This commit is contained in:
@@ -0,0 +1,47 @@
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# 2 * 76GiB
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PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
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NPROC_PER_NODE=2 \
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IMAGE_MAX_TOKEN_NUM=1024 \
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VIDEO_MAX_TOKEN_NUM=128 \
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FPS_MAX_FRAMES=16 \
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CUDA_VISIBLE_DEVICES=0,1 \
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megatron sft \
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--model Qwen/Qwen3-VL-8B-Instruct \
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--save_safetensors true \
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--dataset 'AI-ModelScope/LaTeX_OCR:human_handwrite#5000' \
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--load_from_cache_file true \
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--tensor_model_parallel_size 2 \
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--sequence_parallel true \
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--packing true \
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--freeze_llm false \
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--freeze_vit true \
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--freeze_aligner true \
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--split_dataset_ratio 0.01 \
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--micro_batch_size 1 \
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--global_batch_size 4 \
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--recompute_granularity full \
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--recompute_method uniform \
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--recompute_num_layers 1 \
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--finetune true \
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--cross_entropy_loss_fusion true \
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--lr 1e-5 \
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--lr_warmup_fraction 0.05 \
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--min_lr 1e-6 \
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--num_train_epochs 1 \
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--output_dir megatron_output/Qwen3-VL-8B-Instruct \
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--save_steps 200 \
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--max_length 2048 \
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--dataloader_num_workers 4 \
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--no_save_optim true \
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--no_save_rng true \
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--dataset_num_proc 8
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# PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
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# IMAGE_MAX_TOKEN_NUM=1024 \
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# VIDEO_MAX_TOKEN_NUM=128 \
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# FPS_MAX_FRAMES=16 \
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# CUDA_VISIBLE_DEVICES=0 \
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# swift infer \
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# --model megatron_output/Qwen3-VL-8B-Instruct/vx-xxx/checkpoint-xxx \
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# --load_data_args true \
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# --stream true
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@@ -0,0 +1,41 @@
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# 8 * 76GiB, 3s/it
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PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
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CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 \
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NPROC_PER_NODE=8 \
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megatron sft \
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--model Qwen/Qwen3-30B-A3B-Instruct-2507 \
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--save_safetensors true \
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--dataset 'swift/Chinese-Qwen3-235B-Thinking-2507-Distill-data-110k-SFT#20000' \
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--load_from_cache_file true \
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--split_dataset_ratio 0.01 \
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--moe_permute_fusion true \
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--pipeline_model_parallel_size 2 \
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--decoder_first_pipeline_num_layers 25 \
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--tensor_model_parallel_size 4 \
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--expert_model_parallel_size 4 \
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--moe_grouped_gemm true \
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--moe_shared_expert_overlap true \
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--moe_aux_loss_coeff 1e-6 \
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--micro_batch_size 1 \
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--global_batch_size 4 \
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--recompute_granularity full \
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--recompute_method uniform \
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--recompute_num_layers 1 \
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--num_train_epochs 1 \
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--finetune true \
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--cross_entropy_loss_fusion true \
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--lr 1e-5 \
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--lr_warmup_fraction 0.05 \
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--min_lr 1e-6 \
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--output_dir megatron_output/Qwen3-30B-A3B-Instruct-2507 \
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--eval_steps 500 \
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--save_steps 500 \
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--max_length 8192 \
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--packing true \
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--dataloader_num_workers 8 \
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--dataset_num_proc 8 \
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--no_save_optim true \
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--no_save_rng true \
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--sequence_parallel true \
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--moe_expert_capacity_factor 2 \
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--attention_backend flash
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@@ -0,0 +1,52 @@
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# 50GiB
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PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
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NPROC_PER_NODE=2 \
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CUDA_VISIBLE_DEVICES=0,1 \
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megatron sft \
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--model Qwen/Qwen3-30B-A3B-Instruct-2507 \
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--save_safetensors true \
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--merge_lora false \
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--dataset 'swift/Chinese-Qwen3-235B-2507-Distill-data-110k-SFT#2000' \
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'swift/self-cognition#1000' \
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--load_from_cache_file true \
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--tuner_type lora \
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--lora_rank 8 \
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--lora_alpha 32 \
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--target_modules all-linear \
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--split_dataset_ratio 0.01 \
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--moe_permute_fusion true \
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--expert_model_parallel_size 2 \
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--moe_grouped_gemm true \
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--moe_shared_expert_overlap true \
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--moe_aux_loss_coeff 1e-3 \
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--micro_batch_size 8 \
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--global_batch_size 16 \
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--recompute_granularity full \
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--recompute_method uniform \
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--recompute_num_layers 1 \
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--num_train_epochs 1 \
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--finetune true \
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--cross_entropy_loss_fusion true \
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--lr 1e-4 \
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--lr_warmup_fraction 0.05 \
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--min_lr 1e-5 \
