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	<meta charset="utf-8" /><meta name="hf:doc:metadata" content="{"title":"Artifacts","local":"artifacts","sections":[{"title":"Introduction","local":"introduction","sections":[],"depth":2},{"title":"Logging an artifact","local":"logging-an-artifact","sections":[{"title":"Artifact types","local":"artifact-types","sections":[],"depth":3},{"title":"Building an artifact explicitly","local":"building-an-artifact-explicitly","sections":[],"depth":3},{"title":"Versions and aliases","local":"versions-and-aliases","sections":[],"depth":3}],"depth":2},{"title":"Using an artifact","local":"using-an-artifact","sections":[{"title":"Downloading files","local":"downloading-files","sections":[],"depth":3}],"depth":2},{"title":"Referencing external data","local":"referencing-external-data","sections":[],"depth":2},{"title":"Referencing other stores (S3, GCS, Azure)","local":"referencing-other-stores-s3-gcs-azure","sections":[{"title":"S3 ( s3:// , via boto3 )","local":"s3--s3--via-boto3-","sections":[],"depth":3},{"title":"Google Cloud Storage ( gs:// , via google-cloud-storage )","local":"google-cloud-storage--gs--via-google-cloud-storage-","sections":[],"depth":3},{"title":"Azure Blob Storage (via azure-storage-blob + azure-identity )","local":"azure-blob-storage-via-azure-storage-blob--azure-identity-","sections":[],"depth":3}],"depth":2},{"title":"Browsing artifacts in the dashboard","local":"browsing-artifacts-in-the-dashboard","sections":[],"depth":2},{"title":"Remote storage","local":"remote-storage","sections":[],"depth":2}],"depth":1}"/>
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	<!--1oozjl8--><meta name="hf:doc:metadata" content="{"title":"Artifacts","local":"artifacts","sections":[{"title":"Introduction","local":"introduction","sections":[],"depth":2},{"title":"Logging an artifact","local":"logging-an-artifact","sections":[{"title":"Artifact types","local":"artifact-types","sections":[],"depth":3},{"title":"Building an artifact explicitly","local":"building-an-artifact-explicitly","sections":[],"depth":3},{"title":"Versions and aliases","local":"versions-and-aliases","sections":[],"depth":3}],"depth":2},{"title":"Using an artifact","local":"using-an-artifact","sections":[{"title":"Downloading files","local":"downloading-files","sections":[],"depth":3}],"depth":2},{"title":"Referencing external data","local":"referencing-external-data","sections":[],"depth":2},{"title":"Referencing other stores (S3, GCS, Azure)","local":"referencing-other-stores-s3-gcs-azure","sections":[{"title":"S3 ( s3:// , via boto3 )","local":"s3--s3--via-boto3-","sections":[],"depth":3},{"title":"Google Cloud Storage ( gs:// , via google-cloud-storage )","local":"google-cloud-storage--gs--via-google-cloud-storage-","sections":[],"depth":3},{"title":"Azure Blob Storage (via azure-storage-blob + azure-identity )","local":"azure-blob-storage-via-azure-storage-blob--azure-identity-","sections":[],"depth":3}],"depth":2},{"title":"Browsing artifacts in the dashboard","local":"browsing-artifacts-in-the-dashboard","sections":[],"depth":2},{"title":"Remote storage","local":"remote-storage","sections":[],"depth":2}],"depth":1}"/><!---->
	<link href="/docs/trackio/v0.34.0/en/_app/immutable/assets/0.tn0RQdqM.css" rel="modulepreload"> <!--[--><!--[0--><!--[--><!--[0--><!--[--><p></p> <div class="items-center shrink-0 min-w-[100px] max-sm:min-w-[50px] justify-end ml-auto flex" style="float: right; margin-left: 10px; display: inline-flex; position: relative; z-index: 10;"><div class="inline-flex rounded-md max-sm:rounded-sm"><button class="inline-flex items-center gap-1 h-7 max-sm:h-7 px-2 max-sm:px-1.5 text-sm font-medium text-gray-800 border border-r-0 rounded-l-md max-sm:rounded-l-sm border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-live="polite"><span class="inline-flex items-center justify-center rounded-md p-0.5 max-sm:p-0 hover:text-gray-800 dark:hover:text-gray-200"><svg class="sm:size-3.5 size-3" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----></span> <span>Copy page</span></button> <button class="inline-flex items-center justify-center w-6 max-sm:w-5 h-7 max-sm:h-7 disabled:pointer-events-none text-sm text-gray-500 hover:text-gray-700 dark:hover:text-white rounded-r-md max-sm:rounded-r-sm border border-l transition border-gray-200 bg-white hover:shadow-inner dark:border-gray-850 dark:bg-gray-950 dark:text-gray-200 dark:hover:bg-gray-800" aria-haspopup="menu" aria-expanded="false" aria-label="Open copy menu"><svg class="transition-transform text-gray-400 overflow-visible sm:size-3.5 size-3 rotate-0" width="1em" height="1em" viewBox="0 0 12 7" fill="none" xmlns="http://www.w3.org/2000/svg"><path d="M1 1L6 6L11 1" stroke="currentColor"></path></svg><!----></button></div> <!--[-1--><!--]--></div><!----> <!--[0--><h1 class="relative group"><a id="artifacts" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#artifacts"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Artifacts</span></h1><!--]--><!----> <!--[1--><h2 class="relative group"><a id="introduction" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#introduction"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Introduction</span></h2><!--]--><!----> <p>An <strong>artifact</strong> is a versioned, named bundle of files attached to a project — a trained model, a dataset, a set of evaluation outputs. Logging files as artifacts (rather than leaving them on disk) gives you:</p> <ul><li><strong>Versioning</strong> — each time you log under the same name, Trackio records a new version (<code>v0</code>, <code>v1</code>, …). Identical content is de-duplicated, so re-logging unchanged files reuses the existing version.</li> <li><strong>Aliases</strong> — moving pointers such as <code>latest</code> (assigned automatically) or your own (<code>prod</code>, <code>best</code>) that always resolve to a single version.</li> <li><strong>Lineage</strong> — artifacts are linked to the runs that produced and consumed them, so you can trace which run created a model and which runs used it.</li></ul> <p>Artifacts work fully offline against local storage, and sync to a Hugging Face Space (or self-hosted server) when one is configured, exactly like metrics.</p> <!--[1--><h2 class="relative group"><a id="logging-an-artifact" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#logging-an-artifact"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Logging an artifact</span></h2><!--]--><!----> <p>The quickest way is to log a file or directory directly. This creates a new artifact, adds the path, and records it as an output of the current run:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">import</span> trackio

