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+ ---
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+ license: other
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+ license_name: tongyi-qianwen
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+ license_link: >-
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+ https://huggingface.co/Qwen/Qwen1.5-110B/blob/main/LICENSE
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+ base_model: Qwen/Qwen2-72B
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+ tags:
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+ - generated_from_trainer
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+ - axolotl
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+ datasets:
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+ - cognitivecomputations/Dolphin-2.9
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+ - teknium/OpenHermes-2.5
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+ - m-a-p/CodeFeedback-Filtered-Instruction
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+ - cognitivecomputations/dolphin-coder
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+ - cognitivecomputations/samantha-data
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+ - microsoft/orca-math-word-problems-200k
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+ - Locutusque/function-calling-chatml
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+ - internlm/Agent-FLAN
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+ ---
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+ # BigStorm - ExLLamaV2 (Exl2) Quantization
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+ - 7.0 bpw target
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+ - 8 head bits
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+
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+ Enjoy! Raise an issue if you'd like other BPW levels.
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+ **Base Model Card Follows:**
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+ ---
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+
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+ # Dolphin 2.9.2 Qwen2 72B 🐬
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+
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+ Curated and trained by Eric Hartford, Lucas Atkins, and Fernando Fernandes, and Cognitive Computations
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+
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+ [![Discord](https://img.shields.io/discord/1156064224225808488?logo=Discord&logoColor=%23ffffff&label=Discord&link=https%3A%2F%2Fdiscord.gg%2FtCMkMDDHwm)](https://discord.gg/cognitivecomputations)
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+ Discord: https://discord.gg/cognitivecomputations
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+
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+ <img src="https://cdn-uploads.huggingface.co/production/uploads/63111b2d88942700629f5771/ldkN1J0WIDQwU4vutGYiD.png" width="600" />
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+
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+ Our appreciation for the sponsors of Dolphin 2.9.2:
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+ - [Crusoe Cloud](https://crusoe.ai/) - provided excellent on-demand 8xH100 node
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+
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+ This model is based on Qwen2-72b, and is governed by [tongyi-qianwen license](LICENSE)
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+
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+ The base model has 128k context, and the full-weight fine-tuning was with 8k sequence length.
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+
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+ This model was trained FFT on parameters selected by [Laser Scanner](https://github.com/cognitivecomputations/laserRMT/blob/main/laser_scanner.py), using ChatML prompt template format.
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+
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+ example:
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+
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+ ```
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+ <|im_start|>system
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+ You are Dolphin, a helpful AI assistant.<|im_end|>
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+ <|im_start|>user
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+ {prompt}<|im_end|>
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+ <|im_start|>assistant
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+
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+ ```
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+
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+ Dolphin-2.9.2 has a variety of instruction, conversational, and coding skills. It also has initial agentic abilities and supports function calling.
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+
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+ Dolphin is uncensored. We have filtered the dataset to remove alignment and bias. This makes the model more compliant. You are advised to implement your own alignment layer before exposing the model as a service. It will be highly compliant with any requests, even unethical ones. Please read my blog post about uncensored models. https://erichartford.com/uncensored-models You are responsible for any content you create using this model. Enjoy responsibly.
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+
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+ Dolphin is licensed according to Qwen's tongyi-qianwen license. We grant permission for any use, including commercial, that falls within accordance with said license. Dolphin was trained on data generated from GPT4, among other models.
