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162
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163
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README.md CHANGED
@@ -1,250 +1,670 @@
1
  ---
2
- base_model: zerofata/GLM-4.5-Iceblink-106B-A12B
3
- base_model_relation: quantized
4
- quantized_by: ArtusDev
 
 
 
 
 
5
  ---
6
  <style>
7
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8
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9
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11
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13
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15
- font-weight: 600;
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18
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19
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21
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22
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23
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69
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125
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126
- transform: rotate(45deg);
127
- transition: transform 0.3s ease;
128
- }
129
- details[open] > summary::after {
130
- transform: rotate(225deg);
131
- }
132
- .details-content {
133
- padding: 18px;
134
- }
135
- .btn-purple {
136
- display: inline-block;
137
- background-color: #6A5ACD;
138
- color: white !important;
139
- padding: 12px 24px;
140
- border-radius: 8px;
141
- text-decoration: none;
142
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143
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144
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145
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146
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147
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148
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149
- }
150
- </style>
151
 
152
- <div class="container-dark">
 
 
 
 
153
 
154
- <div class="card-dark card-dark-title">
155
- <h1>ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3</h1>
156
- <p class="subtitle">
157
- EXL3 quants of <a href="https://huggingface.co/zerofata/GLM-4.5-Iceblink-106B-A12B" target="_blank">zerofata/GLM-4.5-Iceblink-106B-A12B</a> using <a href="https://github.com/turboderp-org/exllamav3/" target="_blank">exllamav3</a> for quantization.
158
- </p>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
159
  </div>
160
 
161
- <div class="card-dark">
162
- <h2>Quants</h2>
163
- <table class="styled-table">
164
- <thead>
165
- <tr>
166
- <th>Quant</th>
167
- <th>BPW</th>
168
- <th>Head Bits</th>
169
- <th>Size (GB)</th>
170
- </tr>
171
- </thead>
172
- <tbody>
173
- <tr>
174
- <td><a href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/2.5bpw_H6" target="_blank">2.5_H6</a></td>
175
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/2.5bpw_H6" target="_blank">2.5</a></td>
176
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/2.5bpw_H6" target="_blank">6</a></td>
177
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/2.5bpw_H6" target="_blank">34.98</a></td>
178
- </tr>
179
- <tr>
180
- <td><a href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/3.0bpw_H6" target="_blank">3.0_H6</a></td>
181
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/3.0bpw_H6" target="_blank">3.0</a></td>
182
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/3.0bpw_H6" target="_blank">6</a></td>
183
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/3.0bpw_H6" target="_blank">41.60</a></td>
184
- </tr>
185
- <tr>
186
- <td><a href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/3.5bpw_H6" target="_blank">3.5_H6</a></td>
187
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/3.5bpw_H6" target="_blank">3.5</a></td>
188
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/3.5bpw_H6" target="_blank">6</a></td>
189
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/3.5bpw_H6" target="_blank">48.18</a></td>
190
- </tr>
191
- <tr>
192
- <td><a href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/4.0bpw_H6" target="_blank">4.0_H6</a></td>
193
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/4.0bpw_H6" target="_blank">4.0</a></td>
194
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/4.0bpw_H6" target="_blank">6</a></td>
195
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/4.0bpw_H6" target="_blank">54.80</a></td>
196
- </tr>
197
- <tr>
198
- <td><a href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/4.5bpw_H6" target="_blank">4.5_H6</a></td>
199
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/4.5bpw_H6" target="_blank">4.5</a></td>
200
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/4.5bpw_H6" target="_blank">6</a></td>
201
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/4.5bpw_H6" target="_blank">61.38</a></td>
202
- </tr>
203
- <tr>
204
- <td><a href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/5.0bpw_H6" target="_blank">5.0_H6</a></td>
205
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/5.0bpw_H6" target="_blank">5.0</a></td>
206
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/5.0bpw_H6" target="_blank">6</a></td>
207
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/5.0bpw_H6" target="_blank">68.00</a></td>
208
- </tr>
209
- <tr>
210
- <td><a href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/6.0bpw_H6" target="_blank">6.0_H6</a></td>
211
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/6.0bpw_H6" target="_blank">6.0</a></td>
212
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/6.0bpw_H6" target="_blank">6</a></td>
213
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/6.0bpw_H6" target="_blank">81.20</a></td>
214
- </tr>
215
- <tr>
216
- <td><a href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/8.0bpw_H8" target="_blank">8.0_H8</a></td>
217
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/8.0bpw_H8" target="_blank">8.0</a></td>
218
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/8.0bpw_H8" target="_blank">8</a></td>
219
- <td><a class="fake-link" href="https://huggingface.co/ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3/tree/8.0bpw_H8" target="_blank">107.75</a></td>
220
- </tr>
221
- </tbody>
222
- </table>
223
  </div>
224
 