	trackio.init(project=<span class="hljs-string">"my_project"</span>)

	<span class="hljs-comment"># ... training ...</span>

	trackio.log_artifact(<span class="hljs-string">"checkpoints/model.safetensors"</span>, <span class="hljs-built_in">type</span>=<span class="hljs-string">"model"</span>)<!----></pre></div><!----> <p>When you pass a path, the artifact <code>name</code> defaults to <code>run-<run_id>-<basename></code> and <code>type</code> defaults to <code>"unspecified"</code>. Pass <code>name</code> and <code>type</code> to set them explicitly:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!---->trackio.log_artifact(<span class="hljs-string">"checkpoints/"</span>, name=<span class="hljs-string">"my-model"</span>, <span class="hljs-built_in">type</span>=<span class="hljs-string">"model"</span>)<!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="artifact-types" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#artifact-types"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Artifact types</span></h3><!--]--><!----> <p>Artifact <code>type</code> is a free-form category string. Trackio does not enforce a fixed list of types, but common conventions are:</p> <table><thead><tr><th>Type</th><th>Use it for</th></tr></thead><tbody><tr><td><code>"model"</code></td><td>Model checkpoints, adapter weights, tokenizers, model configs</td></tr><tr><td><code>"dataset"</code></td><td>Training, validation, test, or generated datasets</td></tr><tr><td><code>"evaluation"</code></td><td>Evaluation outputs, predictions, benchmark results, score files</td></tr><tr><td><code>"report"</code></td><td>Figures, plots, tables, notebooks, or human-readable analysis bundles</td></tr><tr><td><code>"unspecified"</code></td><td>The default when no type is provided</td></tr></tbody></table> <p>Use stable type names within a project so you can filter artifacts consistently and use <code>trackio.use_artifact(..., type="...")</code> to assert that a run is consuming the expected kind of artifact.</p> <!--[2--><h3 class="relative group"><a id="building-an-artifact-explicitly" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#building-an-artifact-explicitly"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Building an artifact explicitly</span></h3><!--]--><!----> <p>For finer control — multiple files, custom logical paths, a description, or metadata — construct an <a href="/docs/trackio/pr_665/en/api#trackio.Artifact">Artifact</a>, add files to it, then log it:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!---->artifact = trackio.Artifact(
	name=<span class="hljs-string">"my-model"</span>,
	<span class="hljs-built_in">type</span>=<span class="hljs-string">"model"</span>,
	description=<span class="hljs-string">"Fine-tuned on the v2 dataset"</span>,
	metadata={<span class="hljs-string">"base_model"</span>: <span class="hljs-string">"bert-base"</span>, <span class="hljs-string">"epochs"</span>: <span class="hljs-number">3</span>},
	)
	artifact.add_file(<span class="hljs-string">"checkpoints/model.safetensors"</span>)
	artifact.add_file(<span class="hljs-string">"checkpoints/config.json"</span>)
	artifact.add_dir(<span class="hljs-string">"tokenizer/"</span>)

