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README.md
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@@ -32,6 +32,476 @@ license: mit
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<p>Ini proyek eksplorasi, jadi kalau gagal ya bagian dari proses belajar. Kalau berhasil, itu bonus.</p>
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</blockquote>
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<!-- Quotes -->
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<div align="center">
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<img src="https://quotes-caca.vercel.app/api/SsQuote" alt="Daily Quote" width="100%" />
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|
|
|
| 32 |
<p>Ini proyek eksplorasi, jadi kalau gagal ya bagian dari proses belajar. Kalau berhasil, itu bonus.</p>
|
| 33 |
</blockquote>
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| 34 |
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| 35 |
+
<!-- COMPARISON -->
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| 36 |
+
<h2>π Perbandingan dengan Arsitektur Lain</h2>
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| 37 |
+
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+
<table width="100%">
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<thead>
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+
<tr style="background-color: #f0f0f0;">
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<th width="25%">Fitur</th>
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<th width="15%">Caca</th>
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<th width="15%">LLaMA 2</th>
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<th width="15%">Mistral</th>
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<th width="15%">IndoGPT</th>
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<th width="15%">GPT-2</th>
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</tr>
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</thead>
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<tbody>
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+
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<!-- Basic Architecture -->
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+
<tr>
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<td colspan="6" style="background-color: #e3f2fd; padding: 10px;">
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<b>ποΈ Arsitektur Dasar</b>
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+
</td>
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+
</tr>
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+
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+
<tr bgcolor="#f8f9fa">
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<td><b>Status</b></td>
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<td bgcolor="#fff3cd">β οΈ Untrained</td>
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+
<td bgcolor="#d4edda">β
Trained</td>
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+
<td bgcolor="#d4edda">β
Trained</td>
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| 63 |
+
<td bgcolor="#d4edda">β
Trained</td>
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| 64 |
+
<td bgcolor="#d4edda">β
Trained</td>
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| 65 |
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</tr>
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| 66 |
+
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| 67 |
+
<tr>
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| 68 |
+
<td><b>Ukuran Model</b></td>
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| 69 |
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<td bgcolor="#d4edda">Configurable<br><small>1M - 200B+</small></td>
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<td bgcolor="#d4edda">7B / 13B / 70B</td>
