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DavidAU
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DeepHermes-3-Llama-3-8B-Preview-16.5B-Brainstorm

Text Generation
Transformers
Safetensors
llama
reasoning
thinking
cognitivecomputations
r1
cot
deepseek
Llama 3.1
Hermes
DeepHermes
128k context
fine tune
conversational
text-generation-inference
Inference Endpoints
Model card Files Community
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  1. .gitattributes +1 -0
  2. README.md +462 -0
  3. config.json +38 -0
  4. mergekit_config.yml +434 -0
  5. model.safetensors.index.json +1 -0
  6. special_tokens_map.json +23 -0
  7. tokenizer.json +3 -0
  8. tokenizer_config.json +2077 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ tokenizer.json filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,462 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ base_model: []
3
+ library_name: transformers
4
+ tags:
5
+ - mergekit
6
+ - merge
7
+
8
+ ---
9
+ # DeepHermes-3-Llama-3-8B-Preview-exp40-3
10
+
11
+ This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
12
+
13
+ ## Merge Details
14
+ ### Merge Method
15
+
16
+ This model was merged using the passthrough merge method.
17
+
18
+ ### Models Merged
19
+
20
+ The following models were included in the merge:
21
+ * D:/DeepHermes-3-Llama-3-8B-Preview
22
+
23
+ ### Configuration
24
+
25
+ The following YAML configuration was used to produce this model:
26
+
27
+ ```yaml
28
+ # Six splits plus "end game
29
+ # "D" starts at plus .1 VS D/O proj.
30
+ # 40 plus.
31
+
32
+ slices:
33
+ - sources:
34
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
35
+ layer_range: [0, 31]
36
+
37
+ # conc layers
38
+ # split 1
39
+
40
+ - sources:
41
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
42
+ layer_range: [31,32]
43
+ parameters:
44
+ scale:
45
+ - filter: o_proj
46
+ value: 0.01
47
+ - filter: down_proj
48
+ value: 0.01
49
+ - value: 0.11
50
+ - sources:
51
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
52
+ layer_range: [31,32]
53
+ parameters:
54
+ scale:
55
+ - filter: o_proj
56
+ value: 0.02
57
+ - filter: down_proj
58
+ value: 0.02
59
+ - value: 0.12
60
+ - sources:
61
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
62
+ layer_range: [31,32]
63
+ parameters:
64
+ scale:
65
+ - filter: o_proj
66
+ value: 0.03
67
+ - filter: down_proj
68
+ value: 0.03
69
+ - value: 0.13
70
+
71
+ - sources:
72
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
73
+ layer_range: [31,32]
74
+ parameters:
75
+ scale:
76
+ - filter: o_proj
77
+ value: 0.04
78
+ - filter: down_proj
79
+ value: 0.04
80
+ - value: 0.61
81
+
82
+ # split 2, SURGE D THEN D drop .46, continues @ D .15 (from .13)
83
+
84
+ - sources:
85
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
86
+ layer_range: [31,32]
87
+ parameters:
88
+ scale:
89
+ - filter: o_proj
90
+ value: 0.05
91
+ - filter: down_proj
92
+ value: 0.05
93
+ - value: 0.15
94
+ - sources:
95
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
96
+ layer_range: [31,32]
97
+ parameters:
98
+ scale:
99
+ - filter: o_proj
100
+ value: 0.06
101
+ - filter: down_proj
102
+ value: 0.06
103
+ - value: 0.16
104
+ - sources:
105
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
106
+ layer_range: [31,32]
107
+ parameters:
108
+ scale:
109
+ - filter: o_proj
110
+ value: 0.07
111
+ - filter: down_proj
112
+ value: 0.07
113
+ - value: 0.17
114
+ - sources:
115
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
116
+ layer_range: [31,32]
117
+ parameters:
118
+ scale:
119
+ - filter: o_proj
120
+ value: 0.08
121
+ - filter: down_proj
122
+ value: 0.08
123
+ - value: 0.41
124
+
125
+ # split 3, SURGE D to .41, D drop .21 ... follows .17 previous
126
+
127
+ - sources:
128
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
129
+ layer_range: [31,32]
130
+ parameters:
131
+ scale:
132
+ - filter: o_proj
133