	logged = trackio.log_artifact(artifact)<!----></pre></div><!----> <p>After logging, the artifact is frozen and its <code>version</code>, <code>aliases</code>, <code>size</code>, and <code>manifest</code> are populated:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-built_in">print</span>(logged.version) <span class="hljs-comment"># "v0"</span>
	<span class="hljs-built_in">print</span>(logged.aliases) <span class="hljs-comment"># ("latest",)</span><!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="versions-and-aliases" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#versions-and-aliases"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Versions and aliases</span></h3><!--]--><!----> <p>Each log under an existing name creates the next integer version and moves the <code>latest</code> alias onto it. Assign your own aliases with <code>aliases=</code>:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!---->trackio.log_artifact(artifact, aliases=[<span class="hljs-string">"prod"</span>, <span class="hljs-string">"best"</span>])<!----></pre></div><!----> <p>Aliases are moving pointers: logging a new version with the same alias re-points it. Version specifiers (<code>v0</code>, <code>v1</code>, …) are reserved and cannot be used as aliases.</p> <p>If you log content identical to an existing version, Trackio reuses that version instead of creating a new one. Any explicit <code>aliases</code> you pass still rotate onto it, but <code>latest</code> is left where it is — re-logging identical (or older) content never moves it backward.</p> <!--[1--><h2 class="relative group"><a id="using-an-artifact" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#using-an-artifact"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Using an artifact</span></h2><!--]--><!----> <p><a href="/docs/trackio/pr_665/en/api#trackio.use_artifact">use_artifact()</a> fetches an artifact and records it as an <strong>input</strong> to the current run, which is what builds lineage between a consuming run and the artifact it used:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!---->trackio.init(project=<span class="hljs-string">"my_project"</span>)