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<td bgcolor="#d4edda">7B</td>
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<td bgcolor="#fff3cd">117M</td>
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<td bgcolor="#fff3cd">117M - 1.5B</td>
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</tr>
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<tr bgcolor="#f8f9fa">
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<td><b>Tipe Arsitektur</b></td>
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<td>Decoder-only</td>
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<td>Decoder-only</td>
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<td>Decoder-only</td>
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<td>Decoder-only</td>
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| 82 |
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<td>Decoder-only</td>
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| 83 |
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</tr>
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| 84 |
+
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| 85 |
+
<tr>
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+
<td><b>Fungsi Aktivasi</b></td>
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| 87 |
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<td bgcolor="#d4edda">SwiGLU</td>
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| 88 |
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<td bgcolor="#d4edda">SwiGLU</td>
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| 89 |
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<td bgcolor="#d4edda">SwiGLU</td>
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| 90 |
+
<td bgcolor="#f8d7da">GELU</td>
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| 91 |
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<td bgcolor="#f8d7da">GELU</td>
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</tr>
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+
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+
<tr bgcolor="#f8f9fa">
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<td><b>Normalisasi</b></td>
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| 96 |
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<td bgcolor="#d4edda">RMSNorm</td>
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<td bgcolor="#d4edda">RMSNorm</td>
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<td bgcolor="#d4edda">RMSNorm</td>
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<td bgcolor="#f8d7da">LayerNorm</td>
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<td bgcolor="#f8d7da">LayerNorm</td>
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</tr>
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+
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<tr>
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| 104 |
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<td><b>Tahun Release</b></td>
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| 105 |
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<td>2025</td>
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| 106 |
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<td>2023</td>
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| 107 |
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<td>2023</td>
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| 108 |
+
<td>2020</td>
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| 109 |
+
<td>2019</td>
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| 110 |
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</tr>
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| 111 |
+
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<!-- Attention Mechanisms -->