225
- <div class="card-dark">
226
- <h2>How to Download and Use Quants</h2>
227
- <p>You can download quants by targeting specific size using the Hugging Face CLI.</p>
228
- <details>
229
- <summary>Click for download commands</summary>
230
- <div class="details-content">
231
- <b>1. Install huggingface-cli:</b>
232
- <pre><code>pip install -U "huggingface_hub[cli]"</code></pre>
233
- <b>2. Download a specific quant:</b>
234
- <pre><code>huggingface-cli download ArtusDev/zerofata_GLM-4.5-Iceblink-106B-A12B-EXL3 --revision "5.0bpw_H6" --local-dir ./</code></pre>
 
 
 
 
 
 
 
 
 
 
 
 
 
235
  </div>
236
- </details>
237
- <p>EXL3 quants can be run with any inference client that supports EXL3, such as <a href="https://github.com/theroyallab/tabbyapi" target="_blank"><b>TabbyAPI</b></a>. Refer to <a href="https://github.com/theroyallab/tabbyAPI/wiki/01.-Getting-Started" target="_blank">documentation</a> for set up instructions.</p>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
238
  </div>
239
 
240
- <div class="card-dark">
241
- <h2>Quant Requests</h2>
242
- <div style="text-align: center; margin-top: 25px;">
243
- <a href="https://huggingface.co/ArtusDev/requests-exl/discussions/new?title=[MODEL_NAME_HERE]&description=[MODEL_HF_LINK_HERE]" class="btn-purple" target="_blank">Request EXL3 Quants</a>
 
 
 
 
 
 
 
 
 
 
 
244
  </div>
245
- <p class="subtitle">
246
- See <a href="https://huggingface.co/ArtusDev/requests-exl" target="_blank">EXL community hub</a> for request guidelines.
247
- </p>
248
  </div>
249
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
250
  </div>
 
 
 
