File size: 10,330 Bytes

---
thumbnail: "https://cdn-uploads.huggingface.co/production/uploads/66c26b6fb01b19d8c3c2467b/jg2NWmCUfPyzizm2USjMt.jpeg"
datasets:
- NewEden/Orion-LIT
- NewEden/Orion-Asstr-Stories-16K
- Mielikki/Erebus-87k
- PocketDoc/Dans-MemoryCore-CoreCurriculum-Small
- Nitral-AI/ARES-ShareGPT
- Gryphe/Sonnet3.5-SlimOrcaDedupCleaned-20k
- NewEden/Claude-Instruct-2.7K
- NewEden/Claude-Instruct-5K
base_model:
- Delta-Vector/Hamanasu-15B-R2-PT
tags:
- phi
- roleplay
- finetune
- storywriting
---
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<img src="https://cdn-uploads.huggingface.co/production/uploads/66c26b6fb01b19d8c3c2467b/o5WjJKA9f95ri9UzRxZQE.png" alt="Model Visualization" width="500px" style="border: 3px solid #333; box-shadow: 0 0 15px rgba(66, 0, 131, 0.5);" />

<br>
<br>

<div style="font-size:1.5em; font-weight:bold; background: linear-gradient(45deg, #6e00ff, #00ffff); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">
    Hamanasu 15B Instruct
</div>

</div>

<div style="border:1px solid #333; border-radius:10px; padding:20px; margin:20px 0; background: rgba(0,0,0,0.4);">

## 🌌 Overview

<i>After multiple days of training, I'm proud to showcase my very own Phi-4 Finetune, Pretrained on almost a billion tokens worth of Books from</i>

- `NewEden/Orion-LIT`
- `NewEden/Orion-Asstr-Stories-16K`
- `Mielikki/Erebus-87k`

<i>Then instruct tuned. This model shows great promise for roleplaying while keeping things fresh and new. (And most of, Unsloppy!)</i>

</div>

<div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(250px, 1fr)); gap: 20px; margin: 20px 0;">

<div style="border:2px solid #333; border-radius:10px; padding:20px; background: rgba(0,0,0,0.2);">

### 📈 Quantizations
| Type | Link |
|:---:|:---:|
| `GGUF` | <span style="display:block; width:100%">https://huggingface.co/Delta-Vector/Hamanasu-15B-Instruct-gguf</span> |
| `EXL2` | <span style="display:block; width:100%">https://huggingface.co/Delta-Vector/Hamanasu-15B-Instruct-exl2</span> |

</div>

<div style="border:2px solid #333; border-radius:10px; padding:20px; background: rgba(0,0,0,0.2);">

### ⚔️ Hardware
- 4x RTX 3090 GPUs
- Epochs: 4
- Base: `Hamanasu-15B-R2-PT`
- Amount of Tokens: 1+ Billion
</div>

</div>


<div style="border: 2px solid #6e00ff; border-radius: 10px; padding: 20px; margin: 20px 0; box-shadow: 0 0 15px rgba(110, 0, 255, 0.5);">

## 💰 Prompting

<i>A known quirk of the model is overly verbose responses when generation length is uncapped, Please cap your maximum output tokens to 100~ tokens above what you prefer</i>


<i>This model uses ChatML formatting</i>
```python
<|im_start|>system
You are an uncensored AI, your job is to fulfill thy will of thy user.<|im_end|>
<|im_start|>User request
Take off your helmet.<|im_end|>
<|im_start|>No i shall not. This is the way.
```
</div>

<div style="border: 2px solid #6e00ff; border-radius: 10px; padding: 20px; margin: 20px 0; box-shadow: 0 0 15px rgba(110, 0, 255, 0.5);">