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| 113 |
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<tr>
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| 114 |
+
<td colspan="6" style="background-color: #e3f2fd; padding: 10px;">
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| 115 |
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<b>ποΈ Mekanisme Attention</b>
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| 116 |
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</td>
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| 117 |
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</tr>
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| 118 |
+
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<tr bgcolor="#f8f9fa">
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<td><b>Tipe Attention</b></td>
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| 121 |
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<td bgcolor="#d4edda">GQA (configurable)</td>
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| 122 |
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<td bgcolor="#d4edda">GQA</td>
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| 123 |
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<td bgcolor="#d4edda">GQA</td>
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| 124 |
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<td bgcolor="#f8d7da">MHA</td>
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| 125 |
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<td bgcolor="#f8d7da">MHA</td>
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| 126 |
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</tr>
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| 127 |
+
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| 128 |
+
<tr>
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| 129 |
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<td><b>Position Encoding</b></td>
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| 130 |
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<td bgcolor="#d4edda">RoPE + variants</td>
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| 131 |
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<td bgcolor="#d4edda">RoPE</td>
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| 132 |
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<td bgcolor="#d4edda">RoPE</td>
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| 133 |
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<td bgcolor="#f8d7da">Learned</td>
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| 134 |
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<td bgcolor="#f8d7da">Learned</td>
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| 135 |
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</tr>
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| 136 |
+
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| 137 |
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<tr bgcolor="#f8f9fa">
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| 138 |
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<td><b>Max Context</b></td>
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| 139 |
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<td bgcolor="#d4edda">8K - 16K</td>
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| 140 |
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<td bgcolor="#fff3cd">4K</td>
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| 141 |
+
<td bgcolor="#d4edda">32K</td>
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| 142 |
+
<td bgcolor="#f8d7da">1K</td>
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| 143 |
+
<td bgcolor="#f8d7da">1K</td>
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| 144 |
+
</tr>
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| 145 |