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+
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+ ## Evals
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+
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+ ![image/png](https://i.ibb.co/B4x1Ddr/file-2ao0fl-K2-B2-Hmka-Epd0ja-QY0x.webp)
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+
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+ [<img src="https://raw.githubusercontent.com/OpenAccess-AI-Collective/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/OpenAccess-AI-Collective/axolotl)
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+ <details><summary>See axolotl config</summary>
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+
70
+ axolotl version: `0.4.0`
71
+ ```yaml
72
+ base_model: Qwen/Qwen2-72B
73
+ model_type: AutoModelForCausalLM
74
+ tokenizer_type: AutoTokenizer
75
+
76
+ trust_remote_code: true
77
+
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+ # load_in_8bit: true
79
+ # load_in_4bit: false
80
+ # strict: false
81
+
82
+ datasets:
83
+ - path: /workspace/datasets/dolphin-2.9.2/dolphin201-sharegpt2.jsonl
84
+ type: sharegpt
85
+ conversation: chatml
86
+ - path: /workspace/datasets/dolphin-2.9.2/dolphin-coder-codegen-sharegpt2.jsonl
87
+ type: sharegpt
88
+ conversation: chatml
89
+ - path: /workspace/datasets/dolphin-2.9.2/dolphin-coder-translate-sharegpt2.jsonl
90
+ type: sharegpt
91
+ conversation: chatml
92
+ - path: /workspace/datasets/dolphin-2.9.2/m-a-p_Code-Feedback-sharegpt-unfiltered.jsonl
93
+ type: sharegpt
94
+ conversation: chatml
95
+ - path: /workspace/datasets/dolphin-2.9.2/m-a-p_CodeFeedback-Filtered-Instruction-sharegpt-unfiltered.jsonl
96
+ type: sharegpt
97
+ conversation: chatml
98
+ - path: /workspace/datasets/dolphin-2.9.2/not_samantha_norefusals.jsonl
99
+ type: sharegpt
100
+ conversation: chatml
101
+ - path: /workspace/datasets/dolphin-2.9.2/openhermes200k_unfiltered.jsonl
102
+ type: sharegpt
103
+ conversation: chatml
104
+ - path: /workspace/datasets/dolphin-2.9.2/Orca-Math-resort-unfiltered.jsonl
105
+ type: sharegpt
106
+ conversation: chatml
107
+ - path: /workspace/datasets/dolphin-2.9.2/SystemChat_sharegpt.jsonl
108
+ type: sharegpt
109
+ conversation: chatml
110
+ - path: /workspace/datasets/dolphin-2.9.2/toolbench_instruct_j1s1_3k_unfiltered.jsonl
111
+ type: sharegpt
112
+ conversation: chatml
113
+ - path: /workspace/datasets/dolphin-2.9.2/toolbench_negative_unfiltered.jsonl
114
+ type: sharegpt
115
+ conversation: chatml
116
+ - path: /workspace/datasets/dolphin-2.9.2/toolbench_react_10p_unfiltered.jsonl
117
+ type: sharegpt
118
+ conversation: chatml
119
+ - path: /workspace/datasets/dolphin-2.9.2/toolbench_tflan_cot_30p_unfiltered.jsonl
120
+ type: sharegpt
121
+ conversation: chatml
122
+ - path: /workspace/datasets/dolphin-2.9.2/agent_instruct_react_unfiltered.jsonl
123
+ type: sharegpt
124
+ conversation: chatml
125
+
126
+ unfrozen_parameters:
127
+ - ^lm_head.weight$
128
+ - ^model.embed_tokens.weight$
129
+ # mlp.down_proj layers
130
+ - model.layers.62.mlp.down_proj
131
+ - model.layers.63.mlp.down_proj
132
+ - model.layers.66.mlp.down_proj
133
+ - model.layers.65.mlp.down_proj
134
+ - model.layers.64.mlp.down_proj
135
+ - model.layers.67.mlp.down_proj
136
+ - model.layers.68.mlp.down_proj
137
+ - model.layers.60.mlp.down_proj
138
+ - model.layers.31.mlp.down_proj
139
+ - model.layers.69.mlp.down_proj
140
+ - model.layers.61.mlp.down_proj
141
+ - model.layers.59.mlp.down_proj
142
+ - model.layers.70.mlp.down_proj
143
+ - model.layers.30.mlp.down_proj
144
+ - model.layers.76.mlp.down_proj
145
+ - model.layers.72.mlp.down_proj
146
+ - model.layers.77.mlp.down_proj
147
+ - model.layers.71.mlp.down_proj
148
+ - model.layers.29.mlp.down_proj
149
+ - model.layers.58.mlp.down_proj
150
+ - model.layers.75.mlp.down_proj
151
+ - model.layers.32.mlp.down_proj
152
+ - model.layers.56.mlp.down_proj
153
+ - model.layers.28.mlp.down_proj
154
+ - model.layers.26.mlp.down_proj
155
+ - model.layers.33.mlp.down_proj
