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| <div class="mr-2 color-fg-muted"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search"> |
| <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path> |
| </svg> |
| </div> |
| <span class="flex-1" data-target="qbsearch-input.inputButtonText">Search or jump to...</span> |
| <div class="d-flex" data-target="qbsearch-input.hotkeyIndicator"> |
| <svg xmlns="http://www.w3.org/2000/svg" width="22" height="20" aria-hidden="true" class="mr-1"><path fill="none" stroke="#979A9C" opacity=".4" d="M3.5.5h12c1.7 0 3 1.3 3 3v13c0 1.7-1.3 3-3 3h-12c-1.7 0-3-1.3-3-3v-13c0-1.7 1.3-3 3-3z"></path><path fill="#979A9C" d="M11.8 6L8 15.1h-.9L10.8 6h1z"></path></svg> |
| </div> |
| </button> |
|
|
| <input type="hidden" name="type" class="js-site-search-type-field"> |
|
|
| |
| <div class="Overlay--hidden " data-modal-dialog-overlay> |
| <modal-dialog data-action="close:qbsearch-input#handleClose cancel:qbsearch-input#handleClose" data-target="qbsearch-input.searchSuggestionsDialog" role="dialog" id="search-suggestions-dialog" aria-modal="true" aria-labelledby="search-suggestions-dialog-header" data-view-component="true" class="Overlay Overlay--width-large Overlay--height-auto"> |
| <h1 id="search-suggestions-dialog-header" class="sr-only">Search code, repositories, users, issues, pull requests...</h1> |
| <div class="Overlay-body Overlay-body--paddingNone"> |
| |
| <div data-view-component="true"> <div class="search-suggestions position-fixed width-full color-shadow-large border color-fg-default color-bg-default overflow-hidden d-flex flex-column query-builder-container" |
| style="border-radius: 12px;" |
| data-target="qbsearch-input.queryBuilderContainer" |
| hidden |
| > |
| <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="query-builder-test-form" action="" accept-charset="UTF-8" method="get"> |
| <query-builder data-target="qbsearch-input.queryBuilder" id="query-builder-query-builder-test" data-filter-key=":" data-view-component="true" class="QueryBuilder search-query-builder"> |
| <div class="FormControl FormControl--fullWidth"> |
| <label id="query-builder-test-label" for="query-builder-test" class="FormControl-label sr-only"> |
| Search |
| </label> |
| <div |
| class="QueryBuilder-StyledInput width-fit " |
| data-target="query-builder.styledInput" |
| > |
| <span id="query-builder-test-leadingvisual-wrap" class="FormControl-input-leadingVisualWrap QueryBuilder-leadingVisualWrap"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search FormControl-input-leadingVisual"> |
| <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path> |
| </svg> |
| </span> |
| <div data-target="query-builder.styledInputContainer" class="QueryBuilder-StyledInputContainer"> |
| <div |
| aria-hidden="true" |
| class="QueryBuilder-StyledInputContent" |
| data-target="query-builder.styledInputContent" |
| ></div> |
| <div class="QueryBuilder-InputWrapper"> |
| <div aria-hidden="true" class="QueryBuilder-Sizer" data-target="query-builder.sizer"></div> |
| <input id="query-builder-test" name="query-builder-test" value="" autocomplete="off" type="text" role="combobox" spellcheck="false" aria-expanded="false" aria-describedby="validation-a5a40d8f-c751-4278-968b-761d3094db23" data-target="query-builder.input" data-action=" |
| input:query-builder#inputChange |
| blur:query-builder#inputBlur |
| keydown:query-builder#inputKeydown |
| focus:query-builder#inputFocus |
| " data-view-component="true" class="FormControl-input QueryBuilder-Input FormControl-medium" /> |
| </div> |
| </div> |
| <span data-target="query-builder.clearButton" hidden> |
| <span class="sr-only" id="query-builder-test-clear">Clear</span> |
| <button role="button" id="query-builder-test-clear-button" aria-labelledby="query-builder-test-clear query-builder-test-label" data-action=" |
| click:query-builder#clear |
| focus:query-builder#clearButtonFocus |
| blur:query-builder#clearButtonBlur |
| " variant="small" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium mr-1 tmp-mr-1 px-2 tmp-px-2 py-0 tmp-py-0 d-flex flex-items-center rounded-1 color-fg-muted"> <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x-circle-fill Button-visual"> |
| <path d="M2.343 13.657A8 8 0 1 1 13.658 2.343 8 8 0 0 1 2.343 13.657ZM6.03 4.97a.751.751 0 0 0-1.042.018.751.751 0 0 0-.018 1.042L6.94 8 4.97 9.97a.749.749 0 0 0 .326 1.275.749.749 0 0 0 .734-.215L8 9.06l1.97 1.97a.749.749 0 0 0 1.275-.326.749.749 0 0 0-.215-.734L9.06 8l1.97-1.97a.749.749 0 0 0-.326-1.275.749.749 0 0 0-.734.215L8 6.94Z"></path> |
| </svg> |
| </button> |
| |
| </span> |
| </div> |
| <template id="search-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-search"> |
| <path d="M10.68 11.74a6 6 0 0 1-7.922-8.982 6 6 0 0 1 8.982 7.922l3.04 3.04a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215ZM11.5 7a4.499 4.499 0 1 0-8.997 0A4.499 4.499 0 0 0 11.5 7Z"></path> |
| </svg> |
| </template> |
| |
| <template id="code-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code"> |
| <path d="m11.28 3.22 4.25 4.25a.75.75 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L13.94 8l-3.72-3.72a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215Zm-6.56 0a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042L2.06 8l3.72 3.72a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L.47 8.53a.75.75 0 0 1 0-1.06Z"></path> |
| </svg> |
| </template> |
| |
| <template id="file-code-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-file-code"> |
| <path d="M4 1.75C4 .784 4.784 0 5.75 0h5.586c.464 0 .909.184 1.237.513l2.914 2.914c.329.328.513.773.513 1.237v8.586A1.75 1.75 0 0 1 14.25 15h-9a.75.75 0 0 1 0-1.5h9a.25.25 0 0 0 .25-.25V6h-2.75A1.75 1.75 0 0 1 10 4.25V1.5H5.75a.25.25 0 0 0-.25.25v2.5a.75.75 0 0 1-1.5 0Zm1.72 4.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734l1.47-1.47-1.47-1.47a.75.75 0 0 1 0-1.06ZM3.28 7.78 1.81 9.25l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Zm8.22-6.218V4.25c0 .138.112.25.25.25h2.688l-.011-.013-2.914-2.914-.013-.011Z"></path> |
| </svg> |
| </template> |
| |
| <template id="history-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-history"> |
| <path d="m.427 1.927 1.215 1.215a8.002 8.002 0 1 1-1.6 5.685.75.75 0 1 1 1.493-.154 6.5 6.5 0 1 0 1.18-4.458l1.358 1.358A.25.25 0 0 1 3.896 6H.25A.25.25 0 0 1 0 5.75V2.104a.25.25 0 0 1 .427-.177ZM7.75 4a.75.75 0 0 1 .75.75v2.992l2.028.812a.75.75 0 0 1-.557 1.392l-2.5-1A.751.751 0 0 1 7 8.25v-3.5A.75.75 0 0 1 7.75 4Z"></path> |
| </svg> |
| </template> |
| |
| <template id="repo-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo"> |
| <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> |
| </svg> |
| </template> |
| |
| <template id="bookmark-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-bookmark"> |
| <path d="M3 2.75C3 1.784 3.784 1 4.75 1h6.5c.966 0 1.75.784 1.75 1.75v11.5a.75.75 0 0 1-1.227.579L8 11.722l-3.773 3.107A.751.751 0 0 1 3 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v9.91l3.023-2.489a.75.75 0 0 1 .954 0l3.023 2.49V2.75a.25.25 0 0 0-.25-.25Z"></path> |
| </svg> |
| </template> |
| |
| <template id="plus-circle-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-plus-circle"> |
| <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm7.25-3.25v2.5h2.5a.75.75 0 0 1 0 1.5h-2.5v2.5a.75.75 0 0 1-1.5 0v-2.5h-2.5a.75.75 0 0 1 0-1.5h2.5v-2.5a.75.75 0 0 1 1.5 0Z"></path> |
| </svg> |
| </template> |
| |
| <template id="circle-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-dot-fill"> |
| <path d="M8 4a4 4 0 1 1 0 8 4 4 0 0 1 0-8Z"></path> |
| </svg> |
| </template> |
| |
| <template id="trash-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-trash"> |
| <path d="M11 1.75V3h2.25a.75.75 0 0 1 0 1.5H2.75a.75.75 0 0 1 0-1.5H5V1.75C5 .784 5.784 0 6.75 0h2.5C10.216 0 11 .784 11 1.75ZM4.496 6.675l.66 6.6a.25.25 0 0 0 .249.225h5.19a.25.25 0 0 0 .249-.225l.66-6.6a.75.75 0 0 1 1.492.149l-.66 6.6A1.748 1.748 0 0 1 10.595 15h-5.19a1.75 1.75 0 0 1-1.741-1.575l-.66-6.6a.75.75 0 1 1 1.492-.15ZM6.5 1.75V3h3V1.75a.25.25 0 0 0-.25-.25h-2.5a.25.25 0 0 0-.25.25Z"></path> |
| </svg> |
| </template> |
| |
| <template id="team-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-people"> |
| <path d="M2 5.5a3.5 3.5 0 1 1 5.898 2.549 5.508 5.508 0 0 1 3.034 4.084.75.75 0 1 1-1.482.235 4 4 0 0 0-7.9 0 .75.75 0 0 1-1.482-.236A5.507 5.507 0 0 1 3.102 8.05 3.493 3.493 0 0 1 2 5.5ZM11 4a3.001 3.001 0 0 1 2.22 5.018 5.01 5.01 0 0 1 2.56 3.012.749.749 0 0 1-.885.954.752.752 0 0 1-.549-.514 3.507 3.507 0 0 0-2.522-2.372.75.75 0 0 1-.574-.73v-.352a.75.75 0 0 1 .416-.672A1.5 1.5 0 0 0 11 5.5.75.75 0 0 1 11 4Zm-5.5-.5a2 2 0 1 0-.001 3.999A2 2 0 0 0 5.5 3.5Z"></path> |
| </svg> |
| </template> |
| |
| <template id="project-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-project"> |
| <path d="M1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25V1.75C0 .784.784 0 1.75 0ZM1.5 1.75v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25ZM11.75 3a.75.75 0 0 1 .75.75v7.5a.75.75 0 0 1-1.5 0v-7.5a.75.75 0 0 1 .75-.75Zm-8.25.75a.75.75 0 0 1 1.5 0v5.5a.75.75 0 0 1-1.5 0ZM8 3a.75.75 0 0 1 .75.75v3.5a.75.75 0 0 1-1.5 0v-3.5A.75.75 0 0 1 8 3Z"></path> |
| </svg> |
| </template> |
| |
| <template id="pencil-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-pencil"> |
| <path d="M11.013 1.427a1.75 1.75 0 0 1 2.474 0l1.086 1.086a1.75 1.75 0 0 1 0 2.474l-8.61 8.61c-.21.21-.47.364-.756.445l-3.251.93a.75.75 0 0 1-.927-.928l.929-3.25c.081-.286.235-.547.445-.758l8.61-8.61Zm.176 4.823L9.75 4.81l-6.286 6.287a.253.253 0 0 0-.064.108l-.558 1.953 1.953-.558a.253.253 0 0 0 .108-.064Zm1.238-3.763a.25.25 0 0 0-.354 0L10.811 3.75l1.439 1.44 1.263-1.263a.25.25 0 0 0 0-.354Z"></path> |
| </svg> |
| </template> |
| |
| <template id="copilot-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copilot"> |
| <path d="M7.998 15.035c-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.201-.508-.254-1.084-.254-1.656 0-.87.128-1.769.693-2.484.579-.733 1.494-1.124 2.724-1.261 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095v1.872c0 .766-3.351 3.795-8.002 3.795Zm0-1.485c2.28 0 4.584-1.11 5.002-1.433V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-1.146 0-2.059-.327-2.71-.991A3.222 3.222 0 0 1 8 6.303a3.24 3.24 0 0 1-.544.743c-.65.664-1.563.991-2.71.991-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433ZM6.762 2.83c-.193-.206-.637-.413-1.682-.297-1.019.113-1.479.404-1.713.7-.247.312-.369.789-.369 1.554 0 .793.129 1.171.308 1.371.162.181.519.379 1.442.379.853 0 1.339-.235 1.638-.54.315-.322.527-.827.617-1.553.117-.935-.037-1.395-.241-1.614Zm4.155-.297c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Z"></path><path d="M6.25 9.037a.75.75 0 0 1 .75.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 .75-.75Zm4.25.75v1.501a.75.75 0 0 1-1.5 0V9.787a.75.75 0 0 1 1.5 0Z"></path> |
| </svg> |
| </template> |
| |
| <template id="copilot-error-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copilot-error"> |
| <path d="M16 11.24c0 .112-.072.274-.21.467L13 9.688V7.862l-.023-.116c-.49.21-1.075.291-1.727.291-.198 0-.388-.009-.571-.029L6.833 5.226a4.01 4.01 0 0 0 .17-.782c.117-.935-.037-1.395-.241-1.614-.193-.206-.637-.413-1.682-.297-.683.076-1.115.231-1.395.415l-1.257-.91c.579-.564 1.413-.877 2.485-.996 1.206-.134 2.262.034 2.944.765.05.053.096.108.139.165.044-.057.094-.112.143-.165.682-.731 1.738-.899 2.944-.765 1.23.137 2.145.528 2.724 1.261.566.715.693 1.614.693 2.484 0 .572-.053 1.148-.254 1.656.066.228.098.429.126.612.012.076.024.148.037.218.924.385 1.522 1.471 1.591 2.095Zm-5.083-8.707c-1.044-.116-1.488.091-1.681.297-.204.219-.359.679-.242 1.614.091.726.303 1.231.618 1.553.299.305.784.54 1.638.54.922 0 1.28-.198 1.442-.379.179-.2.308-.578.308-1.371 0-.765-.123-1.242-.37-1.554-.233-.296-.693-.587-1.713-.7Zm2.511 11.074c-1.393.776-3.272 1.428-5.43 1.428-4.562 0-7.873-2.914-7.998-3.749V9.338c.085-.628.677-1.686 1.588-2.065.013-.07.024-.143.036-.218.029-.183.06-.384.126-.612-.18-.455-.241-.963-.252-1.475L.31 4.107A.747.747 0 0 1 0 3.509V3.49a.748.748 0 0 1 .625-.73c.156-.026.306.047.435.139l14.667 10.578a.592.592 0 0 1 .227.264.752.752 0 0 1 .046.249v.022a.75.75 0 0 1-1.19.596Zm-1.367-.991L5.635 7.964a5.128 5.128 0 0 1-.889.073c-.652 0-1.236-.081-1.727-.291l-.023.116v4.255c.419.323 2.722 1.433 5.002 1.433 1.539 0 3.089-.505 4.063-.934Z"></path> |
| </svg> |
| </template> |
| |
| <template id="workflow-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-workflow"> |
| <path d="M0 1.75C0 .784.784 0 1.75 0h3.5C6.216 0 7 .784 7 1.75v3.5A1.75 1.75 0 0 1 5.25 7H4v4a1 1 0 0 0 1 1h4v-1.25C9 9.784 9.784 9 10.75 9h3.5c.966 0 1.75.784 1.75 1.75v3.5A1.75 1.75 0 0 1 14.25 16h-3.5A1.75 1.75 0 0 1 9 14.25v-.75H5A2.5 2.5 0 0 1 2.5 11V7h-.75A1.75 1.75 0 0 1 0 5.25Zm1.75-.25a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Zm9 9a.25.25 0 0 0-.25.25v3.5c0 .138.112.25.25.25h3.5a.25.25 0 0 0 .25-.25v-3.5a.25.25 0 0 0-.25-.25Z"></path> |
| </svg> |
| </template> |
| |
| <template id="book-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-book"> |
| <path d="M0 1.75A.75.75 0 0 1 .75 1h4.253c1.227 0 2.317.59 3 1.501A3.743 3.743 0 0 1 11.006 1h4.245a.75.75 0 0 1 .75.75v10.5a.75.75 0 0 1-.75.75h-4.507a2.25 2.25 0 0 0-1.591.659l-.622.621a.75.75 0 0 1-1.06 0l-.622-.621A2.25 2.25 0 0 0 5.258 13H.75a.75.75 0 0 1-.75-.75Zm7.251 10.324.004-5.073-.002-2.253A2.25 2.25 0 0 0 5.003 2.5H1.5v9h3.757a3.75 3.75 0 0 1 1.994.574ZM8.755 4.75l-.004 7.322a3.752 3.752 0 0 1 1.992-.572H14.5v-9h-3.495a2.25 2.25 0 0 0-2.25 2.25Z"></path> |
| </svg> |
| </template> |
| |
| <template id="code-review-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-review"> |
| <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 13H8.061l-2.574 2.573A1.458 1.458 0 0 1 3 14.543V13H1.75A1.75 1.75 0 0 1 0 11.25v-8.5C0 1.784.784 1 1.75 1ZM1.5 2.75v8.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-8.5a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm5.28 1.72a.75.75 0 0 1 0 1.06L5.31 7l1.47 1.47a.751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018l-2-2a.75.75 0 0 1 0-1.06l2-2a.75.75 0 0 1 1.06 0Zm2.44 0a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L10.69 7 9.22 5.53a.75.75 0 0 1 0-1.06Z"></path> |
| </svg> |
| </template> |
| |
| <template id="codespaces-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-codespaces"> |