+
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| 146 |
+
<tr>
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| 147 |
+
<td><b>Sliding Window</b></td>
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| 148 |
+
<td bgcolor="#d4edda">β
Optional</td>
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| 149 |
+
<td bgcolor="#f8d7da">β</td>
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| 150 |
+
<td bgcolor="#d4edda">β
4K window</td>
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| 151 |
+
<td bgcolor="#f8d7da">β</td>
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| 152 |
+
<td bgcolor="#f8d7da">β</td>
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| 153 |
+
</tr>
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| 154 |
+
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| 155 |
+
<tr bgcolor="#f8f9fa">
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| 156 |
+
<td><b>Flash Attention</b></td>
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| 157 |
+
<td bgcolor="#d4edda">β
Flash Attn 2</td>
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| 158 |
+
<td bgcolor="#d4edda">β
Supported</td>
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| 159 |
+
<td bgcolor="#d4edda">β
Supported</td>
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| 160 |
+
<td bgcolor="#f8d7da">β</td>
|
| 161 |
+
<td bgcolor="#f8d7da">β</td>
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| 162 |
+
</tr>
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| 163 |
+
|
| 164 |
+
<tr>
|
| 165 |
+
<td><b>KV Cache Efficiency</b></td>
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| 166 |
+
<td bgcolor="#d4edda">75% reduction<br><small>(GQA 4:1)</small></td>
|
| 167 |
+
<td bgcolor="#d4edda">~60% reduction</td>
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| 168 |
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<td bgcolor="#d4edda">75% reduction</td>
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| 169 |
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<td bgcolor="#f8d7da">No optimization</td>
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| 170 |
+
<td bgcolor="#f8d7da">No optimization</td>
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| 171 |
+
</tr>
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| 172 |
+
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| 173 |
+
<!-- Advanced Features -->
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| 174 |
+
<tr>
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| 175 |
+
<td colspan="6" style="background-color: #e3f2fd; padding: 10px;">
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| 176 |
+
<b>π Fitur Lanjutan</b>
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| 177 |
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</td>
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| 178 |
+
</tr>
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| 179 |
+
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| 180 |
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<tr bgcolor="#f8f9fa">
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| 181 |
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<td><b>Mixture of Experts</b></td>
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| 182 |
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<td bgcolor="#d4edda">β
Optional<br><small>TopK + ExpertChoice</small></td>
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| 183 |
+
<td bgcolor="#f8d7da">β</td>
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| 184 |
+
<td bgcolor="#f8d7da">β<br><small>(Mixtral variant)</small></td>
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| 185 |
+
<td bgcolor="#f8d7da">β</td>
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| 186 |
+
<td bgcolor="#f8d7da">β</td>