1
  ---
2
+ license: mit
3
+ datasets:
4
+ - zerofata/Instruct-Anime
5
+ - zerofata/Roleplay-Anime-Characters
6
+ - zerofata/Instruct-Anime-CreativeWriting
7
+ - zerofata/Summaries-Anime-FandomPages
8
+ base_model:
9
+ - zai-org/GLM-4.5-Air
10
  ---
11
  <style>
12
+ .container {
13
+ --primary-accent: #2B8CCC;
14
+ --secondary-accent: #87CEEB;
15
+ --glow-primary: rgba(43, 140, 204, 0.4);
16
+ --glow-secondary: rgba(135, 206, 235, 0.6);
17
+
18
+ --bg-main: #F8FEFF;
19
+ --bg-container: #FFFFFF;
20
+ --bg-card: rgba(240, 248, 255, 0.9);
21
+
22
+ --text-main: #2C3E50;
23
+ --text-muted: #546E7A;
24
+ --white: #FFFFFF;
25
+ --border-color: #B0E0E6;
26
+
27
+ --font-title: 'Inter', sans-serif;
28
+ --font-body: 'Source Sans Pro', sans-serif;
29
+ --font-code: 'JetBrains Mono', monospace;
30
+
31
+ font-family: var(--font-body);
32
+ color: var(--text-main);
33
+ line-height: 1.6;
34
+ font-weight: 400;
35
+
36
+ max-width: 1100px;
37
+ margin: 20px auto;
38
+ padding: 25px;
39
+ background-color: var(--bg-main);
40
+ background-image:
41
+ linear-gradient(135deg, rgba(240, 248, 255, 0.9), rgba(255, 255, 255, 0.7)),
42
+ radial-gradient(circle at 20% 80%, rgba(135, 206, 235, 0.1) 0%, transparent 50%),
43
+ radial-gradient(circle at 80% 20%, rgba(176, 224, 230, 0.15) 0%, transparent 50%);
44
+ min-height: calc(100vh - 40px);
45
+
46
+ border-radius: 12px;
47
+ box-shadow: 0 8px 32px rgba(43, 140, 204, 0.15), 0 2px 8px rgba(135, 206, 235, 0.1);
48
+ border: 2px solid var(--border-color);
49
+ }
50
+
51
+ .container .title-container {
52
+ background: linear-gradient(135deg, rgba(255, 255, 255, 0.95), rgba(240, 248, 255, 0.9));
53
+ backdrop-filter: blur(10px);
54
+ margin-bottom: 30px;
55
+ border: 2px solid var(--border-color);
56
+ border-radius: 16px;
57
+ padding: 35px;
58
+ text-align: center;
59
+ position: relative;
60
+ box-shadow:
61
+ 0 8px 32px rgba(43, 140, 204, 0.12),
62
+ inset 0 1px 0 rgba(255, 255, 255, 0.8);
63
+ overflow: hidden;
64
+ }
65
+
66
+ /* FLAIR: Dense 24-Spoke Snowflake */
67
+ .container .title-container::before {
68
+ content: '';
69
+ position: absolute;
70
+ top: 50%;
71
+ left: 50%;
72
+ width: 350px;
73
+ height: 350px;
74
+ margin: -175px 0 0 -175px;
75
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125
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126
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127
+ );
128
+ mask: radial-gradient(circle at center, black 65%, transparent 75%);
129
+ -webkit-mask: radial-gradient(circle at center, black 65%, transparent 75%);
130
+ z-index: 1;
131
+ pointer-events: none;
132
+ }
133
+
134
+ .container .title-container::after {
135
+ content: '';
136
+ position: absolute;
137
+ top: 50%;
138
+ left: 50%;
139
+ width: 180px;
140
+ height: 180px;
141
+ margin: -90px 0 0 -90px;
142
+ background: conic-gradient(from 0deg,
143
+ transparent 0deg,
144
+ rgba(43, 140, 204, 0.12) 5deg,
145
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146
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147
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148
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149
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150
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151
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152
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153
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154
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155
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156
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157
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158
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159
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160
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161
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162
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163
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164
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165
+ transparent 310deg,
166
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167
+ transparent 340deg
168
+ );
169
+ mask: radial-gradient(circle at center, transparent 25%, black 30%, black 40%, transparent 45%);
170
+ -webkit-mask: radial-gradient(circle at center, transparent 25%, black 30%, black 40%, transparent 45%);
171
+ z-index: 1;
172
+ pointer-events: none;
173
+ }
174
+
175
+
176
+
177
+ .container .title-container .title-wrapper {
178
+ position: relative;
179
+ z-index: 2;
180
+ }
181
+
182
+ .container .title-main {
183
+ color: var(--text-main);
184
+ font-size: 3.2rem;
185
