---
base_model:
- mistralai/Mistral-7B-v0.3
- meta-math/MetaMath-Mistral-7B
- uukuguy/speechless-zephyr-code-functionary-7b
library_name: transformers
tags:
- mergekit
- merge

---
# Yosegi-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 [TIES](https://arxiv.org/abs/2306.01708) merge method using ./Yosegi-0601 as a base.

### Models Merged

The following models were included in the merge:
* [mistralai/Mistral-7B-v0.3](https://huggingface.co/mistralai/Mistral-7B-v0.3)
* [meta-math/MetaMath-Mistral-7B](https://huggingface.co/meta-math/MetaMath-Mistral-7B)
* ./Ninja-v1-RP-expressive-v2-LoRA
* [uukuguy/speechless-zephyr-code-functionary-7b](https://huggingface.co/uukuguy/speechless-zephyr-code-functionary-7b)

### Configuration

The following YAML configuration was used to produce this model:

```yaml
base_model: ./Yosegi-0601
dtype: bfloat16
merge_method: ties
parameters:
  int8_mask: 1.0
  normalize: 0.0
slices:
- sources:
  - layer_range: [0, 2]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.9895701336232673
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.5057237984975562
      - filter: mlp
        value: 0.36247235528151495
      - value: 0.0076810835717692014
  - layer_range: [0, 2]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 0.8239779346577963
      weight:
      - filter: self_attn
        value: 0.27499287617186813
      - filter: mlp
        value: 0.10579959634086915
      - value: 0.14502290477239704
  - layer_range: [0, 2]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.9654867628269999
      - value: 0.9584724004158125
      weight:
      - filter: self_attn
        value: 0.059719404899177556
      - filter: mlp
        value: 0.1299695859327612
      - value: 0.18821871354400985
  - layer_range: [0, 2]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 0.9322987005873715
      - filter: mlp
        value: 0.8119693860979944
      - value: 0.7800996941956229
      weight:
      - filter: self_attn
        value: 0.14989333734000856
      - filter: mlp
        value: 0.20525182711733667
      - value: 0.0743540962371737
  - layer_range: [0, 2]
    model: ./Yosegi-0601
- sources:
  - layer_range: [2, 4]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 0.6361163471256639
      - filter: mlp
        value: 0.9983948965135213
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.2433049522842103
      - filter: mlp
        value: 0.11537153133586801
      - value: 0.11236945502439658
  - layer_range: [2, 4]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.13087986863180992
      - filter: mlp
        value: 0.05060452788200992
      - value: 0.029882383396623725
  - layer_range: [2, 4]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 0.9938109261305853
      - filter: mlp
        value: 0.709432587913349
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.15343343058938377
      - filter: mlp
        value: 0.4105917936868785
      - value: 0.6078632204623161
  - layer_range: [2, 4]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 0.9634269234020544
      weight:
      - filter: self_attn
        value: 0.03750763360681478
      - filter: mlp
        value: 0.29089122858987404
      - value: 0.3408085857388722
  - layer_range: [2, 4]
    model: ./Yosegi-0601
- sources:
  - layer_range: [4, 6]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 0.8057109303418598
      - filter: mlp
        value: 0.9954520808628292
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.02598285706585618
      - filter: mlp
        value: 0.06661629726622949
      - value: 0.1285191000066376
  - layer_range: [4, 6]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 0.9112825916608848
      - filter: mlp
        value: 0.9322557507910056
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.18823564379986454
      - filter: mlp
        value: 0.4552822441636322
      - value: 0.5120525709221785
  - layer_range: [4, 6]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 0.9869122169774399
      - filter: mlp
        value: 1.0
      - value: 0.9751291459565757
      weight:
      - filter: self_attn
        value: 0.00493134813843582
      - filter: mlp
        value: 0.3008979965262413
      - value: 0.2528466849993097
  - layer_range: [4, 6]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.8956512783019246
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.4197408619693966
      - filter: mlp
        value: 0.1448902874618845
      - value: 0.5196932662212128
  - layer_range: [4, 6]
    model: ./Yosegi-0601
- sources:
  - layer_range: [6, 8]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.05321377226808306
      - filter: mlp
        value: 0.0482589904702303
      - value: 0.433407006546336
  - layer_range: [6, 8]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 0.8300482882633113
