README.md

---
base_model:
- IntervitensInc/Mistral-Nemo-Base-2407-chatml
- nbeerbower/mistral-nemo-bophades-12B
- nbeerbower/mistral-nemo-wissenschaft-12B
- elinas/Chronos-Gold-12B-1.0
- Fizzarolli/MN-12b-Sunrose
- nbeerbower/mistral-nemo-gutenberg-12B-v4
- anthracite-org/magnum-12b-v2.5-kto
library_name: transformers
tags:
- mergekit
- merge

---
![Made with NovelAI](https://huggingface.co/inflatebot/MN-12B-Mag-Mell-R1/resolve/main/magmell.png)
*[Welcome, brave one; you've come a long mile.](https://www.youtube.com/watch?v=dgGEuC1F3oE)*

# MN-12B-Mag-Mell-R1

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

[Official Q4_K_M, Q6_K and Q_8 GGUFs by me](https://huggingface.co/inflatebot/MN-12B-Mag-Mell-R1-GGUF)

[More available from mradermacher](https://huggingface.co/mradermacher/MN-12B-Mag-Mell-R1-GGUF/tree/main)

[Official EXL2 by toastypigeon](https://huggingface.co/Alfitaria/MN-12B-Mag-Mell-R1-exl2)

## Usage Details

### Sampler Settings
Mag Mell R1 was tested with Temp 1.25 and MinP 0.2. This was fairly stable up to 10K, but this might be too "hot".
If issues with coherency occur, try *in*creasing MinP or *de*creasing Temperature.

Other samplers shouldn't be necessary. XTC was shown to break outputs. DRY should be okay if used sparingly. Other penalty-type samplers should probably be avoided.


### Formatting
The base model for Mag Mell is [Mistral-Nemo-Base-2407-chatml](https://huggingface.co/IntervitensInc/Mistral-Nemo-Base-2407-chatml), and as such ChatML formatting is recommended.
#### After further testing, I can confirm that ChatML works the best. The below can be ignored in the context of this model specifically.

However, many component models still use Mistral's format. As a result, occasionally the word "user" or "assistant" will appear on the bottom of the screen.


__However.__ Some things have come out regarding Mistral's format that should be covered here, and implicates not just Mag Mell, but *all* Mistral-based models since the original Mistral 7B.

*The following information is as correct as I can get it as of September 20th, 2024*

We've had Mistral's tokenizer handling and completions format all wrong. *The templates in your frontend are probably wrong right now.*

MistralAI member Pandora has been going around helping to correct everyone.

Right now, Pandora has opened PRs for ~~[SillyTavern](https://github.com/SillyTavern/SillyTavern/pull/2883)~~ (**MERGED** to Staging. Update and use Mistral V3-Tekken), ~~[KoboldAI Lite](https://github.com/LostRuins/lite.koboldai.net/pull/87)~~ (**MERGED** to dev branch) and ~~[KoboldCPP chat adapters]~~(https://github.com/LostRuins/koboldcpp/pull/1131). (**MERGED**, staged for next release)

*When these are merged*, then the templates in them can be assumed to be completely correct.

Until then, ~~I've [provided templates for SillyTavern on GitHub that should be More Correct than the ones ST currently ships.](https://github.com/inflatebot/SillyTavern-Nemo-Templates)~~ Use Mistral V3-Tekken from SillyTavern Staging.
If you don't want to/can't update, you can get the new prompt template files [here](https://github.com/SillyTavern/SillyTavern/tree/staging/default/content/presets) (in the `context` and `instruct` folders.)

If you experiment with this, please let me know how it goes! The conversation on how to properly implement Mistral is still ongoing.

## Merge Details
Multi-stage SLERP merge, DARE-TIES'd together. Intended to be a general purpose "Best of Nemo" model for any fictional, creative use case. Inspired by hyper-merges like [Tiefighter](https://huggingface.co/KoboldAI/LLaMA2-13B-Tiefighter) and [Umbral Mind.](https://huggingface.co/Casual-Autopsy/L3-Umbral-Mind-RP-v2.0-8B)

Mag Mell is composed of 3 intermediate parts:

- Hero (RP, kink/trope coverage): [Chronos Gold](https://huggingface.co/elinas/Chronos-Gold-12B-1.0), [Sunrose](https://huggingface.co/Fizzarolli/MN-12b-Sunrose).