	artifact = trackio.use_artifact(<span class="hljs-string">"my-model"</span>) <span class="hljs-comment"># resolves to :latest</span>
	artifact = trackio.use_artifact(<span class="hljs-string">"my-model:v2"</span>) <span class="hljs-comment"># pin a version</span>
	artifact = trackio.use_artifact(<span class="hljs-string">"my-model:prod"</span>) <span class="hljs-comment"># resolve an alias</span><!----></pre></div><!----> <p>Pass <code>type</code> to assert the artifact’s type, raising if it doesn’t match:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!---->artifact = trackio.use_artifact(<span class="hljs-string">"my-model"</span>, <span class="hljs-built_in">type</span>=<span class="hljs-string">"model"</span>)<!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="downloading-files" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#downloading-files"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Downloading files</span></h3><!--]--><!----> <p><code>use_artifact</code> returns an <a href="/docs/trackio/pr_665/en/api#trackio.Artifact">Artifact</a> whose files you materialize with <code>download()</code>:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!---->artifact = trackio.use_artifact(<span class="hljs-string">"my-model:latest"</span>)
	path = artifact.download()
	<span class="hljs-comment"># files are now under ./.trackio/artifact-downloads/my_project/my-model_v2/</span><!----></pre></div><!----> <p>By default, files are written to <code>./.trackio/artifact-downloads/<project>/<name>_v<version>/</code>, keyed by project so same-named artifacts from different projects never collide; pass <code>root</code> to choose another directory. <code>download()</code> is idempotent — files already present are skipped — and when the run is backed by a Space, any file missing locally is fetched from the remote.</p> <!--[1--><h2 class="relative group"><a id="referencing-external-data" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#referencing-external-data"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Referencing external data</span></h2><!--]--><!----> <p>Some data is too large to copy, or already lives in durable storage you don’t want duplicated. <code>add_reference</code> records such data by <strong>URI</strong> in the manifest <em>without staging any bytes</em> into Trackio’s storage, so you still get versioning, de-duplication, aliases, and lineage over data that never moves:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!---->artifact = trackio.Artifact(name=<span class="hljs-string">"training-set"</span>, <span class="hljs-built_in">type</span>=<span class="hljs-string">"dataset"</span>)
	artifact.add_reference(<span class="hljs-string">"file:///mnt/nvme/datasets/corpus.parquet"</span>)
	artifact.add_reference(<span class="hljs-string">"file:///mnt/nvme/datasets/shards/"</span>) <span class="hljs-comment"># a directory — expands to one entry per file</span>
	artifact.add_reference(<span class="hljs-string">"https://example.com/data/eval.json"</span>)
	artifact.add_reference(<span class="hljs-string">"hf://datasets/username/my-dataset/train.parquet"</span>)
	trackio.log_artifact(artifact)<!----></pre></div><!----> <p>Built-in schemes are <code>file://</code>, <code>http(s)://</code>, and <code>hf://</code> — all served by Trackio’s existing dependencies. Any other scheme (<code>s3://</code>, <code>gs://</code>, Azure blob URLs, …) is supported by registering a custom handler; see <a href="#referencing-other-stores-s3-gcs-azure">Referencing other stores</a> below for complete S3, GCS, and Azure examples. With <code>checksum=True</code> (the default), Trackio probes the source to fill in <code>size</code> and a checksum:</p> <ul><li><code>file://</code> is stream-hashed to a sha256; its size is read from disk.</li> <li><code>hf://</code> uses the LFS sha256 (or the git blob id); <code>http(s)://</code> uses the server <code>ETag</code>.</li></ul> <p>Every checksum is stored in a single <code>digest</code> field — the sha256 for local/LFS references, or the provider’s ETag for HTTP or object-store references.</p> <p>A URI that denotes a directory (<code>file://</code>) or a repo path (<code>hf://</code>) is <strong>expanded</strong> into one reference entry per object, each named by its path relative to the prefix (nested under <code>name=</code> when given). <code>max_objects</code> (default 10,000) caps the expansion and raises if exceeded.</p> <p>When no checksum can be obtained — for example a server with no <code>ETag</code> — the reference is still recorded, using <strong>the URI itself as the <code>digest</code></strong>, and a warning is emitted. A local <code>file://</code> path that doesn’t exist is the exception: it raises rather than being recorded, since a missing local file is almost always a mistake — use <code>add_file</code> to stage a local file. Pass <code>checksum=False</code> to skip the per-object checksum — a single object then records just its URI — and <code>name=</code> to set the logical path.</p> <p>A reference’s version identity comes from its URI, size, and <code>digest</code>, so re-logging identical references de-duplicates to one version, while a changed URI, size, or checksum creates a new one — exactly like file content. When the URI is used as the <code>digest</code>, identity therefore tracks the URI and not the content.</p> <p>URIs are recorded verbatim, and manifests can be synced to a Hugging Face Dataset. A URI that embeds a credential — a presigned <code>https://</code> URL or an Azure SAS token — would expose that credential to anyone who can read the Dataset, so <code>add_reference</code> warns when a URI’s query string looks signed; prefer the object’s canonical unsigned URI (e.g. <code>s3://bucket/key</code>).</p> <p>Reference bytes are never uploaded to a Space or bucket, but they can be fetched on demand. <code>download()</code> downloads each referenced object into the directory (via <code>httpx</code>, <code>huggingface_hub</code>, or your registered handler), which can transfer a large amount of data. Before fetching, each object’s source is re-probed and its current checksum compared against the recorded one — a mismatch warns that the source may have changed but the download proceeds. Each object is written atomically, and one already present on disk is skipped without re-checking the source, so repeated calls are cheap and idempotent:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!---->artifact = trackio.use_artifact(<span class="hljs-string">"training-set:latest"</span>)
	path = artifact.download() <span class="hljs-comment"># downloads staged files AND referenced objects</span><!----></pre></div><!----> <p>To work with the pointers <em>without</em> downloading, read them from the artifact instead:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-built_in">print</span>(artifact.references) <span class="hljs-comment"># [{'path': ..., 'ref': 's3://...', 'size': ..., 'digest': ...}, ...]</span>
	<span class="hljs-built_in">print</span>(artifact.get_entry_uri(<span class="hljs-string">"eval.json"</span>)) <span class="hljs-comment"># "s3://my-bucket/eval.json"</span><!----></pre></div><!----> <p>An unfetchable reference (a missing local file, an unreachable URL, or a scheme with no registered handler) raises when <code>download()</code> reaches it.</p> <!--[1--><h2 class="relative group"><a id="referencing-other-stores-s3-gcs-azure" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#referencing-other-stores-s3-gcs-azure"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Referencing other stores (S3, GCS, Azure)</span></h2><!--]--><!----> <p>Trackio deliberately ships no cloud-vendor SDKs. To reference objects in a store it doesn’t handle natively, subclass <code>trackio.ReferenceHandler</code> and register an instance with <code>trackio.register_reference_handler</code>. A handler implements four methods:</p> <ul><li><code>matches(scheme, uri)</code> — whether this handler owns the URI. Registered handlers are consulted <em>before</em> the built-ins, so a handler may also claim specific <code>https://</code> hosts (as the Azure example below does) ahead of the generic HTTP handler.</li> <li><code>resolve(uri, checksum, max_objects)</code> — probe the source and return a list of <code>trackio.ResolvedReference</code> entries: one entry with <code>relkey=None</code> for a single object, or one entry per object (with <code>relkey</code> set to the object’s path relative to the prefix) when the URI denotes a prefix. Set <code>size</code> and <code>digest</code> when the source can be probed (the provider’s ETag works fine as a digest — Trackio treats reference digests as opaque tokens); return them as <code>None</code> to record the reference un-checksummed, in which case Trackio falls back to the URI as the digest and warns.</li> <li><code>fetch(uri, dest)</code> — download the single object at <code>uri</code> to the local path <code>dest</code> (called by <code>Artifact.download()</code>).</li> <li><code>hint()</code> — a one-line actionable message shown in the warning when <code>resolve</code> produced no checksum.</li></ul> <p>Keys discovered during prefix expansion should be percent-encoded when synthesizing each entry’s <code>uri</code> (and decoded in <code>fetch</code>), since manifest URIs may not contain spaces.</p> <!--[2--><h3 class="relative group"><a id="s3--s3--via-boto3-" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#s3--s3--via-boto3-"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>S3 ( s3:// , via boto3 )</span></h3><!--]--><!----> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> urllib.parse <span class="hljs-keyword">import</span> quote, unquote, urlsplit