+ value: 0.09
134
+ - filter: down_proj
135
+ value: 0.09
136
+ - value: 0.19
137
+ - sources:
138
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
139
+ layer_range: [31,32]
140
+ parameters:
141
+ scale:
142
+ - filter: o_proj
143
+ value: 0.10
144
+ - filter: down_proj
145
+ value: 0.10
146
+ - value: 0.20
147
+ - sources:
148
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
149
+ layer_range: [31,32]
150
+ parameters:
151
+ scale:
152
+ - filter: o_proj
153
+ value: 0.11
154
+ - filter: down_proj
155
+ value: 0.11
156
+ - value: .22
157
+ - sources:
158
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
159
+ layer_range: [31,32]
160
+ parameters:
161
+ scale:
162
+ - filter: o_proj
163
+ value: 0.12
164
+ - filter: down_proj
165
+ value: 0.12
166
+ - value: .24
167
+ - sources:
168
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
169
+ layer_range: [31,32]
170
+ parameters:
171
+ scale:
172
+ - filter: o_proj
173
+ value: 0.13
174
+ - filter: down_proj
175
+ value: 0.13
176
+ - value: .26
177
+ - sources:
178
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
179
+ layer_range: [31,32]
180
+ parameters:
181
+ scale:
182
+ - filter: o_proj
183
+ value: 0.14
184
+ - filter: down_proj
185
+ value: 0.14
186
+ - value: .28
187
+ - sources:
188
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
189
+ layer_range: [31,32]
190
+ parameters:
191
+ scale:
192
+ - filter: o_proj
193
+ value: 0.15
194
+ - filter: down_proj
195
+ value: 0.15
196
+ - value: .30
197
+ - sources:
198
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
199
+ layer_range: [31,32]
200
+ parameters:
201
+ scale:
202
+ - filter: o_proj
203
+ value: 0.16
204
+ - filter: down_proj
205
+ value: 0.16
206
+ - value: .31
207
+ - sources:
208
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
209
+ layer_range: [31,32]
210
+ parameters:
211
+ scale:
212
+ - filter: o_proj
213
+ value: 0.20
214
+ - filter: down_proj
215
+ value: 0.20
216
+ - value: .32
217
+ - sources:
218
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
219
+ layer_range: [31,32]
220
+ parameters:
221
+ scale:
222
+ - filter: o_proj
223
+ value: 0.21
224
+ - filter: down_proj
225
+ value: 0.21
226
+ - value: .33
227
+ - sources:
228
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
229
+ layer_range: [31,32]
230
+ parameters:
231
+ scale:
232
+ - filter: o_proj
233
+ value: 0.22
234
+ - filter: down_proj
235
+ value: 0.22
236
+ - value: .34
237
+ - sources:
238
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
239
+ layer_range: [31,32]
240
+ parameters:
241
+ scale:
242
+ - filter: o_proj
243
+ value: 0.23
244
+ - filter: down_proj
245
+ value: 0.23
246
+ - value: .35
247
+
248
+ # split 4 , NO SURGE D, "D" down drop of .24 ; reverts to .11 (the very first "D" setting )
249
+
250
+ - sources:
251
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
252
+ layer_range: [31,32]
253
+ parameters:
254
+ scale:
255
+ - filter: o_proj
256
+ value: 0.24
257
+ - filter: down_proj
258
+ value: 0.24
259
+ - value: 0.11
260
+ - sources:
261
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
262
+ layer_range: [31,32]
263
+ parameters:
264
+ scale:
265
+ - filter: o_proj
266
+ value: 0.241
267
+ - filter: down_proj
268
+ value: 0.241
269
+ - value: 0.12
270
+ - sources:
271
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
272
+ layer_range: [31,32]
273
+ parameters:
274
+ scale:
275
+ - filter: o_proj
276
+ value: 0.242
277
+ - filter: down_proj
278
+ value: 0.243
279
+ - value: 0.13
280
+ - sources:
281
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
282
+ layer_range: [31,32]
283
+ parameters:
284
+ scale:
285
+ - filter: o_proj
286
+ value: 0.244
287
+ - filter: down_proj
288
+ value: 0.244
289
+ - value: 0.61
290
+
291
+ # split 5, D Surge to .61, drop to .15 (following .13)
292
+
293
+ - sources:
294
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