      - filter: mlp
        value: 0.8951636861593875
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.35952608658046414
      - filter: mlp
        value: 0.17385333183950857
      - value: 0.6366514725970246
  - layer_range: [6, 8]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 0.7848308077099464
      - filter: mlp
        value: 0.869549457974157
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.12433943050311849
      - filter: mlp
        value: 0.3065832590226165
      - value: 0.33138948726149514
  - layer_range: [6, 8]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.11885967308786714
      - filter: mlp
        value: 0.29125668567121127
      - value: 0.19251901269486088
  - layer_range: [6, 8]
    model: ./Yosegi-0601
- sources:
  - layer_range: [8, 10]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.9429625513013793
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.4085396076816443
      - filter: mlp
        value: 0.038473657720644636
      - value: 0.35014489493395495
  - layer_range: [8, 10]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.26957216810533163
      - filter: mlp
        value: 0.2393300696241166
      - value: 0.4735322427351712
  - layer_range: [8, 10]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 0.8594757954447017
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.26101395702355007
      - filter: mlp
        value: 0.3147672140145126
      - value: 0.11658182776184756
  - layer_range: [8, 10]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.6948062341711919
      - value: 0.9312401427737346
      weight:
      - filter: self_attn
        value: 0.1987774487170517
      - filter: mlp
        value: 0.5628384475763534
      - value: 0.2765378221890683
  - layer_range: [8, 10]
    model: ./Yosegi-0601
- sources:
  - layer_range: [10, 12]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.8230035654228713
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.1741591536775035
      - filter: mlp
        value: 0.30563583223301516
      - value: 0.2060419023239155
  - layer_range: [10, 12]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.9991063013557119
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.1470996125766866
      - filter: mlp
        value: 0.06646481892400827
      - value: 0.2645489609472036
  - layer_range: [10, 12]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 0.6812899560643833
      - filter: mlp
        value: 0.9083104648631823
      - value: 0.9730062683598184
      weight:
      - filter: self_attn
        value: 0.14278507832578724
      - filter: mlp
        value: 0.3475945971407978
      - value: 0.40266546962595284
  - layer_range: [10, 12]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 0.7047231879232164
      - filter: mlp
        value: 0.9148432633716144
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.15341559366405985
      - filter: mlp
        value: 0.20047704006010095
      - value: 0.17364445581398172
  - layer_range: [10, 12]
    model: ./Yosegi-0601
- sources:
  - layer_range: [12, 14]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 0.6974090973508299
      - filter: mlp
        value: 1.0
      - value: 0.9553573565285324
      weight:
      - filter: self_attn
        value: 0.03614401712451334
      - filter: mlp
        value: 0.1287785039219736
      - value: 0.3780545754310749
  - layer_range: [12, 14]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 0.7857328784783159
      - filter: mlp
        value: 1.0
      - value: 0.6631303877423032
      weight:
      - filter: self_attn
        value: 0.21728574423632604
      - filter: mlp
        value: 0.22813107248290188
      - value: 0.1435266378249425
  - layer_range: [12, 14]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 0.7579910864422339
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.21526786827735228
      - filter: mlp
        value: 0.19769619474642783
      - value: 0.49420458585638627
  - layer_range: [12, 14]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 0.8379590665264793
      - filter: mlp
        value: 1.0
      - value: 0.6778673543559375
      weight:
      - filter: self_attn
        value: 0.060679858649663874
      - filter: mlp
        value: 0.17248738428562518
      - value: 0.05145640258269078
  - layer_range: [12, 14]
    model: ./Yosegi-0601
- sources:
  - layer_range: [14, 16]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.8193296716327286
      - value: 0.709644132681917
      weight:
      - filter: self_attn
        value: 0.09821428505487592
      - filter: mlp
        value: 0.0039875777021436964
      - value: 0.27550746634944184
  - layer_range: [14, 16]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 0.9420135087156387
