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<span class="md-ellipsis">
|
|
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|
|
Microphone
|
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|
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</span>
|
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</a>
|
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</li>
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<li class="md-nav__item">
|
|
<a href="../../pipeline/audio/texttoaudio/" class="md-nav__link">
|
|
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|
|
<span class="md-ellipsis">
|
|
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|
Text To Audio
|
|
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|
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|
</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
|
<a href="../../pipeline/audio/texttospeech/" class="md-nav__link">
|
|
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|
|
|
<span class="md-ellipsis">
|
|
|
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|
Text To Speech
|
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|
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|
|
|
</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
|
<a href="../../pipeline/audio/transcription/" class="md-nav__link">
|
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|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Transcription
|
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|
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|
|
|
</span>
|
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</a>
|
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</li>
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</ul>
|
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</nav>
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</li>
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<li class="md-nav__item md-nav__item--nested">
|
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|
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_3" >
|
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|
<label class="md-nav__link" for="__nav_8_3" id="__nav_8_3_label" tabindex="0">
|
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|
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<span class="md-ellipsis">
|
|
|
|
|
|
Data
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_3_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_8_3">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
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|
|
Data
|
|
|
|
|
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</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
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|
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|
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|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/data/filetohtml/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
File To HTML
|
|
|
|
|
|
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</span>
|
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</a>
|
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</li>
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|
|
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|
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|
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<li class="md-nav__item">
|
|
<a href="../../pipeline/data/htmltomd/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
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|
|
|
HTML To Markdown
|
|
|
|
|
|
|
|
</span>
|
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|
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|
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</a>
|
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</li>
|
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|
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|
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|
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|
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<li class="md-nav__item">
|
|
<a href="../../pipeline/data/segmentation/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Segmentation
|
|
|
|
|
|
|
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</span>
|
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|
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|
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</a>
|
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</li>
|
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<li class="md-nav__item">
|
|
<a href="../../pipeline/data/tabular/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Tabular
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
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<li class="md-nav__item">
|
|
<a href="../../pipeline/data/textractor/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Textractor
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/data/tokenizer/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Tokenizer
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
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</li>
|
|
|
|
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|
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|
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|
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|
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<li class="md-nav__item">
|
|
<a href="../../pipeline/data/urlretrieve/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
URL Retrieve
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
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|
|
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|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_4" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_8_4" id="__nav_8_4_label" tabindex="0">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Image
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_4_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_8_4">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
|
|
|
Image
|
|
|
|
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/image/caption/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Caption
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/image/imagehash/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Image Hash
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/image/objects/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Objects
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
|
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|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_5" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_8_5" id="__nav_8_5_label" tabindex="0">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
LLM
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_5_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_8_5">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
|
|
|
LLM
|
|
|
|
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/llm/llm/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
LLM