295
+ layer_range: [31,32]
296
+ parameters:
297
+ scale:
298
+ - filter: o_proj
299
+ value: 0.245
300
+ - filter: down_proj
301
+ value: 0.245
302
+ - value: 0.15
303
+ - sources:
304
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
305
+ layer_range: [31,32]
306
+ parameters:
307
+ scale:
308
+ - filter: o_proj
309
+ value: 0.246
310
+ - filter: down_proj
311
+ value: 0.246
312
+ - value: 0.16
313
+ - sources:
314
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
315
+ layer_range: [31,32]
316
+ parameters:
317
+ scale:
318
+ - filter: o_proj
319
+ value: 0.247
320
+ - filter: down_proj
321
+ value: 0.247
322
+ - value: 0.17
323
+ - sources:
324
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
325
+ layer_range: [31,32]
326
+ parameters:
327
+ scale:
328
+ - filter: o_proj
329
+ value: 0.248
330
+ - filter: down_proj
331
+ value: 0.248
332
+ - value: 0.41
333
+
334
+ # split 6, D surge to .41 , then follows .17
335
+
336
+ - sources:
337
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
338
+ layer_range: [31,32]
339
+ parameters:
340
+ scale:
341
+ - filter: o_proj
342
+ value: 0.249
343
+ - filter: down_proj
344
+ value: 0.249
345
+ - value: 0.19
346
+ - sources:
347
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
348
+ layer_range: [31,32]
349
+ parameters:
350
+ scale:
351
+ - filter: o_proj
352
+ value: 0.250
353
+ - filter: down_proj
354
+ value: 0.250
355
+ - value: 0.20
356
+ - sources:
357
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
358
+ layer_range: [31,32]
359
+ parameters:
360
+ scale:
361
+ - filter: o_proj
362
+ value: 0.251
363
+ - filter: down_proj
364
+ value: 0.251
365
+ - value: .22
366
+ - sources:
367
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
368
+ layer_range: [31,32]
369
+ parameters:
370
+ scale:
371
+ - filter: o_proj
372
+ value: 0.252
373
+ - filter: down_proj
374
+ value: 0.252
375
+ - value: .24
376
+ - sources:
377
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
378
+ layer_range: [31,32]
379
+ parameters:
380
+ scale:
381
+ - filter: o_proj
382
+ value: 0.253
383
+ - filter: down_proj
384
+ value: 0.254
385
+ - value: .26
386
+ - sources:
387
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
388
+ layer_range: [31,32]
389
+ parameters:
390
+ scale:
391
+ - filter: o_proj
392
+ value: 0.255
393
+ - filter: down_proj
394
+ value: 0.255
395
+ - value: .28
396
+ - sources:
397
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
398
+ layer_range: [31,32]
399
+ parameters:
400
+ scale:
401
+ - filter: o_proj
402
+ value: 0.256
403
+ - filter: down_proj
404
+ value: 0.256
405
+ - value: .30
406
+
407
+ # O PROJ, DPROJ to .3333 /
408
+ # end game
409
+
410
+ - sources:
411
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
412
+ layer_range: [31,32]
413
+ parameters:
414
+ scale:
415
+ - filter: o_proj
416
+ value: 0.3333333333333
417
+ - filter: down_proj
418
+ value: 0.3333333333333
419
+ - value: 0.3333333333333
420
+ - sources:
421
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
422
+ layer_range: [31,32]
423
+ parameters:
424
+ scale:
425
+ - filter: o_proj
426
+ value: 0.4444444444444
427
+ - filter: down_proj
428
+ value: 0.4444444444444
429
+ - value: 0.4444444444444
430
+ - sources:
431
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
432
+ layer_range: [31,32]
433
+ parameters:
434
+ scale:
435
+ - filter: o_proj
436
+ value: 0.5555555555555
437
+ - filter: down_proj
438
+ value: 0.5555555555555
439
+ - value: 0.5555555555555
440
+ - sources:
441
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
442
+ layer_range: [31,32]
443
+ parameters:
444
+ scale:
445
+ - filter: o_proj
446
+ value: 0.6666666666666
447
+ - filter: down_proj
448
+ value: 0.6666666666666
449
+ - value: 0.6666666666666
450
+ - sources:
451
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
452
+ layer_range: [31,32]
453