| <path d="M0 11.25c0-.966.784-1.75 1.75-1.75h12.5c.966 0 1.75.784 1.75 1.75v3A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm2-9.5C2 .784 2.784 0 3.75 0h8.5C13.216 0 14 .784 14 1.75v5a1.75 1.75 0 0 1-1.75 1.75h-8.5A1.75 1.75 0 0 1 2 6.75Zm1.75-.25a.25.25 0 0 0-.25.25v5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25v-5a.25.25 0 0 0-.25-.25Zm-2 9.5a.25.25 0 0 0-.25.25v3c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-3a.25.25 0 0 0-.25-.25Z"></path><path d="M7 12.75a.75.75 0 0 1 .75-.75h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1-.75-.75Zm-4 0a.75.75 0 0 1 .75-.75h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1-.75-.75Z"></path> |
| </svg> |
| </template> |
| |
| <template id="comment-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment"> |
| <path d="M1 2.75C1 1.784 1.784 1 2.75 1h10.5c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 13.25 12H9.06l-2.573 2.573A1.458 1.458 0 0 1 4 13.543V12H2.75A1.75 1.75 0 0 1 1 10.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h4.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> |
| </svg> |
| </template> |
| |
| <template id="comment-discussion-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-comment-discussion"> |
| <path d="M1.75 1h8.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 10.25 10H7.061l-2.574 2.573A1.458 1.458 0 0 1 2 11.543V10h-.25A1.75 1.75 0 0 1 0 8.25v-5.5C0 1.784.784 1 1.75 1ZM1.5 2.75v5.5c0 .138.112.25.25.25h1a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h3.5a.25.25 0 0 0 .25-.25v-5.5a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25Zm13 2a.25.25 0 0 0-.25-.25h-.5a.75.75 0 0 1 0-1.5h.5c.966 0 1.75.784 1.75 1.75v5.5A1.75 1.75 0 0 1 14.25 12H14v1.543a1.458 1.458 0 0 1-2.487 1.03L9.22 12.28a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l2.22 2.22v-2.19a.75.75 0 0 1 .75-.75h1a.25.25 0 0 0 .25-.25Z"></path> |
| </svg> |
| </template> |
| |
| <template id="organization-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-organization"> |
| <path d="M1.75 16A1.75 1.75 0 0 1 0 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 0 0 .25-.25V8.285a.25.25 0 0 0-.111-.208l-1.055-.703a.749.749 0 1 1 .832-1.248l1.055.703c.487.325.779.871.779 1.456v5.965A1.75 1.75 0 0 1 14.25 16h-3.5a.766.766 0 0 1-.197-.026c-.099.017-.2.026-.303.026h-3a.75.75 0 0 1-.75-.75V14h-1v1.25a.75.75 0 0 1-.75.75Zm-.25-1.75c0 .138.112.25.25.25H4v-1.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 .75.75v1.25h2.25a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM3.75 6h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5ZM3 3.75A.75.75 0 0 1 3.75 3h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 3.75Zm4 3A.75.75 0 0 1 7.75 6h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 7 6.75ZM7.75 3h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5ZM3 9.75A.75.75 0 0 1 3.75 9h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 9.75ZM7.75 9h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path> |
| </svg> |
| </template> |
| |
| <template id="rocket-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-rocket"> |
| <path d="M14.064 0h.186C15.216 0 16 .784 16 1.75v.186a8.752 8.752 0 0 1-2.564 6.186l-.458.459c-.314.314-.641.616-.979.904v3.207c0 .608-.315 1.172-.833 1.49l-2.774 1.707a.749.749 0 0 1-1.11-.418l-.954-3.102a1.214 1.214 0 0 1-.145-.125L3.754 9.816a1.218 1.218 0 0 1-.124-.145L.528 8.717a.749.749 0 0 1-.418-1.11l1.71-2.774A1.748 1.748 0 0 1 3.31 4h3.204c.288-.338.59-.665.904-.979l.459-.458A8.749 8.749 0 0 1 14.064 0ZM8.938 3.623h-.002l-.458.458c-.76.76-1.437 1.598-2.02 2.5l-1.5 2.317 2.143 2.143 2.317-1.5c.902-.583 1.74-1.26 2.499-2.02l.459-.458a7.25 7.25 0 0 0 2.123-5.127V1.75a.25.25 0 0 0-.25-.25h-.186a7.249 7.249 0 0 0-5.125 2.123ZM3.56 14.56c-.732.732-2.334 1.045-3.005 1.148a.234.234 0 0 1-.201-.064.234.234 0 0 1-.064-.201c.103-.671.416-2.273 1.15-3.003a1.502 1.502 0 1 1 2.12 2.12Zm6.94-3.935c-.088.06-.177.118-.266.175l-2.35 1.521.548 1.783 1.949-1.2a.25.25 0 0 0 .119-.213ZM3.678 8.116 5.2 5.766c.058-.09.117-.178.176-.266H3.309a.25.25 0 0 0-.213.119l-1.2 1.95ZM12 5a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> |
| </svg> |
| </template> |
| |
| <template id="shield-check-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-shield-check"> |
| <path d="m8.533.133 5.25 1.68A1.75 1.75 0 0 1 15 3.48V7c0 1.566-.32 3.182-1.303 4.682-.983 1.498-2.585 2.813-5.032 3.855a1.697 1.697 0 0 1-1.33 0c-2.447-1.042-4.049-2.357-5.032-3.855C1.32 10.182 1 8.566 1 7V3.48a1.75 1.75 0 0 1 1.217-1.667l5.25-1.68a1.748 1.748 0 0 1 1.066 0Zm-.61 1.429.001.001-5.25 1.68a.251.251 0 0 0-.174.237V7c0 1.36.275 2.666 1.057 3.859.784 1.194 2.121 2.342 4.366 3.298a.196.196 0 0 0 .154 0c2.245-.957 3.582-2.103 4.366-3.297C13.225 9.666 13.5 8.358 13.5 7V3.48a.25.25 0 0 0-.174-.238l-5.25-1.68a.25.25 0 0 0-.153 0ZM11.28 6.28l-3.5 3.5a.75.75 0 0 1-1.06 0l-1.5-1.5a.749.749 0 0 1 .326-1.275.749.749 0 0 1 .734.215l.97.97 2.97-2.97a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path> |
| </svg> |
| </template> |
| |
| <template id="heart-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-heart"> |
| <path d="m8 14.25.345.666a.75.75 0 0 1-.69 0l-.008-.004-.018-.01a7.152 7.152 0 0 1-.31-.17 22.055 22.055 0 0 1-3.434-2.414C2.045 10.731 0 8.35 0 5.5 0 2.836 2.086 1 4.25 1 5.797 1 7.153 1.802 8 3.02 8.847 1.802 10.203 1 11.75 1 13.914 1 16 2.836 16 5.5c0 2.85-2.045 5.231-3.885 6.818a22.066 22.066 0 0 1-3.744 2.584l-.018.01-.006.003h-.002ZM4.25 2.5c-1.336 0-2.75 1.164-2.75 3 0 2.15 1.58 4.144 3.365 5.682A20.58 20.58 0 0 0 8 13.393a20.58 20.58 0 0 0 3.135-2.211C12.92 9.644 14.5 7.65 14.5 5.5c0-1.836-1.414-3-2.75-3-1.373 0-2.609.986-3.029 2.456a.749.749 0 0 1-1.442 0C6.859 3.486 5.623 2.5 4.25 2.5Z"></path> |
| </svg> |
| </template> |
| |
| <template id="server-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-server"> |
| <path d="M1.75 1h12.5c.966 0 1.75.784 1.75 1.75v4c0 .372-.116.717-.314 1 .198.283.314.628.314 1v4a1.75 1.75 0 0 1-1.75 1.75H1.75A1.75 1.75 0 0 1 0 12.75v-4c0-.358.109-.707.314-1a1.739 1.739 0 0 1-.314-1v-4C0 1.784.784 1 1.75 1ZM1.5 2.75v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25Zm.25 5.75a.25.25 0 0 0-.25.25v4c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-4a.25.25 0 0 0-.25-.25ZM7 4.75A.75.75 0 0 1 7.75 4h4.5a.75.75 0 0 1 0 1.5h-4.5A.75.75 0 0 1 7 4.75ZM7.75 10h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM3 4.75A.75.75 0 0 1 3.75 4h.5a.75.75 0 0 1 0 1.5h-.5A.75.75 0 0 1 3 4.75ZM3.75 10h.5a.75.75 0 0 1 0 1.5h-.5a.75.75 0 0 1 0-1.5Z"></path> |
| </svg> |
| </template> |
| |
| <template id="globe-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-globe"> |
| <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM5.78 8.75a9.64 9.64 0 0 0 1.363 4.177c.255.426.542.832.857 1.215.245-.296.551-.705.857-1.215A9.64 9.64 0 0 0 10.22 8.75Zm4.44-1.5a9.64 9.64 0 0 0-1.363-4.177c-.307-.51-.612-.919-.857-1.215a9.927 9.927 0 0 0-.857 1.215A9.64 9.64 0 0 0 5.78 7.25Zm-5.944 1.5H1.543a6.507 6.507 0 0 0 4.666 5.5c-.123-.181-.24-.365-.352-.552-.715-1.192-1.437-2.874-1.581-4.948Zm-2.733-1.5h2.733c.144-2.074.866-3.756 1.58-4.948.12-.197.237-.381.353-.552a6.507 6.507 0 0 0-4.666 5.5Zm10.181 1.5c-.144 2.074-.866 3.756-1.58 4.948-.12.197-.237.381-.353.552a6.507 6.507 0 0 0 4.666-5.5Zm2.733-1.5a6.507 6.507 0 0 0-4.666-5.5c.123.181.24.365.353.552.714 1.192 1.436 2.874 1.58 4.948Z"></path> |
| </svg> |
| </template> |
| |
| <template id="issue-opened-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-issue-opened"> |
| <path d="M8 9.5a1.5 1.5 0 1 0 0-3 1.5 1.5 0 0 0 0 3Z"></path><path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Z"></path> |
| </svg> |
| </template> |
| |
| <template id="device-mobile-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-mobile"> |
| <path d="M3.75 0h8.5C13.216 0 14 .784 14 1.75v12.5A1.75 1.75 0 0 1 12.25 16h-8.5A1.75 1.75 0 0 1 2 14.25V1.75C2 .784 2.784 0 3.75 0ZM3.5 1.75v12.5c0 .138.112.25.25.25h8.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25h-8.5a.25.25 0 0 0-.25.25ZM8 13a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path> |
| </svg> |
| </template> |
| |
| <template id="package-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-package"> |
| <path d="m8.878.392 5.25 3.045c.54.314.872.89.872 1.514v6.098a1.75 1.75 0 0 1-.872 1.514l-5.25 3.045a1.75 1.75 0 0 1-1.756 0l-5.25-3.045A1.75 1.75 0 0 1 1 11.049V4.951c0-.624.332-1.201.872-1.514L7.122.392a1.75 1.75 0 0 1 1.756 0ZM7.875 1.69l-4.63 2.685L8 7.133l4.755-2.758-4.63-2.685a.248.248 0 0 0-.25 0ZM2.5 5.677v5.372c0 .09.047.171.125.216l4.625 2.683V8.432Zm6.25 8.271 4.625-2.683a.25.25 0 0 0 .125-.216V5.677L8.75 8.432Z"></path> |
| </svg> |
| </template> |
| |
| <template id="credit-card-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-credit-card"> |
| <path d="M10.75 9a.75.75 0 0 0 0 1.5h1.5a.75.75 0 0 0 0-1.5h-1.5Z"></path><path d="M0 3.75C0 2.784.784 2 1.75 2h12.5c.966 0 1.75.784 1.75 1.75v8.5A1.75 1.75 0 0 1 14.25 14H1.75A1.75 1.75 0 0 1 0 12.25ZM14.5 6.5h-13v5.75c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25Zm0-2.75a.25.25 0 0 0-.25-.25H1.75a.25.25 0 0 0-.25.25V5h13Z"></path> |
| </svg> |
| </template> |
| |
| <template id="play-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-play"> |
| <path d="M8 0a8 8 0 1 1 0 16A8 8 0 0 1 8 0ZM1.5 8a6.5 6.5 0 1 0 13 0 6.5 6.5 0 0 0-13 0Zm4.879-2.773 4.264 2.559a.25.25 0 0 1 0 .428l-4.264 2.559A.25.25 0 0 1 6 10.559V5.442a.25.25 0 0 1 .379-.215Z"></path> |
| </svg> |
| </template> |
| |
| <template id="gift-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-gift"> |
| <path d="M2 2.75A2.75 2.75 0 0 1 4.75 0c.983 0 1.873.42 2.57 1.232.268.318.497.668.68 1.042.183-.375.411-.725.68-1.044C9.376.42 10.266 0 11.25 0a2.75 2.75 0 0 1 2.45 4h.55c.966 0 1.75.784 1.75 1.75v2c0 .698-.409 1.301-1 1.582v4.918A1.75 1.75 0 0 1 13.25 16H2.75A1.75 1.75 0 0 1 1 14.25V9.332C.409 9.05 0 8.448 0 7.75v-2C0 4.784.784 4 1.75 4h.55c-.192-.375-.3-.8-.3-1.25ZM7.25 9.5H2.5v4.75c0 .138.112.25.25.25h4.5Zm1.5 0v5h4.5a.25.25 0 0 0 .25-.25V9.5Zm0-4V8h5.5a.25.25 0 0 0 .25-.25v-2a.25.25 0 0 0-.25-.25Zm-7 0a.25.25 0 0 0-.25.25v2c0 .138.112.25.25.25h5.5V5.5h-5.5Zm3-4a1.25 1.25 0 0 0 0 2.5h2.309c-.233-.818-.542-1.401-.878-1.793-.43-.502-.915-.707-1.431-.707ZM8.941 4h2.309a1.25 1.25 0 0 0 0-2.5c-.516 0-1 .205-1.43.707-.337.392-.646.975-.879 1.793Z"></path> |
| </svg> |
| </template> |
| |
| <template id="code-square-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-code-square"> |
| <path d="M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v12.5A1.75 1.75 0 0 1 14.25 16H1.75A1.75 1.75 0 0 1 0 14.25Zm1.75-.25a.25.25 0 0 0-.25.25v12.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25V1.75a.25.25 0 0 0-.25-.25Zm7.47 3.97a.75.75 0 0 1 1.06 0l2 2a.75.75 0 0 1 0 1.06l-2 2a.749.749 0 0 1-1.275-.326.749.749 0 0 1 .215-.734L10.69 8 9.22 6.53a.75.75 0 0 1 0-1.06ZM6.78 6.53 5.31 8l1.47 1.47a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215l-2-2a.75.75 0 0 1 0-1.06l2-2a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042Z"></path> |
| </svg> |
| </template> |
| |
| <template id="device-desktop-icon"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-device-desktop"> |
| <path d="M14.25 1c.966 0 1.75.784 1.75 1.75v7.5A1.75 1.75 0 0 1 14.25 12h-3.727c.099 1.041.52 1.872 1.292 2.757A.752.752 0 0 1 11.25 16h-6.5a.75.75 0 0 1-.565-1.243c.772-.885 1.192-1.716 1.292-2.757H1.75A1.75 1.75 0 0 1 0 10.25v-7.5C0 1.784.784 1 1.75 1ZM1.75 2.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h12.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25ZM9.018 12H6.982a5.72 5.72 0 0 1-.765 2.5h3.566a5.72 5.72 0 0 1-.765-2.5Z"></path> |
| </svg> |
| </template> |
| |
| <div class="position-relative"> |
| <ul |
| role="listbox" |
| class="ActionListWrap QueryBuilder-ListWrap" |
| aria-label="Suggestions" |
| data-action=" |
| combobox-commit:query-builder#comboboxCommit |
| mousedown:query-builder#resultsMousedown |
| " |
| data-target="query-builder.resultsList" |
| data-persist-list=false |
| id="query-builder-test-results" |
| tabindex="-1" |
| ></ul> |
| |
| </div> |
| <div class="FormControl-inlineValidation" id="validation-a5a40d8f-c751-4278-968b-761d3094db23" hidden="hidden"> |
| <span class="FormControl-inlineValidation--visual"> |
| <svg aria-hidden="true" data-component="Octicon" height="12" viewBox="0 0 12 12" version="1.1" width="12" data-view-component="true" class="octicon octicon-alert-fill"> |
| <path d="M4.855.708c.5-.896 1.79-.896 2.29 0l4.675 8.351a1.312 1.312 0 0 1-1.146 1.954H1.33A1.313 1.313 0 0 1 .183 9.058ZM7 7V3H5v4Zm-1 3a1 1 0 1 0 0-2 1 1 0 0 0 0 2Z"></path> |
| </svg> |
| </span> |
| <span></span> |
| </div> </div> |
| <div data-target="query-builder.screenReaderFeedback" aria-live="polite" aria-atomic="true" class="sr-only"></div> |
| </query-builder></form> |
| <div class="d-flex flex-row color-fg-muted tmp-px-3 text-small color-bg-default search-feedback-prompt"> |
| <a target="_blank" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax" data-view-component="true" class="Link color-fg-accent text-normal ml-2 tmp-ml-2">Search syntax tips</a> <div class="d-flex flex-1"></div> |
| </div> |
| </div> |
| </div> |
| |
| </div> |
| </modal-dialog></div> |
| </div> |
| <div data-action="click:qbsearch-input#retract" class="dark-backdrop position-fixed" hidden data-target="qbsearch-input.darkBackdrop"></div> |
| <div class="color-fg-default"> |
| |
| <dialog-helper> |
| <dialog data-target="qbsearch-input.feedbackDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="feedback-dialog" aria-modal="true" aria-labelledby="feedback-dialog-title" aria-describedby="feedback-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> |
| <div data-view-component="true" class="Overlay-header"> |
| <div class="Overlay-headerContentWrap"> |
| <div class="Overlay-titleWrap"> |
| <h1 class="Overlay-title " id="feedback-dialog-title"> |
| Provide feedback |
| </h1> |
| |
| </div> |
| <div class="Overlay-actionWrap"> |
| <button data-close-dialog-id="feedback-dialog" aria-label="Close" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> |
| <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> |
| </svg></button> |
| </div> |
| </div> |
| |
| </div> |
| <scrollable-region data-labelled-by="feedback-dialog-title"> |
| <div data-view-component="true" class="Overlay-body"> <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="code-search-feedback-form" data-turbo="false" action="/search/feedback" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="D3VeehhehVAS6Kz/TMUWMFtNm0XJSMea2acg8F5kpEdXDYrFE0+Vqu2xmmeSW/ikJM5ziEM1aiVzBOBcW7qblg==" /> |