156
+ - model.layers.34.mlp.down_proj
157
+ - model.layers.57.mlp.down_proj
158
+ - model.layers.27.mlp.down_proj
159
+ - model.layers.25.mlp.down_proj
160
+ - model.layers.35.mlp.down_proj
161
+ - model.layers.73.mlp.down_proj
162
+ - model.layers.24.mlp.down_proj
163
+ - model.layers.78.mlp.down_proj
164
+ - model.layers.74.mlp.down_proj
165
+ - model.layers.54.mlp.down_proj
166
+ # mlp.gate_proj layers
167
+ - model.layers.78.mlp.gate_proj
168
+ - model.layers.77.mlp.gate_proj
169
+ - model.layers.76.mlp.gate_proj
170
+ - model.layers.79.mlp.gate_proj
171
+ - model.layers.75.mlp.gate_proj
172
+ - model.layers.74.mlp.gate_proj
173
+ - model.layers.73.mlp.gate_proj
174
+ - model.layers.70.mlp.gate_proj
175
+ - model.layers.72.mlp.gate_proj
176
+ - model.layers.71.mlp.gate_proj
177
+ - model.layers.69.mlp.gate_proj
178
+ - model.layers.54.mlp.gate_proj
179
+ - model.layers.68.mlp.gate_proj
180
+ - model.layers.57.mlp.gate_proj
181
+ - model.layers.63.mlp.gate_proj
182
+ - model.layers.49.mlp.gate_proj
183
+ - model.layers.55.mlp.gate_proj
184
+ - model.layers.53.mlp.gate_proj
185
+ - model.layers.44.mlp.gate_proj
186
+ - model.layers.46.mlp.gate_proj
187
+ - model.layers.67.mlp.gate_proj
188
+ - model.layers.58.mlp.gate_proj
189
+ - model.layers.56.mlp.gate_proj
190
+ - model.layers.45.mlp.gate_proj
191
+ - model.layers.50.mlp.gate_proj
192
+ - model.layers.62.mlp.gate_proj
193
+ - model.layers.64.mlp.gate_proj
194
+ - model.layers.48.mlp.gate_proj
195
+ - model.layers.66.mlp.gate_proj
196
+ - model.layers.52.mlp.gate_proj
197
+ - model.layers.40.mlp.gate_proj
198
+ - model.layers.47.mlp.gate_proj
199
+ - model.layers.43.mlp.gate_proj
200
+ - model.layers.65.mlp.gate_proj
201
+ - model.layers.61.mlp.gate_proj
202
+ - model.layers.59.mlp.gate_proj
203
+ # mlp.up_proj layers
204
+ - model.layers.69.mlp.up_proj
205
+ - model.layers.70.mlp.up_proj
206
+ - model.layers.71.mlp.up_proj
207
+ - model.layers.68.mlp.up_proj
208
+ - model.layers.67.mlp.up_proj
209
+ - model.layers.66.mlp.up_proj
210
+ - model.layers.46.mlp.up_proj
211
+ - model.layers.63.mlp.up_proj
212
+ - model.layers.72.mlp.up_proj
213
+ - model.layers.64.mlp.up_proj
214
+ - model.layers.62.mlp.up_proj
215
+ - model.layers.45.mlp.up_proj
216
+ - model.layers.65.mlp.up_proj
217
+ - model.layers.73.mlp.up_proj
218
+ - model.layers.47.mlp.up_proj
219
+ - model.layers.44.mlp.up_proj
220
+ - model.layers.49.mlp.up_proj
221
+ - model.layers.48.mlp.up_proj
222
+ - model.layers.53.mlp.up_proj
223
+ - model.layers.74.mlp.up_proj
224
+ - model.layers.75.mlp.up_proj
225
+ - model.layers.57.mlp.up_proj
226
+ - model.layers.76.mlp.up_proj
227
+ - model.layers.43.mlp.up_proj
228
+ - model.layers.42.mlp.up_proj
229
+ - model.layers.61.mlp.up_proj
230
+ - model.layers.40.mlp.up_proj
231
+ - model.layers.56.mlp.up_proj
232
+ - model.layers.60.mlp.up_proj
233
+ - model.layers.31.mlp.up_proj
234
+ - model.layers.54.mlp.up_proj
235
+ - model.layers.55.mlp.up_proj
236
+ - model.layers.32.mlp.up_proj
237
+ - model.layers.41.mlp.up_proj
238
+ - model.layers.33.mlp.up_proj
239
+ - model.layers.58.mlp.up_proj
240
+ # self_attn.k_proj layers
241
+ - model.layers.79.self_attn.k_proj
242
+ - model.layers.36.self_attn.k_proj
243
+ - model.layers.35.self_attn.k_proj
244
+ - model.layers.74.self_attn.k_proj
245
+ - model.layers.34.self_attn.k_proj
246
+ - model.layers.78.self_attn.k_proj
247
+ - model.layers.77.self_attn.k_proj
248
+ - model.layers.37.self_attn.k_proj
249
+ - model.layers.39.self_attn.k_proj
250
+ - model.layers.41.self_attn.k_proj
251
+ - model.layers.38.self_attn.k_proj
252
+ - model.layers.33.self_attn.k_proj
253
+ - model.layers.69.self_attn.k_proj
254
+ - model.layers.42.self_attn.k_proj
255
+ - model.layers.32.self_attn.k_proj
256
+ - model.layers.25.self_attn.k_proj
257
+ - model.layers.70.self_attn.k_proj
258
+ - model.layers.22.self_attn.k_proj
259
+ - model.layers.63.self_attn.k_proj
260
+ - model.layers.29.self_attn.k_proj
261
+ - model.layers.68.self_attn.k_proj
262
+ - model.layers.24.self_attn.k_proj
263
