> </a> <a class="UnderlineNav-item js-responsive-underlinenav-item" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_PROJECTS","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="998a9967a41db96a06d41fa60e83ae993072d339981cb58ccbd2a1e8c28b8173" data-tab-item="projects" href="/chikitang?tab=projects&type=beta"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-table UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v3.585a.746.746 0 010 .83v8.085A1.75 1.75 0 0114.25 16H6.309a.748.748 0 01-1.118 0H1.75A1.75 1.75 0 010 14.25V6.165a.746.746 0 010-.83V1.75zM1.5 6.5v7.75c0 .138.112.25.25.25H5v-8H1.5zM5 5H1.5V1.75a.25.25 0 01.25-.25H5V5zm1.5 1.5v8h7.75a.25.25 0 00.25-.25V6.5h-8zm8-1.5h-8V1.5h7.75a.25.25 0 01.25.25V5z"></path> </svg> Projects <span title="0" hidden="hidden" data-view-component="true" class="Counter">0</span> </a> <a class="UnderlineNav-item js-responsive-underlinenav-item" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_PACKAGES","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="add7fd6f4f8f617c23b86cea0dd89fef5bd1ea5fe415b3492401e9a613d417be" data-tab-item="packages" href="/chikitang?tab=packages"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-package UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M8.878.392a1.75 1.75 0 00-1.756 0l-5.25 3.045A1.75 1.75 0 001 4.951v6.098c0 .624.332 1.2.872 1.514l5.25 3.045a1.75 1.75 0 001.756 0l5.25-3.045c.54-.313.872-.89.872-1.514V4.951c0-.624-.332-1.2-.872-1.514L8.878.392zM7.875 1.69a.25.25 0 01.25 0l4.63 2.685L8 7.133 3.245 4.375l4.63-2.685zM2.5 5.677v5.372c0 .09.047.171.125.216l4.625 2.683V8.432L2.5 5.677zm6.25 8.271l4.625-2.683a.25.25 0 00.125-.216V5.677L8.75 8.432v5.516z"></path> </svg> Packages <span title="0" hidden="hidden" data-view-component="true" class="Counter">0</span> </a> <a class="UnderlineNav-item js-responsive-underlinenav-item" data-hydro-click="{"event_type":"user_profile.click","payload":{"profile_user_id":107093285,"target":"TAB_STARS","user_id":107093285,"originating_url":"https://github.com/chikitang?tab=repositories"}}" data-hydro-click-hmac="9b1d942d1e97482fca652be20f1a0bdf7aadf6379f10093c52d87921e2fc4d38" data-tab-item="stars" href="/chikitang?tab=stars"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star UnderlineNav-octicon hide-sm"> <path fill-rule="evenodd" d="M8 .25a.75.75 0 01.673.418l1.882 3.815 4.21.612a.75.75 0 01.416 1.279l-3.046 2.97.719 4.192a.75.75 0 01-1.088.791L8 12.347l-3.766 1.98a.75.75 0 01-1.088-.79l.72-4.194L.818 6.374a.75.75 0 01.416-1.28l4.21-.611L7.327.668A.75.75 0 018 .25zm0 2.445L6.615 5.5a.75.75 0 01-.564.41l-3.097.45 2.24 2.184a.75.75 0 01.216.664l-.528 3.084 2.769-1.456a.75.75 0 01.698 0l2.77 1.456-.53-3.084a.75.75 0 01.216-.664l2.24-2.183-3.096-.45a.75.75 0 01-.564-.41L8 2.694v.001z"></path> </svg> Stars <span title="0" hidden="hidden" data-view-component="true" class="Counter">0</span> </a> </nav> <div class="position-absolute pr-3 pr-md-4 pr-lg-5 right-0 js-responsive-underlinenav-overflow" style="visibility: hidden"> <details data-view-component="true" class="details-overlay details-reset position-relative"> <summary role="button" data-view-component="true"> <div class="UnderlineNav-item mr-0 border-0"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-kebab-horizontal"> <path d="M8 9a1.5 1.5 0 100-3 1.5 1.5 0 000 3zM1.5 9a1.5 1.5 0 100-3 1.5 1.5 0 000 3zm13 0a1.5 1.5 0 100-3 1.5 1.5 0 000 3z"></path> </svg> <span class="sr-only">More</span> </div> </summary> <div data-view-component="true"> <details-menu role="menu" class="dropdown-menu dropdown-menu-sw"> <ul > <li data-menu-item="overview" hidden> <a role="menuitem" class="js-selected-navigation-item selected dropdown-item" aria-current="page" data-selected-links=" /chikitang" href="/chikitang">Overview</a> </li> <li data-menu-item="repositories" hidden> <a role="menuitem" class="js-selected-navigation-item selected dropdown-item" aria-current="page" data-selected-links=" /chikitang?tab=repositories" href="/chikitang?tab=repositories">Repositories</a> </li> <li data-menu-item="projects" hidden> <a role="menuitem" class="js-selected-navigation-item dropdown-item" data-selected-links=" /chikitang?tab=projects&type=beta" href="/chikitang?tab=projects&type=beta">Projects</a> </li> <li data-menu-item="packages" hidden> <a role="menuitem" class="js-selected-navigation-item dropdown-item" data-selected-links=" /chikitang?tab=packages" href="/chikitang?tab=packages">Packages</a> </li> <li data-menu-item="stars" hidden> <a role="menuitem" class="js-selected-navigation-item dropdown-item" data-selected-links=" /chikitang?tab=stars" href="/chikitang?tab=stars">Stars</a> </li> </ul> </details-menu> </div> </details></div> </div> <div> <div class="position-relative"> <div class="border-bottom color-border-muted py-3"> <a href="/new" class="d-md-none btn btn-primary d-flex flex-items-center flex-justify-center width-full mb-4"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo mr-1"> <path fill-rule="evenodd" d="M2 2.5A2.5 2.5 0 014.5 0h8.75a.75.75 0 01.75.75v12.5a.75.75 0 01-.75.75h-2.5a.75.75 0 110-1.5h1.75v-2h-8a1 1 0 00-.714 1.7.75.75 0 01-1.072 1.05A2.495 2.495 0 012 11.5v-9zm10.5-1V9h-8c-.356 0-.694.074-1 .208V2.5a1 1 0 011-1h8zM5 12.25v3.25a.25.25 0 00.4.2l1.45-1.087a.25.25 0 01.3 0L8.6 15.7a.25.25 0 00.4-.2v-3.25a.25.25 0 00-.25-.25h-3.5a.25.25 0 00-.25.25z"></path> </svg> New </a> <div class="d-flex flex-items-start"> </option></form><form class="width-full" data-autosearch-results-container="user-repositories-list" aria-label="Repositories" role="search" data-turbo="false" action="/chikitang" accept-charset="UTF-8" method="get"> <div class="d-flex flex-column flex-lg-row flex-auto"> <div class="mb-1 mb-md-0 mr-md-3 flex-auto"> <input type="hidden" name="tab" value="repositories"> <input type="search" id="your-repos-filter" name="q" class="form-control width-full" placeholder="Find a repository…" autocomplete="off" aria-label="Find a repository…" value="" data-throttled-autosubmit> </div> <div class="d-flex flex-wrap"> <details class="details-reset details-overlay position-relative mt-1 mt-lg-0 mr-1" id="type-options"> <summary aria-haspopup="true" data-view-component="true" class="btn"> <span>Type</span> <span class="d-none" data-menu-button> All </span> <span class="dropdown-caret"></span> </summary> <details-menu class="SelectMenu right-lg-0"> <div class="SelectMenu-modal"> <header class="SelectMenu-header"> <span class="SelectMenu-title">Select type</span> <button class="SelectMenu-closeButton" type="button" data-toggle-for="type-options"><svg aria-label="Close menu" aria-hidden="false" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path fill-rule="evenodd" d="M3.72 3.72a.75.75 0 011.06 0L8 6.94l3.22-3.22a.75.75 0 111.06 1.06L9.06 8l3.22 3.22a.75.75 0 11-1.06 1.06L8 9.06l-3.22 3.22a.75.75 0 01-1.06-1.06L6.94 8 3.72 4.78a.75.75 0 010-1.06z"></path> </svg></button> </header> <div class="SelectMenu-list"> <label class="SelectMenu-item" role="menuitemradio" aria-checked="true" tabindex="0"> <input type="radio" name="type" id="type_" value="" hidden="hidden" data-autosubmit="true" checked="checked" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>All</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="type" id="type_public" value="public" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Public</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="type" id="type_private" value="private" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Private</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="type" id="type_source" value="source" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Sources</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="type" id="type_fork" value="fork" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Forks</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="type" id="type_archived" value="archived" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Archived</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="type" id="type_mirror" value="mirror" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Mirrors</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="type" id="type_template" value="template" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Templates</span> </label> </div> </div> </details-menu> </details> <details class="details-reset details-overlay position-relative mt-1 mt-lg-0" id="language-options"> <summary aria-haspopup="true" data-view-component="true" class="btn"> <span>Language</span> <span class="d-none" data-menu-button> All </span> <span class="dropdown-caret"></span> </summary> <details-menu class="SelectMenu mt-1 mt-lg-0 mr-md-2 ml-md-2 right-lg-0"> <div class="SelectMenu-modal"> <header class="SelectMenu-header"> <span class="SelectMenu-title">Select language</span> <button class="SelectMenu-closeButton" type="button" data-toggle-for="language-options"><svg aria-label="Close menu" aria-hidden="false" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path fill-rule="evenodd" d="M3.72 3.72a.75.75 0 011.06 0L8 6.94l3.22-3.22a.75.75 0 111.06 1.06L9.06 8l3.22 3.22a.75.75 0 11-1.06 1.06L8 9.06l-3.22 3.22a.75.75 0 01-1.06-1.06L6.94 8 