+ font-weight: 900;
186
+ margin: 0;
187
+ letter-spacing: 4px;
188
+ display: block;
189
+ text-transform: uppercase;
190
+ background: linear-gradient(135deg, var(--primary-accent), var(--secondary-accent));
191
+ background-clip: text;
192
+ -webkit-background-clip: text;
193
+ -webkit-text-fill-color: transparent;
194
+ font-family: var(--font-title);
195
+ filter: drop-shadow(0 4px 8px rgba(43, 140, 204, 0.4)) drop-shadow(0 2px 4px rgba(255, 255, 255, 0.6));
196
+ text-shadow:
197
+ 0 0 20px rgba(255, 255, 255, 0.8),
198
+ 0 0 40px rgba(135, 206, 235, 0.6),
199
+ 0 4px 8px rgba(43, 140, 204, 0.3);
200
+ position: relative;
201
+ }
202
+
203
+ .container .lemonade-text {
204
+ background: linear-gradient(135deg, var(--secondary-accent), #B0E0E6);
205
+ background-clip: text;
206
+ -webkit-background-clip: text;
207
+ -webkit-text-fill-color: transparent;
208
+ filter: drop-shadow(0 2px 4px rgba(135, 206, 235, 0.3));
209
+ }
210
+
211
+ .container .title-subtitle {
212
+ padding-left: 0;
213
+ margin-top: 15px;
214
+ }
215
+
216
+ .container .subtitle-text {
217
+ color: var(--text-muted);
218
+ font-size: 1.2rem;
219
+ font-family: var(--font-body);
220
+ font-style: italic;
221
+ font-weight: 400;
222
+ letter-spacing: 2px;
223
+ text-transform: uppercase;
224
+ opacity: 0.8;
225
+ }
226
+
227
+ .container img {
228
+ max-width: 100%;
229
+ border: 3px solid var(--border-color);
230
+ margin-bottom: 40px;
231
+ box-shadow:
232
+ 0 12px 24px rgba(43, 140, 204, 0.15),
233
+ 0 4px 8px rgba(135, 206, 235, 0.1);
234
+ border-radius: 12px;
235
+ }
236
+
237
+ .container .section-container {
238
+ margin-bottom: 30px;
239
+ padding: 25px;
240
+ background: rgba(255, 255, 255, 0.6);
241
+ border: 1px solid var(--border-color);
242
+ border-radius: 12px;
243
+ box-shadow: 0 4px 16px rgba(43, 140, 204, 0.08);
244
+ }
245
+ .container .section-container:last-of-type {
246
+ margin-bottom: 0;
247
+ }
248
+
249
+ .container .section-header {
250
+ display: flex;
251
+ align-items: center;
252
+ padding: 0 0 20px 0;
253
+ border-bottom: 2px solid var(--border-color);
254
+ margin-bottom: 20px;
255
+ }
256
+
257
+ .container .section-title {
258
+ font-family: var(--font-title);
259
+ background: linear-gradient(45deg, var(--secondary-accent), var(--primary-accent));
260
+ background-clip: text;
261
+ -webkit-background-clip: text;
262
+ -webkit-text-fill-color: transparent;
263
+ font-size: 1.4rem;
264
+ margin: 0 !important;
265
+ padding: 0 0 10px 0 !important;
266
+ letter-spacing: 1px;
267
+ font-weight: 700;
268
+ text-transform: uppercase;
269
+ border: none !important;
270
+ position: relative;
271
+ display: inline-block;
272
+ }
273
+
274
+ .container .section-title::after {
275
+ content: '';
276
+ position: absolute;
277
+ bottom: -2px;
278
+ left: 0;
279
+ width: 100%;
280
+ height: 3px;
281
+ background-image: linear-gradient(to right, var(--secondary-accent), var(--primary-accent));
282
+ border-radius: 2px;
283
+ }
284
+
285
+ .container .section-content {
286
  padding: 0;
287
+ }
288
+
289
+ .container .subheading {
290
+ color: var(--primary-accent);
291
+ font-size: 1.2rem;
292
+ margin-top: 25px;
293
+ margin-bottom: 15px;
294
+ font-weight: 600;
295
+ display: block;
296
+ text-transform: uppercase;
297
+ letter-spacing: 1px;
298
+ font-family: var(--font-title);
299
+ border-bottom: 2px solid var(--primary-accent);
300
+ padding-bottom: 8px;
301
+ }
302
+
303
+ .container .data-box {
304
+ background-color: var(--bg-card);
305
+ padding: 20px;
306
+ border: 2px solid var(--border-color);
307
+ border-left: 4px solid var(--primary-accent);
308
+ margin-bottom: 20px;
309
+ box-shadow: 0 4px 12px rgba(43, 140, 204, 0.1);
310
+ border-radius: 8px;
311
+ font-size: 1rem;
312
+ }
313
+
314
+ .container .data-row {
315
+ display: flex;
316
+ align-items: center;
317
+ margin-bottom: 6px;
318
+ padding: 5px 0;
319
+ }
320
+
321
+ .container .data-row:last-child {
322
+ margin-bottom: 0;
323
+ }
324
+
325
+ .container .data-arrow {
326
+ color: var(--primary-accent);
327
+ font-weight: bold;
328
+ margin-right: 12px;
329
+ font-family: var(--font-code);
330
+ font-size: 1.1rem;
331
+ }
332
+
333
+ .container .data-label {
334
+ color: var(--text-main);
335
+ font-weight: 600;
336
+ font-family: var(--font-body);
337
+ margin-right: 10px;
338
+ min-width: 90px;
339
+ }
340
+
341
+ .container a {
342
+ color: var(--primary-accent);
343
+ text-decoration: none;
344
+ font-weight: 600;
345
+ transition: all .2s;
346
+ }
347
+
348
+ .container .data-row a {
349
+ border-bottom: 1px dotted var(--primary-accent);
350
+ }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
351
 