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/llm/rag/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
RAG
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_6" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_8_6" id="__nav_8_6_label" tabindex="0">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Text
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_6_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_8_6">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
|
|
|
Text
|
|
|
|
|
|
</label>
|
|
<ul class="md-nav__list" data-md-scrollfix>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/text/entity/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Entity
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/text/labels/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Labels
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/text/reranker/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Reranker
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/text/similarity/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Similarity
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/text/summary/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Summary
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item">
|
|
<a href="../../pipeline/text/translation/" class="md-nav__link">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Translation
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
</a>
|
|
</li>
|
|
|
|
|
|
|
|
|
|
</ul>
|
|
</nav>
|
|
|
|
</li>
|
|
|
|
|
|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
<li class="md-nav__item md-nav__item--nested">
|
|
|
|
|
|
|
|
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_7" >
|
|
|
|
|
|
<label class="md-nav__link" for="__nav_8_7" id="__nav_8_7_label" tabindex="0">
|
|
|
|
|
|
|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Train
|
|
|
|
|
|
|
|
</span>
|
|
|
|
|
|
|
|
<span class="md-nav__icon md-icon"></span>
|
|
</label>
|
|
|
|
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_7_label" aria-expanded="false">
|
|
<label class="md-nav__title" for="__nav_8_7">
|
|
<span class="md-nav__icon md-icon"></span>
|
|
|
|
|
|
Train
|
|
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
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<a href="../../pipeline/train/hfonnx/" class="md-nav__link">
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<span class="md-ellipsis">
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HF ONNX
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../pipeline/train/lemur/" class="md-nav__link">
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<span class="md-ellipsis">
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LEMUR Trainer
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../pipeline/train/mlonnx/" class="md-nav__link">
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ML ONNX
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../pipeline/train/trainer/" class="md-nav__link">
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</span>
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</ul>
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</nav>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_9" >
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<div class="md-nav__link md-nav__container">
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<a href="../../workflow/" class="md-nav__link ">
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<span class="md-ellipsis">
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Workflow
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</a>
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<label class="md-nav__link " for="__nav_9" id="__nav_9_label" tabindex="0">
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<span class="md-nav__icon md-icon"></span>
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</div>
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_9_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_9">
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<span class="md-nav__icon md-icon"></span>
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Workflow
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<li class="md-nav__item">
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<a href="../../workflow/schedule/" class="md-nav__link">
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<span class="md-ellipsis">
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Schedule
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_9_3" >
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<div class="md-nav__link md-nav__container">
|
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<a href="../../workflow/task/" class="md-nav__link ">
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<span class="md-ellipsis">
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Tasks
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</span>
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</a>
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<label class="md-nav__link " for="__nav_9_3" id="__nav_9_3_label" tabindex="0">
|
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<span class="md-nav__icon md-icon"></span>
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</label>
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</div>
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<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_9_3_label" aria-expanded="false">
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<label class="md-nav__title" for="__nav_9_3">
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<span class="md-nav__icon md-icon"></span>
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Tasks
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</label>
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<ul class="md-nav__list" data-md-scrollfix>
|
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<li class="md-nav__item">
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<a href="../../workflow/task/console/" class="md-nav__link">
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<span class="md-ellipsis">
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Console
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../workflow/task/export/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Export
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../workflow/task/file/" class="md-nav__link">
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<span class="md-ellipsis">
|
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File
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../workflow/task/image/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Image
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../workflow/task/retrieve/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Retrieve
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../workflow/task/service/" class="md-nav__link">
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<span class="md-ellipsis">
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Service
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../workflow/task/storage/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Storage
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</span>