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| 187 |
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</tr>
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| 188 |
+
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| 189 |
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<tr>
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| 190 |
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<td><b>Multimodal</b></td>
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| 191 |
+
<td bgcolor="#d4edda">β
Native<br><small>Vision + Audio</small></td>
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| 192 |
+
<td bgcolor="#f8d7da">β<br><small>(LLaVA separate)</small></td>
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| 193 |
+
<td bgcolor="#f8d7da">β</td>
|
| 194 |
+
<td bgcolor="#f8d7da">β</td>
|
| 195 |
+
<td bgcolor="#f8d7da">β</td>
|
| 196 |
+
</tr>
|
| 197 |
+
|
| 198 |
+
<tr bgcolor="#f8f9fa">
|
| 199 |
+
<td><b>Config Flexibility</b></td>
|
| 200 |
+
<td bgcolor="#d4edda">β
50+ parameters<br><small>Toggle semua fitur</small></td>
|
| 201 |
+
<td bgcolor="#fff3cd">β οΈ Limited</td>
|
| 202 |
+
<td bgcolor="#fff3cd">β οΈ Limited</td>
|
| 203 |
+
<td bgcolor="#f8d7da">β Fixed</td>
|
| 204 |
+
<td bgcolor="#f8d7da">β Fixed</td>
|
| 205 |
+
</tr>
|
| 206 |
+
|
| 207 |
+
<tr>
|
| 208 |
+
<td><b>Layer Scale</b></td>
|
| 209 |
+
<td bgcolor="#d4edda">β
Optional</td>
|
| 210 |
+
<td bgcolor="#f8d7da">β</td>
|
| 211 |
+
<td bgcolor="#f8d7da">β</td>
|
| 212 |
+
<td bgcolor="#f8d7da">β</td>
|
| 213 |
+
<td bgcolor="#f8d7da">β</td>
|
| 214 |
+
</tr>
|
| 215 |
+
|
| 216 |
+
<tr bgcolor="#f8f9fa">
|
| 217 |
+
<td><b>Stochastic Depth</b></td>
|
| 218 |
+
<td bgcolor="#d4edda">β
Optional</td>
|
| 219 |
+
<td bgcolor="#f8d7da">β</td>
|
| 220 |
+
<td bgcolor="#f8d7da">β</td>
|
| 221 |
+
<td bgcolor="#f8d7da">β</td>
|
| 222 |
+
<td bgcolor="#f8d7da">β</td>
|
| 223 |
+
</tr>
|
| 224 |
+
|
| 225 |
+
<!-- Performance & Optimization -->
|
| 226 |
+
<tr>
|
| 227 |
+
<td colspan="6" style="background-color: #e3f2fd; padding: 10px;">
|
| 228 |
+
<b>β‘ Performa & Optimisasi</b>
|
| 229 |
+
</td>
|
| 230 |
+
</tr>
|
| 231 |
+
|
| 232 |
+
<tr>
|
| 233 |
+
<td><b>Inference Speed</b><br><small>(7B model, A100)</small></td>
|
| 234 |
+
<td bgcolor="#fff3cd">β οΈ TBD<br><small>(belum trained)</small></td>
|
| 235 |
+
<td bgcolor="#d4edda">~75 tok/s</td>
|
| 236 |
+
<td bgcolor="#d4edda">~78 tok/s</td>
|
| 237 |
+
<td bgcolor="#d4edda">~150 tok/s<br><small>(jauh lebih kecil)</small></td>
|
| 238 |
+
<td bgcolor="#d4edda">~120 tok/s<br><small>(jauh lebih kecil)</small></td>
|
| 239 |
+
</tr>
|
| 240 |
+
|
| 241 |
+
<tr bgcolor="#f8f9fa">
|
| 242 |
+
<td><b>Memory Footprint</b><br><small>(7B, BF16)</small></td>
|
| 243 |
+
<td bgcolor="#d4edda">~14GB<br><small>(dengan GQA)</small></td>
|
| 244 |
+
<td bgcolor="#fff3cd">~14GB</td>
|
| 245 |
+
<td bgcolor="#d4edda">~14GB</td>
|
| 246 |
+
<td bgcolor="#d4edda">~500MB</td>
|
| 247 |
+
<td bgcolor="#d4edda">~500MB</td>
|
| 248 |
+
</tr>
|
| 249 |
+
|
| 250 |
+
<tr>
|
| 251 |
+
<td><b>Gradient Checkpointing</b></td>
|
| 252 |
+
<td bgcolor="#d4edda">β
Full support</td>
|
| 253 |
+
<td bgcolor="#d4edda">β
Supported</td>
|
| 254 |
+
<td bgcolor="#d4edda">β
Supported</td>
|
| 255 |
+
<td bgcolor="#fff3cd">β οΈ Manual</td>
|
| 256 |
+
<td bgcolor="#fff3cd">β οΈ Manual</td>
|
| 257 |
+
</tr>
|
| 258 |
+
|
| 259 |
+
<tr bgcolor="#f8f9fa">
|
| 260 |
+
<td><b>Quantization</b></td>
|
| 261 |
+
<td bgcolor="#d4edda">β
8-bit/4-bit built-in</td>
|
| 262 |
+
<td bgcolor="#fff3cd">β οΈ Via external tools</td>
|
| 263 |
+
<td bgcolor="#fff3cd">β οΈ Via external tools</td>
|
| 264 |
+
<td bgcolor="#f8d7da">β Limited support</td>
|
| 265 |
+
<td bgcolor="#f8d7da">β Limited support</td>
|
| 266 |
+
</tr>
|
| 267 |
+
|
| 268 |
+
<tr>
|
| 269 |
+
<td><b>Multi-Backend Support</b></td>