352
+ .container a:hover {
353
+ text-decoration: none;
354
+ color: var(--secondary-accent);
355
+ transform: translateY(-1px);
356
+ }
357
 
358
+ .container .data-row a:hover {
359
+ border-bottom-style: solid;
360
+ }
361
+
362
+ .container .dropdown-container {
363
+ margin-top: 20px;
364
+ }
365
+
366
+ .container .dropdown-summary {
367
+ cursor: pointer;
368
+ padding: 10px 0;
369
+ color: var(--text-muted);
370
+ font-size: 1.1rem;
371
+ font-weight: 700;
372
+ text-transform: none;
373
+ font-family: var(--font-title);
374
+ letter-spacing: 1px;
375
+ list-style: none;
376
+ transition: color 0.2s ease;
377
+ }
378
+ .container .dropdown-summary:hover {
379
+ color: var(--primary-accent);
380
+ }
381
+
382
+ .container .dropdown-arrow {
383
+ color: var(--secondary-accent);
384
+ margin-right: 10px;
385
+ transition: transform 0.2s ease;
386
+ }
387
+
388
+ .container .dropdown-content {
389
+ margin-top: 15px;
390
+ padding: 25px;
391
+ background-color: var(--bg-card);
392
+ border: 2px solid var(--border-color);
393
+ border-radius: 8px;
394
+ box-shadow: 0 4px 12px rgba(43, 140, 204, 0.1);
395
+ }
396
+
397
+ .container .config-title {
398
+ color: var(--text-muted);
399
+ font-size: 1rem;
400
+ margin-bottom: 10px;
401
+ font-family: var(--font-body);
402
+ text-transform: uppercase;
403
+ letter-spacing: 1px;
404
+ font-weight: 700;
405
+ }
406
+
407
+ .container pre {
408
+ background-color: #f8f9fa;
409
+ padding: 20px;
410
+ border: 2px solid var(--border-color);
411
+ white-space: pre-wrap;
412
+ word-wrap: break-word;
413
+ color: var(--text-main);
414
+ border-radius: 8px;
415
+ box-shadow: inset 0 2px 4px rgba(43, 140, 204, 0.1);
416
+ }
417
+
418
+ .container pre code {
419
+ background: none;
420
+ color: inherit;
421
+ padding: 0;
422
+ border-radius: 0;
423
+ }
424
+
425
+ .container code {
426
+ font-family: var(--font-code);
427
+ color: var(--primary-accent);
428
+ background: rgba(176, 224, 230, 0.2);
429
+ padding: 3px 6px;
430
+ border-radius: 4px;
431
+ }
432
+ </style>
433
+ <html lang="en">
434
+ <head>
435
+ <meta charset="UTF-8">
436
+ <meta name="viewport" content="width=device-width, initial-scale=1.0">
437
+ <title>Iceblink</title>
438
+ <link rel="preconnect" href="https://fonts.googleapis.com">
439
+ <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
440
+ <link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;600;700;800&family=Source+Sans+Pro:ital,wght@0,400;0,600;1,400&family=JetBrains+Mono:wght@400;500&display=swap" rel="stylesheet">
441
+ </head>
442
+ <body>
443
+
444
+ <div class="container">
445
+ <div class="title-container">
446
+ <div class="glitchy-overlay"></div>
447
+ <div class="title-wrapper">
448
+ <h1 class="title-main">
449
+ <span class="title-prefix">ICEBLINK</span>
450
+ </h1>
451
+ </div>
452
  </div>
453
 
454
+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/65b19c6c638328850e12d38c/s4Z-P5He2Z3hXD9XtYfwy.png)
455
+
456
+ <div class="section-container">
457
+ <div class="section-header">
458
+ <div class="section-indicator"></div>
459
+ <h2 class="section-title">Overview</h2>
460
+ </div>
461
+ <div class="section-content">
462
+ <p>An experimental GLM4.5 Air finetune.</p>
463
+ <p>Had this one in the works for a while, but was struggling to find the right hyperparams to get this model to behave nicely. Thank you to TheDrummer for helping me out with them.</p>
464
+ <p>This model is a creative writing and RP model. It's pretty verbose. The intent is to keep the behavior of the original model, but to slightly improve writing, dialogue & creativity.</p>
465
+ </div>
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
466
  </div>
467
 
