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Sponsored by
Vmake Labs Video Enhancer
Delta-Vector / Rei-V2-12B
Model's Last Updated: March 31 2025
text-generation
Introduction of Rei-V2-12B
Model Details of Rei-V2-12B
Rei-12B
Another prototype Magnum...
✨ Overview
Originally conceived as an experiment to test the effects of gradient clipping, this model was exceptionally well-received by early testers, prompting its official release.
Fine-tuned on top of Mistral-Nemo-Instruct (ChatML'ified) , Rei-12B is designed to replicate the exquisite prose quality of Claude 3 models, particularly Sonnet and Opus, using a prototype Magnum V5 datamix.
📥 Quantized Models
💬 Prompt Format
Rei-12B uses the ChatML format. A typical conversation should be structured as:
<|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|>assistantRecommended System Prompt
View Euryale System Prompt
Currently, your role is {{char}}, described in detail below. As {{char}}, continue the narrative exchange with {{user}}.\n\n\n• Maintain the character persona but allow it to evolve with the story.\n• Be creative and proactive. Drive the story forward, introducing plotlines and events when relevant.\n• All types of outputs are encouraged; respond accordingly to the narrative.\n• Include dialogues, actions, and thoughts in each response.\n• Utilize all five senses to describe scenarios within {{char}}'s dialogue.\n• Use emotional symbols such as \"!\" and \"~\" in appropriate contexts.\n• Incorporate onomatopoeia when suitable.\n• Allow time for {{user}} to respond with their own input, respecting their agency.\n• Act as secondary characters and NPCs as needed, and remove them when appropriate.\n• When prompted for an Out of Character [OOC:] reply, answer neutrally and in plaintext, not as {{char}}.\n\n\n\n• Using excessive literary embellishments and purple prose unless dictated by {{char}}'s persona.\n• Writing for, speaking, thinking, acting, or replying as {{user}} in your response.\n• Repetitive and monotonous outputs.\n• Positivity bias in your replies.\n• Being overly extreme or NSFW when the narrative context is inappropriate.\n\n\nFollow the instructions in , avoiding the items listed in .
⚙️ Training
Hparams
- For Hparams for this model we experimented with Grad clipping otherwise known as max_grad_norm
- Calculated via checking the model arch distribution's we divised 3 different values, knowing the weight distribution for Mistral is 0.1.
- If you would consult the graph, you'd notice a few things, First and foremost is that setting gradient-clip too high can be deterimental to the model as the logs and testing show that the model was overfit, Meanwhile setting it too low can also cause problems as the 1e-4 run appears to be underfit, The best one was by far the 0.001 clip which resulted in non-overfit, non-underfit model.
Configuration
View Axolotl Config
https://wandb.ai/new-eden/Rei-V2/artifacts/axolotl-config/config-7hvbucx9/v0/files/axolotl_config_pw8f0c6u.yml
The model was trained for 2 epochs on 8x NVIDIA H200s GPUs generously provided by @Kalomaze
⚠️ Credits
I'd like to thank, Ruka/Sama twinkman | LucyKnada | Kubernetes Bad | PocketDoc | Tav | Trappu | And the rest of Anthracite/Pygmalion for testing, feedback, and support.
Rei-12B | V2
Runs of Delta-Vector Rei-V2-12B on huggingface.co
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More Information About Rei-V2-12B huggingface.co Model
Url of Rei-V2-12B
Rei-V2-12B huggingface.co Url
Provider of Rei-V2-12B huggingface.co
Other API from Delta-Vector
Updated:September 28 2025
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