|
| 270 |
+
<td bgcolor="#d4edda">β
4 backends<br><small>Flash/xFormers/SDPA/Standard</small></td>
|
| 271 |
+
<td bgcolor="#fff3cd">β οΈ 2 backends</td>
|
| 272 |
+
<td bgcolor="#fff3cd">β οΈ 2 backends</td>
|
| 273 |
+
<td bgcolor="#f8d7da">β Standard only</td>
|
| 274 |
+
<td bgcolor="#f8d7da">β Standard only</td>
|
| 275 |
+
</tr>
|
| 276 |
+
|
| 277 |
+
<!-- Language Support -->
|
| 278 |
+
<tr>
|
| 279 |
+
<td colspan="6" style="background-color: #e3f2fd; padding: 10px;">
|
| 280 |
+
<b>π Dukungan Bahasa</b>
|
| 281 |
+
</td>
|
| 282 |
+
</tr>
|
| 283 |
+
|
| 284 |
+
<tr bgcolor="#f8f9fa">
|
| 285 |
+
<td><b>Bahasa Indonesia</b></td>
|
| 286 |
+
<td bgcolor="#fff3cd">β οΈ Belum trained<br><small>Designed for ID</small></td>
|
| 287 |
+
<td bgcolor="#f8d7da">β Poor<br><small>English-heavy</small></td>
|
| 288 |
+
<td bgcolor="#f8d7da">β Poor<br><small>English-heavy</small></td>
|
| 289 |
+
<td bgcolor="#d4edda">β
Native</td>
|
| 290 |
+
<td bgcolor="#f8d7da">β Minimal</td>
|
| 291 |
+
</tr>
|
| 292 |
+
|
| 293 |
+
<tr>
|
| 294 |
+
<td><b>English</b></td>
|
| 295 |
+
<td bgcolor="#fff3cd">β οΈ TBD<br><small>Bilingual design</small></td>
|
| 296 |
+
<td bgcolor="#d4edda">β
Excellent</td>
|
| 297 |
+
<td bgcolor="#d4edda">β
Excellent</td>
|
| 298 |
+
<td bgcolor="#fff3cd">β οΈ Limited</td>
|
| 299 |
+
<td bgcolor="#d4edda">β
Good</td>
|
| 300 |
+
</tr>
|
| 301 |
+
|
| 302 |
+
<tr bgcolor="#f8f9fa">
|
| 303 |
+
<td><b>Training Data</b></td>
|
| 304 |
+
<td bgcolor="#fff3cd">β οΈ To be trained<br><small>User's choice</small></td>
|
| 305 |
+
<td bgcolor="#d4edda">2T tokens<br><small>English-heavy</small></td>
|
| 306 |
+
<td bgcolor="#d4edda">Unknown<br><small>English-heavy</small></td>
|
| 307 |
+
<td bgcolor="#d4edda">23GB<br><small>Indonesian</small></td>
|
| 308 |
+
<td bgcolor="#d4edda">40GB<br><small>WebText</small></td>
|
| 309 |
+
</tr>
|
| 310 |
+
|
| 311 |
+
<tr>
|
| 312 |
+
<td><b>Vocab Size</b></td>
|
| 313 |
+
<td bgcolor="#d4edda">32K<br><small>(configurable)</small></td>
|
| 314 |
+
<td bgcolor="#d4edda">32K</td>
|
| 315 |
+
<td bgcolor="#d4edda">32K</td>
|
| 316 |
+
<td bgcolor="#fff3cd">50K</td>
|
| 317 |
+
<td bgcolor="#fff3cd">50K</td>
|
| 318 |
+
</tr>
|
| 319 |
+
|
| 320 |
+
<!-- Developer Experience -->
|
| 321 |
+
<tr>
|
| 322 |
+
<td colspan="6" style="background-color: #e3f2fd; padding: 10px;">
|
| 323 |
+
<b>π¨βπ» Developer Experience</b>
|
| 324 |
+
</td>
|
| 325 |
+
</tr>
|
| 326 |
+
|
| 327 |
+
<tr bgcolor="#f8f9fa">
|
| 328 |
+
<td><b>Error Messages</b></td>
|
| 329 |
+
<td bgcolor="#d4edda">β
Helpful + solutions<br><small>Detailed debugging</small></td>
|
| 330 |
+
<td bgcolor="#fff3cd">β οΈ Standard PyTorch</td>
|
| 331 |
+
<td bgcolor="#fff3cd">β οΈ Standard PyTorch</td>
|
| 332 |
+
<td bgcolor="#f8d7da">β Basic errors</td>
|
| 333 |
+
<td bgcolor="#f8d7da">β Basic errors</td>
|
| 334 |
+
</tr>
|
| 335 |
+
|
| 336 |
+
<tr>
|
| 337 |
+
<td><b>Config Validation</b></td>
|
| 338 |
+
<td bgcolor="#d4edda">β
Comprehensive<br><small>Auto-check conflicts</small></td>
|
| 339 |
+
<td bgcolor="#fff3cd">β οΈ Basic</td>
|
| 340 |
+
<td bgcolor="#fff3cd">β οΈ Basic</td>
|
| 341 |
+
<td bgcolor="#f8d7da">β Minimal</td>
|
| 342 |
+
<td bgcolor="#f8d7da">β Minimal</td>
|
| 343 |
+
</tr>
|
| 344 |
+
|
| 345 |
+
<tr bgcolor="#f8f9fa">
|
| 346 |
+
<td><b>Documentation</b></td>
|
| 347 |
+
<td bgcolor="#d4edda">β
Extensive<br><small>ID + EN, with examples</small></td>
|
| 348 |
+
<td bgcolor="#d4edda">β
Good<br><small>Official docs</small></td>
|
| 349 |
+
<td bgcolor="#fff3cd">β οΈ Medium<br><small>Community-driven</small></td>
|
| 350 |
+
<td bgcolor="#f8d7da">β Limited<br><small>Minimal docs</small></td>
|
| 351 |
+
<td bgcolor="#d4edda">β
Extensive<br><small>OpenAI docs</small></td>
|
| 352 |
+
</tr>
|
| 353 |
+
|
| 354 |
+
<tr>
|
| 355 |
+
<td><b>Code Examples</b></td>
|
| 356 |