468
+ <div class="section-container">
469
+ <div class="section-header">
470
+ <div class="section-indicator"></div>
471
+ <h2 class="section-title">SillyTavern Settings</h2>
472
+ </div>
473
+ <div class="section-content">
474
+ <h3 class="subheading">Recommended Roleplay Format</h3>
475
+ <div class="data-box">
476
+ <div class="data-row">
477
+ <span class="data-arrow">></span>
478
+ <span class="data-label">Actions:</span>
479
+ <span>In plaintext</span>
480
+ </div>
481
+ <div class="data-row">
482
+ <span class="data-arrow">></span>
483
+ <span class="data-label">Dialogue:</span>
484
+ <span>"In quotes"</span>
485
+ </div>
486
+ <div class="data-row">
487
+ <span class="data-arrow">></span>
488
+ <span class="data-label">Thoughts:</span>
489
+ <span>*In asterisks*</span>
490
+ </div>
491
  </div>
492
+ <h3 class="subheading">Recommended Samplers</h3>
493
+ <div class="data-box">
494
+ <div class="data-row">
495
+ <span class="data-arrow">></span>
496
+ <span class="data-label">Temp:</span>
497
+ <span>0.8</span>
498
+ </div>
499
+ <div class="data-row">
500
+ <span class="data-arrow">></span>
501
+ <span class="data-label">MinP:</span>
502
+ <span>0.05</span>
503
+ </div>
504
+ <div class="data-row">
505
+ <span class="data-arrow">></span>
506
+ <span class="data-label">TopP:</span>
507
+ <span>0.95</span>
508
+ </div>
509
+ </div>
510
+ <h3 class="subheading">Instruct</h3>
511
+ <div class="data-box">
512
+ <p style="margin: 0;">GLM4.5 (no thinking): <a href="https://huggingface.co/zerofata/GLM-4.5-Iceblink-106B-A12B/raw/main/GLM45-NoThink-SillyTavern-Preset.json">SillyTavern Preset</a></p>
513
+ </div>
514
+ </div>
515
  </div>
516
 
517
+ <div class="section-container">
518
+ <div class="section-header">
519
+ <div class="section-indicator"></div>
520
+ <h2 class="section-title">Quantizations</h2>
521
+ </div>
522
+ <div class="section-content">
523
+ <div style="margin-bottom: 20px;">
524
+ <h3 class="subheading">GGUF</h3>
525
+ <div class="data-box">
526
+ <div class="data-row">
527
+ <span class="data-arrow">></span>
528
+ <a href="https://huggingface.co/bartowski/zerofata_GLM-4.5-Iceblink-106B-A12B-GGUF">iMatrix (bartowski)</a>
529
+ </div>
530
+ </div>
531
+ </div>
532
  </div>
 
 
 