| <p>We read every piece of feedback, and take your input very seriously.</p> |
| <textarea name="feedback" class="form-control width-full mb-2" style="height: 120px" id="feedback"></textarea> |
| <input name="include_email" id="include_email" aria-label="Include my email address so I can be contacted" class="form-control mr-2" type="checkbox"> |
| <label for="include_email" style="font-weight: normal">Include my email address so I can be contacted</label> |
| </form></div> |
| </scrollable-region> |
| <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd"> <button data-close-dialog-id="feedback-dialog" type="button" data-view-component="true" class="btn"> Cancel |
| </button> |
| <button form="code-search-feedback-form" data-action="click:qbsearch-input |
| </button> |
| </div> |
| </dialog></dialog-helper> |
|
|
| <custom-scopes data-target="qbsearch-input.customScopesManager"> |
| |
| <dialog-helper> |
| <dialog data-target="custom-scopes.customScopesModalDialog" data-action="close:qbsearch-input#handleDialogClose cancel:qbsearch-input#handleDialogClose" id="custom-scopes-dialog" aria-modal="true" aria-labelledby="custom-scopes-dialog-title" aria-describedby="custom-scopes-dialog-description" data-view-component="true" class="Overlay Overlay-whenNarrow Overlay--size-medium Overlay--motion-scaleFade Overlay--disableScroll"> |
| <div data-view-component="true" class="Overlay-header Overlay-header--divided"> |
| <div class="Overlay-headerContentWrap"> |
| <div class="Overlay-titleWrap"> |
| <h1 class="Overlay-title " id="custom-scopes-dialog-title"> |
| Saved searches |
| </h1> |
| <h2 id="custom-scopes-dialog-description" class="Overlay-description">Use saved searches to filter your results more quickly</h2> |
| </div> |
| <div class="Overlay-actionWrap"> |
| <button data-close-dialog-id="custom-scopes-dialog" aria-label="Close" aria-label="Close" type="button" data-view-component="true" class="close-button Overlay-closeButton"><svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> |
| <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> |
| </svg></button> |
| </div> |
| </div> |
| |
| </div> |
| <scrollable-region data-labelled-by="custom-scopes-dialog-title"> |
| <div data-view-component="true" class="Overlay-body"> <div data-target="custom-scopes.customScopesModalDialogFlash"></div> |
|
|
| <div hidden class="create-custom-scope-form" data-target="custom-scopes.createCustomScopeForm"> |
| <!-- '"` --><!-- </textarea></xmp> --></option></form><form id="custom-scopes-dialog-form" data-turbo="false" action="/search/custom_scopes" accept-charset="UTF-8" method="post"><input type="hidden" data-csrf="true" name="authenticity_token" value="RrHNgzeX1wXe3qDiFuVxoP6N1sLnx1p/axoXFu3IPKIR2eYN/4vwfPvTMF0pWVfhIxvQ/HBAboAIYkzsCE+KXg==" /> |
| <div data-target="custom-scopes.customScopesModalDialogFlash"></div> |
| |
| <input type="hidden" id="custom_scope_id" name="custom_scope_id" data-target="custom-scopes.customScopesIdField"> |
| |
| <div class="form-group"> |
| <label for="custom_scope_name">Name</label> |
| <auto-check src="/search/custom_scopes/check_name" required> |
| <input |
| type="text" |
| name="custom_scope_name" |
| id="custom_scope_name" |
| data-target="custom-scopes.customScopesNameField" |
| class="form-control" |
| autocomplete="off" |
| placeholder="github-ruby" |
| required |
| maxlength="50"> |
| <input type="hidden" data-csrf="true" value="fbNEuRql+Zuz8gYOlcXYNKfLG2mJR80+2p9fkH2hRiOXzY1XQB7HMBoxeb+32sLbkpfl9Htb/lcm9RPgZGZODw==" /> |
| </auto-check> |
| </div> |
| |
| <div class="form-group"> |
| <label for="custom_scope_query">Query</label> |
| <input |
| type="text" |
| name="custom_scope_query" |
| id="custom_scope_query" |
| data-target="custom-scopes.customScopesQueryField" |
| class="form-control" |
| autocomplete="off" |
| placeholder="(repo:mona/a OR repo:mona/b) AND lang:python" |
| required |
| maxlength="500"> |
| </div> |
| |
| <p class="text-small color-fg-muted"> |
| To see all available qualifiers, see our <a class="Link--inTextBlock" href="https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax">documentation</a>. |
| </p> |
| </form> </div> |
| |
| <div data-target="custom-scopes.manageCustomScopesForm"> |
| <div data-target="custom-scopes.list"></div> |
| </div> |
| |
| </div> |
| </scrollable-region> |
| <div data-view-component="true" class="Overlay-footer Overlay-footer--alignEnd Overlay-footer--divided"> <button data-action="click:custom-scopes#customScopesCancel" type="button" data-view-component="true" class="btn"> Cancel |
| </button> |
| <button form="custom-scopes-dialog-form" data-action="click:custom-scopes#customScopesSubmit" data-target="custom-scopes.customScopesSubmitButton" type="submit" data-view-component="true" class="btn-primary btn"> Create saved search |
| </button> |
| </div> |
| </dialog></dialog-helper> |
| </custom-scopes> |
| </div> |
| </qbsearch-input> |
| |
| |
| <div class="position-relative HeaderMenu-link-wrap d-lg-inline-block"> |
| <a |
| href="/login?return_to=https%3A%2F%2Fgithub.com%2FLightricks%2FLTX-2%2Fblob%2Fmain%2Fpackages%2Fltx-pipelines%2Fsrc%2Fltx_pipelines%2Fdistilled.py" |
| class="HeaderMenu-link HeaderMenu-link--sign-in HeaderMenu-button flex-shrink-0 no-underline d-none d-lg-inline-flex border border-lg-0 rounded px-2 py-1" |
| style="margin-left: 12px;" |
| data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/Lightricks/LTX-2/blob/main/packages/ltx-pipelines/src/ltx_pipelines/distilled.py","user_id":null}}" data-hydro-click-hmac="5c108e4435eaee333e773a11d4877c455d75776334db102de97d3c0f3c8c3757" |
| data-analytics-event="{"category":"Marketing nav","action":"click to go to homepage","label":"ref_page:Marketing;ref_cta:Sign in;ref_loc:Header"}" |
| > |
| Sign in |
| </a> |
| </div> |
| |
| <a href="/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fblob%2Fshow&source=header-repo&source_repo=Lightricks%2FLTX-2" |
| class="HeaderMenu-link HeaderMenu-link--sign-up HeaderMenu-button flex-shrink-0 d-flex d-lg-inline-flex no-underline border color-border-default rounded px-2 py-1" |
| data-hydro-click="{"event_type":"authentication.click","payload":{"location_in_page":"site header menu","repository_id":null,"auth_type":"SIGN_UP","originating_url":"https://github.com/Lightricks/LTX-2/blob/main/packages/ltx-pipelines/src/ltx_pipelines/distilled.py","user_id":null}}" data-hydro-click-hmac="5c108e4435eaee333e773a11d4877c455d75776334db102de97d3c0f3c8c3757" |
| data-analytics-event="{"category":"Sign up","action":"click to sign up for account","label":"ref_page:/<user-name>/<repo-name>/blob/show;ref_cta:Sign up;ref_loc:header logged out"}" |
| > |
| Sign up |
| </a> |
| |
| <div class="AppHeader-appearanceSettings"> |
| <react-partial-anchor> |
| <button data-target="react-partial-anchor.anchor" id="icon-button-2ffee264-4ccd-48c2-a578-200d9c04a034" aria-labelledby="tooltip-3c8c97b8-48f6-453a-91fe-e432ed2cd4ef" type="button" disabled="disabled" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium AppHeader-button HeaderMenu-link border cursor-wait"> <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-sliders Button-visual"> |
| <path d="M15 2.75a.75.75 0 0 1-.75.75h-4a.75.75 0 0 1 0-1.5h4a.75.75 0 0 1 .75.75Zm-8.5.75v1.25a.75.75 0 0 0 1.5 0v-4a.75.75 0 0 0-1.5 0V2H1.75a.75.75 0 0 0 0 1.5H6.5Zm1.25 5.25a.75.75 0 0 0 0-1.5h-6a.75.75 0 0 0 0 1.5h6ZM15 8a.75.75 0 0 1-.75.75H11.5V10a.75.75 0 1 1-1.5 0V6a.75.75 0 0 1 1.5 0v1.25h2.75A.75.75 0 0 1 15 8Zm-9 5.25v-2a.75.75 0 0 0-1.5 0v1.25H1.75a.75.75 0 0 0 0 1.5H4.5v1.25a.75.75 0 0 0 1.5 0v-2Zm9 0a.75.75 0 0 1-.75.75h-6a.75.75 0 0 1 0-1.5h6a.75.75 0 0 1 .75.75Z"></path> |
| </svg> |
| </button><tool-tip id="tooltip-3c8c97b8-48f6-453a-91fe-e432ed2cd4ef" for="icon-button-2ffee264-4ccd-48c2-a578-200d9c04a034" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Appearance settings</tool-tip> |
| |
| <template data-target="react-partial-anchor.template"> |
| <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/primer-react-css.330eaa2afd4e6bbe.module.css" /> |
| <link crossorigin="anonymous" media="all" rel="stylesheet" href="https://github.githubassets.com/assets/appearance-settings.cb51a6d32334428a.module.css" /> |
| |
| <react-partial |
| partial-name="appearance-settings" |
| data-ssr="false" |
| data-attempted-ssr="false" |
| data-react-profiling="false" |
| > |
| |
| <script type="application/json" data-target="react-partial.embeddedData">{"props":{}}</script> |
| <div data-target="react-partial.reactRoot"></div> |
| </react-partial> |
| |
| |
| </template> |
| </react-partial-anchor> |
| </div> |
| |
| <button type="button" class="sr-only js-header-menu-focus-trap d-block d-lg-none">Resetting focus</button> |
| </div> |
| </div> |
| </div> |
| </div> |
| </header> |
| |
| <div hidden="hidden" data-view-component="true" class="js-stale-session-flash stale-session-flash flash flash-warn flash-full"> |
| |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-alert"> |
| <path d="M6.457 1.047c.659-1.234 2.427-1.234 3.086 0l6.082 11.378A1.75 1.75 0 0 1 14.082 15H1.918a1.75 1.75 0 0 1-1.543-2.575Zm1.763.707a.25.25 0 0 0-.44 0L1.698 13.132a.25.25 0 0 0 .22.368h12.164a.25.25 0 0 0 .22-.368Zm.53 3.996v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 11a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z"></path> |
| </svg> |
| <span class="js-stale-session-flash-signed-in" hidden>You signed in with another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> |
| <span class="js-stale-session-flash-signed-out" hidden>You signed out in another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> |
| <span class="js-stale-session-flash-switched" hidden>You switched accounts on another tab or window. <a class="Link--inTextBlock" href="">Reload</a> to refresh your session.</span> |
| |
| <button id="icon-button-c34b399e-352a-48bd-aa4e-d2d6ec0f8c4d" aria-labelledby="tooltip-617898a2-fb1c-4186-96a7-d0a8340ce669" type="button" data-view-component="true" class="Button Button--iconOnly Button--invisible Button--medium flash-close js-flash-close"> <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x Button-visual"> |
| <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> |
| </svg> |
| </button><tool-tip id="tooltip-617898a2-fb1c-4186-96a7-d0a8340ce669" for="icon-button-c34b399e-352a-48bd-aa4e-d2d6ec0f8c4d" popover="manual" data-direction="s" data-type="label" data-view-component="true" class="sr-only position-absolute">Dismiss alert</tool-tip> |
| |
| |
| |
| </div> |
| </div> |
| |
| <div id="start-of-content" class="show-on-focus"></div> |
| |
| |
| |
| |
| |
| |
| |
| |
| <div id="js-flash-container" class="flash-container" data-turbo-replace> |
| |
| |
| |
| |
| <template class="js-flash-template"> |
| |
| <div class="flash flash-full {{ className }}"> |
| <div > |
| <button autofocus class="flash-close js-flash-close" type="button" aria-label="Dismiss this message"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-x"> |
| <path d="M3.72 3.72a.75.75 0 0 1 1.06 0L8 6.94l3.22-3.22a.749.749 0 0 1 1.275.326.749.749 0 0 1-.215.734L9.06 8l3.22 3.22a.749.749 0 0 1-.326 1.275.749.749 0 0 1-.734-.215L8 9.06l-3.22 3.22a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042L6.94 8 3.72 4.78a.75.75 0 0 1 0-1.06Z"></path> |
| </svg> |
| </button> |
| <div aria-atomic="true" role="alert" class="js-flash-alert"> |
| |
| <div>{{ message }}</div> |
| |
| </div> |
| </div> |
| </div> |
| </template> |
| </div> |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| <div |
| class="application-main " |
| data-commit-hovercards-enabled |
| data-discussion-hovercards-enabled |
| data-issue-and-pr-hovercards-enabled |
| data-project-hovercards-enabled |
| > |
| <div itemscope itemtype="http://schema.org/SoftwareSourceCode" class=""> |
| <main id="js-repo-pjax-container" > |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| <div id="repository-container-header" class="tmp-pt-3 hide-full-screen" style="background-color: var(--page-header-bgColor, var(--color-page-header-bg));" data-turbo-replace> |
| |
| <div class="d-flex flex-nowrap flex-justify-end tmp-mb-3 tmp-px-3 tmp-px-lg-5" style="gap: 1rem;"> |
| |
| <div class="flex-auto min-width-0 width-fit"> |
| |
| <div class=" d-flex flex-wrap flex-items-center wb-break-word f3 text-normal"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-repo color-fg-muted mr-2 tmp-mr-2"> |
| <path d="M2 2.5A2.5 2.5 0 0 1 4.5 0h8.75a.75.75 0 0 1 .75.75v12.5a.75.75 0 0 1-.75.75h-2.5a.75.75 0 0 1 0-1.5h1.75v-2h-8a1 1 0 0 0-.714 1.7.75.75 0 1 1-1.072 1.05A2.495 2.495 0 0 1 2 11.5Zm10.5-1h-8a1 1 0 0 0-1 1v6.708A2.486 2.486 0 0 1 4.5 9h8ZM5 12.25a.25.25 0 0 1 .25-.25h3.5a.25.25 0 0 1 .25.25v3.25a.25.25 0 0 1-.4.2l-1.45-1.087a.249.249 0 0 0-.3 0L5.4 15.7a.25.25 0 0 1-.4-.2Z"></path> |
| </svg> |
| |
| <span class="author flex-self-stretch" itemprop="author"> |
| <a class="url fn" rel="author" data-hovercard-type="organization" data-hovercard-url="/orgs/Lightricks/hovercard" data-octo-click="hovercard-link-click" data-octo-dimensions="link_type:self" href="/Lightricks"> |
| Lightricks |
| </a> </span> |
| <span class="mx-1 flex-self-stretch color-fg-muted">/</span> |
| <strong itemprop="name" class="mr-2 flex-self-stretch"> |
| <a data-pjax="#repo-content-pjax-container" data-turbo-frame="repo-content-turbo-frame" href="/Lightricks/LTX-2">LTX-2</a> |
| </strong> |
| |
| <span></span><span class="Label Label--secondary v-align-middle mr-1">Public</span> |
| </div> |
| |
| |
| </div> |
| |