+ parameters:
454
+ scale:
455
+ - filter: o_proj
456
+ value: 0.777777777777
457
+ - filter: down_proj
458
+ value: 0.777777777777
459
+ - value: 0.888888888888
460
+ merge_method: passthrough
461
+ dtype: bfloat16
462
+ ```
config.json ADDED
@@ -0,0 +1,38 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "D:/DeepHermes-3-Llama-3-8B-Preview",
3
+ "architectures": [
4
+ "LlamaForCausalLM"
5
+ ],
6
+ "attention_bias": false,
7
+ "attention_dropout": 0.0,
8
+ "bos_token_id": 128000,
9
+ "eos_token_id": 128009,
10
+ "head_dim": 128,
11
+ "hidden_act": "silu",
12
+ "hidden_size": 4096,
13
+ "initializer_range": 0.02,
14
+ "intermediate_size": 14336,
15
+ "max_position_embeddings": 131072,
16
+ "mlp_bias": false,
17
+ "model_type": "llama",
18
+ "num_attention_heads": 32,
19
+ "num_hidden_layers": 71,
20
+ "num_key_value_heads": 8,
21
+ "pad_token_id": 128004,
22
+ "pretraining_tp": 1,
23
+ "rms_norm_eps": 1e-05,
24
+ "rope_scaling": {
25
+ "factor": 8.0,
26
+ "high_freq_factor": 4.0,
27
+ "low_freq_factor": 1.0,
28
+ "original_max_position_embeddings": 8192,
29
+ "rope_type": "llama3"
30
+ },
31
+ "rope_theta": 500000.0,
32
+ "tie_word_embeddings": false,
33
+ "torch_dtype": "bfloat16",
34
+ "transformers_version": "4.46.2",
35
+ "unsloth_fixed": true,
36
+ "use_cache": true,
37
+ "vocab_size": 128256
38
+ }
mergekit_config.yml ADDED
@@ -0,0 +1,434 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Six splits plus "end game
2
+ # "D" starts at plus .1 VS D/O proj.
3
+ # 40 plus.
4
+
5
+ slices:
6
+ - sources:
7
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
8
+ layer_range: [0, 31]
9
+
10
+ # conc layers
11
+ # split 1
12
+
13
+ - sources:
14
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
15
+ layer_range: [31,32]
16
+ parameters:
17
+ scale:
18
+ - filter: o_proj
19
+ value: 0.01
20
+ - filter: down_proj
21
+ value: 0.01
22
+ - value: 0.11
23
+ - sources:
24
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
25
+ layer_range: [31,32]
26
+ parameters:
27
+ scale:
28
+ - filter: o_proj
29
+ value: 0.02
30
+ - filter: down_proj
31
+ value: 0.02
32
+ - value: 0.12
33
+ - sources:
34
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
35
+ layer_range: [31,32]
36
+ parameters:
37
+ scale:
38
+ - filter: o_proj
39
+ value: 0.03
40
+ - filter: down_proj
41
+ value: 0.03
42
+ - value: 0.13
43
+
44
+ - sources:
45
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
46
+ layer_range: [31,32]
47
+ parameters:
48
+ scale:
49
+ - filter: o_proj
50
+ value: 0.04
51
+ - filter: down_proj
52
+ value: 0.04
53
+ - value: 0.61
54
+
55
+ # split 2, SURGE D THEN D drop .46, continues @ D .15 (from .13)
56
+
57
+ - sources:
58
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
59
+ layer_range: [31,32]
60
+ parameters:
61
+ scale:
62
+ - filter: o_proj
63
+ value: 0.05
64
+ - filter: down_proj
65
+ value: 0.05
66
+ - value: 0.15
67
+ - sources:
68
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
69
+ layer_range: [31,32]
70
+ parameters:
71
+ scale:
72
+ - filter: o_proj
73
+ value: 0.06
74
+ - filter: down_proj
75
+ value: 0.06
76
+ - value: 0.16
77
+ - sources:
78
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
79
+ layer_range: [31,32]
80
+ parameters:
81
+ scale:
82
+ - filter: o_proj
83
+ value: 0.07
84
+ - filter: down_proj
85
+ value: 0.07
86
+ - value: 0.17
87
+ - sources:
88
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
89
+ layer_range: [31,32]
90
+ parameters:
91
+ scale:
92
+ - filter: o_proj
93
+ value: 0.08
94
+ - filter: down_proj
95
+ value: 0.08
96
+ - value: 0.41
97
+
98
+ # split 3, SURGE D to .41, D drop .21 ... follows .17 previous
99
+
100
+ - sources:
101
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
102
+ layer_range: [31,32]
103
+ parameters:
104
+ scale:
105
+ - filter: o_proj
106
+ value: 0.09
107
+ - filter: down_proj
108
+ value: 0.09
109
+ - value: 0.19
110