+
<td bgcolor="#d4edda">β
50+ examples<br><small>Training to deployment</small></td>
|
| 357 |
+
<td bgcolor="#d4edda">β
Many examples</td>
|
| 358 |
+
<td bgcolor="#fff3cd">β οΈ Some examples</td>
|
| 359 |
+
<td bgcolor="#f8d7da">β Few examples</td>
|
| 360 |
+
<td bgcolor="#d4edda">β
Many examples</td>
|
| 361 |
+
</tr>
|
| 362 |
+
|
| 363 |
+
<tr bgcolor="#f8f9fa">
|
| 364 |
+
<td><b>HuggingFace Integration</b></td>
|
| 365 |
+
<td bgcolor="#d4edda">β
Full native<br><small>Auto-registered</small></td>
|
| 366 |
+
<td bgcolor="#d4edda">β
Official</td>
|
| 367 |
+
<td bgcolor="#d4edda">β
Official</td>
|
| 368 |
+
<td bgcolor="#d4edda">β
Available</td>
|
| 369 |
+
<td bgcolor="#d4edda">β
Standard</td>
|
| 370 |
+
</tr>
|
| 371 |
+
|
| 372 |
+
<!-- Availability & License -->
|
| 373 |
+
<tr>
|
| 374 |
+
<td colspan="6" style="background-color: #e3f2fd; padding: 10px;">
|
| 375 |
+
<b>π Ketersediaan & Lisensi</b>
|
| 376 |
+
</td>
|
| 377 |
+
</tr>
|
| 378 |
+
|
| 379 |
+
<tr>
|
| 380 |
+
<td><b>License</b></td>
|
| 381 |
+
<td bgcolor="#d4edda">β
Apache 2.0<br><small>Fully permissive</small></td>
|
| 382 |
+
<td bgcolor="#fff3cd">β οΈ LLaMA 2 License<br><small>Commercial OK</small></td>
|
| 383 |
+
<td bgcolor="#d4edda">β
Apache 2.0</td>
|
| 384 |
+
<td bgcolor="#d4edda">β
MIT</td>
|
| 385 |
+
<td bgcolor="#d4edda">β
MIT</td>
|
| 386 |
+
</tr>
|
| 387 |
+
|
| 388 |
+
<tr bgcolor="#f8f9fa">
|
| 389 |
+
<td><b>Commercial Use</b></td>
|
| 390 |
+
<td bgcolor="#d4edda">β
Allowed<br><small>No restrictions</small></td>
|
| 391 |
+
<td bgcolor="#d4edda">β
Allowed</td>
|
| 392 |
+
<td bgcolor="#d4edda">β
Allowed</td>
|
| 393 |
+
<td bgcolor="#d4edda">β
Allowed</td>
|
| 394 |
+
<td bgcolor="#d4edda">β
Allowed</td>
|
| 395 |
+
</tr>
|
| 396 |
+
|
| 397 |
+
<tr>
|
| 398 |
+
<td><b>Weights Available</b></td>
|
| 399 |
+
<td bgcolor="#f8d7da">β Not trained<br><small>Architecture only</small></td>
|
| 400 |
+
<td bgcolor="#d4edda">β
All sizes<br><small>7B/13B/70B</small></td>
|
| 401 |
+
<td bgcolor="#d4edda">β
7B</td>
|
| 402 |
+
<td bgcolor="#d4edda">β
117M</td>
|
| 403 |
+
<td bgcolor="#d4edda">β
All sizes</td>
|
| 404 |
+
</tr>
|
| 405 |
+
|
| 406 |
+
<tr bgcolor="#f8f9fa">
|
| 407 |
+
<td><b>Self-Hosting</b></td>
|
| 408 |
+
<td bgcolor="#d4edda">β
Designed for it<br><small>Full control</small></td>
|
| 409 |
+
<td bgcolor="#d4edda">β
Yes</td>
|
| 410 |
+
<td bgcolor="#d4edda">β
Yes</td>
|
| 411 |
+
<td bgcolor="#d4edda">β
Yes</td>
|
| 412 |
+
<td bgcolor="#d4edda">β
Yes</td>
|
| 413 |
+
</tr>
|
| 414 |
+
|
| 415 |
+
<tr>
|
| 416 |
+
<td><b>Training Required</b></td>
|
| 417 |
+
<td bgcolor="#f8d7da">β Yes<br><small>From scratch</small></td>
|
| 418 |
+
<td bgcolor="#d4edda">β
No<br><small>Ready to use</small></td>
|
| 419 |
+
<td bgcolor="#d4edda">β
No<br><small>Ready to use</small></td>
|
| 420 |
+
<td bgcolor="#d4edda">β
No<br><small>Ready to use</small></td>
|
| 421 |
+
<td bgcolor="#d4edda">β
No<br><small>Ready to use</small></td>
|
| 422 |
+
</tr>
|
| 423 |
+
|
| 424 |
+
<!-- Use Cases -->
|
| 425 |
+
<tr>
|
| 426 |
+
<td colspan="6" style="background-color: #e3f2fd; padding: 10px;">
|
| 427 |
+
<b>π― Use Cases</b>
|
| 428 |
+
</td>
|
| 429 |
+
</tr>
|
| 430 |
+
|
| 431 |
+
<tr bgcolor="#f8f9fa">
|
| 432 |
+
<td><b>Production Ready</b></td>
|
| 433 |
+
<td bgcolor="#f8d7da">β Not yet<br><small>After training</small></td>
|
| 434 |
+
<td bgcolor="#d4edda">β
Yes</td>
|
| 435 |
+
<td bgcolor="#d4edda">β
Yes</td>
|
| 436 |
+
<td bgcolor="#fff3cd">β οΈ Limited<br><small>Too small</small></td>
|
| 437 |
+
<td bgcolor="#fff3cd">β οΈ Limited<br><small>Outdated</small></td>
|
| 438 |
+
</tr>
|
| 439 |
+
|
| 440 |
+
<tr>
|
| 441 |
+
<td><b>Research</b></td>
|
| 442 |
+
<td bgcolor="#d4edda">β
Excellent<br><small>Modular design</small></td>
|
| 443 |
+
<td bgcolor="#d4edda">β
Good</td>
|
| 444 |
+