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logging","from collections.abc import Iterator","","import torch","","from ltx_core.components.noisers import GaussianNoiser","from ltx_core.loader import LoraPathStrengthAndSDOps","from ltx_core.loader.registry import Registry","from ltx_core.model.video_vae import TilingConfig, get_video_chunks_number","from ltx_core.quantization import QuantizationPolicy","from ltx_core.types import Audio","from ltx_pipelines.utils.args import ("," ImageConditioningInput,"," default_2_stage_distilled_arg_parser,"," detect_checkpoint_path,",")","from ltx_pipelines.utils.blocks import ("," AudioDecoder,"," DiffusionStage,"," ImageConditioner,"," PromptEncoder,"," VideoDecoder,"," VideoUpsampler,",")","from ltx_pipelines.utils.constants import ("," DISTILLED_SIGMAS,"," STAGE_2_DISTILLED_SIGMAS,"," detect_params,",")","from ltx_pipelines.utils.denoisers import SimpleDenoiser","from ltx_pipelines.utils.helpers import ("," assert_resolution,"," combined_image_conditionings,"," get_device,",")","from ltx_pipelines.utils.media_io import encode_video","from ltx_pipelines.utils.types import ModalitySpec, OffloadMode","","","class DistilledPipeline:"," \"\"\""," Two-stage distilled video generation pipeline."," Stage 1 generates video at half of the target resolution, then Stage 2 upsamples"," by 2x and refines with additional denoising steps for higher quality output."," \"\"\"",""," def __init__("," self,"," distilled_checkpoint_path: str,"," gemma_root: str,"," spatial_upsampler_path: str,"," loras: list[LoraPathStrengthAndSDOps],"," device: torch.device | None = None,"," quantization: QuantizationPolicy | None = None,"," registry: Registry | None = None,"," torch_compile: bool = False,"," offload_mode: OffloadMode = OffloadMode.NONE,"," ):"," self.device = device or get_device()"," self.dtype = torch.bfloat16",""," self.prompt_encoder = PromptEncoder("," distilled_checkpoint_path,"," gemma_root,"," self.dtype,"," self.device,"," registry=registry,"," offload_mode=offload_mode,"," 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torch.Tensor = DISTILLED_SIGMAS,"," stage_2_sigmas: torch.Tensor = STAGE_2_DISTILLED_SIGMAS,"," ) -\u003e tuple[Iterator[torch.Tensor], Audio]:"," assert_resolution(height=height, width=width, is_two_stage=True)",""," generator = torch.Generator(device=self.device).manual_seed(seed)"," noiser = GaussianNoiser(generator=generator)"," dtype = torch.bfloat16",""," (ctx_p,) = self.prompt_encoder("," [prompt],"," enhance_first_prompt=enhance_prompt,"," enhance_prompt_image=images[0][0] if len(images) \u003e 0 else None,"," )"," video_context, audio_context = ctx_p.video_encoding, ctx_p.audio_encoding",""," # Stage 1: Initial low resolution video generation."," stage_1_sigmas = stage_1_sigmas.to(dtype=torch.float32, device=self.device)"," stage_1_w, stage_1_h = width // 2, height // 2"," stage_1_conditionings = self.image_conditioner("," lambda enc: combined_image_conditionings("," images=images,"," height=stage_1_h,"," width=stage_1_w,"," video_encoder=enc,"," dtype=dtype,"," device=self.device,"," )"," )",""," video_state, audio_state = self.stage("," denoiser=SimpleDenoiser(video_context, audio_context),"," sigmas=stage_1_sigmas,"," noiser=noiser,"," width=stage_1_w,"," height=stage_1_h,"," frames=num_frames,"," fps=frame_rate,"," video=ModalitySpec(context=video_context, conditionings=stage_1_conditionings),"," audio=ModalitySpec(context=audio_context),"," )",""," # Stage 2: Upsample and refine the video at higher resolution with distilled LORA."," upscaled_video_latent = self.upsampler(video_state.latent[:1])",""," stage_2_sigmas = stage_2_sigmas.to(dtype=torch.float32, device=self.device)"," stage_2_conditionings = self.image_conditioner("," lambda enc: combined_image_conditionings("," images=images,"," height=height,"," width=width,"," video_encoder=enc,"," dtype=dtype,"," device=self.device,"," )"," )",""," video_state, audio_state = self.stage("," denoiser=SimpleDenoiser(video_context, audio_context),"," sigmas=stage_2_sigmas,"," noiser=noiser,"," width=width,"," height=height,"," frames=num_frames,"," fps=frame_rate,"," video=ModalitySpec("," context=video_context,"," conditionings=stage_2_conditionings,"," noise_scale=stage_2_sigmas[0].item(),"," initial_latent=upscaled_video_latent,"," ),"," audio=ModalitySpec("," context=audio_context,"," noise_scale=stage_2_sigmas[0].item(),"," initial_latent=audio_state.latent,"," ),"," )",""," decoded_video = self.video_decoder(video_state.latent, tiling_config, generator)"," decoded_audio = self.audio_decoder(audio_state.latent)"," return decoded_video, decoded_audio","","","@torch.inference_mode()","def main() -\u003e None:"," logging.getLogger().setLevel(logging.INFO)"," checkpoint_path = detect_checkpoint_path(distilled=True)"," params = detect_params(checkpoint_path)"," parser = default_2_stage_distilled_arg_parser(params=params)"," args = parser.parse_args()"," pipeline = DistilledPipeline("," distilled_checkpoint_path=args.distilled_checkpoint_path,"," spatial_upsampler_path=args.spatial_upsampler_path,"," gemma_root=args.gemma_root,"," loras=tuple(args.lora) if args.lora else (),"," quantization=args.quantization,"," torch_compile=args.compile,"," offload_mode=args.offload_mode,"," )"," tiling_config = TilingConfig.default()"," video_chunks_number = get_video_chunks_number(args.num_frames, tiling_config)"," video, audio = pipeline("," prompt=args.prompt,"," seed=args.seed,"," height=args.height,"," width=args.width,"," num_frames=args.num_frames,"," frame_rate=args.frame_rate,"," images=args.images,"," tiling_config=tiling_config,"," enhance_prompt=args.enhance_prompt,"," )",""," encode_video("," video=video,"," fps=args.frame_rate,"," audio=audio,"," output_path=args.output_path,"," video_chunks_number=video_chunks_number,"," )","","","if __name__ == \"__main__\":"," 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style="padding-right:16px">175</div><div data-line-number="176" class="child-of-line-39 child-of-line-86 react-line-number react-code-text" style="padding-right:16px">176</div><div data-line-number="177" class="child-of-line-39 child-of-line-86 react-line-number react-code-text" style="padding-right:16px">177</div><div data-line-number="178" class="react-line-number react-code-text" style="padding-right:16px">178</div><div data-line-number="179" class="react-line-number react-code-text" style="padding-right:16px">179</div><div data-line-number="180" class="react-line-number react-code-text" style="padding-right:16px">180</div><div data-line-number="181" class="react-line-number react-code-text" style="padding-right:16px">181</div><div data-line-number="182" class="react-line-number react-code-text" style="padding-right:16px">182<span class="LineNumber-module__codeAlert__WexRo LineNumber-module__codeAlertRight__hdWmf"><div aria-label="Collapse code section" role="button" tabindex="0" class="LineNumber-module__codeFoldingChevron__sY2Yt"><svg data-component="Octicon" aria-hidden="true" focusable="false" class="octicon octicon-chevron-down" viewBox="0 0 16 16" width="16" height="16" fill="currentColor" display="inline-block" overflow="visible" style="vertical-align:text-bottom"><path d="M12.78 5.22a.749.749 0 0 1 0 1.06l-4.25 4.25a.749.749 0 0 1-1.06 0L3.22 6.28a.749.749 0 1 1 1.06-1.06L8 8.939l3.72-3.719a.749.749 0 0 1 1.06 0Z"></path></svg></div></span></div><div data-line-number="183" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">183</div><div data-line-number="184" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">184</div><div data-line-number="185" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">185</div><div data-line-number="186" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">186</div><div data-line-number="187" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">187</div><div data-line-number="188" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">188</div><div data-line-number="189" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">189</div><div data-line-number="190" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">190</div><div data-line-number="191" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">191</div><div data-line-number="192" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">192</div><div data-line-number="193" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">193</div><div data-line-number="194" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">194</div><div data-line-number="195" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">195</div><div data-line-number="196" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">196</div><div data-line-number="197" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">197</div><div data-line-number="198" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">198</div><div data-line-number="199" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">199</div><div data-line-number="200" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">200</div><div data-line-number="201" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">201</div><div data-line-number="202" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">202</div><div data-line-number="203" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">203</div><div data-line-number="204" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">204</div><div data-line-number="205" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">205</div><div data-line-number="206" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">206</div><div data-line-number="207" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">207</div><div data-line-number="208" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">208</div><div data-line-number="209" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">209</div><div data-line-number="210" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">210</div><div data-line-number="211" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">211</div><div data-line-number="212" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">212</div><div data-line-number="213" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">213</div><div data-line-number="214" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">214</div><div data-line-number="215" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">215</div><div data-line-number="216" class="child-of-line-181 react-line-number react-code-text" style="padding-right:16px">216</div><div data-line-number="217" class="react-line-number react-code-text" style="padding-right:16px">217</div><div data-line-number="218" class="react-line-number react-code-text" style="padding-right:16px">218</div><div data-line-number="219" class="react-line-number react-code-text" style="padding-right:16px">219</div><div data-line-number="220" class="react-line-number react-code-text" style="padding-right:16px">220</div><div data-line-number="221" class="react-line-number react-code-text" style="padding-right:16px">221</div></div><div class="react-code-lines"><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC1" class="react-file-line html-div" data-testid="code-cell" data-line-number="1" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">logging</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC2" class="react-file-line html-div" data-testid="code-cell" data-line-number="2" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">collections</span>.<span class="pl-s1">abc</span> <span class="pl-k">import</span> <span class="pl-v">Iterator</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC3" class="react-file-line html-div" data-testid="code-cell" data-line-number="3" style="position:relative"> |
| </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC4" class="react-file-line html-div" data-testid="code-cell" data-line-number="4" style="position:relative"><span class="pl-k">import</span> <span class="pl-s1">torch</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC5" class="react-file-line html-div" data-testid="code-cell" data-line-number="5" style="position:relative"> |
| </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC6" class="react-file-line html-div" data-testid="code-cell" data-line-number="6" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_core</span>.<span class="pl-s1">components</span>.<span class="pl-s1">noisers</span> <span class="pl-k">import</span> <span class="pl-v">GaussianNoiser</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC7" class="react-file-line html-div" data-testid="code-cell" data-line-number="7" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_core</span>.<span class="pl-s1">loader</span> <span class="pl-k">import</span> <span class="pl-v">LoraPathStrengthAndSDOps</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC8" class="react-file-line html-div" data-testid="code-cell" data-line-number="8" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_core</span>.<span class="pl-s1">loader</span>.<span class="pl-s1">registry</span> <span class="pl-k">import</span> <span class="pl-v">Registry</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC9" class="react-file-line html-div" data-testid="code-cell" data-line-number="9" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_core</span>.<span class="pl-s1">model</span>.<span class="pl-s1">video_vae</span> <span class="pl-k">import</span> <span class="pl-v">TilingConfig</span>, <span class="pl-s1">get_video_chunks_number</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC10" class="react-file-line html-div" data-testid="code-cell" data-line-number="10" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_core</span>.<span class="pl-s1">quantization</span> <span class="pl-k">import</span> <span class="pl-v">QuantizationPolicy</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC11" class="react-file-line html-div" data-testid="code-cell" data-line-number="11" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_core</span>.<span class="pl-s1">types</span> <span class="pl-k">import</span> <span class="pl-v">Audio</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC12" class="react-file-line html-div" data-testid="code-cell" data-line-number="12" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_pipelines</span>.<span class="pl-s1">utils</span>.<span class="pl-s1">args</span> <span class="pl-k">import</span> (</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC13" class="react-file-line html-div" data-testid="code-cell" data-line-number="13" style="position:relative"> <span class="pl-v">ImageConditioningInput</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC14" class="react-file-line html-div" data-testid="code-cell" data-line-number="14" style="position:relative"> <span class="pl-s1">default_2_stage_distilled_arg_parser</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC15" class="react-file-line html-div" data-testid="code-cell" data-line-number="15" style="position:relative"> <span class="pl-s1">detect_checkpoint_path</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC16" class="react-file-line html-div" data-testid="code-cell" data-line-number="16" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC17" class="react-file-line html-div" data-testid="code-cell" data-line-number="17" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_pipelines</span>.