+ - sources:
111
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
112
+ layer_range: [31,32]
113
+ parameters:
114
+ scale:
115
+ - filter: o_proj
116
+ value: 0.10
117
+ - filter: down_proj
118
+ value: 0.10
119
+ - value: 0.20
120
+ - sources:
121
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
122
+ layer_range: [31,32]
123
+ parameters:
124
+ scale:
125
+ - filter: o_proj
126
+ value: 0.11
127
+ - filter: down_proj
128
+ value: 0.11
129
+ - value: .22
130
+ - sources:
131
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
132
+ layer_range: [31,32]
133
+ parameters:
134
+ scale:
135
+ - filter: o_proj
136
+ value: 0.12
137
+ - filter: down_proj
138
+ value: 0.12
139
+ - value: .24
140
+ - sources:
141
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
142
+ layer_range: [31,32]
143
+ parameters:
144
+ scale:
145
+ - filter: o_proj
146
+ value: 0.13
147
+ - filter: down_proj
148
+ value: 0.13
149
+ - value: .26
150
+ - sources:
151
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
152
+ layer_range: [31,32]
153
+ parameters:
154
+ scale:
155
+ - filter: o_proj
156
+ value: 0.14
157
+ - filter: down_proj
158
+ value: 0.14
159
+ - value: .28
160
+ - sources:
161
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
162
+ layer_range: [31,32]
163
+ parameters:
164
+ scale:
165
+ - filter: o_proj
166
+ value: 0.15
167
+ - filter: down_proj
168
+ value: 0.15
169
+ - value: .30
170
+ - sources:
171
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
172
+ layer_range: [31,32]
173
+ parameters:
174
+ scale:
175
+ - filter: o_proj
176
+ value: 0.16
177
+ - filter: down_proj
178
+ value: 0.16
179
+ - value: .31
180
+ - sources:
181
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
182
+ layer_range: [31,32]
183
+ parameters:
184
+ scale:
185
+ - filter: o_proj
186
+ value: 0.20
187
+ - filter: down_proj
188
+ value: 0.20
189
+ - value: .32
190
+ - sources:
191
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
192
+ layer_range: [31,32]
193
+ parameters:
194
+ scale:
195
+ - filter: o_proj
196
+ value: 0.21
197
+ - filter: down_proj
198
+ value: 0.21
199
+ - value: .33
200
+ - sources:
201
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
202
+ layer_range: [31,32]
203
+ parameters:
204
+ scale:
205
+ - filter: o_proj
206
+ value: 0.22
207
+ - filter: down_proj
208
+ value: 0.22
209
+ - value: .34
210
+ - sources:
211
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
212
+ layer_range: [31,32]
213
+ parameters:
214
+ scale:
215
+ - filter: o_proj
216
+ value: 0.23
217
+ - filter: down_proj
218
+ value: 0.23
219
+ - value: .35
220
+
221
+ # split 4 , NO SURGE D, "D" down drop of .24 ; reverts to .11 (the very first "D" setting )
222
+
223
+ - sources:
224
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
225
+ layer_range: [31,32]
226
+ parameters:
227
+ scale:
228
+ - filter: o_proj
229
+ value: 0.24
230
+ - filter: down_proj
231
+ value: 0.24
232
+ - value: 0.11
233
+ - sources:
234
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
235
+ layer_range: [31,32]
236
+ parameters:
237
+ scale:
238
+ - filter: o_proj
239
+ value: 0.241
240
+ - filter: down_proj
241
+ value: 0.241
242
+ - value: 0.12
243
+ - sources:
244
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
245
+ layer_range: [31,32]
246
+ parameters:
247
+ scale:
248
+ - filter: o_proj
249
+ value: 0.242
250
+ - filter: down_proj
251
+ value: 0.243
252
+ - value: 0.13
253
+ - sources:
254
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
255
+ layer_range: [31,32]
256
+ parameters:
257
+ scale:
258
+ - filter: o_proj
259
+ value: 0.244
260
+ - filter: down_proj
261
+ value: 0.244
262
+ - value: 0.61
263
+
264
+ # split 5, D Surge to .61, drop to .15 (following .13)
265
+
266
+ - sources:
267
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
268
+ layer_range: [31,32]
269
+ parameters:
270
+ scale:
271
+ - filter: o_proj
