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Naeemkh committed Jan 21, 2025
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6 changes: 3 additions & 3 deletions docs/contents/core/frameworks/frameworks.html
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Expand Up @@ -1998,7 +1998,7 @@ <h3 data-number="7.7.4" class="anchored" data-anchor-id="tinyml-frameworks"><spa
<h2 data-number="7.8" class="anchored" data-anchor-id="choosing-a-framework"><span class="header-section-number">7.8</span> Choosing a Framework</h2>
<p>Framework selection builds on our understanding of framework specialization across computing environments. Engineers must evaluate three interdependent factors when choosing a framework: model requirements, hardware constraints, and software dependencies. The TensorFlow ecosystem demonstrates how these factors shape framework design through its variants: TensorFlow, TensorFlow Lite, and TensorFlow Lite Micro.</p>
<p><a href="#fig-tf-comparison" class="quarto-xref">Figure&nbsp;<span>7.11</span></a> illustrates key differences between TensorFlow variants. Each variant represents specific trade-offs between computational capability and resource requirements. These trade-offs manifest in supported operations, binary size, and integration requirements.</p>
<div id="fig-tf-comparison" class="quarto-float quarto-figure quarto-figure-center anchored" data-align="center" data-caption="TensorFlow Framework Comparison - General">
<div id="fig-tf-comparison" class="quarto-float quarto-figure quarto-figure-center anchored" data-caption="TensorFlow Framework Comparison - General" data-align="center">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-tf-comparison-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<a href="images/png/tf_cmp.png" class="lightbox" data-gallery="quarto-lightbox-gallery-12" title="Figure&nbsp;7.11: TensorFlow framework comparison - General."><img src="images/png/tf_cmp.png" style="width:100.0%" data-align="center" data-caption="TensorFlow Framework Comparison - General" class="figure-img"></a>
Expand All @@ -2024,7 +2024,7 @@ <h3 data-number="7.8.1" class="anchored" data-anchor-id="model-requirements"><sp
<section id="software-dependencies" class="level3" data-number="7.8.2">
<h3 data-number="7.8.2" class="anchored" data-anchor-id="software-dependencies"><span class="header-section-number">7.8.2</span> Software Dependencies</h3>
<p><a href="#fig-tf-sw-comparison" class="quarto-xref">Figure&nbsp;<span>7.12</span></a> reveals three key software considerations that differentiate TensorFlow variants: operating system requirements, memory management capabilities, and accelerator support. These differences reflect each variant’s optimization for specific deployment environments.</p>
<div id="fig-tf-sw-comparison" class="quarto-float quarto-figure quarto-figure-center anchored" data-align="center" data-caption="TensorFlow Framework Comparison - Model">
<div id="fig-tf-sw-comparison" class="quarto-float quarto-figure quarto-figure-center anchored" data-caption="TensorFlow Framework Comparison - Model" data-align="center">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-tf-sw-comparison-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<a href="images/png/sw_cmp.png" class="lightbox" data-gallery="quarto-lightbox-gallery-13" title="Figure&nbsp;7.12: TensorFlow framework comparison - Software."><img src="images/png/sw_cmp.png" style="width:100.0%" data-align="center" data-caption="TensorFlow Framework Comparison - Model" class="figure-img"></a>
Expand All @@ -2041,7 +2041,7 @@ <h3 data-number="7.8.2" class="anchored" data-anchor-id="software-dependencies">
<section id="hardware-constraints" class="level3" data-number="7.8.3">
<h3 data-number="7.8.3" class="anchored" data-anchor-id="hardware-constraints"><span class="header-section-number">7.8.3</span> Hardware Constraints</h3>
<p><a href="#fig-tf-hw-comparison" class="quarto-xref">Figure&nbsp;<span>7.13</span></a> quantifies the hardware requirements across TensorFlow variants through three metrics: base binary size, memory footprint, and processor architecture support. These metrics demonstrate the progressive optimization for constrained computing environments.</p>
<div id="fig-tf-hw-comparison" class="quarto-float quarto-figure quarto-figure-center anchored" data-align="center" data-caption="TensorFlow Framework Comparison - Hardware">
<div id="fig-tf-hw-comparison" class="quarto-float quarto-figure quarto-figure-center anchored" data-caption="TensorFlow Framework Comparison - Hardware" data-align="center">
<figure class="quarto-float quarto-float-fig figure">
<div aria-describedby="fig-tf-hw-comparison-caption-0ceaefa1-69ba-4598-a22c-09a6ac19f8ca">
<a href="images/png/hw_cmp.png" class="lightbox" data-gallery="quarto-lightbox-gallery-14" title="Figure&nbsp;7.13: TensorFlow framework comparison - Hardware."><img src="images/png/hw_cmp.png" style="width:100.0%" data-align="center" data-caption="TensorFlow Framework Comparison - Hardware" class="figure-img"></a>
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