<span class="pl-s1">utils</span>.<span class="pl-s1">blocks</span> <span class="pl-k">import</span> (</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC18" class="react-file-line html-div" data-testid="code-cell" data-line-number="18" style="position:relative"> <span class="pl-v">AudioDecoder</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC19" class="react-file-line html-div" data-testid="code-cell" data-line-number="19" style="position:relative"> <span class="pl-v">DiffusionStage</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC20" class="react-file-line html-div" data-testid="code-cell" data-line-number="20" style="position:relative"> <span class="pl-v">ImageConditioner</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC21" class="react-file-line html-div" data-testid="code-cell" data-line-number="21" style="position:relative"> <span class="pl-v">PromptEncoder</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC22" class="react-file-line html-div" data-testid="code-cell" data-line-number="22" style="position:relative"> <span class="pl-v">VideoDecoder</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC23" class="react-file-line html-div" data-testid="code-cell" data-line-number="23" style="position:relative"> <span class="pl-v">VideoUpsampler</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC24" class="react-file-line html-div" data-testid="code-cell" data-line-number="24" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC25" class="react-file-line html-div" data-testid="code-cell" data-line-number="25" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_pipelines</span>.<span class="pl-s1">utils</span>.<span class="pl-s1">constants</span> <span class="pl-k">import</span> (</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC26" class="react-file-line html-div" data-testid="code-cell" data-line-number="26" style="position:relative"> <span class="pl-c1">DISTILLED_SIGMAS</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC27" class="react-file-line html-div" data-testid="code-cell" data-line-number="27" style="position:relative"> <span class="pl-v">STAGE_2_DISTILLED_SIGMAS</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC28" class="react-file-line html-div" data-testid="code-cell" data-line-number="28" style="position:relative"> <span class="pl-s1">detect_params</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC29" class="react-file-line html-div" data-testid="code-cell" data-line-number="29" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC30" class="react-file-line html-div" data-testid="code-cell" data-line-number="30" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_pipelines</span>.<span class="pl-s1">utils</span>.<span class="pl-s1">denoisers</span> <span class="pl-k">import</span> <span class="pl-v">SimpleDenoiser</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC31" class="react-file-line html-div" data-testid="code-cell" data-line-number="31" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_pipelines</span>.<span class="pl-s1">utils</span>.<span class="pl-s1">helpers</span> <span class="pl-k">import</span> (</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC32" class="react-file-line html-div" data-testid="code-cell" data-line-number="32" style="position:relative"> <span class="pl-s1">assert_resolution</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC33" class="react-file-line html-div" data-testid="code-cell" data-line-number="33" style="position:relative"> <span class="pl-s1">combined_image_conditionings</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC34" class="react-file-line html-div" data-testid="code-cell" data-line-number="34" style="position:relative"> <span class="pl-s1">get_device</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC35" class="react-file-line html-div" data-testid="code-cell" data-line-number="35" style="position:relative">)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC36" class="react-file-line html-div" data-testid="code-cell" data-line-number="36" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_pipelines</span>.<span class="pl-s1">utils</span>.<span class="pl-s1">media_io</span> <span class="pl-k">import</span> <span class="pl-s1">encode_video</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC37" class="react-file-line html-div" data-testid="code-cell" data-line-number="37" style="position:relative"><span class="pl-k">from</span> <span class="pl-s1">ltx_pipelines</span>.<span class="pl-s1">utils</span>.<span class="pl-s1">types</span> <span class="pl-k">import</span> <span class="pl-v">ModalitySpec</span>, <span class="pl-v">OffloadMode</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC38" class="react-file-line html-div" data-testid="code-cell" data-line-number="38" style="position:relative"> |
| </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC39" class="react-file-line html-div" data-testid="code-cell" data-line-number="39" style="position:relative"> |
| </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC40" class="react-file-line html-div" data-testid="code-cell" data-line-number="40" style="position:relative"><span class="pl-k">class</span> <span class="pl-v">DistilledPipeline</span>:</div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC41" class="react-file-line html-div" data-testid="code-cell" data-line-number="41" style="position:relative"> <span class="pl-s">"""</span></div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC42" class="react-file-line html-div" data-testid="code-cell" data-line-number="42" style="position:relative"><span class="pl-s"> Two-stage distilled video generation pipeline.</span></div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC43" class="react-file-line html-div" data-testid="code-cell" data-line-number="43" style="position:relative"><span class="pl-s"> Stage 1 generates video at half of the target resolution, then Stage 2 upsamples</span></div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC44" class="react-file-line html-div" data-testid="code-cell" data-line-number="44" style="position:relative"><span class="pl-s"> by 2x and refines with additional denoising steps for higher quality output.</span></div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC45" class="react-file-line html-div" data-testid="code-cell" data-line-number="45" style="position:relative"><span class="pl-s"> """</span></div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC46" class="react-file-line html-div" data-testid="code-cell" data-line-number="46" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC47" class="react-file-line html-div" data-testid="code-cell" data-line-number="47" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">__init__</span>(</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC48" class="react-file-line html-div" data-testid="code-cell" data-line-number="48" style="position:relative"> <span class="pl-s1">self</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC49" class="react-file-line html-div" data-testid="code-cell" data-line-number="49" style="position:relative"> <span class="pl-s1">distilled_checkpoint_path</span>: <span class="pl-smi">str</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC50" class="react-file-line html-div" data-testid="code-cell" data-line-number="50" style="position:relative"> <span class="pl-s1">gemma_root</span>: <span class="pl-smi">str</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC51" class="react-file-line html-div" data-testid="code-cell" data-line-number="51" style="position:relative"> <span class="pl-s1">spatial_upsampler_path</span>: <span class="pl-smi">str</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC52" class="react-file-line html-div" data-testid="code-cell" data-line-number="52" style="position:relative"> <span class="pl-s1">loras</span>: <span class="pl-s1">list</span>[<span class="pl-smi">LoraPathStrengthAndSDOps</span>],</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC53" class="react-file-line html-div" data-testid="code-cell" data-line-number="53" style="position:relative"> <span class="pl-s1">device</span>: <span class="pl-s1">torch</span>.<span class="pl-c1">device</span> <span class="pl-c1">|</span> <span class="pl-c1">None</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC54" class="react-file-line html-div" data-testid="code-cell" data-line-number="54" style="position:relative"> <span class="pl-s1">quantization</span>: <span class="pl-v">QuantizationPolicy</span> <span class="pl-c1">|</span> <span class="pl-c1">None</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC55" class="react-file-line html-div" data-testid="code-cell" data-line-number="55" style="position:relative"> <span class="pl-s1">registry</span>: <span class="pl-v">Registry</span> <span class="pl-c1">|</span> <span class="pl-c1">None</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC56" class="react-file-line html-div" data-testid="code-cell" data-line-number="56" style="position:relative"> <span class="pl-s1">torch_compile</span>: <span class="pl-smi">bool</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC57" class="react-file-line html-div" data-testid="code-cell" data-line-number="57" style="position:relative"> <span class="pl-s1">offload_mode</span>: <span class="pl-smi">OffloadMode</span> <span class="pl-c1">=</span> <span class="pl-v">OffloadMode</span>.<span class="pl-c1">NONE</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC58" class="react-file-line html-div" data-testid="code-cell" data-line-number="58" style="position:relative"> ):</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC59" class="react-file-line html-div" data-testid="code-cell" data-line-number="59" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">device</span> <span class="pl-c1">=</span> <span class="pl-s1">device</span> <span class="pl-c1">or</span> <span class="pl-en">get_device</span>()</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC60" class="react-file-line html-div" data-testid="code-cell" data-line-number="60" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">dtype</span> <span class="pl-c1">=</span> <span class="pl-s1">torch</span>.<span class="pl-c1">bfloat16</span></div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC61" class="react-file-line html-div" data-testid="code-cell" data-line-number="61" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC62" class="react-file-line html-div" data-testid="code-cell" data-line-number="62" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">prompt_encoder</span> <span class="pl-c1">=</span> <span class="pl-en">PromptEncoder</span>(</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC63" class="react-file-line html-div" data-testid="code-cell" data-line-number="63" style="position:relative"> <span class="pl-s1">distilled_checkpoint_path</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC64" class="react-file-line html-div" data-testid="code-cell" data-line-number="64" style="position:relative"> <span class="pl-s1">gemma_root</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC65" class="react-file-line html-div" data-testid="code-cell" data-line-number="65" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">dtype</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC66" class="react-file-line html-div" data-testid="code-cell" data-line-number="66" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">device</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC67" class="react-file-line html-div" data-testid="code-cell" data-line-number="67" style="position:relative"> <span class="pl-s1">registry</span><span class="pl-c1">=</span><span class="pl-s1">registry</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC68" class="react-file-line html-div" data-testid="code-cell" data-line-number="68" style="position:relative"> <span class="pl-s1">offload_mode</span><span class="pl-c1">=</span><span class="pl-s1">offload_mode</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC69" class="react-file-line html-div" data-testid="code-cell" data-line-number="69" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC70" class="react-file-line html-div" data-testid="code-cell" data-line-number="70" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">image_conditioner</span> <span class="pl-c1">=</span> <span class="pl-en">ImageConditioner</span>(<span class="pl-s1">distilled_checkpoint_path</span>, <span class="pl-s1">self</span>.<span class="pl-c1">dtype</span>, <span class="pl-s1">self</span>.