533
  </div>
534
 
535
+ <div class="section-container">
536
+ <div class="section-header">
537
+ <div class="section-indicator"></div>
538
+ <h2 class="section-title">Creation Process</h2>
539
+ </div>
540
+ <div class="section-content">
541
+ <p>Creation Process: SFT</p>
542
+ <p>SFT on approx 10 million tokens, SFW / NSFW RP, stories, creative instruct & chat data.</p>
543
+ <p>MoE are brutal to train even with a small dataset like mine, so I took a different approach from usual. I used a very low LR in an effort to avoid having to apply DPO / KTO training afterwards.</p>
544
+ <p>I think there's likely a better config to be found, but experimentation with the model to find it is quite draining.</p>
545
+ <div class="dropdown-container">
546
+ <details>
547
+ <summary class="dropdown-summary">
548
+ <span class="dropdown-arrow">></span>
549
+ Axolotl configs
550
+ </summary>
551
+ <div class="dropdown-content">
552
+ <p>Not optimized for cost / performance efficiency, YMMV.</p>
553
+ <div class="config-title">SFT (4*H200)</div>
554
+ <pre><code>base_model: zai-org/GLM-4.5-Air
555
+ eot_tokens:
556
+ - "&lt;|user|&gt;"
557
+ - "&lt;|endoftext|&gt;"
558
+ special_tokens:
559
+ eos_token: "&lt;|user|&gt;"
560
+ <br>
561
+ &#35; ====================
562
+ &#35; DATASET CONFIGURATION
563
+ &#35; ====================
564
+ datasets:
565
+ - path: ./data/dataset.jsonl
566
+ type: chat_template
567
+ split: train
568
+ field_messages: messages
569
+ message_property_mappings:
570
+ role: role
571
+ content: content
572
+ roles:
573
+ user: ["user"]
574
+ assistant: ["assistant"]
575
+ system: ["system"]
576
+ <br>
577
+ dataset_prepared_path: ./last_run_prepared
578
+ train_on_inputs: false &#35; Only train on assistant responses
579
+ eval_sample_packing: False
580
+ <br>
581
+ &#35; ====================
582
+ &#35; QLORA CONFIGURATION
583
+ &#35; ====================
584
+ adapter: qlora
585
+ load_in_4bit: true
586
+ lora_r: 32
587
+ lora_alpha: 32
588
+ lora_dropout: 0.1
589
+ lora_target_modules:
590
+ - gate_proj
591
+ - down_proj
592
+ - up_proj
593
+ - q_proj
594
+ - v_proj
595
+ - k_proj
596
+ - o_proj
597
+ &#35; lora_modules_to_save: &#35; Uncomment only if you added NEW tokens
598
+ <br>
599
+ &#35; ====================
600
+ &#35; TRAINING PARAMETERS
601
+ &#35; ====================
602
+ num_epochs: 3
603
+ micro_batch_size: 2
604
+ gradient_accumulation_steps: 4
605
+ learning_rate: 4.5e-6
606
+ optimizer: paged_adamw_8bit
607
+ lr_scheduler: rex
608
+ warmup_ratio: 0.05
609
+ weight_decay: 0.01
610
+ max_grad_norm: 1.0
611
+ val_set_size: 0.02
612
+ <br>
613
+ &#35; ====================
614
+ &#35; SEQUENCE &amp; PACKING
615
+ &#35; ====================
616
+ sequence_len: 8192
617
+ sample_packing: true
618
+ pad_to_sequence_len: true
619
+ <br>
620
+ &#35; ====================
621
+ &#35; HARDWARE OPTIMIZATIONS
622
+ &#35; ====================
623
+ bf16: auto
624
+ flash_attention: true
625
+ gradient_checkpointing: true
626
+ <br>
627
+ plugins:
628
+ - axolotl.integrations.liger.LigerPlugin
629
+ - axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
630
+ liger_rope: false
631
+ liger_rms_norm: true
632
+ liger_layer_norm: true
633
+ liger_glu_activation: true
634
+ liger_fused_linear_cross_entropy: true
635
+ cut_cross_entropy: false
636
+ <br>
637
+ deepspeed: deepspeed_configs/zero1.json
638
+ <br>
639
+ &#35; ====================
640
+ &#35; EVALUATION &amp; CHECKPOINTING
641
+ &#35; ====================
642
+ save_strategy: steps
643
+ save_steps: 20
644
+ eval_steps: 35
645
+ save_total_limit: 18 &#35; Keep best + last few checkpoints
646
+ load_best_model_at_end: true
647
+ metric_for_best_model: eval_loss
648
+ greater_is_better: false
649
+ <br>
650
+ &#35; ====================
651
+ &#35; LOGGING &amp; OUTPUT
652
+ &#35; ====================
653
+ output_dir: ./GLM-AIR-SFT_v2-5
654
+ logging_steps: 1
655
+ save_safetensors: true
656
+ <br>
657
+ &#35; ====================
658
+ &#35; WANDB TRACKING
659
+ &#35; ====================
660
+ wandb_project: GLM-AIR-SFT
661
+ &#35; wandb_entity: your_entity
662
+ wandb_name: GLM-AIR-SFT_v2-5</code></pre>
663
+ </div>
664
+ </details>
665
+ </div>
666
+ </div>
667
+ </div>
668
  </div>
669
+ </body>
670
+ </html>
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+ [gMASK]<sop>
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+ {%- if tools -%}
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+ <|system|>
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+ # Tools
5
+
6
+ You may call one or more functions to assist with the user query.
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+
8
+ You are provided with function signatures within <tools></tools> XML tags:
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+ <tools>
