Create README.md

README.md

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+---
+license: apache-2.0
+language:
+- en
+datasets:
+- FourOhFour/RP_Phase
+- Nitral-AI/Cybersecurity-ShareGPT
+- Nitral-AI/Medical_Instruct-ShareGPT
+- Nitral-AI/Olympiad_Math-ShareGPT
+- NewEden/Claude-Instruct-5K
+- lodrick-the-lafted/kalo-opus-instruct-3k-filtered
+- Nitral-AI/Creative_Writing-ShareGPT
+- jeiku/Writing
+- anthracite-core/full-opus-chosen-hermes-rejected-kto-v1
+base_model:
+- arcee-ai/Llama-3.1-SuperNova-Lite
+---
+---
+### These are EXL2 quants for Aura-9B, Measurement file in the main branch, Check revisions for different BPW
+---
+## Aura-8B
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/626dfb8786671a29c715f8a9/9y03nVWVnBYU1tHkLwCJy.png)
+
+## Introduction
+
+**Aura-8B** 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 instruction and roleplaying data. A Kahneman-Tversky Optimization was applied as a Low Rank Adapter to give this model a unique output style.
+
+Developed by **Aura Industries**, with contributions from **Anthracite Org**
+
+## Model Details
+
+- **Model Name**: Aura-8B
+- **Base Model**: [arcee-ai/Llama-3.1-SuperNova-Lite](https://huggingface.co/arcee-ai/Llama-3.1-SuperNova-Lite)
+- **Model Type**: Chat Completions
+- **Prompt Format**: Llama 3
+- **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-8B-GGUF)
+
+[Imatrix GGUF](https://huggingface.co/mradermacher/Aura-8B-i1-GGUF)
+
+[EXL2](https://huggingface.co/NewEden/Aura-8B-EXL2)
+
+# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/open-llm-leaderboard/open_llm_leaderboard)
+
+|      Metric       |Value|
+|-------------------|----:|
+|Avg.               |27.34|
+|IFEval (0-Shot)    |72.05|
+|BBH (3-Shot)       |30.98|
+|MATH Lvl 5 (4-Shot)|15.03|
+|GPQA (0-shot)      | 4.81|
+|MuSR (0-shot)      | 9.22|
+|MMLU-PRO (5-shot)  |31.93|
+
+## Training Configuration
+
+<details><summary>Click here for Axolotl configs</summary>
+
+SFT
+```yaml
+base_model: arcee-ai/Llama-3.1-SuperNova-Lite
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+datasets:
+  - path: FourOhFour/RP_Phase
+    type: chat_template
+    chat_template: llama3
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: Nitral-AI/Cybersecurity-ShareGPT
+    type: chat_template
+    chat_template: llama3
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: Nitral-AI/Medical_Instruct-ShareGPT
+    type: chat_template
+    chat_template: llama3
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: Nitral-AI/Olympiad_Math-ShareGPT
+    type: chat_template
+    chat_template: llama3
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: NewEden/Claude-Instruct-5k
+    type: chat_template
+    chat_template: llama3
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: lodrick-the-lafted/kalo-opus-instruct-3k-filtered
+    type: chat_template
+    chat_template: llama3
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: Nitral-AI/Creative_Writing-ShareGPT
+    type: chat_template
+    chat_template: llama3
+    roles_to_train: ["gpt"]
+    field_messages: conversations
+    message_field_role: from
+    message_field_content: value
+    train_on_eos: turn
+  - path: jeiku/Writing
+    type: completion
+    field: text
+
+shuffle_merged_datasets: true
+dataset_prepared_path:
+val_set_size: 0.01
+output_dir: ./output/out
+
+hub_model_id: jeiku/Aura-8B
+hub_strategy: "all_checkpoints"
+push_dataset_to_hub:
+hf_use_auth_token: true
+
+sequence_len: 8192
+sample_packing: true
+eval_sample_packing: false
+pad_to_sequence_len:
+
+wandb_project: Aura-8B
+wandb_entity:
+wandb_watch:
+wandb_name: Aura-8B
+wandb_log_model:
+
+gradient_accumulation_steps: 16
+micro_batch_size: 2
+num_epochs: 2
+optimizer: paged_adamw_8bit
+lr_scheduler: cosine
+learning_rate: 1e-5
+
+train_on_inputs: false
+group_by_length: false
+bf16: auto
+fp16:
+tf32: false
+
+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: 2
+eval_table_size:
+eval_max_new_tokens:
+saves_per_epoch: 1
+debug:
+deepspeed: 
+weight_decay: 0.05
+fsdp:
+fsdp_config:
+special_tokens:
+  pad_token: <|finetune_right_pad_id|>
+  eos_token: <|eot_id|>
+```
+
+KTO
+```yaml
+base_model: jeiku/Aura-8B
+model_type: AutoModelForCausalLM
+tokenizer_type: AutoTokenizer
+
+load_in_8bit: false
+load_in_4bit: false
+strict: false
+
+hub_model_id: jeiku/aurakto
+hub_strategy: "all_checkpoints"
+push_dataset_to_hub:
+hf_use_auth_token: true
+
+chat_template: llama3
+
+rl: kto
+rl_beta: 0.2
+kto_desirable_weight: 0.2
+
+datasets:
+  - path: anthracite-core/full-opus-chosen-hermes-rejected-kto-v1
+    type: llama3.argilla
+
+shuffle_merged_datasets: true
+val_set_size: 0.0
+output_dir: ./outputs/out
+
+adapter: lora
+lora_model_dir:
+
+lora_r: 32
+lora_alpha: 64
+lora_dropout: 0.05
+lora_target_linear: true
+lora_fan_in_fan_out:
+
+sequence_len: 8192
+sample_packing: false
+eval_sample_packing: false
+pad_to_sequence_len: false
+
+wandb_project: Aura-8B
+wandb_entity:
+wandb_watch:
+wandb_name: Aura-8B
+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: 0.0001
+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|>
+  eos_token: <|eot_id|>
+```
+</details><br>