<span class="pl-c1">device</span>, <span class="pl-s1">registry</span><span class="pl-c1">=</span><span class="pl-s1">registry</span>)</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC71" class="react-file-line html-div" data-testid="code-cell" data-line-number="71" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">stage</span> <span class="pl-c1">=</span> <span class="pl-en">DiffusionStage</span>(</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC72" class="react-file-line html-div" data-testid="code-cell" data-line-number="72" style="position:relative"> <span class="pl-s1">distilled_checkpoint_path</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC73" class="react-file-line html-div" data-testid="code-cell" data-line-number="73" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">dtype</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC74" class="react-file-line html-div" data-testid="code-cell" data-line-number="74" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">device</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC75" class="react-file-line html-div" data-testid="code-cell" data-line-number="75" style="position:relative"> <span class="pl-s1">loras</span><span class="pl-c1">=</span><span class="pl-en">tuple</span>(<span class="pl-s1">loras</span>),</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC76" class="react-file-line html-div" data-testid="code-cell" data-line-number="76" style="position:relative"> <span class="pl-s1">quantization</span><span class="pl-c1">=</span><span class="pl-s1">quantization</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC77" class="react-file-line html-div" data-testid="code-cell" data-line-number="77" style="position:relative"> <span class="pl-s1">registry</span><span class="pl-c1">=</span><span class="pl-s1">registry</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC78" class="react-file-line html-div" data-testid="code-cell" data-line-number="78" style="position:relative"> <span class="pl-s1">torch_compile</span><span class="pl-c1">=</span><span class="pl-s1">torch_compile</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC79" class="react-file-line html-div" data-testid="code-cell" data-line-number="79" style="position:relative"> <span class="pl-s1">offload_mode</span><span class="pl-c1">=</span><span class="pl-s1">offload_mode</span>,</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC80" class="react-file-line html-div" data-testid="code-cell" data-line-number="80" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC81" class="react-file-line html-div" data-testid="code-cell" data-line-number="81" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">upsampler</span> <span class="pl-c1">=</span> <span class="pl-en">VideoUpsampler</span>(</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC82" class="react-file-line html-div" data-testid="code-cell" data-line-number="82" style="position:relative"> <span class="pl-s1">distilled_checkpoint_path</span>, <span class="pl-s1">spatial_upsampler_path</span>, <span class="pl-s1">self</span>.<span class="pl-c1">dtype</span>, <span class="pl-s1">self</span>.<span class="pl-c1">device</span>, <span class="pl-s1">registry</span><span class="pl-c1">=</span><span class="pl-s1">registry</span></div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC83" class="react-file-line html-div" data-testid="code-cell" data-line-number="83" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-46 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC84" class="react-file-line html-div" data-testid="code-cell" data-line-number="84" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">video_decoder</span> <span class="pl-c1">=</span> <span class="pl-en">VideoDecoder</span>(<span class="pl-s1">distilled_checkpoint_path</span>, <span class="pl-s1">self</span>.<span class="pl-c1">dtype</span>, <span class="pl-s1">self</span>.<span class="pl-c1">device</span>, <span class="pl-s1">registry</span><span class="pl-c1">=</span><span class="pl-s1">registry</span>)</div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC85" class="react-file-line html-div" data-testid="code-cell" data-line-number="85" style="position:relative"> <span class="pl-s1">self</span>.<span class="pl-c1">audio_decoder</span> <span class="pl-c1">=</span> <span class="pl-en">AudioDecoder</span>(<span class="pl-s1">distilled_checkpoint_path</span>, <span class="pl-s1">self</span>.<span class="pl-c1">dtype</span>, <span class="pl-s1">self</span>.<span class="pl-c1">device</span>, <span class="pl-s1">registry</span><span class="pl-c1">=</span><span class="pl-s1">registry</span>)</div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC86" class="react-file-line html-div" data-testid="code-cell" data-line-number="86" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC87" class="react-file-line html-div" data-testid="code-cell" data-line-number="87" style="position:relative"> <span class="pl-k">def</span> <span class="pl-en">__call__</span>( <span class="pl-c"># noqa: PLR0913</span></div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC88" class="react-file-line html-div" data-testid="code-cell" data-line-number="88" style="position:relative"> <span class="pl-s1">self</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC89" class="react-file-line html-div" data-testid="code-cell" data-line-number="89" style="position:relative"> <span class="pl-s1">prompt</span>: <span class="pl-smi">str</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC90" class="react-file-line html-div" data-testid="code-cell" data-line-number="90" style="position:relative"> <span class="pl-s1">seed</span>: <span class="pl-smi">int</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC91" class="react-file-line html-div" data-testid="code-cell" data-line-number="91" style="position:relative"> <span class="pl-s1">height</span>: <span class="pl-smi">int</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC92" class="react-file-line html-div" data-testid="code-cell" data-line-number="92" style="position:relative"> <span class="pl-s1">width</span>: <span class="pl-smi">int</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC93" class="react-file-line html-div" data-testid="code-cell" data-line-number="93" style="position:relative"> <span class="pl-s1">num_frames</span>: <span class="pl-smi">int</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC94" class="react-file-line html-div" data-testid="code-cell" data-line-number="94" style="position:relative"> <span class="pl-s1">frame_rate</span>: <span class="pl-smi">float</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC95" class="react-file-line html-div" data-testid="code-cell" data-line-number="95" style="position:relative"> <span class="pl-s1">images</span>: <span class="pl-s1">list</span>[<span class="pl-smi">ImageConditioningInput</span>],</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC96" class="react-file-line html-div" data-testid="code-cell" data-line-number="96" style="position:relative"> <span class="pl-s1">tiling_config</span>: <span class="pl-v">TilingConfig</span> <span class="pl-c1">|</span> <span class="pl-c1">None</span> <span class="pl-c1">=</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC97" class="react-file-line html-div" data-testid="code-cell" data-line-number="97" style="position:relative"> <span class="pl-s1">enhance_prompt</span>: <span class="pl-smi">bool</span> <span class="pl-c1">=</span> <span class="pl-c1">False</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC98" class="react-file-line html-div" data-testid="code-cell" data-line-number="98" style="position:relative"> <span class="pl-s1">stage_1_sigmas</span>: <span class="pl-s1">torch</span>.<span class="pl-c1">Tensor</span> <span class="pl-c1">=</span> <span class="pl-c1">DISTILLED_SIGMAS</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC99" class="react-file-line html-div" data-testid="code-cell" data-line-number="99" style="position:relative"> <span class="pl-s1">stage_2_sigmas</span>: <span class="pl-s1">torch</span>.<span class="pl-c1">Tensor</span> <span class="pl-c1">=</span> <span class="pl-v">STAGE_2_DISTILLED_SIGMAS</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC100" class="react-file-line html-div" data-testid="code-cell" data-line-number="100" style="position:relative"> ) <span class="pl-c1">-></span> <span class="pl-s1">tuple</span>[<span class="pl-v">Iterator</span>[<span class="pl-s1">torch</span>.<span class="pl-c1">Tensor</span>], <span class="pl-smi">Audio</span>]:</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC101" class="react-file-line html-div" data-testid="code-cell" data-line-number="101" style="position:relative"> <span class="pl-en">assert_resolution</span>(<span class="pl-s1">height</span><span class="pl-c1">=</span><span class="pl-s1">height</span>, <span class="pl-s1">width</span><span class="pl-c1">=</span><span class="pl-s1">width</span>, <span class="pl-s1">is_two_stage</span><span class="pl-c1">=</span><span class="pl-c1">True</span>)</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC102" class="react-file-line html-div" data-testid="code-cell" data-line-number="102" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC103" class="react-file-line html-div" data-testid="code-cell" data-line-number="103" style="position:relative"> <span class="pl-s1">generator</span> <span class="pl-c1">=</span> <span class="pl-s1">torch</span>.<span class="pl-c1">Generator</span>(<span class="pl-s1">device</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">device</span>).<span class="pl-c1">manual_seed</span>(<span class="pl-s1">seed</span>)</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC104" class="react-file-line html-div" data-testid="code-cell" data-line-number="104" style="position:relative"> <span class="pl-s1">noiser</span> <span class="pl-c1">=</span> <span class="pl-en">GaussianNoiser</span>(<span class="pl-s1">generator</span><span class="pl-c1">=</span><span class="pl-s1">generator</span>)</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC105" class="react-file-line html-div" data-testid="code-cell" data-line-number="105" style="position:relative"> <span class="pl-s1">dtype</span> <span class="pl-c1">=</span> <span class="pl-s1">torch</span>.<span class="pl-c1">bfloat16</span></div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC106" class="react-file-line html-div" data-testid="code-cell" data-line-number="106" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC107" class="react-file-line html-div" data-testid="code-cell" data-line-number="107" style="position:relative"> (<span class="pl-s1">ctx_p</span>,) <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">prompt_encoder</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC108" class="react-file-line html-div" data-testid="code-cell" data-line-number="108" style="position:relative"> [<span class="pl-s1">prompt</span>],</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC109" class="react-file-line html-div" data-testid="code-cell" data-line-number="109" style="position:relative"> <span class="pl-s1">enhance_first_prompt</span><span class="pl-c1">=</span><span class="pl-s1">enhance_prompt</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC110" class="react-file-line html-div" data-testid="code-cell" data-line-number="110" style="position:relative"> <span class="pl-s1">enhance_prompt_image</span><span class="pl-c1">=</span><span class="pl-s1">images</span>[<span class="pl-c1">0</span>][<span class="pl-c1">0</span>] <span class="pl-k">if</span> <span class="pl-en">len</span>(<span class="pl-s1">images</span>) <span class="pl-c1">></span> <span class="pl-c1">0</span> <span class="pl-k">else</span> <span class="pl-c1">None</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC111" class="react-file-line html-div" data-testid="code-cell" data-line-number="111" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC112" class="react-file-line html-div" data-testid="code-cell" data-line-number="112" style="position:relative"> <span class="pl-s1">video_context</span>, <span class="pl-s1">audio_context</span> <span class="pl-c1">=</span> <span class="pl-s1">ctx_p</span>.<span class="pl-c1">video_encoding</span>, <span class="pl-s1">ctx_p</span>.<span class="pl-c1">audio_encoding</span></div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC113" class="react-file-line html-div" data-testid="code-cell" data-line-number="113" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC114" class="react-file-line html-div" data-testid="code-cell" data-line-number="114" style="position:relative"> <span class="pl-c"># Stage 1: Initial low resolution video generation.</span></div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC115" class="react-file-line html-div" data-testid="code-cell" data-line-number="115" style="position:relative"> <span class="pl-s1">stage_1_sigmas</span> <span class="pl-c1">=</span> <span class="pl-s1">stage_1_sigmas</span>.<span class="pl-c1">to</span>(<span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">torch</span>.<span class="pl-c1">float32</span>, <span class="pl-s1">device</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">device</span>)</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC116" class="react-file-line html-div" data-testid="code-cell" data-line-number="116" style="position:relative"> <span class="pl-s1">stage_1_w</span>, <span class="pl-s1">stage_1_h</span> <span class="pl-c1">=</span> <span class="pl-s1">width</span> <span class="pl-c1">//</span> <span class="pl-c1">2</span>, <span class="pl-s1">height</span> <span class="pl-c1">//</span> <span class="pl-c1">2</span></div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC117" class="react-file-line html-div" data-testid="code-cell" data-line-number="117" style="position:relative"> <span class="pl-s1">stage_1_conditionings</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">image_conditioner</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC118" class="react-file-line html-div" data-testid="code-cell" data-line-number="118" style="position:relative"> <span class="pl-k">lambda</span> <span class="pl-s1">enc</span>: <span class="pl-en">combined_image_conditionings</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC119" class="react-file-line html-div" data-testid="code-cell" data-line-number="119" style="position:relative"> <span class="pl-s1">images</span><span class="pl-c1">=</span><span class="pl-s1">images</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC120" class="react-file-line html-div" data-testid="code-cell" data-line-number="120" style="position:relative"> <span class="pl-s1">height</span><span class="pl-c1">=</span><span class="pl-s1">stage_1_h</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC121" class="react-file-line html-div" data-testid="code-cell" data-line-number="121" style="position:relative"> <span class="pl-s1">width</span><span class="pl-c1">=</span><span class="pl-s1">stage_1_w</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC122" class="react-file-line html-div" data-testid="code-cell" data-line-number="122" style="position:relative"> <span class="pl-s1">video_encoder</span><span class="pl-c1">=</span><span class="pl-s1">enc</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC123" class="react-file-line html-div" data-testid="code-cell" data-line-number="123" style="position:relative"> <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">dtype</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC124" class="react-file-line html-div" data-testid="code-cell" data-line-number="124" style="position:relative"> <span