	<span class="hljs-keyword">import</span> boto3

	<span class="hljs-keyword">import</span> trackio


	<span class="hljs-keyword">class</span> <span class="hljs-title class_">S3Handler</span>(trackio.ReferenceHandler):
	<span class="hljs-keyword">def</span> <span class="hljs-title function_">matches</span>(<span class="hljs-params">self, scheme, uri</span>):
	<span class="hljs-keyword">return</span> scheme == <span class="hljs-string">"s3"</span>

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">resolve</span>(<span class="hljs-params">self, uri, checksum, max_objects</span>):
	parts = urlsplit(uri)
	bucket, key = parts.netloc, unquote(parts.path.lstrip(<span class="hljs-string">"/"</span>))
	client = boto3.client(<span class="hljs-string">"s3"</span>)
	<span class="hljs-keyword">if</span> key <span class="hljs-keyword">and</span> <span class="hljs-keyword">not</span> key.endswith(<span class="hljs-string">"/"</span>):
	head = client.head_object(Bucket=bucket, Key=key)
	<span class="hljs-keyword">return</span> [
	trackio.ResolvedReference(
	relkey=<span class="hljs-literal">None</span>,
	uri=uri,
	size=<span class="hljs-built_in">int</span>(head[<span class="hljs-string">"ContentLength"</span>]),
	digest=head[<span class="hljs-string">"ETag"</span>].strip(<span class="hljs-string">'"'</span>) <span class="hljs-keyword">if</span> checksum <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>,
	)
	]
	base = key[: key.rfind(<span class="hljs-string">"/"</span>) + <span class="hljs-number">1</span>]
	entries = []
	pages = client.get_paginator(<span class="hljs-string">"list_objects_v2"</span>).paginate(
	Bucket=bucket, Prefix=key
	)
	<span class="hljs-keyword">for</span> page <span class="hljs-keyword">in</span> pages:
	<span class="hljs-keyword">for</span> obj <span class="hljs-keyword">in</span> page.get(<span class="hljs-string">"Contents"</span>, []):
	<span class="hljs-keyword">if</span> obj[<span class="hljs-string">"Key"</span>].endswith(<span class="hljs-string">"/"</span>):
	<span class="hljs-keyword">continue</span>
	<span class="hljs-keyword">if</span> <span class="hljs-built_in">len</span>(entries) >= max_objects:
	<span class="hljs-keyword">raise</span> ValueError(
	<span class="hljs-string">f"<span class="hljs-subst">{uri}</span> expands to more than <span class="hljs-subst">{max_objects}</span> objects; "</span>
	<span class="hljs-string">"pass max_objects= to raise the limit."</span>
	)
	entries.append(
	trackio.ResolvedReference(
	relkey=obj[<span class="hljs-string">"Key"</span>][<span class="hljs-built_in">len</span>(base):],
	uri=<span class="hljs-string">f"s3://<span class="hljs-subst">{bucket}</span>/<span class="hljs-subst">{quote(obj[<span class="hljs-string">'Key'</span>], safe=<span class="hljs-string">'/'</span>)}</span>"</span>,
	size=<span class="hljs-built_in">int</span>(obj[<span class="hljs-string">"Size"</span>]),
	digest=obj[<span class="hljs-string">"ETag"</span>].strip(<span class="hljs-string">'"'</span>) <span class="hljs-keyword">if</span> checksum <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>,
	)
	)
	<span class="hljs-keyword">return</span> entries

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">fetch</span>(<span class="hljs-params">self, uri, dest</span>):
	parts = urlsplit(uri)
	<span class="hljs-keyword">with</span> <span class="hljs-built_in">open</span>(dest, <span class="hljs-string">"wb"</span>) <span class="hljs-keyword">as</span> f:
	boto3.client(<span class="hljs-string">"s3"</span>).download_fileobj(
	parts.netloc, unquote(parts.path.lstrip(<span class="hljs-string">"/"</span>)), f
	)

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">hint</span>(<span class="hljs-params">self</span>):
	<span class="hljs-keyword">return</span> <span class="hljs-string">"Configure AWS credentials so the object can be probed for an ETag."</span>


	trackio.register_reference_handler(S3Handler())

	artifact = trackio.Artifact(name=<span class="hljs-string">"training-set"</span>, <span class="hljs-built_in">type</span>=<span class="hljs-string">"dataset"</span>)
	artifact.add_reference(<span class="hljs-string">"s3://my-bucket/shards/"</span>) <span class="hljs-comment"># expands to one entry per object</span>
	trackio.log_artifact(artifact)<!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="google-cloud-storage--gs--via-google-cloud-storage-" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#google-cloud-storage--gs--via-google-cloud-storage-"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Google Cloud Storage ( gs:// , via google-cloud-storage )</span></h3><!--]--><!----> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> urllib.parse <span class="hljs-keyword">import</span> quote, unquote, urlsplit