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--output_dir megatron_output/Qwen3-30B-A3B-Instruct-2507 \
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--eval_steps 200 \
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--save_steps 200 \
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--max_length 2048 \
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--dataloader_num_workers 8 \
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--dataset_num_proc 8 \
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--no_save_optim true \
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--no_save_rng true \
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--sequence_parallel true \
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--moe_expert_capacity_factor 2 \
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--attention_backend flash \
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--model_author swift \
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--model_name swift-robot
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# CUDA_VISIBLE_DEVICES=0 \
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# swift infer \
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# --model Qwen/Qwen3-30B-A3B-Instruct-2507 \
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# --adapters megatron_output/Qwen3-30B-A3B-Instruct-2507/vx-xxx/checkpoint-xxx \
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# --stream true
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@@ -0,0 +1,50 @@
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# 2 * 50GiB
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PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
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NPROC_PER_NODE=2 \
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CUDA_VISIBLE_DEVICES=0,1 \
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megatron sft \
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--model Qwen/Qwen3-30B-A3B-Instruct-2507 \
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--save_safetensors true \
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--merge_lora false \
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--dataset 'swift/new_special_tokens' \
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--load_from_cache_file true \
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--new_special_tokens 'examples/train/new_special_tokens/tokens.txt' \
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--tuner_type lora \
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--lora_rank 8 \
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--lora_alpha 32 \
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--target_modules all-linear \
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--modules_to_save word_embeddings output_layer \
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--split_dataset_ratio 0.01 \
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--expert_model_parallel_size 2 \
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--moe_permute_fusion true \
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--moe_grouped_gemm true \
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--moe_shared_expert_overlap true \
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--moe_aux_loss_coeff 1e-3 \
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--micro_batch_size 32 \
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--global_batch_size 64 \
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--recompute_granularity full \
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--recompute_method uniform \
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--recompute_num_layers 1 \
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--num_train_epochs 5 \
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--finetune true \
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--cross_entropy_loss_fusion true \
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--lr 1e-4 \
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--lr_warmup_fraction 0.05 \
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--min_lr 1e-5 \
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--output_dir megatron_output/Qwen3-30B-A3B-Instruct-2507 \
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--eval_steps 500 \
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--save_steps 500 \
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--max_length 2048 \
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--dataloader_num_workers 8 \
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--dataset_num_proc 8 \
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--no_save_optim true \
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--no_save_rng true \
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--moe_expert_capacity_factor 2 \
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--sequence_parallel true \
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--attention_backend flash
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# CUDA_VISIBLE_DEVICES=0,1 \
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# swift infer \
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# --adapters megatron_output/Qwen3-30B-A3B-Instruct-2507/vx-xxx/checkpoint-xxx \
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# --load_data_args true \
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# --stream true
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@@ -0,0 +1,54 @@
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# 2 * 15GiB
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PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
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NPROC_PER_NODE=2 \
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IMAGE_MAX_TOKEN_NUM=1024 \
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VIDEO_MAX_TOKEN_NUM=128 \
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FPS_MAX_FRAMES=16 \
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CUDA_VISIBLE_DEVICES=0,1 \
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megatron sft \
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--model Qwen/Qwen3-VL-8B-Instruct \
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--save_safetensors true \
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--merge_lora false \
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--dataset 'tany0699/garbage265#20000' \
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--load_from_cache_file true \
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--tuner_type lora \
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--lora_rank 8 \
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--lora_alpha 32 \
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--target_modules all-linear \
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--tensor_model_parallel_size 2 \
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--sequence_parallel true \
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--packing true \
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--freeze_llm false \
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--freeze_vit true \
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--freeze_aligner true \
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--split_dataset_ratio 0.01 \
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--micro_batch_size 1 \
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--global_batch_size 4 \
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--recompute_granularity full \
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--recompute_method uniform \
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--recompute_num_layers 1 \
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--finetune true \
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--cross_entropy_loss_fusion true \
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--lr 1e-4 \
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--lr_warmup_fraction 0.05 \
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--min_lr 1e-5 \
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--num_train_epochs 1 \
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--output_dir megatron_output/Qwen3-VL-8B-Instruct \
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--save_steps 200 \
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--max_length 2048 \
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--dataloader_num_workers 4 \
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--no_save_optim true \
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--no_save_rng true \
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--num_labels 265 \
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--task_type seq_cls \
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--dataset_num_proc 8
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# PYTORCH_CUDA_ALLOC_CONF='expandable_segments:True' \
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# IMAGE_MAX_TOKEN_NUM=1024 \
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# VIDEO_MAX_TOKEN_NUM=128 \
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# FPS_MAX_FRAMES=16 \
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# CUDA_VISIBLE_DEVICES=0 \
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# swift infer \
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# --adapters megatron_output/Qwen3-VL-8B-Instruct/vx-xxx/checkpoint-xxx \
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# --load_data_args true \
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# --stream true
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