+ - model.layers.30.self_attn.k_proj
264
+ - model.layers.66.self_attn.k_proj
265
+ - model.layers.31.self_attn.k_proj
266
+ - model.layers.23.self_attn.k_proj
267
+ - model.layers.65.self_attn.k_proj
268
+ - model.layers.57.self_attn.k_proj
269
+ - model.layers.28.self_attn.k_proj
270
+ - model.layers.64.self_attn.k_proj
271
+ - model.layers.44.self_attn.k_proj
272
+ - model.layers.27.self_attn.k_proj
273
+ - model.layers.75.self_attn.k_proj
274
+ - model.layers.40.self_attn.k_proj
275
+ - model.layers.26.self_attn.k_proj
276
+ - model.layers.61.self_attn.k_proj
277
+ # self_attn.o_proj layers
278
+ - model.layers.14.self_attn.o_proj
279
+ - model.layers.39.self_attn.o_proj
280
+ - model.layers.19.self_attn.o_proj
281
+ - model.layers.16.self_attn.o_proj
282
+ - model.layers.17.self_attn.o_proj
283
+ - model.layers.15.self_attn.o_proj
284
+ - model.layers.69.self_attn.o_proj
285
+ - model.layers.12.self_attn.o_proj
286
+ - model.layers.42.self_attn.o_proj
287
+ - model.layers.23.self_attn.o_proj
288
+ - model.layers.22.self_attn.o_proj
289
+ - model.layers.29.self_attn.o_proj
290
+ - model.layers.13.self_attn.o_proj
291
+ - model.layers.46.self_attn.o_proj
292
+ - model.layers.52.self_attn.o_proj
293
+ - model.layers.26.self_attn.o_proj
294
+ - model.layers.38.self_attn.o_proj
295
+ - model.layers.41.self_attn.o_proj
296
+ - model.layers.18.self_attn.o_proj
297
+ - model.layers.49.self_attn.o_proj
298
+ - model.layers.11.self_attn.o_proj
299
+ - model.layers.28.self_attn.o_proj
300
+ - model.layers.25.self_attn.o_proj
301
+ - model.layers.47.self_attn.o_proj
302
+ - model.layers.53.self_attn.o_proj
303
+ - model.layers.27.self_attn.o_proj
304
+ - model.layers.37.self_attn.o_proj
305
+ - model.layers.20.self_attn.o_proj
306
+ - model.layers.43.self_attn.o_proj
307
+ - model.layers.44.self_attn.o_proj
308
+ - model.layers.45.self_attn.o_proj
309
+ - model.layers.30.self_attn.o_proj
310
+ - model.layers.24.self_attn.o_proj
311
+ - model.layers.21.self_attn.o_proj
312
+ - model.layers.10.self_attn.o_proj
313
+ - model.layers.3.self_attn.o_proj
314
+ # self_attn.q_proj layers
315
+ - model.layers.1.self_attn.q_proj
316
+ - model.layers.2.self_attn.q_proj
317
+ - model.layers.3.self_attn.q_proj
318
+ - model.layers.5.self_attn.q_proj
319
+ - model.layers.4.self_attn.q_proj
320
+ - model.layers.0.self_attn.q_proj
321
+ - model.layers.6.self_attn.q_proj
322
+ - model.layers.8.self_attn.q_proj
323
+ - model.layers.7.self_attn.q_proj
324
+ - model.layers.9.self_attn.q_proj
325
+ - model.layers.10.self_attn.q_proj
326
+ - model.layers.12.self_attn.q_proj
327
+ - model.layers.19.self_attn.q_proj
328
+ - model.layers.18.self_attn.q_proj
329
+ - model.layers.25.self_attn.q_proj
330
+ - model.layers.11.self_attn.q_proj
331
+ - model.layers.15.self_attn.q_proj
332
+ - model.layers.61.self_attn.q_proj
333
+ - model.layers.17.self_attn.q_proj
334
+ - model.layers.55.self_attn.q_proj
335
+ - model.layers.54.self_attn.q_proj
336
+ - model.layers.16.self_attn.q_proj
337
+ - model.layers.68.self_attn.q_proj
338
+ - model.layers.49.self_attn.q_proj
339
+ - model.layers.48.self_attn.q_proj
340
+ - model.layers.52.self_attn.q_proj
341
+ - model.layers.13.self_attn.q_proj
342
+ - model.layers.42.self_attn.q_proj
343
+ - model.layers.57.self_attn.q_proj
344
+ - model.layers.60.self_attn.q_proj
345
+ - model.layers.53.self_attn.q_proj
346
+ - model.layers.64.self_attn.q_proj
347
+ - model.layers.66.self_attn.q_proj
348
+ - model.layers.62.self_attn.q_proj
349
+ - model.layers.59.self_attn.q_proj
350
+ - model.layers.50.self_attn.q_proj
351
+ # self_attn.v_proj layers
352
+ - model.layers.15.self_attn.v_proj
353
+ - model.layers.16.self_attn.v_proj
354
+ - model.layers.23.self_attn.v_proj
355
+ - model.layers.24.self_attn.v_proj
356
+ - model.layers.25.self_attn.v_proj
357
+ - model.layers.26.self_attn.v_proj
358
+ - model.layers.27.self_attn.v_proj
359
+ - model.layers.28.self_attn.v_proj
360
+ - model.layers.29.self_attn.v_proj
361
+ - model.layers.30.self_attn.v_proj
362