      - filter: mlp
        value: 1.0
      - value: 0.9478569230341948
      weight:
      - filter: self_attn
        value: 0.32640822225239857
      - filter: mlp
        value: 0.28189746971019747
      - value: 0.09777040841174603
  - layer_range: [14, 16]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 0.9811539353914964
      - filter: mlp
        value: 1.0
      - value: 0.9947034500579488
      weight:
      - filter: self_attn
        value: 0.015308461456516246
      - filter: mlp
        value: 0.0018966958379955934
      - value: 0.24275389952300747
  - layer_range: [14, 16]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 0.9022355771447704
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.03331841447575224
      - filter: mlp
        value: 0.03561712850019841
      - value: 0.16096143804589919
  - layer_range: [14, 16]
    model: ./Yosegi-0601
- sources:
  - layer_range: [16, 18]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 0.8813466618200871
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.20435001101909528
      - filter: mlp
        value: 0.1516594727144469
      - value: 0.2269819409999868
  - layer_range: [16, 18]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 0.8113796412034742
      weight:
      - filter: self_attn
        value: 0.23760349395229585
      - filter: mlp
        value: 0.1725436279774783
      - value: 0.5818814139457673
  - layer_range: [16, 18]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.9307369835995082
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.0673898519051937
      - filter: mlp
        value: 0.049368399457210624
      - value: 0.2621269048339309
  - layer_range: [16, 18]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 0.8219541044757637
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.21320061393511042
      - filter: mlp
        value: 0.09188781867337345
      - value: 0.27266490524762327
  - layer_range: [16, 18]
    model: ./Yosegi-0601
- sources:
  - layer_range: [18, 20]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.7993530327131696
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.20420262433348008
      - filter: mlp
        value: 0.43400570066910155
      - value: 0.13720822682656159
  - layer_range: [18, 20]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 0.7035563346885239
      weight:
      - filter: self_attn
        value: 0.3313523263002212
      - filter: mlp
        value: 0.356035051194268
      - value: 0.4742357680522683
  - layer_range: [18, 20]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.2475654838180605
      - filter: mlp
        value: 0.35095371882044646
      - value: 0.18536862919946695
  - layer_range: [18, 20]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.02997204931537696
      - filter: mlp
        value: 0.4103581291392323
      - value: 0.19313933251158066
  - layer_range: [18, 20]
    model: ./Yosegi-0601
- sources:
  - layer_range: [20, 22]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 0.5321196166337413
      weight:
      - filter: self_attn
        value: 0.17930537920958298
      - filter: mlp
        value: 0.07662274511683252
      - value: 0.1354315278471591
  - layer_range: [20, 22]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.3768803907042144
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.1592147705254305
      - filter: mlp
        value: 0.18410207999201075
      - value: 0.4928015910047033
  - layer_range: [20, 22]
    model: uukuguy/speechless-zephyr-code-functionary-7b
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.37897278298418885
      - filter: mlp
        value: 0.0952591073533606
      - value: 0.03551732810121447
  - layer_range: [20, 22]
    model: ./Ninja-v1-RP-expressive-v2-LoRA
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.2682334102128691
      - filter: mlp
        value: 0.33485781481395227
      - value: 0.3395139468281392
  - layer_range: [20, 22]
    model: ./Yosegi-0601
- sources:
  - layer_range: [22, 24]
    model: mistralai/Mistral-7B-v0.3
    parameters:
      density:
      - filter: self_attn
        value: 1.0
      - filter: mlp
        value: 0.8002588203446623
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.2549204541625693
      - filter: mlp
        value: 0.3722418477156178
      - value: 0.2410463731352089
  - layer_range: [22, 24]
    model: meta-math/MetaMath-Mistral-7B
    parameters:
      density:
      - filter: self_attn
        value: 0.9220873255898425
      - filter: mlp
        value: 1.0
      - value: 1.0
      weight:
      - filter: self_attn
        value: 0.487455295718532
      - filter: mlp
        value: 0.40022413917173594
      - value: 0.17846009757502157
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```