--- language: - en license: apache-2.0 tags: - text-generation-inference - transformers - unsloth - llama - trl - sft base_model: meta-llama/Meta-Llama-3.1-8B --- # Uploaded model - **Developed by:** prithivMLmods - **License:** apache-2.0 - **Finetuned from model :** unsloth/meta-llama-3.1-8b-bnb-4bit **The model is still in the training phase. This is not the final version and may contain artifacts and perform poorly in some cases.** ## Trainer Configuration | **Parameter** | **Value** | |------------------------------|------------------------------------------| | **Model** | `model` | | **Tokenizer** | `tokenizer` | | **Train Dataset** | `dataset` | | **Dataset Text Field** | `text` | | **Max Sequence Length** | `max_seq_length` | | **Dataset Number of Processes** | `2` | | **Packing** | `False` (Can make training 5x faster for short sequences.) | | **Training Arguments** | | | - **Per Device Train Batch Size** | `2` | | - **Gradient Accumulation Steps** | `4` | | - **Warmup Steps** | `5` | | - **Number of Train Epochs** | `1` (Set this for 1 full training run.) | | - **Max Steps** | `60` | | - **Learning Rate** | `2e-4` | | - **FP16** | `not is_bfloat16_supported()` | | - **BF16** | `is_bfloat16_supported()` | | - **Logging Steps** | `1` | | - **Optimizer** | `adamw_8bit` | | - **Weight Decay** | `0.01` | | - **LR Scheduler Type** | `linear` | | - **Seed** | `3407` | | - **Output Directory** | `outputs` | . . . This llama model was trained 2x faster with [Unsloth](https://github.com/unslothai/unsloth) and Huggingface's TRL library.