Feat: add devstral model support (#2880) [skip ci]
* fix: do not add training and training_detail block by default * fixed: magistral docs * fix: address pad adding new fields and use built-in from_openai * feat: try enable multiprocessing * fix: check for keys before deleting attn_mask * feat: add mistral pad test * feat: add tool calling test * feat: add devstral tokenizer tests * fix: comma format * chore: remove unused support_preprocessing as tokenizer is pickable now * chore: update magistral doc * feat: add devstral readme and example * chore: refactor error handling
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examples/devstral/devstral-small-qlora.yml
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examples/devstral/devstral-small-qlora.yml
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base_model: mistralai/Devstral-Small-2505
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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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# Enable to use mistral-common tokenizer
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tokenizer_use_mistral_common: true
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load_in_8bit: false
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load_in_4bit: true
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plugins:
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- axolotl.integrations.cut_cross_entropy.CutCrossEntropyPlugin
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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/qlora-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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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
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lora_target_linear: true
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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
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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: true
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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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loss_watchdog_threshold: 5.0
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loss_watchdog_patience: 3
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warmup_ratio: 0.05
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evals_per_epoch: 4
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saves_per_epoch: 1
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weight_decay: 0.0
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special_tokens:
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