| model: | |
| _component_: torchtune.models.llama3_2_vision.qlora_llama3_2_vision_11b | |
| decoder_trainable: frozen | |
| encoder_trainable: lora | |
| fusion_trainable: lora | |
| lora_attn_modules: | |
| - q_proj | |
| - v_proj | |
| - output_proj | |
| apply_lora_to_mlp: true | |
| apply_lora_to_output: false | |
| lora_rank: 8 | |
| lora_alpha: 16 | |
| lora_dropout: 0.0 | |
| image_size: 560 | |
| tokenizer: | |
| _component_: torchtune.models.llama3_2_vision.llama3_2_vision_transform | |
| path: /tmp/Llama-3.2-11B-Vision-Instruct/original/tokenizer.model | |
| image_size: 560 | |
| max_seq_len: 8192 | |
| checkpointer: | |
| _component_: torchtune.training.FullModelHFCheckpointer | |
| checkpoint_dir: /tmp/Llama-3.2-11B-Vision-Instruct/ | |
| checkpoint_files: | |
| filename_format: model-{}-of-{}.safetensors | |
| max_filename: '00005' | |
| recipe_checkpoint: null | |
| output_dir: /tmp/Llama-3.2-11B-Vision-Instruct/ | |
| model_type: LLAMA3_VISION | |
| resume_from_checkpoint: false | |
| save_adapter_weights_only: false | |
| dataset: | |
| _component_: torchtune.datasets.multimodal.the_cauldron_dataset | |
| subset: diagram_image_to_text | |
| seed: null | |
| shuffle: true | |
| collate_fn: torchtune.data.padded_collate_tiled_images_and_mask | |
| epochs: 1 | |
| max_steps_per_epoch: null | |
| batch_size: 2 | |
| gradient_accumulation_steps: 8 | |
| optimizer: | |
| _component_: torch.optim.AdamW | |
| fused: true | |
| weight_decay: 0.01 | |
| lr: 0.0001 | |
| lr_scheduler: | |
| _component_: torchtune.training.lr_schedulers.get_cosine_schedule_with_warmup | |
| num_warmup_steps: 100 | |
| loss: | |
| _component_: torchtune.modules.loss.CEWithChunkedOutputLoss | |
| clip_grad_norm: 1.0 | |
| compile: false | |
| device: cuda | |
| enable_activation_checkpointing: true | |
| dtype: bf16 | |
| output_dir: /tmp/qlora-llama3.2-vision-finetune | |
| metric_logger: | |
| _component_: torchtune.training.metric_logging.WandBLogger | |
| project: llama-3.2-vlm-torchtune | |
| log_every_n_steps: 1 | |
| log_peak_memory_stats: true | |
| profiler: | |
| _component_: torchtune.training.setup_torch_profiler | |
| enabled: false | |
| output_dir: ${output_dir}/profiling_outputs | |
| cpu: true | |
| cuda: true | |
| profile_memory: false | |
| with_stack: false | |
| record_shapes: true | |
| with_flops: false | |
| wait_steps: 5 | |
| warmup_steps: 3 | |
| active_steps: 2 | |
| num_cycles: 1 | |