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</a>
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</li>
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<li class="md-nav__item">
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<a href="../../workflow/task/template/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Template
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../workflow/task/url/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Url
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../workflow/task/workflow/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
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Workflow
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</span>
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</a>
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</li>
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</ul>
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</nav>
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</li>
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</ul>
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</nav>
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<li class="md-nav__item md-nav__item--nested">
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<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_10" >
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<div class="md-nav__link md-nav__container">
|
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<a href="../../api/" class="md-nav__link ">
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<span class="md-ellipsis">
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API
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</span>
|
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</a>
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<label class="md-nav__link " for="__nav_10" id="__nav_10_label" tabindex="0">
|
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<span class="md-nav__icon md-icon"></span>
|
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</label>
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</div>
|
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|
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<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_10_label" aria-expanded="false">
|
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<label class="md-nav__title" for="__nav_10">
|
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<span class="md-nav__icon md-icon"></span>
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API
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</label>
|
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<ul class="md-nav__list" data-md-scrollfix>
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<li class="md-nav__item">
|
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<a href="../../api/cluster/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Cluster
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../api/configuration/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Configuration
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../api/customization/" class="md-nav__link">
|
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<span class="md-ellipsis">
|
|
|
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|
|
Customization
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../api/methods/" class="md-nav__link">
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<span class="md-ellipsis">
|
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|
|
Methods
|
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../api/mcp/" class="md-nav__link">
|
|
|
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|
|
<span class="md-ellipsis">
|
|
|
|
|
|
Model Context Protocol
|
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</span>
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../api/openai/" class="md-nav__link">
|
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|
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|
|
<span class="md-ellipsis">
|
|
|
|
|
|
OpenAI
|
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../api/security/" class="md-nav__link">
|
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|
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|
|
<span class="md-ellipsis">
|
|
|
|
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|
Security
|
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</span>
|
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</a>
|
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</li>
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</ul>
|
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</nav>
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</li>
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<li class="md-nav__item">
|
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<a href="../../cloud/" class="md-nav__link">
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<span class="md-ellipsis">
|
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Cloud
|
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</span>
|
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</a>
|
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</li>
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<li class="md-nav__item">
|
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<a href="../../examples/" class="md-nav__link">
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<span class="md-ellipsis">
|
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|
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|
Examples
|
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</span>
|
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</a>
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</li>
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<li class="md-nav__item">
|
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<a href="../../faq/" class="md-nav__link">
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<span class="md-ellipsis">
|
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FAQ
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__init__
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<h1 id="methods">Methods</h1>
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<div class="doc doc-object doc-function">
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<h2 id="txtai.agent.base.Agent.__init__" class="doc doc-heading">
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<code class="highlight language-python"><span class="fm">__init__</span><span class="p">(</span><span class="n">template</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">memory</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></code>
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</h2>
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<p>Creates a new Agent.</p>
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<p><span class="doc-section-title">Parameters:</span></p>
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<table>
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<thead>
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<tr>
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<th>Name</th>
