---
base_model: []
library_name: transformers
tags:
- mergekit
- merge

---
# NEW-Fuse-AIME-2

This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).

## Merge Details
### Merge Method

This model was merged using the [DARE TIES](https://arxiv.org/abs/2311.03099) merge method using /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095 as a base.

### Models Merged

The following models were included in the merge:
* /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
* /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
* /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
* /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
* /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842

### Configuration

The following YAML configuration was used to produce this model:

```yaml
base_model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
dtype: bfloat16
merge_method: dare_ties
parameters:
  int8_mask: 1.0
  normalize: 0.0
slices:
- sources:
  - layer_range: [0, 1]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.2782315873972385
  - layer_range: [0, 1]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 1.0
      weight: 0.19635741093400924
  - layer_range: [0, 1]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 0.839041420919602
      weight: 0.1393051419022209
  - layer_range: [0, 1]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.9049838949212962
      weight: 0.007949192496240043
  - layer_range: [0, 1]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 0.6368696615921805
      weight: 0.03283807920340641
  - layer_range: [0, 1]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 1.0
      weight: 0.34339904488021705
- sources:
  - layer_range: [1, 2]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 0.8298629387880676
      weight: 0.012178045683612151
  - layer_range: [1, 2]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 1.0
      weight: 0.2742647165349933
  - layer_range: [1, 2]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 1.0
      weight: 0.3118824904882318
  - layer_range: [1, 2]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 1.0
      weight: 0.20820237912448977
  - layer_range: [1, 2]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 0.6882884993390114
      weight: 0.32931098839032225
  - layer_range: [1, 2]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.7541644143115471
      weight: 0.5283350552564068
- sources:
  - layer_range: [2, 3]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.1475972757877593
  - layer_range: [2, 3]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 1.0
      weight: 0.36006129832521916
  - layer_range: [2, 3]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 0.6383637368643884
      weight: 0.2417455775856331
  - layer_range: [2, 3]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.9634617790683426
      weight: 0.30988574000828395
  - layer_range: [2, 3]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 1.0
      weight: 0.2123327378847143
  - layer_range: [2, 3]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.9745011611918509
      weight: 0.26417975152408857
- sources:
  - layer_range: [3, 4]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.15769046109738702
  - layer_range: [3, 4]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 1.0
      weight: 0.1523214821495638
  - layer_range: [3, 4]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 1.0
      weight: 0.037213704935742886
  - layer_range: [3, 4]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.7497177917163473
      weight: 0.2861632132956589
  - layer_range: [3, 4]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 0.7215595383344846
      weight: 0.4606348758519766
  - layer_range: [3, 4]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 1.0
      weight: 0.0003362236275280678
- sources:
  - layer_range: [4, 5]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 0.6910337109786082
      weight: 0.24392684897607322
  - layer_range: [4, 5]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 0.9710965496454345
      weight: 0.012635998710707627
  - layer_range: [4, 5]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 0.4860547857824506
      weight: 0.23402390666045142
  - layer_range: [4, 5]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.7500944911682366
      weight: 0.2572776682722997
  - layer_range: [4, 5]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 1.0
      weight: 0.08365043313088268
  - layer_range: [4, 5]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.9810133262115704
      weight: 0.3613481642532599
- sources:
  - layer_range: [5, 6]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 0.6741956384738605
      weight: 0.37578743779124096
  - layer_range: [5, 6]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 0.9072174733548687
      weight: 0.07625416776300153
  - layer_range: [5, 6]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 0.8744591420309692
      weight: 0.408177109381669
  - layer_range: [5, 6]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 1.0
      weight: 0.2683692653545862
  - layer_range: [5, 6]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 1.0
      weight: 0.06686054697269289
  - layer_range: [5, 6]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.8449084919956413
      weight: 0.4488419163177444
- sources:
  - layer_range: [6, 7]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.11629103922432293
  - layer_range: [6, 7]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 1.0
      weight: 0.09563282389416433
  - layer_range: [6, 7]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 0.9904373561782471
      weight: 0.11994247597890378
  - layer_range: [6, 7]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.9299436120275166
      weight: 0.22834226407956734
  - layer_range: [6, 7]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 1.0
