45 lines
1.7 KiB
Bash
45 lines
1.7 KiB
Bash
export MODEL_NAME="models/Diffusion_Transformer/LongCat-Video"
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export MODEL_NAME_AVATAR="models/Diffusion_Transformer/LongCat-Video-Avatar"
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export DATASET_NAME="datasets/internal_datasets/"
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export DATASET_META_NAME="datasets/internal_datasets/metadata.json"
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# NCCL_IB_DISABLE=1 and NCCL_P2P_DISABLE=1 are used in multi nodes without RDMA.
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# export NCCL_IB_DISABLE=1
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# export NCCL_P2P_DISABLE=1
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NCCL_DEBUG=INFO
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accelerate launch --mixed_precision="bf16" --use_fsdp --fsdp_auto_wrap_policy TRANSFORMER_BASED_WRAP \
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--fsdp_transformer_layer_cls_to_wrap=LongCatAvatarSingleStreamBlock --fsdp_sharding_strategy "FULL_SHARD" \
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--fsdp_state_dict_type=SHARDED_STATE_DICT --fsdp_backward_prefetch "BACKWARD_PRE" \
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--fsdp_cpu_ram_efficient_loading False scripts/longcatvideo/train_avatar_lora.py \
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--pretrained_model_name_or_path=$MODEL_NAME \
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--pretrained_avatar_model_name_or_path=$MODEL_NAME_AVATAR \
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--train_data_dir=$DATASET_NAME \
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--train_data_meta=$DATASET_META_NAME \
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--video_sample_size=640 \
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--token_sample_size=640 \
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--video_sample_stride=2 \
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--video_sample_n_frames=81 \
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--train_batch_size=1 \
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--video_repeat=1 \
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--gradient_accumulation_steps=1 \
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--dataloader_num_workers=8 \
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--num_train_epochs=100 \
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--checkpointing_steps=50 \
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--learning_rate=1e-04 \
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--seed=42 \
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--output_dir="output_dir_longcat_avatar_lora" \
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--gradient_checkpointing \
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--mixed_precision="bf16" \
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--adam_weight_decay=3e-2 \
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--adam_epsilon=1e-10 \
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--vae_mini_batch=1 \
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--max_grad_norm=0.05 \
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--random_hw_adapt \
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--training_with_video_token_length \
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--enable_bucket \
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--uniform_sampling \
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--rank=64 \
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--network_alpha=32 \
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--low_vram \
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--use_peft_lora \
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--target_name="qkv,q_linear,kv_linear,ffn.w1,ffn.w2,ffn.w3" |