	<span class="hljs-keyword">from</span> google.cloud <span class="hljs-keyword">import</span> storage

	<span class="hljs-keyword">import</span> trackio


	<span class="hljs-keyword">class</span> <span class="hljs-title class_">GcsHandler</span>(trackio.ReferenceHandler):
	<span class="hljs-keyword">def</span> <span class="hljs-title function_">matches</span>(<span class="hljs-params">self, scheme, uri</span>):
	<span class="hljs-keyword">return</span> scheme == <span class="hljs-string">"gs"</span>

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">resolve</span>(<span class="hljs-params">self, uri, checksum, max_objects</span>):
	parts = urlsplit(uri)
	bucket, key = parts.netloc, unquote(parts.path.lstrip(<span class="hljs-string">"/"</span>))
	client = storage.Client()
	<span class="hljs-keyword">if</span> key <span class="hljs-keyword">and</span> <span class="hljs-keyword">not</span> key.endswith(<span class="hljs-string">"/"</span>):
	blob = client.bucket(bucket).get_blob(key)
	<span class="hljs-keyword">if</span> blob <span class="hljs-keyword">is</span> <span class="hljs-literal">None</span>:
	<span class="hljs-keyword">raise</span> ValueError(<span class="hljs-string">f"No such GCS object: <span class="hljs-subst">{uri}</span>"</span>)
	<span class="hljs-keyword">return</span> [
	trackio.ResolvedReference(
	relkey=<span class="hljs-literal">None</span>,
	uri=uri,
	size=blob.size,
	digest=blob.etag.strip(<span class="hljs-string">'"'</span>) <span class="hljs-keyword">if</span> checksum <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>,
	)
	]
	base = key[: key.rfind(<span class="hljs-string">"/"</span>) + <span class="hljs-number">1</span>]
	entries = []
	<span class="hljs-keyword">for</span> blob <span class="hljs-keyword">in</span> client.list_blobs(bucket, prefix=key):
	<span class="hljs-keyword">if</span> blob.name.endswith(<span class="hljs-string">"/"</span>):
	<span class="hljs-keyword">continue</span>
	<span class="hljs-keyword">if</span> <span class="hljs-built_in">len</span>(entries) >= max_objects:
	<span class="hljs-keyword">raise</span> ValueError(
	<span class="hljs-string">f"<span class="hljs-subst">{uri}</span> expands to more than <span class="hljs-subst">{max_objects}</span> objects; "</span>
	<span class="hljs-string">"pass max_objects= to raise the limit."</span>
	)
	entries.append(
	trackio.ResolvedReference(
	relkey=blob.name[<span class="hljs-built_in">len</span>(base):],
	uri=<span class="hljs-string">f"gs://<span class="hljs-subst">{bucket}</span>/<span class="hljs-subst">{quote(blob.name, safe=<span class="hljs-string">'/'</span>)}</span>"</span>,
	size=blob.size,
	digest=blob.etag.strip(<span class="hljs-string">'"'</span>) <span class="hljs-keyword">if</span> checksum <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>,
	)
	)
	<span class="hljs-keyword">return</span> entries

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">fetch</span>(<span class="hljs-params">self, uri, dest</span>):
	parts = urlsplit(uri)
	key = unquote(parts.path.lstrip(<span class="hljs-string">"/"</span>))
	storage.Client().bucket(parts.netloc).blob(key).download_to_filename(
	<span class="hljs-built_in">str</span>(dest)
	)

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">hint</span>(<span class="hljs-params">self</span>):
	<span class="hljs-keyword">return</span> <span class="hljs-string">"Configure GCP credentials so the object can be probed for an ETag."</span>


	trackio.register_reference_handler(GcsHandler())<!----></pre></div><!----> <!--[2--><h3 class="relative group"><a id="azure-blob-storage-via-azure-storage-blob--azure-identity-" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#azure-blob-storage-via-azure-storage-blob--azure-identity-"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Azure Blob Storage (via azure-storage-blob + azure-identity )</span></h3><!--]--><!----> <p>Azure blobs are addressed by plain <code>https://</code> URLs (<code>https://<account>.blob.core.windows.net/<container>/<blob></code>), so this handler claims them by host suffix — registering it makes it win over Trackio’s generic HTTP handler:</p> <div class="code-block relative "><div class="absolute top-2.5 right-4"><button class="inline-flex items-center relative text-sm focus:text-green-500 cursor-pointer focus:outline-none transition duration-200 ease-in-out opacity-0 mx-0.5 text-gray-600 " title="code excerpt" type="button"><svg xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M28,10V28H10V10H28m0-2H10a2,2,0,0,0-2,2V28a2,2,0,0,0,2,2H28a2,2,0,0,0,2-2V10a2,2,0,0,0-2-2Z" transform="translate(0)"></path><path d="M4,18H2V4A2,2,0,0,1,4,2H18V4H4Z" transform="translate(0)"></path><rect fill="none" width="32" height="32"></rect></svg><!----> <div class=" absolute pointer-events-none transition-opacity bg-black text-white py-1 px-2 leading-tight rounded font-normal shadow left-1/2 top-full transform -translate-x-1/2 translate-y-2 opacity-0 "><div class="absolute bottom-full left-1/2 transform -translate-x-1/2 w-0 h-0 border-black border-4 border-t-0" style="border-left-color: transparent; border-right-color: transparent;"></div> Copied</div><!----></button><!----></div> <pre class="language-python "><!----><span class="hljs-keyword">from</span> urllib.parse <span class="hljs-keyword">import</span> quote, unquote, urlsplit