class="pl-s1">device</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">device</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC125" class="react-file-line html-div" data-testid="code-cell" data-line-number="125" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC126" class="react-file-line html-div" data-testid="code-cell" data-line-number="126" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC127" class="react-file-line html-div" data-testid="code-cell" data-line-number="127" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC128" class="react-file-line html-div" data-testid="code-cell" data-line-number="128" style="position:relative"> <span class="pl-s1">video_state</span>, <span class="pl-s1">audio_state</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">stage</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC129" class="react-file-line html-div" data-testid="code-cell" data-line-number="129" style="position:relative"> <span class="pl-s1">denoiser</span><span class="pl-c1">=</span><span class="pl-en">SimpleDenoiser</span>(<span class="pl-s1">video_context</span>, <span class="pl-s1">audio_context</span>),</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC130" class="react-file-line html-div" data-testid="code-cell" data-line-number="130" style="position:relative"> <span class="pl-s1">sigmas</span><span class="pl-c1">=</span><span class="pl-s1">stage_1_sigmas</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC131" class="react-file-line html-div" data-testid="code-cell" data-line-number="131" style="position:relative"> <span class="pl-s1">noiser</span><span class="pl-c1">=</span><span class="pl-s1">noiser</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC132" class="react-file-line html-div" data-testid="code-cell" data-line-number="132" style="position:relative"> <span class="pl-s1">width</span><span class="pl-c1">=</span><span class="pl-s1">stage_1_w</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC133" class="react-file-line html-div" data-testid="code-cell" data-line-number="133" style="position:relative"> <span class="pl-s1">height</span><span class="pl-c1">=</span><span class="pl-s1">stage_1_h</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC134" class="react-file-line html-div" data-testid="code-cell" data-line-number="134" style="position:relative"> <span class="pl-s1">frames</span><span class="pl-c1">=</span><span class="pl-s1">num_frames</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC135" class="react-file-line html-div" data-testid="code-cell" data-line-number="135" style="position:relative"> <span class="pl-s1">fps</span><span class="pl-c1">=</span><span class="pl-s1">frame_rate</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC136" class="react-file-line html-div" data-testid="code-cell" data-line-number="136" style="position:relative"> <span class="pl-s1">video</span><span class="pl-c1">=</span><span class="pl-en">ModalitySpec</span>(<span class="pl-s1">context</span><span class="pl-c1">=</span><span class="pl-s1">video_context</span>, <span class="pl-s1">conditionings</span><span class="pl-c1">=</span><span class="pl-s1">stage_1_conditionings</span>),</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC137" class="react-file-line html-div" data-testid="code-cell" data-line-number="137" style="position:relative"> <span class="pl-s1">audio</span><span class="pl-c1">=</span><span class="pl-en">ModalitySpec</span>(<span class="pl-s1">context</span><span class="pl-c1">=</span><span class="pl-s1">audio_context</span>),</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC138" class="react-file-line html-div" data-testid="code-cell" data-line-number="138" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC139" class="react-file-line html-div" data-testid="code-cell" data-line-number="139" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC140" class="react-file-line html-div" data-testid="code-cell" data-line-number="140" style="position:relative"> <span class="pl-c"># Stage 2: Upsample and refine the video at higher resolution with distilled LORA.</span></div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC141" class="react-file-line html-div" data-testid="code-cell" data-line-number="141" style="position:relative"> <span class="pl-s1">upscaled_video_latent</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">upsampler</span>(<span class="pl-s1">video_state</span>.<span class="pl-c1">latent</span>[:<span class="pl-c1">1</span>])</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC142" class="react-file-line html-div" data-testid="code-cell" data-line-number="142" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC143" class="react-file-line html-div" data-testid="code-cell" data-line-number="143" style="position:relative"> <span class="pl-s1">stage_2_sigmas</span> <span class="pl-c1">=</span> <span class="pl-s1">stage_2_sigmas</span>.<span class="pl-c1">to</span>(<span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">torch</span>.<span class="pl-c1">float32</span>, <span class="pl-s1">device</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">device</span>)</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC144" class="react-file-line html-div" data-testid="code-cell" data-line-number="144" style="position:relative"> <span class="pl-s1">stage_2_conditionings</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">image_conditioner</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC145" class="react-file-line html-div" data-testid="code-cell" data-line-number="145" style="position:relative"> <span class="pl-k">lambda</span> <span class="pl-s1">enc</span>: <span class="pl-en">combined_image_conditionings</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC146" class="react-file-line html-div" data-testid="code-cell" data-line-number="146" style="position:relative"> <span class="pl-s1">images</span><span class="pl-c1">=</span><span class="pl-s1">images</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC147" class="react-file-line html-div" data-testid="code-cell" data-line-number="147" style="position:relative"> <span class="pl-s1">height</span><span class="pl-c1">=</span><span class="pl-s1">height</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC148" class="react-file-line html-div" data-testid="code-cell" data-line-number="148" style="position:relative"> <span class="pl-s1">width</span><span class="pl-c1">=</span><span class="pl-s1">width</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC149" class="react-file-line html-div" data-testid="code-cell" data-line-number="149" style="position:relative"> <span class="pl-s1">video_encoder</span><span class="pl-c1">=</span><span class="pl-s1">enc</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC150" class="react-file-line html-div" data-testid="code-cell" data-line-number="150" style="position:relative"> <span class="pl-s1">dtype</span><span class="pl-c1">=</span><span class="pl-s1">dtype</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC151" class="react-file-line html-div" data-testid="code-cell" data-line-number="151" style="position:relative"> <span class="pl-s1">device</span><span class="pl-c1">=</span><span class="pl-s1">self</span>.<span class="pl-c1">device</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC152" class="react-file-line html-div" data-testid="code-cell" data-line-number="152" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC153" class="react-file-line html-div" data-testid="code-cell" data-line-number="153" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC154" class="react-file-line html-div" data-testid="code-cell" data-line-number="154" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC155" class="react-file-line html-div" data-testid="code-cell" data-line-number="155" style="position:relative"> <span class="pl-s1">video_state</span>, <span class="pl-s1">audio_state</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">stage</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC156" class="react-file-line html-div" data-testid="code-cell" data-line-number="156" style="position:relative"> <span class="pl-s1">denoiser</span><span class="pl-c1">=</span><span class="pl-en">SimpleDenoiser</span>(<span class="pl-s1">video_context</span>, <span class="pl-s1">audio_context</span>),</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC157" class="react-file-line html-div" data-testid="code-cell" data-line-number="157" style="position:relative"> <span class="pl-s1">sigmas</span><span class="pl-c1">=</span><span class="pl-s1">stage_2_sigmas</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC158" class="react-file-line html-div" data-testid="code-cell" data-line-number="158" style="position:relative"> <span class="pl-s1">noiser</span><span class="pl-c1">=</span><span class="pl-s1">noiser</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC159" class="react-file-line html-div" data-testid="code-cell" data-line-number="159" style="position:relative"> <span class="pl-s1">width</span><span class="pl-c1">=</span><span class="pl-s1">width</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC160" class="react-file-line html-div" data-testid="code-cell" data-line-number="160" style="position:relative"> <span class="pl-s1">height</span><span class="pl-c1">=</span><span class="pl-s1">height</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC161" class="react-file-line html-div" data-testid="code-cell" data-line-number="161" style="position:relative"> <span class="pl-s1">frames</span><span class="pl-c1">=</span><span class="pl-s1">num_frames</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC162" class="react-file-line html-div" data-testid="code-cell" data-line-number="162" style="position:relative"> <span class="pl-s1">fps</span><span class="pl-c1">=</span><span class="pl-s1">frame_rate</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC163" class="react-file-line html-div" data-testid="code-cell" data-line-number="163" style="position:relative"> <span class="pl-s1">video</span><span class="pl-c1">=</span><span class="pl-en">ModalitySpec</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC164" class="react-file-line html-div" data-testid="code-cell" data-line-number="164" style="position:relative"> <span class="pl-s1">context</span><span class="pl-c1">=</span><span class="pl-s1">video_context</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC165" class="react-file-line html-div" data-testid="code-cell" data-line-number="165" style="position:relative"> <span class="pl-s1">conditionings</span><span class="pl-c1">=</span><span class="pl-s1">stage_2_conditionings</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC166" class="react-file-line html-div" data-testid="code-cell" data-line-number="166" style="position:relative"> <span class="pl-s1">noise_scale</span><span class="pl-c1">=</span><span class="pl-s1">stage_2_sigmas</span>[<span class="pl-c1">0</span>].<span class="pl-c1">item</span>(),</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC167" class="react-file-line html-div" data-testid="code-cell" data-line-number="167" style="position:relative"> <span class="pl-s1">initial_latent</span><span class="pl-c1">=</span><span class="pl-s1">upscaled_video_latent</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC168" class="react-file-line html-div" data-testid="code-cell" data-line-number="168" style="position:relative"> ),</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC169" class="react-file-line html-div" data-testid="code-cell" data-line-number="169" style="position:relative"> <span class="pl-s1">audio</span><span class="pl-c1">=</span><span class="pl-en">ModalitySpec</span>(</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC170" class="react-file-line html-div" data-testid="code-cell" data-line-number="170" style="position:relative"> <span class="pl-s1">context</span><span class="pl-c1">=</span><span class="pl-s1">audio_context</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC171" class="react-file-line html-div" data-testid="code-cell" data-line-number="171" style="position:relative"> <span class="pl-s1">noise_scale</span><span class="pl-c1">=</span><span class="pl-s1">stage_2_sigmas</span>[<span class="pl-c1">0</span>].<span class="pl-c1">item</span>(),</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC172" class="react-file-line html-div" data-testid="code-cell" data-line-number="172" style="position:relative"> <span class="pl-s1">initial_latent</span><span class="pl-c1">=</span><span class="pl-s1">audio_state</span>.<span class="pl-c1">latent</span>,</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC173" class="react-file-line html-div" data-testid="code-cell" data-line-number="173" style="position:relative"> ),</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC174" class="react-file-line html-div" data-testid="code-cell" data-line-number="174" style="position:relative"> )</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC175" class="react-file-line html-div" data-testid="code-cell" data-line-number="175" style="position:relative"> |
| </div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC176" class="react-file-line html-div" data-testid="code-cell" data-line-number="176" style="position:relative"> <span class="pl-s1">decoded_video</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">video_decoder</span>(<span class="pl-s1">video_state</span>.<span class="pl-c1">latent</span>, <span class="pl-s1">tiling_config</span>, <span class="pl-s1">generator</span>)</div></div></div><div class="child-of-line-39 child-of-line-86 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC177" class="react-file-line html-div" data-testid="code-cell" data-line-number="177" style="position:relative"> <span class="pl-s1">decoded_audio</span> <span class="pl-c1">=</span> <span class="pl-s1">self</span>.<span class="pl-c1">audio_decoder</span>(<span class="pl-s1">audio_state</span>.<span class="pl-c1">latent</span>)</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC178" class="react-file-line html-div" data-testid="code-cell" data-line-number="178" style="position:relative"> <span class="pl-k">return</span> <span class="pl-s1">decoded_video</span>, <span class="pl-s1">decoded_audio</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC179" class="react-file-line html-div" data-testid="code-cell" data-line-number="179" style="position:relative"> |