<td bgcolor="#d4edda">β
Good</td>
|
| 445 |
+
<td bgcolor="#fff3cd">β οΈ Limited</td>
|
| 446 |
+
<td bgcolor="#d4edda">β
Classic baseline</td>
|
| 447 |
+
</tr>
|
| 448 |
+
|
| 449 |
+
<tr bgcolor="#f8f9fa">
|
| 450 |
+
<td><b>Indonesian NLP</b></td>
|
| 451 |
+
<td bgcolor="#fff3cd">β οΈ After training<br><small>High potential</small></td>
|
| 452 |
+
<td bgcolor="#f8d7da">β Poor<br><small>Needs fine-tuning</small></td>
|
| 453 |
+
<td bgcolor="#f8d7da">β Poor<br><small>Needs fine-tuning</small></td>
|
| 454 |
+
<td bgcolor="#d4edda">β
Native<br><small>But limited</small></td>
|
| 455 |
+
<td bgcolor="#f8d7da">β Poor</td>
|
| 456 |
+
</tr>
|
| 457 |
+
|
| 458 |
+
<tr>
|
| 459 |
+
<td><b>Education</b></td>
|
| 460 |
+
<td bgcolor="#d4edda">β
Excellent<br><small>Learn modern LLMs</small></td>
|
| 461 |
+
<td bgcolor="#d4edda">β
Good</td>
|
| 462 |
+
<td bgcolor="#fff3cd">β οΈ Medium</td>
|
| 463 |
+
<td bgcolor="#d4edda">β
Good<br><small>Simple architecture</small></td>
|
| 464 |
+
<td bgcolor="#d4edda">β
Classic<br><small>Well-documented</small></td>
|
| 465 |
+
</tr>
|
| 466 |
+
|
| 467 |
+
</tbody>
|
| 468 |
+
</table>
|
| 469 |
+
|
| 470 |
+
<div style="margin-top: 20px; padding: 15px; background-color: #fff3cd; border-left: 4px solid #ffc107;">
|
| 471 |
+
<p><b>π Catatan Penting:</b></p>
|
| 472 |
+
<ul style="margin: 10px 0;">
|
| 473 |
+
<li><b>Caca</b> adalah arsitektur modern yang <b>belum dilatih</b> - perlu training dari nol dengan dataset Indonesian</li>
|
| 474 |
+
<li><b>LLaMA 2 & Mistral</b> sangat bagus untuk English, tapi <b>poor untuk Indonesian</b> tanpa fine-tuning</li>
|
| 475 |
+
<li><b>IndoGPT</b> adalah satu-satunya dedicated Indonesian LLM, tapi <b>arsitektur sudah outdated</b> (GPT-2 era)</li>
|
| 476 |
+
<li><b>GPT-2</b> dimasukkan sebagai baseline klasik - arsitektur yang sudah proven tapi tidak modern</li>
|
| 477 |
+
<li>Tidak ada model 7B+ yang native Indonesian dan open-source saat ini - <b>ini kesempatan Caca</b></li>
|
| 478 |
+
</ul>
|
| 479 |
+
</div>
|
| 480 |
+
|
| 481 |
+
<div style="margin-top: 15px; padding: 15px; background-color: #d4edda; border-left: 4px solid #28a745;">
|
| 482 |
+
<p><b>β¨ Keunggulan Unik Caca:</b></p>
|
| 483 |
+
<ul style="margin: 10px 0;">
|
| 484 |
+
<li>π― <b>Modular Design</b>: Toggle 50+ fitur tanpa rewrite code</li>
|
| 485 |
+
<li>π§ <b>Developer-Friendly</b>: Error messages helpful + config validation</li>
|
| 486 |
+
<li>π <b>Modern Architecture</b>: GQA + Flash Attention + SwiGLU + RMSNorm</li>
|
| 487 |
+
<li>π¨ <b>Multimodal Native</b>: Vision & Audio built-in (bukan add-on)</li>
|
| 488 |
+
<li>π <b>Extensive Docs</b>: Bahasa Indonesia + English dengan banyak contoh</li>
|
| 489 |
+
<li>β‘ <b>Optimization Focus</b>: 4 attention backends, auto-fallback, quantization ready</li>
|
| 490 |
+
<li>π¬ <b>Research-Oriented</b>: MoE, Mixture of Depths, Layer Scale, dll.</li>
|
| 491 |
+
</ul>
|
| 492 |
+
</div>
|
| 493 |
+
|
| 494 |
+
<div style="margin-top: 15px; padding: 15px; background-color: #f8d7da; border-left: 4px solid #dc3545;">
|
| 495 |
+
<p><b>β οΈ Keterbatasan Realistis:</b></p>
|
| 496 |
+
<ul style="margin: 10px 0;">
|
| 497 |
+
<li>β <b>Belum trained</b> - output akan random sampai di-training</li>
|
| 498 |
+
<li>β <b>Belum ada tokenizer</b> - perlu training tokenizer sendiri untuk Indonesian</li>
|
| 499 |
+
<li>β <b>Butuh resources besar</b> - training 7B model perlu GPU kelas A100</li>
|
| 500 |
+
<li>β <b>Belum teruji</b> - perlu extensive evaluation setelah training</li>
|
| 501 |
+
<li>β <b>Community masih kecil</b> - tidak sebesar LLaMA/Mistral ecosystem</li>
|
| 502 |
+
</ul>
|
| 503 |
+
</div>
|
| 504 |
+
|
| 505 |
<!-- Quotes -->
|
| 506 |
<div align="center">
|
| 507 |
<img src="https://quotes-caca.vercel.app/api/SsQuote" alt="Daily Quote" width="100%" />
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