3.72 4.78a.75.75 0 010-1.06z"></path> </svg></button> </header> <div class="SelectMenu-list"> <label class="SelectMenu-item" role="menuitemradio" aria-checked="true" tabindex="0"> <input type="radio" name="language" id="language_" value="" hidden="hidden" data-autosubmit="true" checked="checked" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>All</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="language" id="language_html" value="html" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>HTML</span> </label> </div> </div> </details-menu> </details> <details class="details-reset details-overlay position-relative mt-1 mt-lg-0 ml-1" id="sort-options"> <summary aria-haspopup="true" data-view-component="true" class="btn"> <span>Sort</span> <span class="d-none" data-menu-button> Last updated </span> <span class="dropdown-caret"></span> </summary> <details-menu class="SelectMenu right-lg-0"> <div class="SelectMenu-modal"> <header class="SelectMenu-header"> <span class="SelectMenu-title">Select order</span> <button class="SelectMenu-closeButton" type="button" data-toggle-for="sort-options"><svg aria-label="Close menu" aria-hidden="false" role="img" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> <path fill-rule="evenodd" d="M3.72 3.72a.75.75 0 011.06 0L8 6.94l3.22-3.22a.75.75 0 111.06 1.06L9.06 8l3.22 3.22a.75.75 0 11-1.06 1.06L8 9.06l-3.22 3.22a.75.75 0 01-1.06-1.06L6.94 8 3.72 4.78a.75.75 0 010-1.06z"></path> </svg></button> </header> <div class="SelectMenu-list"> <label class="SelectMenu-item" role="menuitemradio" aria-checked="true" tabindex="0"> <input type="radio" name="sort" id="sort_" value="" hidden="hidden" data-autosubmit="true" checked="checked" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Last updated</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="sort" id="sort_name" value="name" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Name</span> </label> <label class="SelectMenu-item" role="menuitemradio" aria-checked="false" tabindex="0"> <input type="radio" name="sort" id="sort_stargazers" value="stargazers" hidden="hidden" data-autosubmit="true" /> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check SelectMenu-icon SelectMenu-icon--check"> <path fill-rule="evenodd" d="M13.78 4.22a.75.75 0 010 1.06l-7.25 7.25a.75.75 0 01-1.06 0L2.22 9.28a.75.75 0 011.06-1.06L6 10.94l6.72-6.72a.75.75 0 011.06 0z"></path> </svg> <span class="text-normal" data-menu-button-text>Stars</span> </label> </div> </div> </details-menu> </details> </div> </div> </form> <div class="d-none d-md-flex flex-md-items-center flex-md-justify-end"> <a href="/new" class="text-center btn btn-primary ml-3"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo"> <path fill-rule="evenodd" d="M2 2.5A2.5 2.5 0 014.5 0h8.75a.75.75 0 01.75.75v12.5a.75.75 0 01-.75.75h-2.5a.75.75 0 110-1.5h1.75v-2h-8a1 1 0 00-.714 1.7.75.75 0 01-1.072 1.05A2.495 2.495 0 012 11.5v-9zm10.5-1V9h-8c-.356 0-.694.074-1 .208V2.5a1 1 0 011-1h8zM5 12.25v3.25a.25.25 0 00.4.2l1.45-1.087a.25.25 0 01.3 0L8.6 15.7a.25.25 0 00.4-.2v-3.25a.25.25 0 00-.25-.25h-3.5a.25.25 0 00-.25.25z"></path> </svg> New </a> </div> </div> </div> <div id="user-repositories-list"> <ul data-filterable-for="your-repos-filter" data-filterable-type="substring"> <li class="col-12 d-flex flex-justify-between width-full py-4 border-bottom color-border-muted public source" itemprop="owns" itemscope itemtype="http://schema.org/Code"> <div class="col-10 col-lg-9 d-inline-block"> <div class="d-inline-block mb-1"> <h3 class="wb-break-all"> <a href="/chikitang/github-pages" itemprop="name codeRepository" > github-pages</a> <span></span><span class="Label Label--secondary v-align-middle ml-1 mb-1">Public</span> </h3> </div> <div> <p class="col-9 d-inline-block color-fg-muted mb-2 pr-4" itemprop="description"> A robot powered training repository <g-emoji class="g-emoji" alias="robot" fallback-src="https://github.githubassets.com/images/icons/emoji/unicode/1f916.png">🤖</g-emoji> </p> </div> <div class="f6 color-fg-muted mt-2"> <span class="ml-0 mr-3"> <span class="repo-language-color" style="background-color: #e34c26"></span> <span itemprop="programmingLanguage">HTML</span> </span> <span class="mr-3"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-law mr-1"> <path fill-rule="evenodd" d="M8.75.75a.75.75 0 00-1.5 0V2h-.984c-.305 0-.604.08-.869.23l-1.288.737A.25.25 0 013.984 3H1.75a.75.75 0 000 1.5h.428L.066 9.192a.75.75 0 00.154.838l.53-.53-.53.53v.001l.002.002.002.002.006.006.016.015.045.04a3.514 3.514 0 00.686.45A4.492 4.492 0 003 11c.88 0 1.556-.22 2.023-.454a3.515 3.515 0 00.686-.45l.045-.04.016-.015.006-.006.002-.002.001-.002L5.25 9.5l.53.53a.75.75 0 00.154-.838L3.822 4.5h.162c.305 0 .604-.08.869-.23l1.289-.737a.25.25 0 01.124-.033h.984V13h-2.5a.75.75 0 000 1.5h6.5a.75.75 0 000-1.5h-2.5V3.5h.984a.25.25 0 01.124.033l1.29.736c.264.152.563.231.868.231h.162l-2.112 4.692a.75.75 0 00.154.838l.53-.53-.53.53v.001l.002.002.002.002.006.006.016.015.045.04a3.517 3.517 0 00.686.45A4.492 4.492 0 0013 11c.88 0 1.556-.22 2.023-.454a3.512 3.512 0 00.686-.45l.045-.04.01-.01.006-.005.006-.006.002-.002.001-.002-.529-.531.53.53a.75.75 0 00.154-.838L13.823 4.5h.427a.75.75 0 000-1.5h-2.234a.25.25 0 01-.124-.033l-1.29-.736A1.75 1.75 0 009.735 2H8.75V.75zM1.695 9.227c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L3 6.327l-1.305 2.9zm10 0c.285.135.718.273 1.305.273s1.02-.138 1.305-.273L13 6.327l-1.305 2.9z"></path> </svg>MIT License </span> Updated <relative-time datetime="2022-06-08T03:58:07Z" class="no-wrap">Jun 7, 2022</relative-time> </div> </div> <div class="col-2 d-flex flex-column flex-justify-around flex-items-end ml-3"> <template class="js-unstar-confirmation-dialog-template"> <div class="Box-header"> <h2 class="Box-title">Unstar this repository?</h2> </div> <div class="Box-body"> <p class="mb-3"> This will remove {{ repoNameWithOwner }} from the {{ listsWithCount }} that it's been added to. </p> <div class="form-actions"> <form class="js-social-confirmation-form" data-turbo="false" action="{{ confirmUrl }}" accept-charset="UTF-8" method="post"> <input type="hidden" name="authenticity_token" value="{{ confirmCsrfToken }}"> <input type="hidden" name="confirm" value="true"> <button data-close-dialog="true" type="submit" data-view-component="true" class="btn-danger btn width-full"> Unstar </button> </form> </div> </div> </template> <div data-view-component="true" class="js-toggler-container js-social-container starring-container BtnGroup d-flex"> <form class="starred js-social-form BtnGroup-parent flex-auto js-deferred-toggler-target" data-turbo="false" action="/chikitang/github-pages/unstar" accept-charset="UTF-8" method="post"><input type="hidden" name="authenticity_token" value="P3ZaMuVNtLT4QUVj9SZ3_76QeVS-3FOc0gP3XVwVBgRcLVKXCTCdvdJ6obMwUrBCGfd2XQVN_W7IuZa7njBcNA" autocomplete="off" /> <input type="hidden" value="KnKZMI3CU5RojoPkAik3DUoD4aqrgGVadUrVgfAoCJRJKZGVYb96nUK1ZzTHXfCw7WTuoxARy6hv8LRnMg1SpA" data-csrf="true" class="js-confirm-csrf-token" /> <input type="hidden" name="context" value="other"> <button data-hydro-click="{"event_type":"repository.click","payload":{"target":"UNSTAR_BUTTON","repository_id":501093064,"originating_url":"https://github.com/chikitang?tab=repositories","user_id":107093285}}" data-hydro-click-hmac="f34c8205d1678d4ae0e77c4839fbb14d3a9fd63160652b28998f8827c527e5a2" data-ga-click="Repository, click unstar button, action:profiles/repositories#index; text:Unstar" aria-label="Unstar this repository" type="submit" data-view-component="true" class="rounded-left-2 border-right-0 btn-sm btn BtnGroup-item"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star-fill starred-button-icon d-inline-block mr-2"> <path fill-rule="evenodd" d="M8 .25a.75.75 0 01.673.418l1.882 3.815 4.21.612a.75.75 0 01.416 1.279l-3.046 2.97.719 4.192a.75.75 0 01-1.088.791L8 12.347l-3.766 1.98a.75.75 0 01-1.088-.79l.72-4.194L.818 6.374a.75.75 0 01.416-1.28l4.21-.611L7.327.668A.75.75 0 018 .25z"></path> </svg><span data-view-component="true" class="d-inline"> Starred </span> </button></form> <form class="unstarred js-social-form BtnGroup-parent flex-auto" data-turbo="false" action="/chikitang/github-pages/star" accept-charset="UTF-8" method="post"><input type="hidden" name="authenticity_token" value="VdD5gHR0SaNWuuE-4Huf1LFVNH_kIFLksg8psuv1LDDU6Ha53YRem4Yp2ZrIpb7eKSa1cf-yR9oZDpa0b5XdgA" autocomplete="off" /> <input type="hidden" name="context" value="other"> <button data-hydro-click="{"event_type":"repository.click","payload":{"target":"STAR_BUTTON","repository_id":501093064,"originating_url":"https://github.com/chikitang?tab=repositories","user_id":107093285}}" data-hydro-click-hmac="5cd067574b17d3257d89fbe1c8c675a553eb8e3ad7cea5efb3cf0e75d36f0801" data-ga-click="Repository, click star button, action:profiles/repositories#index; text:Star" aria-label="Star this repository" type="submit" data-view-component="true" class="js-toggler-target rounded-left-2 btn-sm btn BtnGroup-item"> <svg aria-hidden="true" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-star d-inline-block mr-2"> <path fill-rule="evenodd" d="M8 .25a.75.75 0 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Updated 4 days ago