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<th>Type</th>
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<th>Description</th>
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<th>Default</th>
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</thead>
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<td>
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<code>template</code>
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<td>
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<div class="doc-md-description">
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<p>optional prompt jinja template, must include {{ text }} and {{ memory }} placeholders</p>
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</div>
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</td>
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<td>
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<code>None</code>
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</td>
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</tr>
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<tr class="doc-section-item">
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<td>
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<code>memory</code>
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</td>
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<div class="doc-md-description">
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<p>number of prior outputs to keep as "memory", defaults to None for no memory</p>
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</div>
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</td>
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<td>
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<code>None</code>
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</td>
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<tr class="doc-section-item">
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<td>
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<code>kwargs</code>
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</td>
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<td>
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</td>
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<td>
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<div class="doc-md-description">
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<p>arguments to pass to the underlying Agent backend and LLM pipeline instance</p>
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</div>
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</td>
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<td>
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<code>{}</code>
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</tbody>
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</table>
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<details class="mkdocstrings-source">
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<summary>Source code in <code>txtai/agent/base.py</code></summary>
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<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">24</span>
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<span class="normal">65</span></pre></div></td><td class="code"><div><pre><span></span><code> <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">template</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">memory</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
|
<span class="w"> </span><span class="sd">"""</span>
|
|
<span class="sd"> Creates a new Agent.</span>
|
|
|
|
<span class="sd"> Args:</span>
|
|
<span class="sd"> template: optional prompt jinja template, must include {{ text }} and {{ memory }} placeholders</span>
|
|
<span class="sd"> memory: number of prior outputs to keep as "memory", defaults to None for no memory</span>
|
|
<span class="sd"> kwargs: arguments to pass to the underlying Agent backend and LLM pipeline instance</span>
|
|
<span class="sd"> """</span>
|
|
|
|
<span class="c1"># Ensure backwards compatibility</span>
|
|
<span class="k">if</span> <span class="s2">"max_iterations"</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">:</span>
|
|
<span class="n">kwargs</span><span class="p">[</span><span class="s2">"max_steps"</span><span class="p">]</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="s2">"max_iterations"</span><span class="p">)</span>
|
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|
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<span class="c1"># Custom instructions</span>
|
|
<span class="k">if</span> <span class="s2">"instructions"</span> <span class="ow">in</span> <span class="n">kwargs</span><span class="p">:</span>
|
|
<span class="n">kwargs</span><span class="p">[</span><span class="s2">"instructions"</span><span class="p">]</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">instructions</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
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<span class="c1"># Create agent process runner</span>
|
|
<span class="bp">self</span><span class="o">.</span><span class="n">process</span> <span class="o">=</span> <span class="n">ProcessFactory</span><span class="o">.</span><span class="n">create</span><span class="p">(</span><span class="n">kwargs</span><span class="p">)</span>
|
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|
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<span class="c1"># Tools dictionary</span>
|
|
<span class="bp">self</span><span class="o">.</span><span class="n">tools</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">process</span><span class="o">.</span><span class="n">tools</span>
|
|
|
|
<span class="c1"># Agent memory</span>
|
|
<span class="bp">self</span><span class="o">.</span><span class="n">memory</span> <span class="o">=</span> <span class="p">{}</span>
|
|
<span class="bp">self</span><span class="o">.</span><span class="n">window</span> <span class="o">=</span> <span class="n">memory</span>
|
|
|
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<span class="c1"># Create template</span>
|
|
<span class="bp">self</span><span class="o">.</span><span class="n">template</span> <span class="o">=</span> <span class="n">SandboxedEnvironment</span><span class="p">()</span><span class="o">.</span><span class="n">from_string</span><span class="p">(</span>
|
|
<span class="n">template</span>
|
|
<span class="k">if</span> <span class="n">template</span>
|
|
<span class="k">else</span> <span class="s2">"""{{ text }}</span>
|
|
<span class="s2">{</span><span class="si">% i</span><span class="s2">f memory %}</span>
|
|
<span class="s2">Use the following conversation history to help answer the question above.</span>
|
|
|
|
<span class="s2">{{ memory }}</span>
|
|
|
|
<span class="s2">If the history is irrelevant, forget it and use other tools to answer the question.</span>
|
|
<span class="s2">{</span><span class="si">% e</span><span class="s2">ndif %}</span>
|
|
<span class="s2">"""</span>
|
|
<span class="p">)</span>
|
|
</code></pre></div></td></tr></table></div>
|
|
</details>
|
|
</div>
|
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</div>
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|