272
+ value: 0.245
273
+ - filter: down_proj
274
+ value: 0.245
275
+ - value: 0.15
276
+ - sources:
277
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
278
+ layer_range: [31,32]
279
+ parameters:
280
+ scale:
281
+ - filter: o_proj
282
+ value: 0.246
283
+ - filter: down_proj
284
+ value: 0.246
285
+ - value: 0.16
286
+ - sources:
287
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
288
+ layer_range: [31,32]
289
+ parameters:
290
+ scale:
291
+ - filter: o_proj
292
+ value: 0.247
293
+ - filter: down_proj
294
+ value: 0.247
295
+ - value: 0.17
296
+ - sources:
297
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
298
+ layer_range: [31,32]
299
+ parameters:
300
+ scale:
301
+ - filter: o_proj
302
+ value: 0.248
303
+ - filter: down_proj
304
+ value: 0.248
305
+ - value: 0.41
306
+
307
+ # split 6, D surge to .41 , then follows .17
308
+
309
+ - sources:
310
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
311
+ layer_range: [31,32]
312
+ parameters:
313
+ scale:
314
+ - filter: o_proj
315
+ value: 0.249
316
+ - filter: down_proj
317
+ value: 0.249
318
+ - value: 0.19
319
+ - sources:
320
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
321
+ layer_range: [31,32]
322
+ parameters:
323
+ scale:
324
+ - filter: o_proj
325
+ value: 0.250
326
+ - filter: down_proj
327
+ value: 0.250
328
+ - value: 0.20
329
+ - sources:
330
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
331
+ layer_range: [31,32]
332
+ parameters:
333
+ scale:
334
+ - filter: o_proj
335
+ value: 0.251
336
+ - filter: down_proj
337
+ value: 0.251
338
+ - value: .22
339
+ - sources:
340
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
341
+ layer_range: [31,32]
342
+ parameters:
343
+ scale:
344
+ - filter: o_proj
345
+ value: 0.252
346
+ - filter: down_proj
347
+ value: 0.252
348
+ - value: .24
349
+ - sources:
350
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
351
+ layer_range: [31,32]
352
+ parameters:
353
+ scale:
354
+ - filter: o_proj
355
+ value: 0.253
356
+ - filter: down_proj
357
+ value: 0.254
358
+ - value: .26
359
+ - sources:
360
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
361
+ layer_range: [31,32]
362
+ parameters:
363
+ scale:
364
+ - filter: o_proj
365
+ value: 0.255
366
+ - filter: down_proj
367
+ value: 0.255
368
+ - value: .28
369
+ - sources:
370
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
371
+ layer_range: [31,32]
372
+ parameters:
373
+ scale:
374
+ - filter: o_proj
375
+ value: 0.256
376
+ - filter: down_proj
377
+ value: 0.256
378
+ - value: .30
379
+
380
+ # O PROJ, DPROJ to .3333 /
381
+ # end game
382
+
383
+ - sources:
384
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
385
+ layer_range: [31,32]
386
+ parameters:
387
+ scale:
388
+ - filter: o_proj
389
+ value: 0.3333333333333
390
+ - filter: down_proj
391
+ value: 0.3333333333333
392
+ - value: 0.3333333333333
393
+ - sources:
394
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
395
+ layer_range: [31,32]
396
+ parameters:
397
+ scale:
398
+ - filter: o_proj
399
+ value: 0.4444444444444
400
+ - filter: down_proj
401
+ value: 0.4444444444444
402
+ - value: 0.4444444444444
403
+ - sources:
404
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
405
+ layer_range: [31,32]
406
+ parameters:
407
+ scale:
408
+ - filter: o_proj
409
+ value: 0.5555555555555
410
+ - filter: down_proj
411
+ value: 0.5555555555555
412
+ - value: 0.5555555555555
413
+ - sources:
414
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
415
+ layer_range: [31,32]
416
+ parameters:
417
+ scale:
418
+ - filter: o_proj
419
+ value: 0.6666666666666
420
+ - filter: down_proj
421
+ value: 0.6666666666666
422
+ - value: 0.6666666666666
423
+ - sources:
424
+ - model: D:/DeepHermes-3-Llama-3-8B-Preview
425
+ layer_range: [31,32]
426
+ parameters:
427
+ scale:
428
+ - filter: o_proj
429
+ value: 0.777777777777
430
+ - filter: down_proj