	<span class="hljs-keyword">from</span> azure.identity <span class="hljs-keyword">import</span> DefaultAzureCredential
	<span class="hljs-keyword">from</span> azure.storage.blob <span class="hljs-keyword">import</span> BlobServiceClient

	<span class="hljs-keyword">import</span> trackio


	<span class="hljs-keyword">class</span> <span class="hljs-title class_">AzureHandler</span>(trackio.ReferenceHandler):
	<span class="hljs-keyword">def</span> <span class="hljs-title function_">matches</span>(<span class="hljs-params">self, scheme, uri</span>):
	<span class="hljs-keyword">return</span> scheme <span class="hljs-keyword">in</span> (<span class="hljs-string">"http"</span>, <span class="hljs-string">"https"</span>) <span class="hljs-keyword">and</span> urlsplit(
	uri
	).netloc.lower().endswith(<span class="hljs-string">".blob.core.windows.net"</span>)

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">_split</span>(<span class="hljs-params">self, uri</span>):
	parts = urlsplit(uri)
	container, _, blob_name = parts.path.lstrip(<span class="hljs-string">"/"</span>).partition(<span class="hljs-string">"/"</span>)
	<span class="hljs-keyword">return</span> <span class="hljs-string">f"<span class="hljs-subst">{parts.scheme}</span>://<span class="hljs-subst">{parts.netloc}</span>"</span>, container, unquote(blob_name)

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">_service</span>(<span class="hljs-params">self, account_url</span>):
	<span class="hljs-keyword">return</span> BlobServiceClient(account_url, credential=DefaultAzureCredential())

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">resolve</span>(<span class="hljs-params">self, uri, checksum, max_objects</span>):
	account_url, container, blob_name = <span class="hljs-variable language_">self</span>._split(uri)
	service = <span class="hljs-variable language_">self</span>._service(account_url)
	<span class="hljs-keyword">if</span> blob_name <span class="hljs-keyword">and</span> <span class="hljs-keyword">not</span> blob_name.endswith(<span class="hljs-string">"/"</span>):
	props = service.get_blob_client(container, blob_name).get_blob_properties()
	<span class="hljs-keyword">return</span> [
	trackio.ResolvedReference(
	relkey=<span class="hljs-literal">None</span>,
	uri=uri,
	size=props.size,
	digest=props.etag.strip(<span class="hljs-string">'"'</span>) <span class="hljs-keyword">if</span> checksum <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>,
	)
	]
	base = blob_name[: blob_name.rfind(<span class="hljs-string">"/"</span>) + <span class="hljs-number">1</span>]
	entries = []
	container_client = service.get_container_client(container)
	<span class="hljs-keyword">for</span> blob <span class="hljs-keyword">in</span> container_client.list_blobs(name_starts_with=blob_name):
	<span class="hljs-keyword">if</span> blob.name.endswith(<span class="hljs-string">"/"</span>):
	<span class="hljs-keyword">continue</span>
	<span class="hljs-keyword">if</span> <span class="hljs-built_in">len</span>(entries) >= max_objects:
	<span class="hljs-keyword">raise</span> ValueError(
	<span class="hljs-string">f"<span class="hljs-subst">{uri}</span> expands to more than <span class="hljs-subst">{max_objects}</span> objects; "</span>
	<span class="hljs-string">"pass max_objects= to raise the limit."</span>
	)
	entries.append(
	trackio.ResolvedReference(
	relkey=blob.name[<span class="hljs-built_in">len</span>(base):],
	uri=<span class="hljs-string">f"<span class="hljs-subst">{account_url}</span>/<span class="hljs-subst">{container}</span>/<span class="hljs-subst">{quote(blob.name, safe=<span class="hljs-string">'/'</span>)}</span>"</span>,
	size=blob.size,
	digest=blob.etag.strip(<span class="hljs-string">'"'</span>) <span class="hljs-keyword">if</span> checksum <span class="hljs-keyword">else</span> <span class="hljs-literal">None</span>,
	)
	)
	<span class="hljs-keyword">return</span> entries