- Monk (Intelligence, groundedness): [Bophades](https://huggingface.co/nbeerbower/mistral-nemo-bophades-12B), [Wissenschaft](https://huggingface.co/nbeerbower/mistral-nemo-wissenschaft-12B).

- Deity (Prose, flair): [Gutenberg v4](https://huggingface.co/nbeerbower/mistral-nemo-gutenberg-12B-v4), [Magnum 2.5 KTO](https://huggingface.co/anthracite-org/magnum-v2.5-12b-kto).

I've been dreaming about this merge since Nemo tunes started coming out in earnest. From our testing, Mag Mell demonstrates worldbuilding capabilities unlike any model in its class, comparable to old adventuring models like Tiefighter, and prose that exhibits minimal "slop" (not bad for no finetuning,) frequently devising electrifying metaphors that left us consistently astonished.

Use ChatML formatting. Early testing versions had a tendency to leak tokens, but this should be more or less hammered out.

I don't want to toot my own bugle though; I'm really proud of how this came out, but please leave your feedback, good or bad.

Special thanks as usual to Toaster for his feedback and Fizz for helping fund compute, as well as the KoboldAI Discord for their resources.

### Merge Method

This model was merged using the [DARE](https://arxiv.org/abs/2311.03099) [TIES](https://arxiv.org/abs/2306.01708) merge method using [IntervitensInc/Mistral-Nemo-Base-2407-chatml](https://huggingface.co/IntervitensInc/Mistral-Nemo-Base-2407-chatml) as a base.

### Models Merged

The following models were included in the merge:
* IntervitensInc/Mistral-Nemo-Base-2407-chatml
* nbeerbower/mistral-nemo-bophades-12B
* nbeerbower/mistral-nemo-wissenschaft-12B
* elinas/Chronos-Gold-12B-1.0
* Fizzarolli/MN-12b-Sunrose
* nbeerbower/mistral-nemo-gutenberg-12B-v4
* anthracite-org/magnum-12b-v2.5-kto

### Configuration

The following YAML configurations were used to produce this model:

#### Monk:
```yaml
models:
  - model: nbeerbower/mistral-nemo-bophades-12B
  - model: nbeerbower/mistral-nemo-wissenschaft-12B
merge_method: slerp
base_model: nbeerbower/mistral-nemo-bophades-12B
parameters:
  t: [0.1, 0.2, 0.4, 0.6, 0.6, 0.4, 0.2, 0.1]
dtype: bfloat16
tokenizer_source: base
```

#### Hero:
```yaml
models:
  - model: elinas/Chronos-Gold-12B-1.0
  - model: Fizzarolli/MN-12b-Sunrose
merge_method: slerp
base_model: elinas/Chronos-Gold-12B-1.0
parameters:
  t: [0.1, 0.2, 0.4, 0.6, 0.6, 0.4, 0.2, 0.1]
dtype: bfloat16
tokenizer_source: base
```

#### Deity:
```yaml
models:
  - model: nbeerbower/mistral-nemo-gutenberg-12B-v4
  - model: anthracite-org/magnum-12b-v2.5-kto
merge_method: slerp
base_model: nbeerbower/mistral-nemo-gutenberg-12B-v4
parameters:
  t: [0, 0.1, 0.2, 0.25, 0.25, 0.2, 0.1, 0]
dtype: bfloat16
tokenizer_source: base
```

#### Mag Mell:
```yaml
models:
 - model: monk
   parameters:
     density: 0.7
     weight: 0.5
 - model: hero
   parameters:
     density: 0.9
     weight: 1
 - model: deity
   parameters:
     density: 0.5
     weight: 0.7
merge_method: dare_ties
base_model: IntervitensInc/Mistral-Nemo-Base-2407-chatml
tokenizer_source: base
```


`In Irish mythology, Mag Mell (modern spelling: Magh Meall, meaning 'delightful plain') is one of the names for the Celtic Otherworld, a mythical realm achievable through death and/or glory... Never explicitly stated in any surviving mythological account to be an afterlife; rather, it is usually portrayed as a paradise populated by deities, which is occasionally visited by some adventurous mortals. In its island guise, it was visited by various legendary Irish heroes and monks, forming the basis of the adventure myth or echtrae...`