llama4 support (#2493)
* llama4 support * add xet support [skip ci] * be flexible on transformers version and skip test on version * don't use deepspeed for the fix_untrained_tokens test * reordering to trigger torch 2.6.0 tests first * slightly smaller train set * use 4.51.0 for now * remove stray print, add llama4 chat template to schema, bump peft to 0.15.1 * patches to make llama4 performant * add preliminary fp8 support
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examples/llama4/scout-lora.yaml
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75
examples/llama4/scout-lora.yaml
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base_model: meta-llama/Llama-4-Scout-17B-16E
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model_type: Llama4ForConditionalGeneration
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# Automatically upload checkpoint and final model to HF
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# hub_model_id: username/custom_model_name
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strict: false
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# torch_compile: true
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adapter: lora
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lora_r: 32
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lora_alpha: 64
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lora_target_modules:
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- self_attn.q_proj
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- self_attn.k_proj
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- self_attn.v_proj
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- self_attn.o_proj
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lora_modules_to_save:
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- lm_head
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- embed_tokens
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chat_template: llama4
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datasets:
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- path: mlabonne/FineTome-100k
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type: chat_template
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split: train[:20%]
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field_messages: conversations
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message_property_mappings:
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role: from
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content: value
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dataset_prepared_path: last_run_prepared
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val_set_size: 0.0
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output_dir: ./outputs/out
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sequence_len: 4096
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sample_packing: true
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pad_to_sequence_len: true
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gradient_accumulation_steps: 1
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micro_batch_size: 1
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num_epochs: 1
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optimizer: adamw_torch_8bit
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lr_scheduler: cosine
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learning_rate: 2e-5
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bf16: true
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tf32: true
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# gradient_checkpointing: true
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# gradient_checkpointing_kwargs:
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# use_reentrant: false
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logging_steps: 1
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flash_attention: true
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warmup_steps: 100
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evals_per_epoch: 2
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saves_per_epoch: 1
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weight_decay: 0.0
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fsdp:
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- auto_wrap
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- full_shard
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fsdp_config:
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fsdp_version: 2
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fsdp_offload_params: false
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fsdp_cpu_ram_efficient_loading: true
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fsdp_auto_wrap_policy: TRANSFORMER_BASED_WRAP
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fsdp_transformer_layer_cls_to_wrap: Llama4TextDecoderLayer
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fsdp_state_dict_type: SHARDED_STATE_DICT
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fsdp_sharding_strategy: FULL_SHARD
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fsdp_reshard_after_forward: true
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fsdp_activation_checkpointing: true
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special_tokens:
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pad_token: <|finetune_right_pad_id|>
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eos_token: <|eot|>
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