<div class="doc doc-object doc-function">
|
|
|
|
|
|
<h2 id="txtai.agent.base.Agent.__call__" class="doc doc-heading">
|
|
<code class="highlight language-python"><span class="fm">__call__</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">maxlength</span><span class="o">=</span><span class="mi">8192</span><span class="p">,</span> <span class="n">stream</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">reset</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span></code>
|
|
|
|
</h2>
|
|
|
|
|
|
<div class="doc doc-contents first">
|
|
|
|
<p>Runs an agent loop.</p>
|
|
|
|
|
|
<p><span class="doc-section-title">Parameters:</span></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Name</th>
|
|
<th>Type</th>
|
|
<th>Description</th>
|
|
<th>Default</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr class="doc-section-item">
|
|
<td>
|
|
<code>text</code>
|
|
</td>
|
|
<td>
|
|
</td>
|
|
<td>
|
|
<div class="doc-md-description">
|
|
<p>instructions to run</p>
|
|
</div>
|
|
</td>
|
|
<td>
|
|
<em>required</em>
|
|
</td>
|
|
</tr>
|
|
<tr class="doc-section-item">
|
|
<td>
|
|
<code>maxlength</code>
|
|
</td>
|
|
<td>
|
|
</td>
|
|
<td>
|
|
<div class="doc-md-description">
|
|
<p>maximum sequence length</p>
|
|
</div>
|
|
</td>
|
|
<td>
|
|
<code>8192</code>
|
|
</td>
|
|
</tr>
|
|
<tr class="doc-section-item">
|
|
<td>
|
|
<code>stream</code>
|
|
</td>
|
|
<td>
|
|
</td>
|
|
<td>
|
|
<div class="doc-md-description">
|
|
<p>stream response if True, defaults to False</p>
|
|
</div>
|
|
</td>
|
|
<td>
|
|
<code>False</code>
|
|
</td>
|
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</tr>
|
|
<tr class="doc-section-item">
|
|
<td>
|
|
<code>session</code>
|
|
</td>
|
|
<td>
|
|
</td>
|
|
<td>
|
|
<div class="doc-md-description">
|
|
<p>session id for stored memory, defaults to None which shares all memory</p>
|
|
</div>
|
|
</td>
|
|
<td>
|
|
<code>None</code>
|
|
</td>
|
|
</tr>
|
|
<tr class="doc-section-item">
|
|
<td>
|
|
<code>reset</code>
|
|
</td>
|
|
<td>
|
|
</td>
|
|
<td>
|
|
<div class="doc-md-description">
|
|
<p>clears previously stored memory if True, defaults to False</p>
|
|
</div>
|
|
</td>
|
|
<td>
|
|
<code>False</code>
|
|
</td>
|
|
</tr>
|
|
<tr class="doc-section-item">
|
|
<td>
|
|
<code>kwargs</code>
|
|
</td>
|
|
<td>
|
|
</td>
|
|
<td>
|
|
<div class="doc-md-description">
|
|
<p>additional keyword arguments</p>
|
|
</div>
|
|
</td>
|
|
<td>
|
|
<code>{}</code>
|
|
</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
|
|
|
|
<p><span class="doc-section-title">Returns:</span></p>
|
|
<table>
|
|
<thead>
|
|
<tr>
|
|
<th>Type</th>
|
|
<th>Description</th>
|
|
</tr>
|
|
</thead>
|
|
<tbody>
|
|
<tr class="doc-section-item">
|
|
<td>
|
|
</td>
|
|
<td>
|
|
<div class="doc-md-description">
|
|
<p>result</p>
|
|
</div>
|
|
</td>
|
|
</tr>
|
|
</tbody>
|
|
</table>
|
|
|
|
|
|
<details class="mkdocstrings-source">
|
|
<summary>Source code in <code>txtai/agent/base.py</code></summary>
|
|
<div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre><span></span><span class="normal">67</span>
|
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<span class="normal">97</span></pre></div></td><td class="code"><div><pre><span></span><code><span class="k">def</span><span class="w"> </span><span class="fm">__call__</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">text</span><span class="p">,</span> <span class="n">maxlength</span><span class="o">=</span><span class="mi">8192</span><span class="p">,</span> <span class="n">stream</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">session</span><span class="o">=</span><span class="kc">None</span><span class="p">,</span> <span class="n">reset</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
|
|
<span class="w"> </span><span class="sd">"""</span>
|
|
<span class="sd"> Runs an agent loop.</span>
|
|
|
|
<span class="sd"> Args:</span>
|
|
<span class="sd"> text: instructions to run</span>
|
|
<span class="sd"> maxlength: maximum sequence length</span>
|
|
<span class="sd"> stream: stream response if True, defaults to False</span>
|
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<span class="sd"> session: session id for stored memory, defaults to None which shares all memory</span>
|
|
<span class="sd"> reset: clears previously stored memory if True, defaults to False</span>
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<span class="sd"> kwargs: additional keyword arguments</span>
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<span class="sd"> Returns:</span>
|
|
<span class="sd"> result</span>
|
|
<span class="sd"> """</span>
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<span class="c1"># Process parameters</span>
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<span class="bp">self</span><span class="o">.</span><span class="n">process</span><span class="o">.</span><span class="n">model</span><span class="o">.</span><span class="n">parameters</span><span class="p">(</span><span class="n">maxlength</span><span class="p">)</span>
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<span class="c1"># Create memory, if necessary</span>
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<span class="k">if</span> <span class="bp">self</span><span class="o">.</span><span class="n">window</span> <span class="ow">and</span> <span class="p">(</span><span class="n">session</span> <span class="ow">not</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">memory</span> <span class="ow">or</span> <span class="n">reset</span><span class="p">):</span>
|
|
<span class="bp">self</span><span class="o">.</span><span class="n">memory</span><span class="p">[</span><span class="n">session</span><span class="p">]</span> <span class="o">=</span> <span class="n">deque</span><span class="p">(</span><span class="n">maxlen</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">window</span><span class="p">)</span>
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|
|
<span class="c1"># Run agent loop</span>
|
|
<span class="n">output</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">process</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="bp">self</span><span class="o">.</span><span class="n">prompt</span><span class="p">(</span><span class="n">text</span><span class="p">,</span> <span class="n">session</span><span class="p">),</span> <span class="n">stream</span><span class="o">=</span><span class="n">stream</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">)</span>
|
|
|
|
<span class="c1"># Add output to memory, if necessary</span>
|
|
<span class="k">if</span> <span class="n">session</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">memory</span><span class="p">:</span>
|
|
<span class="bp">self</span><span class="o">.</span><span class="n">memory</span><span class="p">[</span><span class="n">session</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">((</span><span class="n">text</span><span class="p">,</span> <span class="n">output</span><span class="p">))</span>
|
|
|
|
<span class="k">return</span> <span class="n">output</span>
|
|
</code></pre></div></td></tr></table></div>
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</details>
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</div>
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