numpy

Aryia-Behroziuan

🧡55

Quickstart tutorial Prerequisites Before reading this tutorial you should know a bit of Python. If you would like to refresh your memory, take a look at the Python tutorial. If you wish to work the examples in this tutorial, you must also have some software installed on your computer. Please see https://scipy.org/install.html for instructions. Learner profile This tutorial is intended as a quick overview of algebra and arrays in NumPy and want to understand how n-dimensional (n>=2) arrays are represented and can be manipulated. In particular, if you don’t know how to apply common functions to n-dimensional arrays (without using for-loops), or if you want to understand axis and shape properties for n-dimensional arrays, this tutorial might be of help. Learning Objectives After this tutorial, you should be able to: Understand the difference between one-, two- and n-dimensional arrays in NumPy; Understand how to apply some linear algebra operations to n-dimensional arrays without using for-loops; Understand axis and shape properties for n-dimensional arrays. The Basics NumPy’s main object is the homogeneous multidimensional array. It is a table of elements (usually numbers), all of the same type, indexed by a tuple of non-negative integers. In NumPy dimensions are called axes. For example, the coordinates of a point in 3D space [1, 2, 1] has one axis. That axis has 3 elements in it, so we say it has a length of 3. In the example pictured below, the array has 2 axes. The first axis has a length of 2, the second axis has a length of 3. [[ 1., 0., 0.], [ 0., 1., 2.]] NumPy’s array class is called ndarray. It is also known by the alias array. Note that numpy.array is not the same as the Standard Python Library class array.array, which only handles one-dimensional arrays and offers less functionality. The more important attributes of an ndarray object are: ndarray.ndim the number of axes (dimensions) of the array. ndarray.shape the dimensions of the array. This is a tuple of integers indicating the size of the array in each dimension. For a matrix with n rows and m columns, shape will be (n,m). The length of the shape tuple is therefore the number of axes, ndim. ndarray.size the total number of elements of the array. This is equal to the product of the elements of shape. ndarray.dtype an object describing the type of the elements in the array. One can create or specify dtype’s using standard Python types. Additionally NumPy provides types of its own. numpy.int32, numpy.int16, and numpy.float64 are some examples. ndarray.itemsize the size in bytes of each element of the array. For example, an array of elements of type float64 has itemsize 8 (=64/8), while one of type complex32 has itemsize 4 (=32/8). It is equivalent to ndarray.dtype.itemsize. ndarray.data the buffer containing the actual elements of the array. Normally, we won’t need to use this attribute because we will access the elements in an array using indexing facilities. An example >>> import numpy as np a = np.arange(15).reshape(3, 5) a array([[ 0, 1, 2, 3, 4], [ 5, 6, 7, 8, 9], [10, 11, 12, 13, 14]]) a.shape (3, 5) a.ndim 2 a.dtype.name 'int64' a.itemsize 8 a.size 15 type(a) <class 'numpy.ndarray'> b = np.array([6, 7, 8]) b array([6, 7, 8]) type(b) <class 'numpy.ndarray'> Array Creation There are several ways to create arrays. For example, you can create an array from a regular Python list or tuple using the array function. The type of the resulting array is deduced from the type of the elements in the sequences. >>> >>> import numpy as np >>> a = np.array([2,3,4]) >>> a array([2, 3, 4]) >>> a.dtype dtype('int64') >>> b = np.array([1.2, 3.5, 5.1]) >>> b.dtype dtype('float64') A frequent error consists in calling array with multiple arguments, rather than providing a single sequence as an argument. >>> >>> a = np.array(1,2,3,4) # WRONG Traceback (most recent call last): ... TypeError: array() takes from 1 to 2 positional arguments but 4 were given >>> a = np.array([1,2,3,4]) # RIGHT array transforms sequences of sequences into two-dimensional arrays, sequences of sequences of sequences into three-dimensional arrays, and so on. >>> >>> b = np.array([(1.5,2,3), (4,5,6)]) >>> b array([[1.5, 2. , 3. ], [4. , 5. , 6. ]]) The type of the array can also be explicitly specified at creation time: >>> >>> c = np.array( [ [1,2], [3,4] ], dtype=complex ) >>> c array([[1.+0.j, 2.+0.j], [3.+0.j, 4.+0.j]]) Often, the elements of an array are originally unknown, but its size is known. Hence, NumPy offers several functions to create arrays with initial placeholder content. These minimize the necessity of growing arrays, an expensive operation. The function zeros creates an array full of zeros, the function ones creates an array full of ones, and the function empty creates an array whose initial content is random and depends on the state of the memory. By default, the dtype of the created array is float64. >>> >>> np.zeros((3, 4)) array([[0., 0., 0., 0.], [0., 0., 0., 0.], [0., 0., 0., 0.]]) >>> np.ones( (2,3,4), dtype=np.int16 ) # dtype can also be specified array([[[1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1, 1]], [[1, 1, 1, 1], [1, 1, 1, 1], [1, 1, 1, 1]]], dtype=int16) >>> np.empty( (2,3) ) # uninitialized array([[ 3.73603959e-262, 6.02658058e-154, 6.55490914e-260], # may vary [ 5.30498948e-313, 3.14673309e-307, 1.00000000e+000]]) To create sequences of numbers, NumPy provides the arange function which is analogous to the Python built-in range, but returns an array. >>> >>> np.arange( 10, 30, 5 ) array([10, 15, 20, 25]) >>> np.arange( 0, 2, 0.3 ) # it accepts float arguments array([0. , 0.3, 0.6, 0.9, 1.2, 1.5, 1.8]) When arange is used with floating point arguments, it is generally not possible to predict the number of elements obtained, due to the finite floating point precision. For this reason, it is usually better to use the function linspace that receives as an argument the number of elements that we want, instead of the step: >>> >>> from numpy import pi >>> np.linspace( 0, 2, 9 ) # 9 numbers from 0 to 2 array([0. , 0.25, 0.5 , 0.75, 1. , 1.25, 1.5 , 1.75, 2. ]) >>> x = np.linspace( 0, 2*pi, 100 ) # useful to evaluate function at lots of points >>> f = np.sin(x) See also array, zeros, zeros_like, ones, ones_like, empty, empty_like, arange, linspace, numpy.random.Generator.rand, numpy.random.Generator.randn, fromfunction, fromfile Printing Arrays When you print an array, NumPy displays it in a similar way to nested lists, but with the following layout: the last axis is printed from left to right, the second-to-last is printed from top to bottom, the rest are also printed from top to bottom, with each slice separated from the next by an empty line. One-dimensional arrays are then printed as rows, bidimensionals as matrices and tridimensionals as lists of matrices. >>> >>> a = np.arange(6) # 1d array >>> print(a) [0 1 2 3 4 5] >>> >>> b = np.arange(12).reshape(4,3) # 2d array >>> print(b) [[ 0 1 2] [ 3 4 5] [ 6 7 8] [ 9 10 11]] >>> >>> c = np.arange(24).reshape(2,3,4) # 3d array >>> print(c) [[[ 0 1 2 3] [ 4 5 6 7] [ 8 9 10 11]] [[12 13 14 15] [16 17 18 19] [20 21 22 23]]] See below to get more details on reshape. If an array is too large to be printed, NumPy automatically skips the central part of the array and only prints the corners: >>> >>> print(np.arange(10000)) [ 0 1 2 ... 