+ - model.layers.31.self_attn.v_proj
363
+ - model.layers.32.self_attn.v_proj
364
+ - model.layers.33.self_attn.v_proj
365
+ - model.layers.34.self_attn.v_proj
366
+ - model.layers.35.self_attn.v_proj
367
+ - model.layers.36.self_attn.v_proj
368
+ - model.layers.37.self_attn.v_proj
369
+ - model.layers.38.self_attn.v_proj
370
+ - model.layers.39.self_attn.v_proj
371
+ - model.layers.41.self_attn.v_proj
372
+ - model.layers.42.self_attn.v_proj
373
+ - model.layers.48.self_attn.v_proj
374
+ - model.layers.53.self_attn.v_proj
375
+ - model.layers.57.self_attn.v_proj
376
+ - model.layers.58.self_attn.v_proj
377
+ - model.layers.59.self_attn.v_proj
378
+ - model.layers.61.self_attn.v_proj
379
+ - model.layers.63.self_attn.v_proj
380
+ - model.layers.64.self_attn.v_proj
381
+ - model.layers.65.self_attn.v_proj
382
+ - model.layers.66.self_attn.v_proj
383
+ - model.layers.69.self_attn.v_proj
384
+ - model.layers.74.self_attn.v_proj
385
+ - model.layers.75.self_attn.v_proj
386
+ - model.layers.76.self_attn.v_proj
387
+ - model.layers.72.self_attn.v_proj
388
+
389
+
390
+ chat_template: chatml
391
+ dataset_prepared_path: qwen2-72b-data
392
+ val_set_size: 0.01
393
+ output_dir: qwen2-72b
394
+
395
+ sequence_len: 8192 # supports up to 8192
396
+ sample_packing: true
397
+ pad_to_sequence_len: true
398
+
399
+ # adapter: lora
400
+ # lora_model_dir:
401
+ # lora_r: 32
402
+ # lora_alpha: 16
403
+ # lora_dropout: 0.05
404
+ # lora_target_linear: true
405
+ # lora_fan_in_fan_out:
406
+
407
+ wandb_project: qwen2-72b
408
+ wandb_entity:
409
+ wandb_watch:
410
+ wandb_name:
411
+ wandb_log_model:
412
+
413
+ gradient_accumulation_steps: 8
414
+ micro_batch_size: 1
415
+ num_epochs: 3
416
+ optimizer: paged_adamw_8bit
417
+ lr_scheduler: cosine
418
+ learning_rate: 1e-5
419
+
420
+ train_on_inputs: false
421
+ group_by_length: false
422
+ bf16: auto
423
+ fp16:
424
+ tf32: false
425
+
426
+ gradient_checkpointing: true
427
+ early_stopping_patience:
428
+ resume_from_checkpoint:
429
+ local_rank:
430
+ logging_steps: 1
431
+ xformers_attention:
432
+ flash_attention: true
433
+
434
+ warmup_steps: 10
435
+ evals_per_epoch: 2
436
+ eval_table_size:
437
+ eval_max_new_tokens: 128
438
+ saves_per_epoch: 4
439
+ save_total_limit: 2
440
+ debug:
441
+ deepspeed: /workspace/axolotl/deepspeed_configs/zero3_bf16_cpuoffload_params.json
442
+ weight_decay: 0.05
443
+ fsdp:
444
+ fsdp_config:
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+ special_tokens:
446
+ pad_token: "<|endoftext|>"
447
+ eos_token: "<|im_end|>"
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+
449
+ ```
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+
added_tokens.json ADDED
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+ {
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+ "<|endoftext|>": 151643,
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+ "<|im_end|>": 151645,
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+ "<|im_start|>": 151644
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+ }
config.json ADDED
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+ {
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+ "_name_or_path": "Qwen/Qwen2-72B",
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+ "architectures": [
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+ "Qwen2ForCausalLM"
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+ ],
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+ "attention_dropout": 0.0,
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+ "bos_token_id": 151644,
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+ "eos_token_id": 151645,
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+ "hidden_act": "silu",
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+ "hidden_size": 8192,
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+ "initializer_range": 0.02,
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+ "intermediate_size": 29568,
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+ "max_position_embeddings": 131072,