      weight: 0.11512519202646376
  - layer_range: [6, 7]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.9445172175266126
      weight: 0.21318549805793088
- sources:
  - layer_range: [7, 8]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.18798747602597987
  - layer_range: [7, 8]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 0.7452937123126001
      weight: 0.14746911601895424
  - layer_range: [7, 8]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 0.8204977104998925
      weight: 0.19134291787306087
  - layer_range: [7, 8]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.9737073791320208
      weight: 0.4983379958659422
  - layer_range: [7, 8]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 0.867081025278063
      weight: 0.05096153597806359
  - layer_range: [7, 8]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.8793745878128797
      weight: 0.23915742179684527
- sources:
  - layer_range: [8, 9]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 0.9908584743786936
      weight: 0.2900964369859359
  - layer_range: [8, 9]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 1.0
      weight: 0.6770121314397981
  - layer_range: [8, 9]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 1.0
      weight: 0.7421772684770622
  - layer_range: [8, 9]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 1.0
      weight: 0.1288360821322317
  - layer_range: [8, 9]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 1.0
      weight: 0.19588203535256857
  - layer_range: [8, 9]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.9647488315759917
      weight: 0.05954407329266449
- sources:
  - layer_range: [9, 10]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.051952322557393654
  - layer_range: [9, 10]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 0.7705586830846688
      weight: 0.5733745872563619
  - layer_range: [9, 10]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 1.0
      weight: 0.1970853442522889
  - layer_range: [9, 10]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.8717807909710711
      weight: 0.0908833911515223
  - layer_range: [9, 10]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 0.7908247294988782
      weight: 0.1845905936365468
  - layer_range: [9, 10]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.8746886550244568
      weight: 0.12012453127168171
- sources:
  - layer_range: [10, 11]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 0.5901488666433586
      weight: 0.4132454940186627
  - layer_range: [10, 11]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 0.6564276215102214
      weight: 0.05482864296740633
  - layer_range: [10, 11]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 0.5363622563055074
      weight: 0.1806790978658725
  - layer_range: [10, 11]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.9962626071178531
      weight: 0.0641105089408362
  - layer_range: [10, 11]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 1.0
      weight: 0.11302650096438938
  - layer_range: [10, 11]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.935821018848516
      weight: 0.4976548707302226
- sources:
  - layer_range: [11, 12]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.19900912406353574
  - layer_range: [11, 12]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 1.0
      weight: 0.20695001682401898
  - layer_range: [11, 12]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 0.9178868704524388
      weight: 0.485866085043937
  - layer_range: [11, 12]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.8777643958740872
      weight: 0.3914734004939914
  - layer_range: [11, 12]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 1.0
      weight: 0.03205146584371449
  - layer_range: [11, 12]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 1.0
      weight: 0.18556656278840403
- sources:
  - layer_range: [12, 13]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.20656175990330095
  - layer_range: [12, 13]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 0.7968900729582112
      weight: 0.3317709752868623
  - layer_range: [12, 13]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 1.0
      weight: 0.27491910682117465
  - layer_range: [12, 13]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 0.9894580466554811
      weight: 0.036643107048087105
  - layer_range: [12, 13]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 1.0
      weight: 0.28862007087718894
  - layer_range: [12, 13]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 0.7487264086943679
      weight: 0.4032155957575983
- sources:
  - layer_range: [13, 14]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 1.0
      weight: 0.10288506772457816
  - layer_range: [13, 14]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/QwQ-32B-Preview_1809212316
    parameters:
      density: 1.0
      weight: 0.25240385899016365
  - layer_range: [13, 14]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/DeepSeek-R1-Distill-Qwen-32B_2219931087
    parameters:
      density: 1.0
      weight: 0.24112069713536738
  - layer_range: [13, 14]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/FuseO1-DeepSeekR1-QwQ-SkyT1-32B-Preview_2733309095
    parameters:
      density: 1.0
      weight: 0.17970681579851688
  - layer_range: [13, 14]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/s1-32B_3285827842
    parameters:
      density: 0.9880840219872322
      weight: 0.09375379195324154
  - layer_range: [13, 14]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Bespoke-Stratos-32B_2324529121
    parameters:
      density: 1.0
      weight: 0.5146485259568411
- sources:
  - layer_range: [14, 15]
    model: /mnt/nvme5n1p1/Qwen-32B-merge/input_models/Qwen2.5-32B_2506482046
    parameters:
      density: 0.8246319334241813
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```