431
+ value: 0.777777777777
432
+ - value: 0.888888888888
433
+ merge_method: passthrough
434
+ dtype: bfloat16
model.safetensors.index.json ADDED
@@ -0,0 +1 @@
 
 
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+ "rstrip": false,
1969
+ "single_word": false,
1970
+ "special": true
1971
+ },
1972
+ "128246": {
1973
+ "content": "<|reserved_special_token_238|>",
1974
+ "lstrip": false,
1975
+ "normalized": false,
1976
+ "rstrip": false,
1977
+ "single_word": false,
1978
+ "special": true
1979
+ },
1980
+ "128247": {
1981
+ "content": "<|reserved_special_token_239|>",
1982
+ "lstrip": false,
1983
+ "normalized": false,
1984
+ "rstrip": false,
1985
+ "single_word": false,
1986
+ "special": true
1987
+ },
1988
+ "128248": {
1989
+ "content": "<|reserved_special_token_240|>",
1990
+ "lstrip": false,
1991
+ "normalized": false,
1992
+ "rstrip": false,
1993
+ "single_word": false,
1994
+ "special": true
1995
+ },
1996
+ "128249": {
1997
+ "content": "<|reserved_special_token_241|>",
1998
+ "lstrip": false,
1999
+ "normalized": false,
2000
+ "rstrip": false,
2001
+ "single_word": false,
2002
+ "special": true
2003
+ },
2004
+ "128250": {
2005
+ "content": "<|reserved_special_token_242|>",
2006
+ "lstrip": false,
2007
+ "normalized": false,
2008
+ "rstrip": false,
2009
+ "single_word": false,
2010
+ "special": true
2011
+ },
2012
+ "128251": {
2013
+ "content": "<|reserved_special_token_243|>",
2014
+ "lstrip": false,
2015
+ "normalized": false,
2016
+ "rstrip": false,
2017
+ "single_word": false,
2018
+ "special": true
2019
+ },
2020
+ "128252": {
2021
+ "content": "<|reserved_special_token_244|>",
2022
+ "lstrip": false,
2023
+ "normalized": false,
2024
+ "rstrip": false,
2025
+ "single_word": false,
2026
+ "special": true
2027
+ },
2028
+ "128253": {
2029
+ "content": "<|reserved_special_token_245|>",
2030
+ "lstrip": false,
2031
+ "normalized": false,
2032
+ "rstrip": false,
2033
+ "single_word": false,
2034
+ "special": true
2035
+ },
2036
+ "128254": {
2037
+ "content": "<|reserved_special_token_246|>",
2038
+ "lstrip": false,
2039
+ "normalized": false,
2040
+ "rstrip": false,
2041
+ "single_word": false,
2042
+ "special": true
2043
+ },
2044
+ "128255": {
2045
+ "content": "<|reserved_special_token_247|>",
2046
+ "lstrip": false,
2047
+ "normalized": false,
2048
+ "rstrip": false,
2049
+ "single_word": false,
2050
+ "special": true
2051
+ }
2052
+ },
2053
+ "bos_token": "<|begin_of_text|>",
2054
+ "chat_template": [
2055
+ {
2056
+ "name": "default",
2057
+ "template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set loop_messages = messages %}{% for message in loop_messages %}{% set content = '<|start_header_id|>' + message['role'] + '<|end_header_id|>\n\n'+ message['content'] | trim + '<|eot_id|>' %}{% if loop.index0 == 0 %}{% set content = bos_token + content %}{% endif %}{{ content }}{% endfor %}{% if add_generation_prompt %}{{ '<|start_header_id|>assistant<|end_header_id|>\n\n' }}{% endif %}"
2058
+ },
2059
+ {
2060
+ "name": "tool_use",
2061
+ "template": "{%- macro json_to_python_type(json_spec) %}\n{%- set basic_type_map = {\n \"string\": \"str\",\n \"number\": \"float\",\n \"integer\": \"int\",\n \"boolean\": \"bool\"\n} %}\n\n{%- if basic_type_map[json_spec.type] is defined %}\n {{- basic_type_map[json_spec.type] }}\n{%- elif json_spec.type == \"array\" %}\n {{- \"list[\" + json_to_python_type(json_spec|items) + \"]\"}}\n{%- elif json_spec.type == \"object\" %}\n {%- if json_spec.additionalProperties is defined %}\n {{- \"dict[str, \" + json_to_python_type(json_spec.additionalProperties) + ']'}}\n {%- else %}\n {{- \"dict\" }}\n {%- endif %}\n{%- elif json_spec.type is iterable %}\n {{- \"Union[\" }}\n {%- for t in json_spec.type %}\n {{- json_to_python_type({\"type\": t}) }}\n {%- if not loop.last %}\n {{- \",\" }} \n {%- endif %}\n {%- endfor %}\n {{- \"]\" }}\n{%- else %}\n {{- \"Any\" }}\n{%- endif %}\n{%- endmacro %}\n\n\n{{- bos_token }}\n{{- '<|im_start|>system\n' }}\n{{- \"You are a function calling AI model. You are provided with function signatures within <tools></tools> XML tags. You may call one or more functions to assist with the user query. Don't make assumptions about what values to plug into functions. Here are the available tools: <tools> \" }}\n{%- for tool in tools %}\n {%- if tool.function is defined %}\n {%- set tool = tool.function %}\n {%- endif %}\n {{- '{\"type\": \"function\", \"function\": ' }}\n {{- '{\"name\": \"' + tool.name + '\", ' }}\n {{- '\"description\": \"' + tool.name + '(' }}\n {%- for param_name, param_fields in tool.parameters.properties|items %}\n {{- param_name + \": \" + json_to_python_type(param_fields) }}\n {%- if not loop.last %}\n {{- \", \" }}\n {%- endif %}\n {%- endfor %}\n {{- \")\" }}\n {%- if tool.return is defined %}\n {{- \" -> \" + json_to_python_type(tool.return) }}\n {%- endif %}\n {{- \" - \" + tool.description + \"\n\n\" }}\n {%- for param_name, param_fields in tool.parameters.properties|items %}\n {%- if loop.first %}\n {{- \" Args:\n\" }}\n {%- endif %}\n {{- \" \" + param_name + \"(\" + json_to_python_type(param_fields) + \"): \" + param_fields.description|trim }}\n {%- endfor %}\n {%- if tool.return is defined and tool.return.description is defined %}\n {{- \"\n Returns:\n \" + tool.return.description }}\n {%- endif %}\n {{- '\"' }}\n {{- ', \"parameters\": ' }}\n {%- if tool.parameters.properties | length == 0 %}\n {{- \"{}\" }}\n {%- else %}\n {{- tool.parameters|tojson }}\n {%- endif %}\n {{- \"}\" }}\n {%- if not loop.last %}\n {{- \"\n\" }}\n {%- endif %}\n{%- endfor %}\n{{- \" </tools>\" }}\n{{- 'Use the following pydantic model json schema for each tool call you will make: {\"properties\": {\"name\": {\"title\": \"Name\", \"type\": \"string\"}, \"arguments\": {\"title\": \"Arguments\", \"type\": \"object\"}}, \"required\": [\"name\", \"arguments\"], \"title\": \"FunctionCall\", \"type\": \"object\"}}\n' }}\n{{- \"For each function call return a json object with function name and arguments within <tool_call></tool_call> XML tags as follows:\n\" }}\n{{- \"<tool_call>\n\" }}\n{{- '{\"name\": <function-name>, \"arguments\": <args-dict>}\n' }}\n{{- '</tool_call><|im_end|>\n' }}\n{%- for message in messages %}\n {%- if message.role == \"user\" or message.role == \"system\" or (message.role == \"assistant\" and message.tool_calls is not defined) %}\n {{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role }}\n {%- for tool_call in message.tool_calls %}\n {{- '\n<tool_call>\n' }} {%- if tool_call.function is defined %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '{' }}\n {{- '\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\"' }}\n {{- ', '}}\n {%- if tool_call.arguments is defined %}\n {{- '\"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments|tojson }}\n {%- endif %}\n {%- endif %}\n {{- '}' }}\n {{- '\n</tool_call>' }}\n {%- endfor %}\n {{- '<|im_end|>\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n {{- '<|im_start|>tool\n' }}\n {%- endif %}\n {{- '<tool_response>\n' }}\n {{- message.content }}\n {%- if not loop.last %}\n {{- '\n</tool_response>\n' }}\n {%- else %}\n {{- '\n</tool_response>' }}\n {%- endif %}\n {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n {{- '<|im_end|>' }}\n {%- elif loop.last %}\n {{- '<|im_end|>' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\n' }}\n{%- endif %}\n"
2062
+ }
2063
+ ],
2064
+
2065
+ "clean_up_tokenization_spaces": true,
2066
+ "eos_token": "<|eot_id|>",
2067
+ "extra_special_tokens": {},
2068
+ "model_input_names": [
2069
+ "input_ids",
2070
+ "attention_mask"
2071
+ ],
2072
+ "model_max_length": 131072,
2073
+ "pad_token": "<|end_of_text|>",
2074
+ "padding_side": "left",
2075
+ "tokenizer_class": "PreTrainedTokenizerFast",
2076
+ "unk_token": null
2077
+ }