Create README.md

README.md

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+---
+license: apache-2.0
+datasets:
+- Mielikki/Erebus-87k
+- FourOhFour/Instruct_Phase
+- FourOhFour/RP_Phase
+- anthracite-core/full-opus-chosen-hermes-rejected-kto-v1
+language:
+- en
+base_model:
+- IntervitensInc/Llama-3.1-Minitron-4B-Width-Base-chatml
+---
+## Aura-4B
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/626dfb8786671a29c715f8a9/jT4LeWC0ioarPieWtNZkE.png)
+
+## Introduction
+
+**Aura-4B** is a state of the art dedicated roleplaying model designed to fulfill your every desire.
+
+This finetune has seen several hundreds of millions of tokens of completion, instruction and roleplaying data. A Kahneman-Tversky Optimization was applied to give this model a unique output style.
+
+Developed by **Aura Industries**, with contributions from **Anthracite Org**
+
+## Model Details
+
+- **Model Name**: Aura-4B
+- **Base Model**: [IntervitensInc/Llama-3.1-Minitron-4B-Width-Base-chatml](https://huggingface.co/IntervitensInc/Llama-3.1-Minitron-4B-Width-Base-chatml)
+- **Model Type**: Chat Completions
+- **Prompt Format**: ChatML
+- **License**: Apache-2.0
+- **Language**: English
+- **Max Context**: 8,192+ tokens
+
+## License
+
+This model is licensed under the [Apache 2.0 License](https://www.apache.org/licenses/LICENSE-2.0).
+
+## Quantizations
+
+[Static GGUF](https://huggingface.co/mradermacher/Aura-4B-GGUF)
+
+[Imatrix GGUF](https://huggingface.co/mradermacher/Aura-4B-i1-GGUF)
+
+EXL2 coming soon...
+
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
+
+Coming soon...
+
+|      Metric       |Value|
+|-------------------|----:|
+|Avg.               |  N/A|
+|IFEval (0-Shot)    |  N/A|
+|BBH (3-Shot)       |  N/A|
+|MATH Lvl 5 (4-Shot)|  N/A|
+|GPQA (0-shot)      |  N/A|
+|MuSR (0-shot)      |  N/A|
+|MMLU-PRO (5-shot)  |  N/A|
+
+## Training Configuration
+
+<details><summary>Click here for Axolotl configs</summary>
+
+Completion SFT
+
+```yaml
+base_model: IntervitensInc/Llama-3.1-Minitron-4B-Width-Base-chatml
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+hub_model_id: jeiku/completion4B
+hub_strategy: "all_checkpoints"
+push_dataset_to_hub:
+hf_use_auth_token: true
+
+datasets:
+  - path: Mielikki/Erebus-87k
+    type: completion
+    field: body
+
+shuffle_merged_datasets: true
+val_set_size: 0.0025
+output_dir: ./outputs/out
+
+adapter:
+lora_r:
+lora_alpha:
+lora_dropout:
+lora_target_linear:
+
+sequence_len: 8192
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len: true
+
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_swiglu: true
+liger_fused_linear_cross_entropy: true
+
+wandb_project: EXP4B
+wandb_entity:
+wandb_watch:
+wandb_name: EXP4B
+wandb_log_model:
+
+gradient_accumulation_steps: 12
+micro_batch_size: 3
+num_epochs: 1
+optimizer: adamw_bnb_8bit
+lr_scheduler: cosine
+learning_rate: 0.00001
+weight_decay: 0.05
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: true
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint:
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_ratio: 0.1
+evals_per_epoch: 4
+eval_table_size:
+eval_max_new_tokens: 128
+saves_per_epoch: 1
+
+debug:
+deepspeed: deepspeed_configs/zero3_bf16.json
+fsdp:
+fsdp_config:
+
+special_tokens:
+  pad_token: <|finetune_right_pad_id|>
+```
+
+Instruct SFT
+
+```yaml
+base_model: jeiku/completion4B
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+hub_model_id: jeiku/instructered4B
+hub_strategy: "all_checkpoints"
+push_dataset_to_hub:
+hf_use_auth_token: true
+
+datasets:
+  - path: FourOhFour/Instruct_Phase
+    type: sharegpt
+    conversation: chatml
+
+chat_template: chatml
+
+shuffle_merged_datasets: true
+val_set_size: 0.0025
+output_dir: ./outputs/out
+
+adapter:
+lora_r:
+lora_alpha:
+lora_dropout:
+lora_target_linear:
+
+sequence_len: 8192
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len: true
+
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_swiglu: true
+liger_fused_linear_cross_entropy: true
+
+wandb_project: EXP4B
+wandb_entity:
+wandb_watch:
+wandb_name: EXP4B
+wandb_log_model:
+
+gradient_accumulation_steps: 12
+micro_batch_size: 3
+num_epochs: 2
+optimizer: adamw_bnb_8bit
+lr_scheduler: cosine
+learning_rate: 0.00001
+weight_decay: 0.05
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: true
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint: 
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_ratio: 0.1
+evals_per_epoch: 4
+eval_table_size:
+eval_max_new_tokens: 128
+saves_per_epoch: 2
+
+debug:
+deepspeed: deepspeed_configs/zero3_bf16.json
+fsdp:
+fsdp_config:
+
+special_tokens:
+  pad_token: <|finetune_right_pad_id|>
+```
+
+Roleplaying SFT
+
+```yaml
+base_model: jeiku/instructered4B
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+hub_model_id: jeiku/TheBest4B
+hub_strategy: "all_checkpoints"
+push_dataset_to_hub:
+hf_use_auth_token: true
+
+datasets:
+  - path: FourOhFour/RP_Phase
+    type: sharegpt
+    conversation: chatml
+
+chat_template: chatml
+
+shuffle_merged_datasets: true
+val_set_size: 0.0025
+output_dir: ./outputs/out
+
+adapter:
+lora_r:
+lora_alpha:
+lora_dropout:
+lora_target_linear:
+
+sequence_len: 8192
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len: true
+
+plugins:
+  - axolotl.integrations.liger.LigerPlugin
+liger_rope: true
+liger_rms_norm: true
+liger_swiglu: true
+liger_fused_linear_cross_entropy: true
+
+wandb_project: EXP4B
+wandb_entity:
+wandb_watch:
+wandb_name: EXP4B
+wandb_log_model:
+
+gradient_accumulation_steps: 12
+micro_batch_size: 3
+num_epochs: 2
+optimizer: adamw_bnb_8bit
+lr_scheduler: cosine
+learning_rate: 0.00001
+weight_decay: 0.05
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: true
+
+gradient_checkpointing: true
+early_stopping_patience:
+resume_from_checkpoint: 
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_ratio: 0.1
+evals_per_epoch: 4
+eval_table_size:
+eval_max_new_tokens: 128
+saves_per_epoch: 2
+
+debug:
+deepspeed: deepspeed_configs/zero3_bf16.json
+fsdp:
+fsdp_config:
+
+special_tokens:
+  pad_token: <|finetune_right_pad_id|>
+```
+
+KTO
+
+```yaml
+base_model: FourOhFour/Crispy_Crab_4B
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+hub_model_id: jeiku/aura4bkto
+hub_strategy: "all_checkpoints"
+push_dataset_to_hub:
+hf_use_auth_token: true
+
+chat_template: chatml
+
+rl: kto
+rl_beta: 0.2
+kto_desirable_weight: 0.2
+
+datasets:
+  - path: anthracite-core/full-opus-chosen-hermes-rejected-kto-v1
+    type: chatml.argilla
+
+shuffle_merged_datasets: true
+val_set_size: 0.0
+output_dir: ./outputs/out
+
+sequence_len: 8192
+sample_packing: false
+eval_sample_packing: false
+pad_to_sequence_len: false
+
+wandb_project: Aura-4B
+wandb_entity:
+wandb_watch:
+wandb_name: Aura-4B
+wandb_log_model:
+
+gradient_accumulation_steps: 16
+micro_batch_size: 2
+num_epochs: 2
+max_steps: 500
+
+optimizer: adamw_8bit
+lr_scheduler: cosine
+learning_rate: 0.00001
+weight_decay: 0.05
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: true
+
+gradient_checkpointing: true
+gradient_checkpointing_kwargs:
+  use_reentrant: true
+remove_unused_columns: false
+early_stopping_patience:
+resume_from_checkpoint: 
+local_rank:
+logging_steps: 1
+xformers_attention:
+flash_attention: true
+
+warmup_steps: 10
+evals_per_epoch: 2
+eval_table_size:
+eval_max_new_tokens: 
+saves_per_epoch: 1
+
+debug:
+deepspeed: 
+fsdp:
+fsdp_config:
+fsdp:
+fsdp_config:
+
+special_tokens:
+  pad_token: <|finetune_right_pad_id|>
+```
+</details><br>