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">fetch</span>(<span class="hljs-params">self, uri, dest</span>):
	account_url, container, blob_name = <span class="hljs-variable language_">self</span>._split(uri)
	downloader = (
	<span class="hljs-variable language_">self</span>._service(account_url)
	.get_blob_client(container, blob_name)
	.download_blob()
	)
	<span class="hljs-keyword">with</span> <span class="hljs-built_in">open</span>(dest, <span class="hljs-string">"wb"</span>) <span class="hljs-keyword">as</span> f:
	downloader.readinto(f)

	<span class="hljs-keyword">def</span> <span class="hljs-title function_">hint</span>(<span class="hljs-params">self</span>):
	<span class="hljs-keyword">return</span> <span class="hljs-string">"Configure Azure credentials so the blob can be probed for an ETag."</span>


	trackio.register_reference_handler(AzureHandler())<!----></pre></div><!----> <p>These handlers raise when the source can’t be probed; if you’d rather record an un-checksummed reference in that case (for example, when cataloging data behind auth you can’t reach at log time), catch the provider error inside <code>resolve</code> and return <code>[trackio.ResolvedReference(relkey=None, uri=uri)]</code> — Trackio will fall back to the URI as the digest and warn, using your <code>hint()</code>.</p> <p>Register handlers in every process that adds <em>or downloads</em> such references: <code>Artifact.download()</code> needs the handler to fetch the bytes, and a URI whose scheme has no registered handler raises.</p> <!--[1--><h2 class="relative group"><a id="browsing-artifacts-in-the-dashboard" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#browsing-artifacts-in-the-dashboard"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Browsing artifacts in the dashboard</span></h2><!--]--><!----> <p>The dashboard’s <strong>Artifacts</strong> tab (shown once a project has artifacts) lists artifacts grouped by type, with each version’s aliases, size, and file count. Selecting a version shows its file manifest — click a file to download it — plus its metadata and lineage: the run that produced it and the runs that used it, each linking to the run’s detail page.</p> <p>Run detail pages show the same lineage from the other direction, with <strong>Output artifacts</strong> and <strong>Input artifacts</strong> sections linking back to the Artifacts tab.</p> <!--[1--><h2 class="relative group"><a id="remote-storage" class="header-link block pr-1.5 text-lg no-hover:hidden with-hover:absolute with-hover:p-1.5 with-hover:opacity-0 with-hover:group-hover:opacity-100 with-hover:right-full" href="#remote-storage"><span><svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 256"><path d="M167.594 88.393a8.001 8.001 0 0 1 0 11.314l-67.882 67.882a8 8 0 1 1-11.314-11.315l67.882-67.881a8.003 8.003 0 0 1 11.314 0zm-28.287 84.86l-28.284 28.284a40 40 0 0 1-56.567-56.567l28.284-28.284a8 8 0 0 0-11.315-11.315l-28.284 28.284a56 56 0 0 0 79.196 79.197l28.285-28.285a8 8 0 1 0-11.315-11.314zM212.852 43.14a56.002 56.002 0 0 0-79.196 0l-28.284 28.284a8 8 0 1 0 11.314 11.314l28.284-28.284a40 40 0 0 1 56.568 56.567l-28.285 28.285a8 8 0 0 0 11.315 11.314l28.284-28.284a56.065 56.065 0 0 0 0-79.196z" fill="currentColor"></path></svg><!----></span></a> <span>Remote storage</span></h2><!--]--><!----> <p>When your run targets a Hugging Face Space or self-hosted server (see <a href="track">Track</a>), artifact files are content-addressed and uploaded once: Trackio skips blobs the server already has, so re-logging shared files is cheap. Artifact metadata and blobs are persisted alongside your other run data to the configured HF Dataset or bucket.</p> <a class="!text-gray-400 !no-underline text-sm flex items-center not-prose mt-4" href="https://github.com/gradio-app/trackio/blob/main/docs/source/artifacts.md" target="_blank"><svg class="mr-1" xmlns="http://www.w3.org/2000/svg" aria-hidden="true" fill="currentColor" focusable="false" role="img" width="1em" height="1em" preserveAspectRatio="xMidYMid meet" viewBox="0 0 32 32"><path d="M31,16l-7,7l-1.41-1.41L28.17,16l-5.58-5.59L24,9l7,7z"></path><path d="M1,16l7-7l1.41,1.41L3.83,16l5.58,5.59L8,23l-7-7z"></path><path d="M12.419,25.484L17.639,6.552l1.932,0.518L14.351,26.002z"></path></svg><!----> <span><span class="underline">Update</span> on GitHub</span></a><!----> <p></p><!--]--><!----><!--]--><!--]--><!--]--> <!--[-1--><!--]--><!--]-->

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Xet Storage Details

Size:: 75 kB
Xet hash:: 7f4f116114101d703ed647f4d5914c5068ca7ff18bd90ef09c9f09845494c194

Xet efficiently stores files, intelligently splitting them into unique chunks and accelerating uploads and downloads. More info.