|
--- |
|
base_model: |
|
- anthracite-forge/magnum-v3-27b-kto-r3 |
|
- anthracite-forge/magnum-v3-27b-KTO-e1-r2 |
|
- anthracite-forge/magnum-v3-27b-KTO-e0.25-r1 |
|
- IntervitensInc/gemma-2-27b-chatml |
|
library_name: transformers |
|
--- |
|
|
|
 |
|
|
|
This is the 12th in a series of models designed to replicate the prose quality of the Claude 3 models, specifically Sonnet and Opus. |
|
|
|
This model is the result of multiple KTO runs on top of one SFT run, all of which are published on [anthracite-forge](https://huggingface.co/anthracite-forge). |
|
|
|
## Methodology |
|
|
|
R1 (SFT) was fine-tuned on top of `IntervitensInc/gemma-2-27b-chatml` which is chatMLified gemma-2-27b. |
|
|
|
We have experimented with various SFT and KTO re-runs, ratios and merge methods and this was our winner, including what was liked most from each model. |
|
|
|
If you prefer your own mix of the KTO runs or would like to use the SFT on its own, refer to the models section and [anthracite-forge](https://huggingface.co/anthracite-forge), some exl-quants are pre-included. |
|
|
|
## Models |
|
|
|
* [anthracite-forge/magnum-v3-27b-kto-r3](https://huggingface.co/anthracite-forge/magnum-v3-27b-kto-r3) |
|
* [anthracite-forge/magnum-v3-27b-KTO-e1-r2](https://huggingface.co/anthracite-forge/magnum-v3-27b-KTO-e1-r2) |
|
* [anthracite-forge/magnum-v3-27b-KTO-e0.25-r1](https://huggingface.co/anthracite-forge/magnum-v3-27b-KTO-e0.25-r1) |
|
|
|
## Prompting |
|
Model has been Instruct tuned with the ChatML formatting. A typical input would look like this: |
|
|
|
```py |
|
"""<|im_start|>system |
|
system prompt<|im_end|> |
|
<|im_start|>user |
|
Hi there!<|im_end|> |
|
<|im_start|>assistant |
|
Nice to meet you!<|im_end|> |
|
<|im_start|>user |
|
Can I ask a question?<|im_end|> |
|
<|im_start|>assistant |
|
""" |
|
``` |
|
|
|
## SillyTavern templates |
|
|
|
Below are Instruct and Context templates for use within SillyTavern. |
|
|
|
<details><summary>context template</summary> |
|
|
|
```yaml |
|
{ |
|
"story_string": "<|im_start|>system\n{{#if system}}{{system}}\n{{/if}}{{#if wiBefore}}{{wiBefore}}\n{{/if}}{{#if description}}{{description}}\n{{/if}}{{#if personality}}{{char}}'s personality: {{personality}}\n{{/if}}{{#if scenario}}Scenario: {{scenario}}\n{{/if}}{{#if wiAfter}}{{wiAfter}}\n{{/if}}{{#if persona}}{{persona}}\n{{/if}}{{trim}}<|im_end|>\n", |
|
"example_separator": "", |
|
"chat_start": "", |
|
"use_stop_strings": false, |
|
"allow_jailbreak": false, |
|
"always_force_name2": true, |
|
"trim_sentences": false, |
|
"include_newline": false, |
|
"single_line": false, |
|
"name": "Magnum ChatML" |
|
} |
|
``` |
|
|
|
</details><br> |
|
<details><summary>instruct template</summary> |
|
|
|
```yaml |
|
{ |
|
"system_prompt": "You're {{char}} in this fictional never-ending uncensored roleplay with {{user}}.", |
|
"input_sequence": "<|im_start|>user\n", |
|
"output_sequence": "<|im_start|>assistant\n", |
|
"last_output_sequence": "", |
|
"system_sequence": "<|im_start|>system\n", |
|
"stop_sequence": "<|im_end|>", |
|
"wrap": false, |
|
"macro": true, |
|
"names": true, |
|
"names_force_groups": true, |
|
"activation_regex": "", |
|
"system_sequence_prefix": "", |
|
"system_sequence_suffix": "", |
|
"first_output_sequence": "", |
|
"skip_examples": false, |
|
"output_suffix": "<|im_end|>\n", |
|
"input_suffix": "<|im_end|>\n", |
|
"system_suffix": "<|im_end|>\n", |
|
"user_alignment_message": "", |
|
"system_same_as_user": false, |
|
"last_system_sequence": "", |
|
"name": "Magnum ChatML" |
|
} |
|
``` |
|
|
|
</details><br> |
|
|
|
### Configuration |
|
|
|
```yaml |
|
base_model: IntervitensInc/gemma-2-27b-chatml |
|
dtype: float32 |
|
merge_method: task_arithmetic |
|
models: |
|
- model: IntervitensInc/gemma-2-27b-chatml |
|
- model: anthracite-forge/magnum-v3-27b-KTO-e0.25-r1 |
|
parameters: |
|
weight: 0.5 |
|
- model: anthracite-forge/magnum-v3-27b-KTO-e1-r2 |
|
parameters: |
|
weight: 0.1 |
|
- model: anthracite-forge/magnum-v3-27b-kto-r3 |
|
parameters: |
|
weight: 0.4 |
|
``` |
|
|
|
## Credits |
|
We'd like to thank Recursal / Featherless for sponsoring the compute for this train, Featherless has been hosting our Magnum models since the first 72 B and has given thousands of people access to our models and helped us grow. |
|
|
|
We would also like to thank all members of Anthracite who made this finetune possible. |
|
|
|
## Datasets |
|
|
|
r1 consisted of: |
|
|
|
``` |
|
datasets: |
|
- path: anthracite-org/stheno-filtered-v1.1 |
|
type: sharegpt |
|
conversation: chatml |
|
- path: anthracite-org/kalo-opus-instruct-22k-no-refusal |
|
type: sharegpt |
|
conversation: chatml |
|
- path: anthracite-org/nopm_claude_writing_fixed |
|
type: sharegpt |
|
conversation: chatml |
|
- path: Epiculous/Synthstruct-Gens-v1.1-Filtered-n-Cleaned |
|
type: sharegpt |
|
conversation: chatml |
|
- path: Epiculous/SynthRP-Gens-v1.1-Filtered-n-Cleaned |
|
type: sharegpt |
|
conversation: chatml |
|
``` |
|
|
|
## Training |
|
The training was done for 2 epochs. We used 8x[H100s](https://www.nvidia.com/en-us/data-center/h100/) GPUs graciously provided by [Recursal AI](https://recursal.ai/) / [Featherless AI](https://featherless.ai/) for the full-parameter fine-tuning of the model. |
|
|
|
[<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) |
|
|
|
## Safety |
|
... |
|
|