| </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC180" class="react-file-line html-div" data-testid="code-cell" data-line-number="180" style="position:relative"> |
| </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC181" class="react-file-line html-div" data-testid="code-cell" data-line-number="181" style="position:relative"><span class="pl-en">@<span class="pl-s1">torch</span>.<span class="pl-c1">inference_mode</span>()</span></div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC182" class="react-file-line html-div" data-testid="code-cell" data-line-number="182" style="position:relative"><span class="pl-k">def</span> <span class="pl-en">main</span>() <span class="pl-c1">-></span> <span class="pl-c1">None</span>:</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC183" class="react-file-line html-div" data-testid="code-cell" data-line-number="183" style="position:relative"> <span class="pl-s1">logging</span>.<span class="pl-c1">getLogger</span>().<span class="pl-c1">setLevel</span>(<span class="pl-s1">logging</span>.<span class="pl-c1">INFO</span>)</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC184" class="react-file-line html-div" data-testid="code-cell" data-line-number="184" style="position:relative"> <span class="pl-s1">checkpoint_path</span> <span class="pl-c1">=</span> <span class="pl-en">detect_checkpoint_path</span>(<span class="pl-s1">distilled</span><span class="pl-c1">=</span><span class="pl-c1">True</span>)</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC185" class="react-file-line html-div" data-testid="code-cell" data-line-number="185" style="position:relative"> <span class="pl-s1">params</span> <span class="pl-c1">=</span> <span class="pl-en">detect_params</span>(<span class="pl-s1">checkpoint_path</span>)</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC186" class="react-file-line html-div" data-testid="code-cell" data-line-number="186" style="position:relative"> <span class="pl-s1">parser</span> <span class="pl-c1">=</span> <span class="pl-en">default_2_stage_distilled_arg_parser</span>(<span class="pl-s1">params</span><span class="pl-c1">=</span><span class="pl-s1">params</span>)</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC187" class="react-file-line html-div" data-testid="code-cell" data-line-number="187" style="position:relative"> <span class="pl-s1">args</span> <span class="pl-c1">=</span> <span class="pl-s1">parser</span>.<span class="pl-c1">parse_args</span>()</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC188" class="react-file-line html-div" data-testid="code-cell" data-line-number="188" style="position:relative"> <span class="pl-s1">pipeline</span> <span class="pl-c1">=</span> <span class="pl-en">DistilledPipeline</span>(</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC189" class="react-file-line html-div" data-testid="code-cell" data-line-number="189" style="position:relative"> <span class="pl-s1">distilled_checkpoint_path</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">distilled_checkpoint_path</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC190" class="react-file-line html-div" data-testid="code-cell" data-line-number="190" style="position:relative"> <span class="pl-s1">spatial_upsampler_path</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">spatial_upsampler_path</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC191" class="react-file-line html-div" data-testid="code-cell" data-line-number="191" style="position:relative"> <span class="pl-s1">gemma_root</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">gemma_root</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC192" class="react-file-line html-div" data-testid="code-cell" data-line-number="192" style="position:relative"> <span class="pl-s1">loras</span><span class="pl-c1">=</span><span class="pl-en">tuple</span>(<span class="pl-s1">args</span>.<span class="pl-c1">lora</span>) <span class="pl-k">if</span> <span class="pl-s1">args</span>.<span class="pl-c1">lora</span> <span class="pl-k">else</span> (),</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC193" class="react-file-line html-div" data-testid="code-cell" data-line-number="193" style="position:relative"> <span class="pl-s1">quantization</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">quantization</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC194" class="react-file-line html-div" data-testid="code-cell" data-line-number="194" style="position:relative"> <span class="pl-s1">torch_compile</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">compile</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC195" class="react-file-line html-div" data-testid="code-cell" data-line-number="195" style="position:relative"> <span class="pl-s1">offload_mode</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">offload_mode</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC196" class="react-file-line html-div" data-testid="code-cell" data-line-number="196" style="position:relative"> )</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC197" class="react-file-line html-div" data-testid="code-cell" data-line-number="197" style="position:relative"> <span class="pl-s1">tiling_config</span> <span class="pl-c1">=</span> <span class="pl-v">TilingConfig</span>.<span class="pl-c1">default</span>()</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC198" class="react-file-line html-div" data-testid="code-cell" data-line-number="198" style="position:relative"> <span class="pl-s1">video_chunks_number</span> <span class="pl-c1">=</span> <span class="pl-en">get_video_chunks_number</span>(<span class="pl-s1">args</span>.<span class="pl-c1">num_frames</span>, <span class="pl-s1">tiling_config</span>)</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC199" class="react-file-line html-div" data-testid="code-cell" data-line-number="199" style="position:relative"> <span class="pl-s1">video</span>, <span class="pl-s1">audio</span> <span class="pl-c1">=</span> <span class="pl-en">pipeline</span>(</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC200" class="react-file-line html-div" data-testid="code-cell" data-line-number="200" style="position:relative"> <span class="pl-s1">prompt</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">prompt</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC201" class="react-file-line html-div" data-testid="code-cell" data-line-number="201" style="position:relative"> <span class="pl-s1">seed</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">seed</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC202" class="react-file-line html-div" data-testid="code-cell" data-line-number="202" style="position:relative"> <span class="pl-s1">height</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">height</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC203" class="react-file-line html-div" data-testid="code-cell" data-line-number="203" style="position:relative"> <span class="pl-s1">width</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">width</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC204" class="react-file-line html-div" data-testid="code-cell" data-line-number="204" style="position:relative"> <span class="pl-s1">num_frames</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">num_frames</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC205" class="react-file-line html-div" data-testid="code-cell" data-line-number="205" style="position:relative"> <span class="pl-s1">frame_rate</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">frame_rate</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC206" class="react-file-line html-div" data-testid="code-cell" data-line-number="206" style="position:relative"> <span class="pl-s1">images</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">images</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC207" class="react-file-line html-div" data-testid="code-cell" data-line-number="207" style="position:relative"> <span class="pl-s1">tiling_config</span><span class="pl-c1">=</span><span class="pl-s1">tiling_config</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC208" class="react-file-line html-div" data-testid="code-cell" data-line-number="208" style="position:relative"> <span class="pl-s1">enhance_prompt</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">enhance_prompt</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC209" class="react-file-line html-div" data-testid="code-cell" data-line-number="209" style="position:relative"> )</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC210" class="react-file-line html-div" data-testid="code-cell" data-line-number="210" style="position:relative"> |
| </div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC211" class="react-file-line html-div" data-testid="code-cell" data-line-number="211" style="position:relative"> <span class="pl-en">encode_video</span>(</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC212" class="react-file-line html-div" data-testid="code-cell" data-line-number="212" style="position:relative"> <span class="pl-s1">video</span><span class="pl-c1">=</span><span class="pl-s1">video</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC213" class="react-file-line html-div" data-testid="code-cell" data-line-number="213" style="position:relative"> <span class="pl-s1">fps</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">frame_rate</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC214" class="react-file-line html-div" data-testid="code-cell" data-line-number="214" style="position:relative"> <span class="pl-s1">audio</span><span class="pl-c1">=</span><span class="pl-s1">audio</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC215" class="react-file-line html-div" data-testid="code-cell" data-line-number="215" style="position:relative"> <span class="pl-s1">output_path</span><span class="pl-c1">=</span><span class="pl-s1">args</span>.<span class="pl-c1">output_path</span>,</div></div></div><div class="child-of-line-181 react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC216" class="react-file-line html-div" data-testid="code-cell" data-line-number="216" style="position:relative"> <span class="pl-s1">video_chunks_number</span><span class="pl-c1">=</span><span class="pl-s1">video_chunks_number</span>,</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC217" class="react-file-line html-div" data-testid="code-cell" data-line-number="217" style="position:relative"> )</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC218" class="react-file-line html-div" data-testid="code-cell" data-line-number="218" style="position:relative"> |
| </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC219" class="react-file-line html-div" data-testid="code-cell" data-line-number="219" style="position:relative"> |
| </div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC220" class="react-file-line html-div" data-testid="code-cell" data-line-number="220" style="position:relative"><span class="pl-k">if</span> <span class="pl-s1">__name__</span> <span class="pl-c1">==</span> <span class="pl-s">"__main__"</span>:</div></div></div><div class="react-code-text react-code-line-contents" style="min-height:auto"><div><div id="LC221" class="react-file-line html-div" data-testid="code-cell" data-line-number="221" style="position:relative"> <span class="pl-en">main</span>()</div></div></div></div></div></div><div id="copilot-button-container"></div></div><div id="highlighted-line-menu-container"></div></div></div><div class="d-none"></div></section></div></div></div> </div> <!-- --> </div></div></div></div></div></div><div class="ScrollMarksContainer-module__scrollMarksContainer__Eu7uU" id="find-result-marks-container"></div><div class="d-none"></div><div class="d-none"></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA__R_1___">{"resolvedServerColorMode":"day"}</script></div> |
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| </div> |
| </div> |
| |
| <template id="snippet-clipboard-copy-button"> |
| <div class="zeroclipboard-container position-absolute right-0 top-0"> |
| <clipboard-copy aria-label="Copy code to clipboard" class="ClipboardButton btn js-clipboard-copy m-2 p-0" data-copy-feedback="Copied!" data-tooltip-direction="w"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon m-2 tmp-m-2"> |
| <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> |
| </svg> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none m-2 tmp-m-2"> |
| <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> |
| </svg> |
| </clipboard-copy> |
| </div> |
| </template> |
| <template id="snippet-clipboard-copy-button-unpositioned"> |
| <div class="zeroclipboard-container"> |
| <clipboard-copy aria-label="Copy code to clipboard" class="ClipboardButton btn btn-invisible js-clipboard-copy m-2 p-0 d-flex flex-justify-center flex-items-center" data-copy-feedback="Copied!" data-tooltip-direction="w"> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-copy js-clipboard-copy-icon"> |
| <path d="M0 6.75C0 5.784.784 5 1.75 5h1.5a.75.75 0 0 1 0 1.5h-1.5a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-1.5a.75.75 0 0 1 1.5 0v1.5A1.75 1.75 0 0 1 9.25 16h-7.5A1.75 1.75 0 0 1 0 14.25Z"></path><path d="M5 1.75C5 .784 5.784 0 6.75 0h7.5C15.216 0 16 .784 16 1.75v7.5A1.75 1.75 0 0 1 14.25 11h-7.5A1.75 1.75 0 0 1 5 9.25Zm1.75-.25a.25.25 0 0 0-.25.25v7.5c0 .138.112.25.25.25h7.5a.25.25 0 0 0 .25-.25v-7.5a.25.25 0 0 0-.25-.25Z"></path> |
| </svg> |
| <svg aria-hidden="true" data-component="Octicon" height="16" viewBox="0 0 16 16" version="1.1" width="16" data-view-component="true" class="octicon octicon-check js-clipboard-check-icon color-fg-success d-none"> |
| <path d="M13.78 4.22a.75.75 0 0 1 0 1.06l-7.25 7.25a.75.75 0 0 1-1.06 0L2.22 9.28a.751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018L6 10.94l6.72-6.72a.75.75 0 0 1 1.06 0Z"></path> |
| </svg> |
| </clipboard-copy> |
| </div> |
| </template> |
| |
| |
| |
| |
| </div> |
| <div id="js-global-screen-reader-notice" class="sr-only mt-n1" aria-live="polite" aria-atomic="true" ></div> |
| <div id="js-global-screen-reader-notice-assertive" class="sr-only mt-n1" aria-live="assertive" aria-atomic="true"></div> |
| </body> |
| </html> |
| |
| |