9997 9998 9999] >>> >>> print(np.arange(10000).reshape(100,100)) [[ 0 1 2 ... 97 98 99] [ 100 101 102 ... 197 198 199] [ 200 201 202 ... 297 298 299] ... [9700 9701 9702 ... 9797 9798 9799] [9800 9801 9802 ... 9897 9898 9899] [9900 9901 9902 ... 9997 9998 9999]] To disable this behaviour and force NumPy to print the entire array, you can change the printing options using set_printoptions. >>> >>> np.set_printoptions(threshold=sys.maxsize) # sys module should be imported Basic Operations Arithmetic operators on arrays apply elementwise. A new array is created and filled with the result. >>> >>> a = np.array( [20,30,40,50] ) >>> b = np.arange( 4 ) >>> b array([0, 1, 2, 3]) >>> c = a-b >>> c array([20, 29, 38, 47]) >>> b**2 array([0, 1, 4, 9]) >>> 10*np.sin(a) array([ 9.12945251, -9.88031624, 7.4511316 , -2.62374854]) >>> a<35 array([ True, True, False, False]) Unlike in many matrix languages, the product operator * operates elementwise in NumPy arrays. The matrix product can be performed using the @ operator (in python >=3.5) or the dot function or method: >>> >>> A = np.array( [[1,1], ... [0,1]] ) >>> B = np.array( [[2,0], ... [3,4]] ) >>> A * B # elementwise product array([[2, 0], [0, 4]]) >>> A @ B # matrix product array([[5, 4], [3, 4]]) >>> A.dot(B) # another matrix product array([[5, 4], [3, 4]]) Some operations, such as += and *=, act in place to modify an existing array rather than create a new one. >>> >>> rg = np.random.default_rng(1) # create instance of default random number generator >>> a = np.ones((2,3), dtype=int) >>> b = rg.random((2,3)) >>> a *= 3 >>> a array([[3, 3, 3], [3, 3, 3]]) >>> b += a >>> b array([[3.51182162, 3.9504637 , 3.14415961], [3.94864945, 3.31183145, 3.42332645]]) >>> a += b # b is not automatically converted to integer type Traceback (most recent call last): ... numpy.core._exceptions.UFuncTypeError: Cannot cast ufunc 'add' output from dtype('float64') to dtype('int64') with casting rule 'same_kind' When operating with arrays of different types, the type of the resulting array corresponds to the more general or precise one (a behavior known as upcasting). >>> >>> a = np.ones(3, dtype=np.int32) >>> b = np.linspace(0,pi,3) >>> b.dtype.name 'float64' >>> c = a+b >>> c array([1. , 2.57079633, 4.14159265]) >>> c.dtype.name 'float64' >>> d = np.exp(c*1j) >>> d array([ 0.54030231+0.84147098j, -0.84147098+0.54030231j, -0.54030231-0.84147098j]) >>> d.dtype.name 'complex128' Many unary operations, such as computing the sum of all the elements in the array, are implemented as methods of the ndarray class. >>> >>> a = rg.random((2,3)) >>> a array([[0.82770259, 0.40919914, 0.54959369], [0.02755911, 0.75351311, 0.53814331]]) >>> a.sum() 3.1057109529998157 >>> a.min() 0.027559113243068367 >>> a.max() 0.8277025938204418 By default, these operations apply to the array as though it were a list of numbers, regardless of its shape. However, by specifying the axis parameter you can apply an operation along the specified axis of an array: >>> >>> b = np.arange(12).reshape(3,4) >>> b array([[ 0, 1, 2, 3], [ 4, 5, 6, 7], [ 8, 9, 10, 11]]) >>> >>> b.sum(axis=0) # sum of each column array([12, 15, 18, 21]) >>> >>> b.min(axis=1) # min of each row array([0, 4, 8]) >>> >>> b.cumsum(axis=1) # cumulative sum along each row array([[ 0, 1, 3, 6], [ 4, 9, 15, 22], [ 8, 17, 27, 38]]) Universal Functions NumPy provides familiar mathematical functions such as sin, cos, and exp. In NumPy, these are called “universal functions”(ufunc). Within NumPy, these functions operate elementwise on an array, producing an array as output. >>> >>> B = np.arange(3) >>> B array([0, 1, 2]) >>> np.exp(B) array([1. , 2.71828183, 7.3890561 ]) >>> np.sqrt(B) array([0. , 1. , 1.41421356]) >>> C = np.array([2., -1., 4.]) >>> np.add(B, C) array([2., 0., 6.]) See also all, any, apply_along_axis, argmax, argmin, argsort, average, bincount, ceil, clip, conj, corrcoef, cov, cross, cumprod, cumsum, diff, dot, floor, inner, invert, lexsort, max, maximum, mean, median, min, minimum, nonzero, outer, prod, re, round, sort, std, sum, trace, transpose, var, vdot, vectorize, where Indexing, Slicing and Iterating One-dimensional arrays can be indexed, sliced and iterated over, much like lists and other Python sequences. >>> >>> a = np.arange(10)**3 >>> a array([ 0, 1, 8, 27, 64, 125, 216, 343, 512, 729]) >>> a[2] 8 >>> a[2:5] array([ 8, 27, 64]) # equivalent to a[0:6:2] = 1000; # from start to position 6, exclusive, set every 2nd element to 1000 >>> a[:6:2] = 1000 >>> a array([1000, 1, 1000, 27, 1000, 125, 216, 343, 512, 729]) >>> a[ : :-1] # reversed a array([ 729, 512, 343, 216, 125, 1000, 27, 1000, 1, 1000]) >>> for i in a: ... print(i**(1/3.)) ... 9.999999999999998 1.0 9.999999999999998 3.0 9.999999999999998 4.999999999999999 5.999999999999999 6.999999999999999 7.999999999999999 8.999999999999998 Multidimensional arrays can have one index per axis. These indices are given in a tuple separated by commas: >>> >>> def f(x,y): ... return 10*x+y ... >>> b = np.fromfunction(f,(5,4),dtype=int) >>> b array([[ 0, 1, 2, 3], [10, 11, 12, 13], [20, 21, 22, 23], [30, 31, 32, 33], [40, 41, 42, 43]]) >>> b[2,3] 23 >>> b[0:5, 1] # each row in the second column of b array([ 1, 11, 21, 31, 41]) >>> b[ : ,1] # equivalent to the previous example array([ 1, 11, 21, 31, 41]) >>> b[1:3, : ] # each column in the second and third row of b array([[10, 11, 12, 13], [20, 21, 22, 23]]) When fewer indices are provided than the number of axes, the missing indices are considered complete slices: >>> >>> b[-1] # the last row. Equivalent to b[-1,:] array([40, 41, 42, 43]) The expression within brackets in b[i] is treated as an i followed by as many instances of : as needed to represent the remaining axes. NumPy also allows you to write this using dots as b[i,...]. The dots (...) represent as many colons as needed to produce a complete indexing tuple. For example, if x is an array with 5 axes, then x[1,2,...] is equivalent to x[1,2,:,:,:], x[...,3] to x[:,:,:,:,3] and x[4,...,5,:] to x[4,:,:,5,:]. >>> >>> c = np.array( [[[ 0, 1, 2], # a 3D array (two stacked 2D arrays) ... [ 10, 12, 13]], ... [[100,101,102], ... [110,112,113]]]) >>> c.shape (2, 2, 3) >>> c[1,...] # same as c[1,:,:] or c[1] array([[100, 101, 102], [110, 112, 113]]) >>> c[...,2] # same as c[:,:,2] array([[ 2, 13], [102, 113]]) Iterating over multidimensional arrays is done with respect to the first axis: >>> >>> for row in b: ... print(row) ... [0 1 2 3] [10 11 12 13] [20 21 22 23] [30 31 32 33] [40 41 42 43] However, if one wants to perform an operation on each element in the array, one can use the flat attribute which is an iterator over all the elements of the array: >>> >>> for element in b.flat: ... print(element) ... 