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README.md
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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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[<img src="https://raw.githubusercontent.com/axolotl-ai-cloud/axolotl/main/image/axolotl-badge-web.png" alt="Built with Axolotl" width="200" height="32"/>](https://github.com/axolotl-ai-cloud/axolotl)
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<details><summary>See axolotl config</summary>
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axolotl version: `0.4.1`
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```yaml
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adapter: lora
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base_model: oopsung/llama2-7b-n-ox-test-v1
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bf16: auto
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chat_template: llama3
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dataset_prepared_path: null
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datasets:
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- data_files:
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- a10944e24be9798f_train_data.json
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ds_type: json
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format: custom
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path: /workspace/input_data/a10944e24be9798f_train_data.json
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type:
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field_input: ext
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field_instruction: lang
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field_output: content
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format: '{instruction} {input}'
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no_input_format: '{instruction}'
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system_format: '{system}'
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system_prompt: ''
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debug: null
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deepspeed: null
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device_map: auto
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do_eval: true
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early_stopping_patience: 3
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eval_batch_size: 4
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eval_max_new_tokens: 128
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eval_steps: 500
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eval_table_size: null
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evals_per_epoch: null
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flash_attention: true
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fp16: false
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fsdp: null
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fsdp_config: null
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gradient_accumulation_steps: 4
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gradient_checkpointing: false
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group_by_length: true
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hub_model_id: JacksonBrune/3a76182c-7b6a-492e-aac1-8e64fbfd1bae
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hub_strategy: end
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learning_rate: 0.0002
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load_in_4bit: false
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load_in_8bit: false
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local_rank: null
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logging_steps: 50
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lora_alpha: 64
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lora_dropout: 0.05
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lora_fan_in_fan_out: null
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lora_model_dir: null
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lora_r: 32
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lora_target_linear: true
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lr_scheduler: constant
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max_grad_norm: 1.0
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max_memory:
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0: 75GB
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max_steps: 9790
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micro_batch_size: 4
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mlflow_experiment_name: /tmp/a10944e24be9798f_train_data.json
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model_type: AutoModelForCausalLM
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num_epochs: 10
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optim_args:
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adam_beta1: 0.9
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adam_beta2: 0.95
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adam_epsilon: 1e-5
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optimizer: adamw_bnb_8bit
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output_dir: miner_id_24
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pad_to_sequence_len: true
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resume_from_checkpoint: null
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s2_attention: null
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sample_packing: false
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save_steps: 500
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saves_per_epoch: null
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sequence_len: 512
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strict: false
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tf32: true
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tokenizer_type: AutoTokenizer
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train_on_inputs: false
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trust_remote_code: true
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val_set_size: 0.05
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wandb_entity: null
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wandb_mode: online
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wandb_name: 95cee0c2-a37b-4f5c-9356-3b06ad61ee51
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wandb_project: SN56-18
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wandb_run: your_name
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wandb_runid: 95cee0c2-a37b-4f5c-9356-3b06ad61ee51
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warmup_steps: 50
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weight_decay: 0.0
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xformers_attention: null
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```
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</details><br>
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# 3a76182c-7b6a-492e-aac1-8e64fbfd1bae
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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: 0.0002
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- train_batch_size: 4
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- eval_batch_size: 4
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- seed: 42
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- gradient_accumulation_steps: 4
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- total_train_batch_size: 16
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- optimizer: Use OptimizerNames.ADAMW_BNB with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=adam_beta1=0.9,adam_beta2=0.95,adam_epsilon=1e-5
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- lr_scheduler_type: constant
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- lr_scheduler_warmup_steps: 50
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- training_steps: 9790
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### Training results
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| Training Loss | Epoch | Step | Validation Loss |
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|:-------------:|:------:|:----:|:---------------:|
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| No log | 0.0001 | 1 | 3.2588 |
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| 0.7556 | 0.0305 | 500 | 0.8676 |
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| 0.7014 | 0.0610 | 1000 | 0.7413 |
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| 0.6352 | 0.0915 | 1500 | 0.7339 |
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| 0.6421 | 0.1220 | 2000 | 0.6719 |
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| 0.6215 | 0.1525 | 2500 | 0.6362 |
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| 0.5851 | 0.1831 | 3000 | 0.6224 |
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| 0.5744 | 0.2136 | 3500 | 0.6228 |
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| 0.5853 | 0.2441 | 4000 | 0.5997 |
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| 0.5662 | 0.2746 | 4500 | 0.5776 |
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| 0.5372 | 0.3051 | 5000 | 0.5740 |
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| 0.5757 | 0.3356 | 5500 | 0.5618 |
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| 0.533 | 0.3661 | 6000 | 0.5528 |
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| 0.5314 | 0.3966 | 6500 | 0.5450 |
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| 0.5243 | 0.4271 | 7000 | 0.5376 |
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| 0.5303 | 0.4576 | 7500 | 0.5464 |
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| 0.5354 | 0.4881 | 8000 | 0.5301 |
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| 0.4844 | 0.5186 | 8500 | 0.5285 |
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| 0.5098 | 0.5492 | 9000 | 0.5240 |
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| 0.5032 | 0.5797 | 9500 | 0.5202 |
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### Framework versions
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- PEFT 0.13.2
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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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# 3a76182c-7b6a-492e-aac1-8e64fbfd1bae
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More information needed
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### Framework versions
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- PEFT 0.13.2
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