hiaripc commited on
Commit ·
36b3422
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Parent(s): 12c1391
fix
Browse files- index.html +101 -73
index.html
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<!DOCTYPE html>
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<html>
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<head>
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<meta charset="UTF-8">
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<title>SweetSpot v2 — Energy-per-Token demo</title>
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</head>
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<body>
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@@ -43,51 +67,62 @@ SweetSpot v2 — Energy-per-Token demo
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</h2>
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<p>
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This interactive demo visualizes our analytical model for predicting the
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</p>
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<p>
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The model was fitted using empirical measurements collected on an
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<ul>
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<li><code>max_batch_size = 1024</code></li>
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<li><code>max_num_tokens = 8192</code></li>
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<li><code>num_requests = 1000</code></li>
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</ul>
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</p>
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<p>
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For the complete methodology, experimental validation, and citation
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<a href="YOUR_PAPER_URL" target="_blank">
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SweetSpot v2: An Architecture-Aware Analytical Model for Predicting Energy
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</a>.
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</p>
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<
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Validated models:
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</h4>
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<select id="preset">
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</select>
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<button onclick="loadPreset()">
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Load selected model
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</button>
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<h4>
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Or load another public Hugging Face model (dense,
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</h4>
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<input
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id="repo"
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style="width:400px"
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placeholder="tiiuae/falcon-rw-7b"
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<button onclick="loadModel()">
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Load model
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</button>
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<p id="status"></p>
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@@ -96,28 +131,35 @@ Load model
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<div class="row">
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<div>
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<label>Hidden size (d):</label>
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<input id="d" type="number" value="4096">
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</div>
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<div>
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<label>Layers (L):</label>
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<input id="L" type="number" value="36">
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</div>
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<div>
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<label>Query heads (<i>n</i><sub>q</sub>):</label>
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<input id="nq" type="number" value="64">
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</div>
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<div>
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<label>KV heads (<i>n</i><sub>kv</sub>):</label>
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<input id="nkv" type="number" value="64">
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</div>
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<div id="ninWrapper">
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<label>
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Input Tokens (<i>n</i><sub>in</sub>):
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<span id="ninValue">64</span>
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@@ -138,23 +180,13 @@ Load model
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<span>4096</span>
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</div>
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<input id="nin" type="hidden" value="64">
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</div>
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<
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#ninSlider {
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width: 100%;
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display: block;
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}
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#ninLabels {
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display: flex;
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justify-content: space-between;
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font-size: 12px;
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color: #555;
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}
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</style>
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<script>
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const MAX_TOKENS = 4096;
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}
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</script>
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<div id="plot"></div>
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<script src="app.js"></script>
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</body>
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</html>
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<!DOCTYPE html>
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+
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<html>
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<head>
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<meta charset="UTF-8">
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<title>SweetSpot v2 — Energy-per-Token demo</title>
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```
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<script src="https://cdn.plot.ly/plotly-latest.min.js"></script>
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<style>
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body {
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font-family: sans-serif;
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max-width: 1000px;
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margin: auto;
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padding: 20px;
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}
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.row {
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display: flex;
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gap: 20px;
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flex-wrap: wrap;
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}
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label {
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display: block;
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margin-top: 10px;
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}
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input[type="number"] {
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width: 120px;
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}
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button {
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margin-top: 10px;
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padding: 8px 15px;
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}
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/* Input-token slider */
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#ninWrapper {
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width: 100%;
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margin-top: 25px;
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}
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#ninSlider {
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width: 100%;
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display: block;
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margin-top: 8px;
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}
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#ninLabels {
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display: flex;
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justify-content: space-between;
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font-size: 12px;
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color: #555;
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margin-top: 3px;
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}
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</style>
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```
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</head>
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<body>
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</h2>
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<p>
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This interactive demo visualizes our analytical model for predicting the
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<b>energy consumption per generated token</b> as a function of the number of
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output tokens (<i>n</i><sub>out</sub>).
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Select one of the validated models used in the paper or load the architecture
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of any <b>dense decoder-only Transformer</b> (up to approximately 20B
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parameters) from Hugging Face to explore how the different terms contribute
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to the prediction.
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</p>
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<p>
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The model was fitted using empirical measurements collected on an
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<b>NVIDIA H100 GPU</b> with <b>NVIDIA TensorRT-LLM</b> under the following
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experimental configuration:
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</p>
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<ul>
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<li><code>max_batch_size = 1024</code></li>
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<li><code>max_num_tokens = 8192</code></li>
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<li><code>num_requests = 1000</code></li>
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</ul>
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<p>
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Future releases will extend the analysis to additional hardware platforms
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and inference frameworks.
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</p>
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<p>
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For the complete methodology, experimental validation, and citation
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information, please see the paper:
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<a href="YOUR_PAPER_URL" target="_blank">
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SweetSpot v2: An Architecture-Aware Analytical Model for Predicting Energy
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Efficiency of LLM Inference
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</a>.
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</p>
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<h4>Validated models:</h4>
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<select id="preset"></select>
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<button onclick="loadPreset()">
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Load selected model
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</button>
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<h4>
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Or load another public Hugging Face model (dense, < 20B):
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</h4>
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<input
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id="repo"
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style="width:400px"
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placeholder="tiiuae/falcon-rw-7b"
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>
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<button onclick="loadModel()">
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Load model
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</button>
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<p id="status"></p>
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<div class="row">
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```
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<div>
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<label>Hidden size (d):</label>
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<input id="d" type="number" value="4096">
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</div>
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<div>
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<label>Layers (L):</label>
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<input id="L" type="number" value="36">
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</div>
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<div>
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<label>Query heads (<i>n</i><sub>q</sub>):</label>
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<input id="nq" type="number" value="64">
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</div>
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<div>
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<label>KV heads (<i>n</i><sub>kv</sub>):</label>
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<input id="nkv" type="number" value="64">
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</div>
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```
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</div>
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<!-- Slider is OUTSIDE the architecture-parameter row -->
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<div id="ninWrapper">
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```
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<label>
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Input Tokens (<i>n</i><sub>in</sub>):
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<span id="ninValue">64</span>
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<span>4096</span>
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</div>
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<!-- Actual token count used by app.js -->
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<input id="nin" type="hidden" value="64">
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```
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</div>
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<div id="plot"></div>
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<script>
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const MAX_TOKENS = 4096;
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}
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</script>
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<script src="app.js"></script>
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</body>
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</html>
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