0 1 2 3 10 11 12 13 20 21 22 23 30 31 32 33 40 41 42 43 See also Indexing, Indexing (reference), newaxis, ndenumerate, indices Shape Manipulation Changing the shape of an array An array has a shape given by the number of elements along each axis: >>> >>> a = np.floor(10*rg.random((3,4))) >>> a array([[3., 7., 3., 4.], [1., 4., 2., 2.], [7., 2., 4., 9.]]) >>> a.shape (3, 4) The shape of an array can be changed with various commands. Note that the following three commands all return a modified array, but do not change the original array: >>> >>> a.ravel() # returns the array, flattened array([3., 7., 3., 4., 1., 4., 2., 2., 7., 2., 4., 9.]) >>> a.reshape(6,2) # returns the array with a modified shape array([[3., 7.], [3., 4.], [1., 4.], [2., 2.], [7., 2.], [4., 9.]]) >>> a.T # returns the array, transposed array([[3., 1., 7.], [7., 4., 2.], [3., 2., 4.], [4., 2., 9.]]) >>> a.T.shape (4, 3) >>> a.shape (3, 4) The order of the elements in the array resulting from ravel() is normally “C-style”, that is, the rightmost index “changes the fastest”, so the element after a[0,0] is a[0,1]. If the array is reshaped to some other shape, again the array is treated as “C-style”. NumPy normally creates arrays stored in this order, so ravel() will usually not need to copy its argument, but if the array was made by taking slices of another array or created with unusual options, it may need to be copied. The functions ravel() and reshape() can also be instructed, using an optional argument, to use FORTRAN-style arrays, in which the leftmost index changes the fastest. The reshape function returns its argument with a modified shape, whereas the ndarray.resize method modifies the array itself: >>> >>> a array([[3., 7., 3., 4.], [1., 4., 2., 2.], [7., 2., 4., 9.]]) >>> a.resize((2,6)) >>> a array([[3., 7., 3., 4., 1., 4.], [2., 2., 7., 2., 4., 9.]]) If a dimension is given as -1 in a reshaping operation, the other dimensions are automatically calculated: >>> >>> a.reshape(3,-1) array([[3., 7., 3., 4.], [1., 4., 2., 2.], [7., 2., 4., 9.]]) See also ndarray.shape, reshape, resize, ravel Stacking together different arrays Several arrays can be stacked together along different axes: >>> >>> a = np.floor(10*rg.random((2,2))) >>> a array([[9., 7.], [5., 2.]]) >>> b = np.floor(10*rg.random((2,2))) >>> b array([[1., 9.], [5., 1.]]) >>> np.vstack((a,b)) array([[9., 7.], [5., 2.], [1., 9.], [5., 1.]]) >>> np.hstack((a,b)) array([[9., 7., 1., 9.], [5., 2., 5., 1.]]) The function column_stack stacks 1D arrays as columns into a 2D array. It is equivalent to hstack only for 2D arrays: >>> >>> from numpy import newaxis >>> np.column_stack((a,b)) # with 2D arrays array([[9., 7., 1., 9.], [5., 2., 5., 1.]]) >>> a = np.array([4.,2.]) >>> b = np.array([3.,8.]) >>> np.column_stack((a,b)) # returns a 2D array array([[4., 3.], [2., 8.]]) >>> np.hstack((a,b)) # the result is different array([4., 2., 3., 8.]) >>> a[:,newaxis] # view `a` as a 2D column vector array([[4.], [2.]]) >>> np.column_stack((a[:,newaxis],b[:,newaxis])) array([[4., 3.], [2., 8.]]) >>> np.hstack((a[:,newaxis],b[:,newaxis])) # the result is the same array([[4., 3.], [2., 8.]]) On the other hand, the function row_stack is equivalent to vstack for any input arrays. In fact, row_stack is an alias for vstack: >>> >>> np.column_stack is np.hstack False >>> np.row_stack is np.vstack True In general, for arrays with more than two dimensions, hstack stacks along their second axes, vstack stacks along their first axes, and concatenate allows for an optional arguments giving the number of the axis along which the concatenation should happen. Note In complex cases, r_ and c_ are useful for creating arrays by stacking numbers along one axis. They allow the use of range literals (“:”) >>> >>> np.r_[1:4,0,4] array([1, 2, 3, 0, 4]) When used with arrays as arguments, r_ and c_ are similar to vstack and hstack in their default behavior, but allow for an optional argument giving the number of the axis along which to concatenate. See also hstack, vstack, column_stack, concatenate, c_, r_ Splitting one array into several smaller ones Using hsplit, you can split an array along its horizontal axis, either by specifying the number of equally shaped arrays to return, or by specifying the columns after which the division should occur: >>> >>> a = np.floor(10*rg.random((2,12))) >>> a array([[6., 7., 6., 9., 0., 5., 4., 0., 6., 8., 5., 2.], [8., 5., 5., 7., 1., 8., 6., 7., 1., 8., 1., 0.]]) # Split a into 3 >>> np.hsplit(a,3) [array([[6., 7., 6., 9.], [8., 5., 5., 7.]]), array([[0., 5., 4., 0.], [1., 8., 6., 7.]]), array([[6., 8., 5., 2.], [1., 8., 1., 0.]])] # Split a after the third and the fourth column >>> np.hsplit(a,(3,4)) [array([[6., 7., 6.], [8., 5., 5.]]), array([[9.], [7.]]), array([[0., 5., 4., 0., 6., 8., 5., 2.], [1., 8., 6., 7., 1., 8., 1., 0.]])] vsplit splits along the vertical axis, and array_split allows one to specify along which axis to split. Copies and Views When operating and manipulating arrays, their data is sometimes copied into a new array and sometimes not. This is often a source of confusion for beginners. There are three cases: No Copy at All Simple assignments make no copy of objects or their data. >>> >>> a = np.array([[ 0, 1, 2, 3], ... [ 4, 5, 6, 7], ... [ 8, 9, 10, 11]]) >>> b = a # no new object is created >>> b is a # a and b are two names for the same ndarray object True Python passes mutable objects as references, so function calls make no copy. >>> >>> def f(x): ... print(id(x)) ... >>> id(a) # id is a unique identifier of an object 148293216 # may vary >>> f(a) 148293216 # may vary View or Shallow Copy Different array objects can share the same data. The view method creates a new array object that looks at the same data. >>> >>> c = a.view() >>> c is a False >>> c.base is a # c is a view of the data owned by a True >>> c.flags.owndata False >>> >>> c = c.reshape((2, 6)) # a's shape doesn't change >>> a.shape (3, 4) >>> c[0, 4] = 1234 # a's data changes >>> a array([[ 0, 1, 2, 3], [1234, 5, 6, 7], [ 8, 9, 10, 11]]) Slicing an array returns a view of it: >>> >>> s = a[ : , 1:3] # spaces added for clarity; could also be written "s = a[:, 1:3]" >>> s[:] = 10 # s[:] is a view of s. Note the difference between s = 10 and s[:] = 10 >>> a array([[ 0, 10, 10, 3], [1234, 10, 10, 7], [ 8, 10, 10, 11]]) Deep Copy The copy method makes a complete copy of the array and its data. >>> >>> d = a.copy() # a new array object with new data is created >>> d is a False >>> d.base is a # d doesn't share anything with a False >>> d[0,0] = 9999 >>> a array([[ 0, 10, 10, 3], [1234, 10, 10, 7], [ 8, 10, 10, 11]]) Sometimes copy should be called after slicing if the original array is not required anymore. For example, suppose a is a huge intermediate result and the final result b only contains a small fraction of a, a deep copy should be made when constructing b with slicing: >>> >>> a = np.arange(int(1e8)) >>> b = a[:100].copy() >>> del a # the memory of ``a`` can be released. If b = a[:100] is used instead, a is referenced by b and will persist in memory even if del a is executed. Functions and Methods Overview Here is a list of some useful NumPy functions and methods names ordered in categories. See Routines for the full list. Array Creation arange, array, copy, empty, empty_like, eye, fromfile, fromfunction, identity, linspace, logspace, mgrid, ogrid, ones, ones_like, r_, zeros, zeros_like Conversions ndarray.astype, atleast_1d, atleast_2d, atleast_3d, mat Manipulations array_split, column_stack, concatenate, diagonal, dsplit, dstack, hsplit, hstack, ndarray.item, newaxis, ravel, repeat, reshape, resize, squeeze, swapaxes, take, transpose, vsplit, vstack Questions all, any, nonzero, where Ordering argmax, argmin, argsort, max, min, ptp, searchsorted, sort Operations choose, compress, cumprod, cumsum, inner, ndarray.fill, imag, prod, put, putmask, real, sum Basic Statistics cov, mean, std, var Basic Linear Algebra cross, dot, outer, linalg.svd, vdot Less Basic Broadcasting rules Broadcasting allows universal functions to deal in a meaningful way with inputs that do not have exactly the same shape. The first rule of broadcasting is that if all input arrays do not have the same number of dimensions, a “1” will be repeatedly prepended to the shapes of the smaller arrays until all the arrays have the same number of dimensions. The second rule of broadcasting ensures that arrays with a size of 1 along a particular dimension act as if they had the size of the array with the largest shape along that dimension. The value of the array element is assumed to be the same along that dimension for the “broadcast” array. After application of the broadcasting rules, the sizes of all arrays must match. More details can be found in Broadcasting. Advanced indexing and index tricks NumPy offers more indexing facilities than regular Python sequences. In addition to indexing by integers and slices, as we saw before, arrays can be indexed by arrays of integers and arrays of booleans. Indexing with Arrays of Indices >>> >>> a = np.arange(12)**2 # the first 12 square numbers >>> i = np.array([1, 1, 3, 8, 5]) # an array of indices >>> a[i] # the elements of a at the positions i array([ 1, 1, 9, 64, 25]) >>> >>> j = np.array([[3, 4], [9, 7]]) # a bidimensional array of indices >>> a[j] # the same shape as j array([[ 9, 16], [81, 49]]) When the indexed array a is multidimensional, a single array of indices refers to the first dimension of a. The following example shows this behavior by converting an image of labels into a color image using a palette. >>> >>> palette = np.array([[0, 0, 0], # black ... [255, 0, 0], # red ... [0, 255, 0], # green ... [0, 0, 255], # blue ... [255, 255, 255]]) # white >>> image = np.array([[0, 1, 2, 0], # each value corresponds to a color in the palette ... [0, 3, 4, 0]]) >>> palette[image] # the (2, 4, 3) color image array([[[ 0, 0, 0], [255, 0, 0], [ 0, 255, 0], [ 0, 0, 0]], [[ 0, 0, 0], [ 0, 0, 255], [255, 255, 255], [ 0, 0, 0]]]) We can also give indexes for more than one dimension. The arrays of indices for each dimension must have the same shape. >>> >>> a = np.arange(12).reshape(3,4) >>> a array([[ 0, 1, 2, 3], [ 4, 5, 6, 7], [ 8, 9, 10, 11]]) >>> i = np.array([[0, 1], # indices for the first dim of a ... [1, 2]]) >>> j = np.array([[2, 1], # indices for the second dim ... [3, 3]]) >>> >>> a[i, j] # i and j must have equal shape array([[ 2, 5], [ 7, 11]]) >>> >>> a[i, 2] array([[ 2, 6], [ 6, 10]]) >>> >>> a[:, j] # i.e., a[ : , j] array([[[ 2, 1], [ 3, 3]], [[ 6, 5], [ 7, 7]], [[10, 9], [11, 11]]]) In Python, arr[i, j] is exactly the same as arr[(i, j)]—so we can put i and j in a tuple and then do the indexing with that. >>> >>> l = (i, j) # equivalent to a[i, j] >>> a[l] array([[ 2, 5], [ 7, 11]]) However, we can not do this by putting i and j into an array, because this array will be interpreted as indexing the first dimension of a. >>> >>> s = np.array([i, j]) # not what we want >>> a[s] Traceback (most recent call last): File "<stdin>", line 1, in <module> IndexError: index 3 is out of bounds for axis 0 with size 3 # same as a[i, j] >>> a[tuple(s)] array([[ 2, 5], [ 7, 11]]) Another common use of indexing with arrays is the search of the maximum value of time-dependent series: >>> >>> time = np.linspace(20, 145, 5) # time scale >>> data = np.sin(np.arange(20)).reshape(5,4) # 4 time-dependent series >>> time array([ 20. , 51.25, 82.5 , 113.75, 145. ]) >>> data array([[ 0. , 0.84147098, 0.90929743, 0.14112001], [-0.7568025 , -0.95892427, -0.2794155 , 0.6569866 ], [ 0.98935825, 0.41211849, -0.54402111, -0.99999021], [-0.53657292, 0.42016704, 0.99060736, 0.65028784], [-0.28790332, -0.96139749, -0.75098725, 0.14987721]]) # index of the maxima for each series >>> ind = data.argmax(axis=0) >>> ind array([2, 0, 3, 1]) # times corresponding to the maxima >>> time_max = time[ind] >>> >>> data_max = data[ind, range(data.shape[1])] # => data[ind[0],0], data[ind[1],1]... >>> time_max array([ 82.5 , 20. , 113.75, 51.25]) >>> data_max array([0.98935825, 0.84147098, 0.99060736, 0.6569866 ]) >>> np.all(data_max == data.max(axis=0)) True You can also use indexing with arrays as a target to assign to: >>> >>> a = np.arange(5) >>> a array([0, 1, 2, 3, 4]) >>> a[[1,3,4]] = 0 >>> a array([0, 0, 2, 0, 0]) However, when the list of indices contains repetitions, the assignment is done several times, leaving behind the last value: >>> >>> a = np.arange(5) >>> a[[0,0,2]]=[1,2,3] >>> a array([2, 1, 3, 3, 4]) This is reasonable enough, but watch out if you want to use Python’s += construct, as it may not do what you expect: >>> >>> a = np.arange(5) >>> a[[0,0,2]]+=1 >>> a array([1, 1, 3, 3, 4]) Even though 0 occurs twice in the list of indices, the 0th element is only incremented once. This is because Python requires “a+=1” to be equivalent to “a = a + 1”. Indexing with Boolean Arrays When we index arrays with arrays of (integer) indices we are providing the list of indices to pick. With boolean indices the approach is different; we explicitly choose which items in the array we want and which ones we don’t. The most natural way one can think of for boolean indexing is to use boolean arrays that have the same shape as the original array: >>> >>> a = np.arange(12).reshape(3,4) >>> b = a > 4 >>> b # b is a boolean with a's shape array([[False, False, False, False], [False, True, True, True], [ True, True, True, True]]) >>> a[b] # 1d array with the selected elements array([ 5, 6, 7, 8, 9, 10, 11]) This property can be very useful in assignments: >>> >>> a[b] = 0 # All elements of 'a' higher than 4 become 0 >>> a array([[0, 1, 2, 3], [4, 0, 0, 0], [0, 0, 0, 0]]) You can look at the following example to see how to use boolean indexing to generate an image of the Mandelbrot set: >>> import numpy as np import matplotlib.pyplot as plt def mandelbrot( h,w, maxit=20 ): """Returns an image of the Mandelbrot fractal of size (h,w).""" y,x = np.ogrid[ -1.4:1.4:h*1j, -2:0.8:w*1j ] c = x+y*1j z = c divtime = maxit + np.zeros(z.shape, dtype=int) for i in range(maxit): z = z**2 + c diverge = z*np.conj(z) > 2**2 # who is diverging div_now = diverge & (divtime==maxit) # who is diverging now divtime[div_now] = i # note when z[diverge] = 2 # avoid diverging too much return divtime plt.imshow(mandelbrot(400,400)) ../_images/quickstart-1.png The second way of indexing with booleans is more similar to integer indexing; for each dimension of the array we give a 1D boolean array selecting the slices we want: >>> >>> a = np.arange(12).reshape(3,4) >>> b1 = np.array([False,True,True]) # first dim selection >>> b2 = np.array([True,False,True,False]) # second dim selection >>> >>> a[b1,:] # selecting rows array([[ 4, 5, 6, 7], [ 8, 9, 10, 11]]) >>> >>> a[b1] # same thing array([[ 4, 5, 6, 7], [ 8, 9, 10, 11]]) >>> >>> a[:,b2] # selecting columns array([[ 0, 2], [ 4, 6], [ 8, 10]]) >>> >>> a[b1,b2] # a weird thing to do array([ 4, 10]) Note that the length of the 1D boolean array must coincide with the length of the dimension (or axis) you want to slice. In the previous example, b1 has length 3 (the number of rows in a), and b2 (of length 4) is suitable to index the 2nd axis (columns) of a. The ix_() function The ix_ function can be used to combine different vectors so as to obtain the result for each n-uplet. For example, if you want to compute all the a+b*c for all the triplets taken from each of the vectors a, b and c: >>> >>> a = np.array([2,3,4,5]) >>> b = np.array([8,5,4]) >>> c = np.array([5,4,6,8,3]) >>> ax,bx,cx = np.ix_(a,b,c) >>> ax array([[[2]], [[3]], [[4]], [[5]]]) >>> bx array([[[8], [5], [4]]]) >>> cx array([[[5, 4, 6, 8, 3]]]) >>> ax.shape, bx.shape, cx.shape ((4, 1, 1), (1, 3, 1), (1, 1, 5)) >>> result = ax+bx*cx >>> result array([[[42, 34, 50, 66, 26], [27, 22, 32, 42, 17], [22, 18, 26, 34, 14]], [[43, 35, 51, 67, 27], [28, 23, 33, 43, 18], [23, 19, 27, 35, 15]], [[44, 36, 52, 68, 28], [29, 24, 34, 44, 19], [24, 20, 28, 36, 16]], [[45, 37, 53, 69, 29], [30, 25, 35, 45, 20], [25, 21, 29, 37, 17]]]) >>> result[3,2,4] 17 >>> a[3]+b[2]*c[4] 17 You could also implement the reduce as follows: >>> >>> def ufunc_reduce(ufct, *vectors): ... vs = np.ix_(*vectors) ... r = ufct.identity ... for v in vs: ... r = ufct(r,v) ... return r and then use it as: >>> >>> ufunc_reduce(np.add,a,b,c) array([[[15, 14, 16, 18, 13], [12, 11, 13, 15, 10], [11, 10, 12, 14, 9]], [[16, 15, 17, 19, 14], [13, 12, 14, 16, 11], [12, 11, 13, 15, 10]], [[17, 16, 18, 20, 15], [14, 13, 15, 17, 12], [13, 12, 14, 16, 11]], [[18, 17, 19, 21, 16], [15, 14, 16, 18, 13], [14, 13, 15, 17, 12]]]) The advantage of this version of reduce compared to the normal ufunc.reduce is that it makes use of the Broadcasting Rules in order to avoid creating an argument array the size of the output times the number of vectors. Indexing with strings See Structured arrays. Linear Algebra Work in progress. Basic linear algebra to be included here. Simple Array Operations See linalg.py in numpy folder for more. >>> >>> import numpy as np >>> a = np.array([[1.0, 2.0], [3.0, 4.0]]) >>> print(a) [[1. 2.] [3. 4.]] >>> a.transpose() array([[1., 3.], [2., 4.]]) >>> np.linalg.inv(a) array([[-2. , 1. ], [ 1.5, -0.5]]) >>> u = np.eye(2) # unit 2x2 matrix; "eye" represents "I" >>> u array([[1., 0.], [0., 1.]]) >>> j = np.array([[0.0, -1.0], [1.0, 0.0]]) >>> j @ j # matrix product array([[-1., 0.], [ 0., -1.]]) >>> np.trace(u) # trace 2.0 >>> y = np.array([[5.], [7.]]) >>> np.linalg.solve(a, y) array([[-3.], [ 4.]]) >>> np.linalg.eig(j) (array([0.+1.j, 0.-1.j]), array([[0.70710678+0.j , 0.70710678-0.j ], [0. -0.70710678j, 0. +0.70710678j]])) Parameters: square matrix Returns The eigenvalues, each repeated according to its multiplicity. The normalized (unit "length") eigenvectors, such that the column ``v[:,i]`` is the eigenvector corresponding to the eigenvalue ``w[i]`` . Tricks and Tips Here we give a list of short and useful tips. “Automatic” Reshaping To change the dimensions of an array, you can omit one of the sizes which will then be deduced automatically: >>> >>> a = np.arange(30) >>> b = a.reshape((2, -1, 3)) # -1 means "whatever is needed" >>> b.shape (2, 5, 3) >>> b array([[[ 0, 1, 2], [ 3, 4, 5], [ 6, 7, 8], [ 9, 10, 11], [12, 13, 14]], [[15, 16, 17], [18, 19, 20], [21, 22, 23], [24, 25, 26], [27, 28, 29]]]) Vector Stacking How do we construct a 2D array from a list of equally-sized row vectors? In MATLAB this is quite easy: if x and y are two vectors of the same length you only need do m=[x;y]. In NumPy this works via the functions column_stack, dstack, hstack and vstack, depending on the dimension in which the stacking is to be done. For example: >>> >>> x = np.arange(0,10,2) >>> y = np.arange(5) >>> m = np.vstack([x,y]) >>> m array([[0, 2, 4, 6, 8], [0, 1, 2, 3, 4]]) >>> xy = np.hstack([x,y]) >>> xy array([0, 2, 4, 6, 8, 0, 1, 2, 3, 4]) The logic behind those functions in more than two dimensions can be strange. See also NumPy for Matlab users Histograms The NumPy histogram function applied to an array returns a pair of vectors: the histogram of the array and a vector of the bin edges. Beware: matplotlib also has a function to build histograms (called hist, as in Matlab) that differs from the one in NumPy. The main difference is that pylab.hist plots the histogram automatically, while numpy.histogram only generates the data. >>> import numpy as np rg = np.random.default_rng(1) import matplotlib.pyplot as plt # Build a vector of 10000 normal deviates with variance 0.5^2 and mean 2 mu, sigma = 2, 0.5 v = rg.normal(mu,sigma,10000) # Plot a normalized histogram with 50 bins plt.hist(v, bins=50, density=1) # matplotlib version (plot) # Compute the histogram with numpy and then plot it (n, bins) = np.histogram(v, bins=50, density=True) # NumPy version (no plot) plt.plot(.5*(bins[1:]+bins[:-1]), n) ../_images/quickstart-2.png Further reading The Python tutorial NumPy Reference SciPy Tutorial SciPy Lecture Notes A matlab, R, IDL, NumPy/SciPy dictionary © Copyright 2008-2020, The SciPy community. Last updated on Jun 29, 2020. Created using Sphinx 2.4.4.