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+ "max_window_layers": 28,
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+ "model_type": "qwen2",
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+ "num_attention_heads": 64,
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+ "num_hidden_layers": 80,
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+ "num_key_value_heads": 8,
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+ "rms_norm_eps": 1e-05,
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+ "rope_theta": 1000000.0,
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+ "sliding_window": 4096,
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+ "tie_word_embeddings": false,
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+ "torch_dtype": "bfloat16",
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+ "transformers_version": "4.40.2",
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+ "use_cache": false,
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+ "use_sliding_window": false,
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+ "vocab_size": 152064,
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+ "quantization_config": {
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+ "quant_method": "exl2",
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+ "version": "0.1.5",
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+ "bits": 6.0,
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+ "head_bits": 6,
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+ "calibration": {
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+ "rows": 100,
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+ "length": 2048,
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+ "dataset": "(default)"
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+ }
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+ }
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+ }
config.json.backup ADDED
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+ {
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+ "_name_or_path": "Qwen/Qwen2-72B",
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+ "architectures": [
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+ "Qwen2ForCausalLM"
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+ ],
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+ "max_window_layers": 28,
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+ "model_type": "qwen2",
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+ "num_attention_heads": 64,
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+ "num_hidden_layers": 80,
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+ "num_key_value_heads": 8,
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+ "rms_norm_eps": 1e-05,
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+ "transformers_version": "4.40.2",
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+ "bits": 6.0,
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+ "calibration": {
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+ "rows": 100,
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+ "length": 2048,
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+ "dataset": "(default)"
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+ }
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+ }
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+ }
generation_config.json ADDED
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+ {
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+ "bos_token_id": 151644,
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+ "do_sample": true,
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+ "eos_token_id": 151645,
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+ "max_new_tokens": 2048,
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+ "transformers_version": "4.40.2"
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+ }
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