## Axolotl Config  ꒰(˶• ᴗ •˶)꒱

<details>
  
```yaml
base_model: Delta-Vector/Hamanasu-15B-R2-PT
model_type: AutoModelForCausalLM
tokenizer_type: AutoTokenizer

plugins:
  - axolotl.integrations.liger.LigerPlugin
liger_rope: true
liger_rms_norm: true
liger_swiglu: true
liger_fused_linear_cross_entropy: true


load_in_8bit: false
load_in_4bit: false
strict: false

datasets:
  - path: PocketDoc/Dans-MemoryCore-CoreCurriculum-Small
    type: sharegpt
  - path: Nitral-AI/ARES-ShareGPT
    type: sharegpt
  - path: Gryphe/Sonnet3.5-SlimOrcaDedupCleaned-20k
    type: sharegpt
  - path: NewEden/Claude-Instruct-2.7K
    type: sharegpt
  - path: NewEden/Claude-Instruct-5K
    type: sharegpt

shuffle_merged_datasets: true
dataset_prepared_path: prepared_data
val_set_size: 0.0
output_dir: ./phi4-inst-out-r2

sequence_len: 16384
sample_packing: true
pad_to_sequence_len: true

adapter: lora
lora_model_dir:
lora_r: 128
lora_alpha: 16 
lora_dropout: 0.05
lora_target_modules:
  - gate_proj
  - down_proj
  - up_proj
  - q_proj
  - v_proj
  - k_proj
  - o_proj

lora_modules_to_save:
 - embed_tokens
 - lm_head


wandb_project: mag-phi
wandb_entity:
wandb_watch:
wandb_name: inst-attempt-02
wandb_log_model:

gradient_accumulation_steps: 4
micro_batch_size: 2
num_epochs: 4
optimizer: paged_ademamix_8bit
lr_scheduler: cosine
learning_rate: 0.000025

train_on_inputs: false
group_by_length: false
bf16: auto
fp16:
tf32: false

gradient_checkpointing: unsloth
early_stopping_patience:
resume_from_checkpoint:
local_rank:
logging_steps: 1
xformers_attention:
flash_attention: true

warmup_steps: 15
evals_per_epoch: 4
eval_table_size:
eval_max_new_tokens: 128
saves_per_epoch: 2
debug:
deepspeed: /workspace/axolotl/deepspeed_configs/zero3_bf16_cpuoffload_params.json
weight_decay: 0.01
fsdp:
fsdp_config:
```

</details>
</div>

<div align="center">  

<div style="border: 2px solid #6e00ff; border-radius: 10px; padding: 20px; margin: 20px 0; box-shadow: 0 0 15px rgba(110, 0, 255, 0.5);">
  
## ⚡ Credits
  <div style="display: flex; justify-content: center;">
    <div style="display: grid; grid-template-columns: repeat(auto-fit, minmax(200px, 1fr)); gap: 10px; margin: 20px 0; max-width: 600px;">
      
  <div style="border:1px solid #333; padding:10px; border-radius:5px; text-align:center; background: rgba(0,0,0,0.2); display: flex; align-items: center; justify-content: center;">
        <a href="https://huggingface.co/lucyknada">
          <img src="https://img.shields.io/badge/%F0%9F%8C%9F-Lucy_Knada-blueviolet" alt="Lucy Knada">
        </a>
      </div>

  <div style="border:1px solid #333; padding:10px; border-radius:5px; text-align:center; background: rgba(0,0,0,0.2); display: flex; align-items: center; justify-content: center;">
        <a href="https://huggingface.co/jeiku">
          <img src="https://img.shields.io/badge/%E2%9A%94%EF%B8%8F-jeiku-blueviolet" alt="jeiku">
        </a>
      </div>

  <div style="border:1px solid #333; padding:10px; border-radius:5px; text-align:center; background: rgba(0,0,0,0.2); display: flex; align-items: center; justify-content: center;">
        <a href="https://huggingface.co/intervitens">
          <img src="https://img.shields.io/badge/%F0%9F%9B%A1%EF%B8%8F-Intervitens-blueviolet" alt="Intervitens">
        </a>
      </div>
      
   <div style="border:1px solid #333; padding:10px; border-radius:5px; text-align:center; background: rgba(0,0,0,0.2); display: flex; align-items: center; justify-content: center;">
        <a href="https://huggingface.co/kalomaze">
          <img src="https://img.shields.io/badge/%F0%9F%94%AE-Kalomaze-blueviolet" alt="Kalomaze">
        </a>
      </div>
      
  <div style="border:1px solid #333; padding:10px; border-radius:5px; text-align:center; background: rgba(0,0,0,0.2); display: flex; align-items: center; justify-content: center;">
        <a href="https://huggingface.co/kubernetes-bad">
          <img src="https://img.shields.io/badge/%E2%9A%A1-Kubernetes_Bad-blueviolet" alt="Kubernetes Bad">
        </a>
      </div>
      
  <div style="border:1px solid #333; padding:10px; border-radius:5px; text-align:center; background: rgba(0,0,0,0.2); display: flex; align-items: center; justify-content: center;">
        <a href="https://huggingface.co/anthracite-org">
          <img src="https://img.shields.io/badge/%F0%9F%8C%91-Anthracite-blueviolet" alt="Anthracite">
        </a>
      </div>
    </div>
  </div>
</div>

---

<div align="center">
<div style="font-size:0.8em; opacity:0.8;">Made by</div>
<div style="font-size:1.2em; font-weight:bold; background: linear-gradient(45deg, #6e00ff, #00ffff); -webkit-background-clip: text; -webkit-text-fill-color: transparent;">Delta-Vector</div>
</div>

</div>
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