Updated 3 weeks ago

Dictionary-

sharvita

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For this assignment, you will create a dictionary class that reads in a list of unsorted words into a <list> STL (which is an implementation of a doubly linked list.) from a file called dictionary.txtPreview the document. You will use a list of dictionary entries (DictEntry). Next, you must sort the list. The list STL has a member function .sort which works as long as you have overloaded the < operator for the data type you are sorting). Now, you will read a list of words from a file called findwords.txtPreview the document For each word in findwords.txt, you will search that list from the beginning of the list and if found, print (to the screen) how many searches/comparisons you had to make to find the word. Then you will search from the back of the list and print how many searches you had to make. This will help you visualize that a Doubly Linked List might on average cut your search time in half by sorting the data, then choosing which end to start the search. When complete print out each word with spaces in between in a file called revsorted.txt. Start at the back of the list so you end up with a reverse sorted list (words starting with z's first). You will have a separate Dictionary class that uses a dictionary entry as defined with the DictEntry.hPreview the document. We do this to separate the dictionary methods from the type of data. If you were implementing your own doubly linked list, you would create a separate Node class. Remember, Nodes have data (which would be a dictionary entry), and forward and back pointers. Currently we are only using the word in DictEntry, but could easily use the definition, pronunciation, word history etc. Some Important tips (please read): http://www.cplusplus.com/reference/list/list/ (Links to an external site.) - Remember like a vector, you have a list of a particular type (dictionary in this case) - A list<dictionary>::iterator is a pointer to a list containing dictionary items. Not every operator is defined, but ++ and -- are defined, so you can increment or decrement the pointer. - There are member functions for a list .begin() which is pointing to the first item on the list and .end() which is the last pointer NULL. So, you generally want to loop from .begin() to != .end() To start at the back (tail pointer) and work you way to the front you want to reverse the process. so instead of an iterator (which points to the head of the list), you want to use reverse_iterator. And instead of .begin() to != .end(), you want to go from .rbegin() to != .rend() In order to use the .sort() function for lists, you must overload the operator < (as listed in the DictEntry.h. The .sort() function uses this operator to sort. Remember if you are looking at the VALUE of what the pointer points to, you must dereference the pointer. An iterator or reverse_iterator is a pointer. If you are pointing to a class with a public member function called findValue, you would write that as xPtr->getWords(), NOT xPtr.findValue. Extra Credit (up to 10 points!): In addition to the above implement the same functionality with a double linked list that you create with dynamically allocated pointers (replacing the STL list). So you would have a doubleLinkedList of dictEntry. You must note this in your readme.txt for credit.

C++

Updated 3 years ago

rag-notes-bot

Harineeeee

❤️35

Retrieval-Augmented Generation (RAG) project that lets you chat with your own class notes and PDFs. Uses sentence-transformer embeddings, FAISS vector search, and a Groq-hosted Llama model to retrieve relevant chunks and answer questions based only on your uploaded documents.

Python

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