Fix: adding magistral fsdp config, fixing not eval with test_datasets, handle mllama attention (#2789) [skip ci]
* feat: add fsdp config for magistral * fix: add mllama self attention handling for lora kernels * fix: no eval if val_set_size 0 despite having test_datasets * fix: add note for cce for vlm in newer model
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examples/magistral/magistral-small-fsdp-qlora.yaml
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72
examples/magistral/magistral-small-fsdp-qlora.yaml
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base_model: mistralai/Magistral-Small-2506
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# Enable to use mistral-common tokenizer
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tokenizer_use_mistral_common: true
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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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load_in_8bit: false
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load_in_4bit: true
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datasets:
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- path: fozziethebeat/alpaca_messages_2k_test
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type: chat_template
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dataset_prepared_path: last_run_prepared
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val_set_size: 0.1
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output_dir: ./outputs/lora-out
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adapter: qlora
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lora_model_dir:
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sequence_len: 2048
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sample_packing: true
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eval_sample_packing: false
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pad_to_sequence_len: true
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lora_r: 32
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lora_alpha: 16
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lora_dropout: 0.05
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lora_target_linear: true
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lora_target_modules:
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- gate_proj
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- down_proj
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- up_proj
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- q_proj
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- v_proj
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- k_proj
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- o_proj
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wandb_project:
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wandb_entity:
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wandb_watch:
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wandb_name:
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wandb_log_model:
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gradient_accumulation_steps: 4
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micro_batch_size: 2
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num_epochs: 1
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optimizer: adamw_torch_fused
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lr_scheduler: cosine
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learning_rate: 0.0002
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bf16: auto
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tf32: false
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gradient_checkpointing:
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resume_from_checkpoint:
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logging_steps: 1
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flash_attention: true
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warmup_ratio: 0.1
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evals_per_epoch: 1
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saves_per_epoch: 1
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fsdp:
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- full_shard
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- auto_wrap
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fsdp_config:
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fsdp_state_dict_type: FULL_STATE_DICT
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fsdp_transformer_layer_cls_to_wrap: MistralDecoderLayer
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fsdp_activation_checkpointing: true
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