diff --git a/configs/train/finetune_gptj_lora.yaml b/configs/train/finetune_gptj_lora.yaml
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+# model/tokenizer
+model_name: "EleutherAI/gpt-j-6B"
+tokenizer_name: "EleutherAI/gpt-j-6B"
+gradient_checkpointing: false
+save_name: "nomic-ai/gpt4all-mosaic"
+
+# dataset
+streaming: false
+num_proc: 64
+dataset_path: "nomic-ai/turbo-500k-multi"
+max_length: 1024
+batch_size: 4
+
+# train dynamics
+lr: 2.0e-5
+min_lr: 0 
+weight_decay: 0.0
+eval_every: 500
+eval_steps: 105
+save_every: 500
+log_grads_every: 500
+output_dir: "ckpts/gpt4all-gptj-multinode"
+checkpoint: null
+lora: true
+warmup_steps: 500
+num_epochs: 2 
+
+# logging
+wandb: true
+wandb_entity: zanussbaum
+wandb_project_name: mosaic
+seed: 42
+