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14 changes: 8 additions & 6 deletions development/index.html
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Expand Up @@ -823,11 +823,13 @@ <h1 id="lakefs-spec-an-fsspec-backend-for-lakefs">lakefs-spec: An fsspec backend
Our primary goal is to streamline versioned data operations in lakeFS, enabling seamless integration with popular data science tools such as Pandas, Polars, and DuckDB directly from Python.</p>
<p>Highlights:</p>
<ul>
<li>High-level abstraction over basic lakeFS repository operations</li>
<li>Seamless integration into the fsspec ecosystem</li>
<li>Transaction support</li>
<li>Zero-config option through config autodiscovery</li>
<li>Automatic up-/download management to avoid unnecessary transfers for unchanged files</li>
<li>Simple repository operations in lakeFS</li>
<li>Easy access to underlying storage and versioning operations</li>
<li>Seamless integration with the fsspec ecosystem</li>
<li>Directly access lakeFS objects from popular data science libraries (including Pandas, Polars, DuckDB, PyArrow) with minimal code</li>
<li>Transaction support for reliable data version control</li>
<li>Smart data transfers through client-side caching (up-/download)</li>
<li>Auto-discovery configuration</li>
</ul>
<hr>

Expand Down Expand Up @@ -858,7 +860,7 @@ <h1 id="lakefs-spec-an-fsspec-backend-for-lakefs">lakefs-spec: An fsspec backend
<span class="md-icon" title="Last update">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
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2 changes: 1 addition & 1 deletion development/reference/SUMMARY/index.html
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Expand Up @@ -819,7 +819,7 @@ <h1>SUMMARY</h1>
<span class="md-icon" title="Last update">
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Expand Up @@ -3274,7 +3274,7 @@ <h2 id="lakefs_spec.client_helpers.rev_parse" class="doc doc-heading">
<span class="md-icon" title="Last update">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
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2 changes: 1 addition & 1 deletion development/reference/lakefs_spec/config/index.html
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Expand Up @@ -1405,7 +1405,7 @@ <h3 id="lakefs_spec.config.LakectlConfig.read" class="doc doc-heading">
<span class="md-icon" title="Last update">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
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2 changes: 1 addition & 1 deletion development/reference/lakefs_spec/errors/index.html
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Expand Up @@ -1168,7 +1168,7 @@ <h2 id="lakefs_spec.errors.translate_lakefs_error" class="doc doc-heading">
<span class="md-icon" title="Last update">
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2 changes: 1 addition & 1 deletion development/reference/lakefs_spec/index.html
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<span class="md-icon" title="Last update">
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2 changes: 1 addition & 1 deletion development/reference/lakefs_spec/spec/index.html
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Expand Up @@ -6555,7 +6555,7 @@ <h3 id="lakefs_spec.spec.LakeFSFile.flush" class="doc doc-heading">
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2 changes: 1 addition & 1 deletion development/reference/lakefs_spec/transaction/index.html
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Expand Up @@ -2776,7 +2776,7 @@ <h3 id="lakefs_spec.transaction.LakeFSTransaction.tag" class="doc doc-heading">
<span class="md-icon" title="Last update">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1-2.1-2M12.5 7v5.2l4 2.4-1 1L11 13V7h1.5M11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2v1.8Z"/></svg>
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2 changes: 1 addition & 1 deletion development/reference/lakefs_spec/util/index.html
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Expand Up @@ -1452,7 +1452,7 @@ <h2 id="lakefs_spec.util.parse" class="doc doc-heading">
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36 changes: 18 additions & 18 deletions development/sitemap.xml
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<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
<url>
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8 changes: 4 additions & 4 deletions development/tutorials/demo_data_science_project/index.html
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Expand Up @@ -1182,7 +1182,7 @@ <h2 id="authenticating-with-the-lakefs-server">Authenticating with the lakeFS se
<div class="output_area">
<div class="output_text output_subarea output_execute_result">
<pre>
<code>('/home/runner/.lakectl.yaml', &lt;http.client.HTTPMessage at 0x7fc2bbea4850&gt;)</code>
<code>('/home/runner/.lakectl.yaml', &lt;http.client.HTTPMessage at 0x7f381acefc10&gt;)</code>
</pre>
</div>
</div>
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<code>1d211319f4fd70c37469c37011046a9260c87b6e2fb0717908e3a4e6978322e0
<code>742d6aa0f8846ad9fc1be89f6026a516747937c787773b70f060be18cba99e46
</code>
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<div class="output_subarea output_stream output_stdout output_text">
<pre>
<code>Is the data tagged 'train-test-split-2010' equal to the data in commit 1d211319? True
<code>Is the data tagged 'train-test-split-2010' equal to the data in commit 742d6aa0? True
</code>
</pre>
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