10
+ {% for tool in tools %}
11
+ {{ tool | tojson(ensure_ascii=False) }}
12
+ {% endfor %}
13
+ </tools>
14
+
15
+ For each function call, output the function name and arguments within the following XML format:
16
+ <tool_call>{function-name}
17
+ <arg_key>{arg-key-1}</arg_key>
18
+ <arg_value>{arg-value-1}</arg_value>
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+ <arg_key>{arg-key-2}</arg_key>
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+ <arg_value>{arg-value-2}</arg_value>
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+ ...
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+ </tool_call>{%- endif -%}
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+ {%- macro visible_text(content) -%}
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+ {%- if content is string -%}
25
+ {{- content }}
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+ {%- elif content is iterable and content is not mapping -%}
27
+ {%- for item in content -%}
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+ {%- if item is mapping and item.type == 'text' -%}
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+ {{- item.text }}
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+ {%- elif item is string -%}
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+ {{- item }}
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+ {%- endif -%}
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+ {%- endfor -%}
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+ {%- else -%}
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+ {{- content }}
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+ {%- endif -%}
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+ {%- endmacro -%}
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+ {%- set ns = namespace(last_user_index=-1) %}
39
+ {%- for m in messages %}
40
+ {%- if m.role == 'user' %}
41
+ {% set ns.last_user_index = loop.index0 -%}
42
+ {%- endif %}
43
+ {%- endfor %}
44
+ {% for m in messages %}
45
+ {%- if m.role == 'user' -%}<|user|>
46
+ {{ visible_text(m.content) }}
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+ {{- '/nothink' if (enable_thinking is defined and not enable_thinking and not visible_text(m.content).endswith("/nothink")) else '' -}}
48
+ {%- elif m.role == 'assistant' -%}
49
+ <|assistant|>
50
+ {%- set reasoning_content = '' %}
51
+ {%- set content = visible_text(m.content) %}
52
+ {%- if m.reasoning_content is string %}
53
+ {%- set reasoning_content = m.reasoning_content %}
54
+ {%- else %}
55
+ {%- if '</think>' in content %}
56
+ {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
57
+ {%- set content = content.split('</think>')[-1].lstrip('\n') %}
58
+ {%- endif %}
59
+ {%- endif %}
60
+ {%- if loop.index0 > ns.last_user_index and reasoning_content -%}
61
+ {{ '\n<think>' + reasoning_content.strip() + '</think>'}}
62
+ {%- else -%}
63
+ {{ '\n<think></think>' }}
64
+ {%- endif -%}
65
+ {%- if content.strip() -%}
66
+ {{ '\n' + content.strip() }}
67
+ {%- endif -%}
68
+ {% if m.tool_calls %}
69
+ {% for tc in m.tool_calls %}
70
+ {%- if tc.function %}
71
+ {%- set tc = tc.function %}
72
+ {%- endif %}
73
+ {{ '\n<tool_call>' + tc.name }}
74
+ {% set _args = tc.arguments %}
75
+ {% for k, v in _args.items() %}
76
+ <arg_key>{{ k }}</arg_key>
77
+ <arg_value>{{ v | tojson(ensure_ascii=False) if v is not string else v }}</arg_value>
78
+ {% endfor %}
79
+ </tool_call>{% endfor %}
80
+ {% endif %}
81
+ {%- elif m.role == 'tool' -%}
82
+ {%- if m.content is string -%}
83
+ {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
84
+ {{- '<|observation|>' }}
85
+ {%- endif %}
86
+ {{- '\n<tool_response>\n' }}
87
+ {{- m.content }}
88
+ {{- '\n</tool_response>' }}
89
+ {%- else -%}
90
+ <|observation|>{% for tr in m.content %}
91
+
92
+ <tool_response>
93
+ {{ tr.output if tr.output is defined else tr }}
94
+ </tool_response>{% endfor -%}
95
+ {% endif -%}
96
+ {%- elif m.role == 'system' -%}
97
+ <|system|>
98
+ {{ visible_text(m.content) }}
99
+ {%- endif -%}
100
+ {%- endfor -%}
101
+ {%- if add_generation_prompt -%}
102
+ <|assistant|>{{- '\n<think></think>' if (enable_thinking is defined and not enable_thinking) else '' -}}
103
+ {%- endif -%}
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+ "n_routed_experts": 128,
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+ "n_shared_experts": 1,
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+ "norm_topk_prob": true,
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+ "num_attention_heads": 96,
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+ "num_experts_per_tok": 8,
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+ "out_scales": "auto",
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