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---
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license: cc-by-nc-4.0
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base_model: mlabonne/NeuralMonarch-7B
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tags:
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- generated_from_trainer
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model-index:
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- name: out
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results: []
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---
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<!-- This model card has been generated automatically according to the information the Trainer had access to. You
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should probably proofread and complete it, then remove this comment. -->
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[<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)
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<details><summary>See axolotl config</summary>
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axolotl version: `0.4.0`
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```yaml
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base_model: mlabonne/NeuralMonarch-7B
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model_type: MistralForCausalLM
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tokenizer_type: LlamaTokenizer
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is_mistral_derived_model: true
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load_in_8bit: false
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load_in_4bit: true
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strict: false
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rl: dpo
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chat_template: chatml
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datasets:
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- path: mlabonne/chatml-OpenHermes2.5-dpo-binarized-alpha
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split: train
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type: chatml.intel
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dataset_prepared_path:
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val_set_size: 0.01
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output_dir: ./out
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adapter: qlora
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lora_model_dir:
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sequence_len: 1800
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sample_packing: false
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pad_to_sequence_len: false
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lora_r: 16
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lora_alpha: 16
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lora_dropout: 0.05
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lora_target_linear: true
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lora_fan_in_fan_out:
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lora_target_modules:
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+
- layers.1.self_attn.q_proj
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- layers.0.self_attn.q_proj
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- layers.15.self_attn.q_proj
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- layers.12.self_attn.q_proj
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- layers.11.self_attn.q_proj
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- layers.14.self_attn.q_proj
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- layers.9.self_attn.q_proj
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- layers.16.self_attn.q_proj
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- layers.30.self_attn.q_proj
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- layers.18.self_attn.q_proj
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- layers.13.self_attn.q_proj
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- layers.10.self_attn.q_proj
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- layers.7.self_attn.q_proj
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- layers.8.self_attn.q_proj
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- layers.4.self_attn.q_proj
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- layers.19.self_attn.q_proj
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- layers.27.self_attn.k_proj
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- layers.24.self_attn.k_proj
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- layers.25.self_attn.k_proj
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- layers.22.self_attn.k_proj
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- layers.26.self_attn.k_proj
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- layers.29.self_attn.k_proj
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- layers.23.self_attn.k_proj
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- layers.28.self_attn.k_proj
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- layers.21.self_attn.k_proj
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- layers.31.self_attn.k_proj
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- layers.30.self_attn.k_proj
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- layers.20.self_attn.k_proj
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- layers.5.self_attn.k_proj
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- layers.19.self_attn.k_proj
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- layers.17.self_attn.k_proj
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- layers.18.self_attn.k_proj
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- layers.19.self_attn.v_proj
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- layers.24.self_attn.v_proj
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- layers.18.self_attn.v_proj
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- layers.5.self_attn.v_proj
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- layers.3.self_attn.v_proj
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- layers.16.self_attn.v_proj
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- layers.23.self_attn.v_proj
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- layers.27.self_attn.v_proj
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- layers.25.self_attn.v_proj
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- layers.26.self_attn.v_proj
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- layers.20.self_attn.v_proj
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- layers.6.self_attn.v_proj
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- layers.15.self_attn.v_proj
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- layers.17.self_attn.v_proj
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- layers.29.self_attn.v_proj
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- layers.22.self_attn.v_proj
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- layers.12.self_attn.o_proj
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- layers.9.self_attn.o_proj
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- layers.14.self_attn.o_proj
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- layers.0.self_attn.o_proj
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- layers.6.self_attn.o_proj
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- layers.8.self_attn.o_proj
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- layers.10.self_attn.o_proj
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- layers.11.self_attn.o_proj
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- layers.13.self_attn.o_proj
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- layers.24.self_attn.o_proj
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- layers.7.self_attn.o_proj
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- layers.15.self_attn.o_proj
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- layers.5.self_attn.o_proj
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- layers.17.self_attn.o_proj
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- layers.25.self_attn.o_proj
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- layers.4.self_attn.o_proj
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- layers.31.mlp.gate_proj
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- layers.30.mlp.gate_proj
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- layers.4.mlp.gate_proj
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- layers.3.mlp.gate_proj
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- layers.29.mlp.gate_proj
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- layers.28.mlp.gate_proj
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- layers.6.mlp.gate_proj
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- layers.27.mlp.gate_proj
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- layers.5.mlp.gate_proj
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- layers.26.mlp.gate_proj
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- layers.25.mlp.gate_proj
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- layers.7.mlp.gate_proj
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- layers.2.mlp.gate_proj
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- layers.24.mlp.gate_proj
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- layers.23.mlp.gate_proj
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- layers.10.mlp.gate_proj
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- layers.6.mlp.up_proj
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- layers.4.mlp.up_proj
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- layers.5.mlp.up_proj
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- layers.27.mlp.up_proj
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- layers.25.mlp.up_proj
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- layers.26.mlp.up_proj
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- layers.17.mlp.up_proj
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- layers.24.mlp.up_proj
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- layers.7.mlp.up_proj
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- layers.10.mlp.up_proj
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- layers.3.mlp.up_proj
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- layers.11.mlp.up_proj
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- layers.23.mlp.up_proj
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- layers.9.mlp.up_proj
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- layers.14.mlp.up_proj
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- layers.18.mlp.up_proj
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- layers.19.mlp.down_proj
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- layers.20.mlp.down_proj
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- layers.18.mlp.down_proj
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- layers.21.mlp.down_proj
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- layers.29.mlp.down_proj
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- layers.1.mlp.down_proj
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- layers.22.mlp.down_proj
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- layers.28.mlp.down_proj
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- layers.23.mlp.down_proj
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- layers.30.mlp.down_proj
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- layers.17.mlp.down_proj
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- layers.4.mlp.down_proj
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- layers.2.mlp.down_proj
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- layers.15.mlp.down_proj
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- layers.5.mlp.down_proj
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wandb_project: axolotl
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wandb_entity:
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wandb_watch:
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wandb_name:
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wandb_log_model:
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gradient_accumulation_steps: 8
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micro_batch_size: 1
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num_epochs: 1
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optimizer: paged_adamw_32bit
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lr_scheduler: cosine
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learning_rate: 5e-7
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train_on_inputs: false
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group_by_length: false
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bf16: true
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fp16: false
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tf32: true
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gradient_checkpointing: true
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early_stopping_patience:
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention:
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flash_attention: true
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warmup_steps: 100
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evals_per_epoch: 1
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eval_table_size:
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eval_table_max_new_tokens: 128
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save_steps: 1080
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max_steps: 1080
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debug:
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deepspeed:
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weight_decay: 0.0
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fsdp:
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fsdp_config:
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special_tokens:
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```
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</details><br>
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# out
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This model is a fine-tuned version of [mlabonne/NeuralMonarch-7B](https://huggingface.co/mlabonne/NeuralMonarch-7B) on an unknown dataset.
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## Model description
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More information needed
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## Intended uses & limitations
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More information needed
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## Training and evaluation data
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More information needed
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## Training procedure
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### Training hyperparameters
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The following hyperparameters were used during training:
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- learning_rate: 5e-07
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- train_batch_size: 1
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- eval_batch_size: 8
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- seed: 42
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- gradient_accumulation_steps: 8
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- total_train_batch_size: 8
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- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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- lr_scheduler_type: cosine
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- lr_scheduler_warmup_steps: 100
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- training_steps: 1080
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### Training results
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### Framework versions
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- Transformers 4.38.0.dev0
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- Pytorch 2.1.2+cu118
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- Datasets 2.17.0
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- Tokenizers 0.15.0
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