feat: add CCE for gemma3, cohere, and cohere2 (#2443)
* feat: add CCE for gemma3 and cohere1/2 * fix: change from relative import to absolute * feat: add multipack for cohere&cohere2 * chore: improve comments * fix: add gemma3_text * feat: add cohere2 example * fix: cohere forward * fix: patch for cohere2 * feat: add command r v01 qlora sample * chore: lint * feat: upgrade gemma3 and gemma2 patch to use logits_to_keep * chore: lint * fix: add deprecate_kwarg decorator * fix: add cce for gemma3 conditionalgeneration * fix: gemma3 patch to defer logits calculation * fix: patch gemma3 if given as model * fix: remove not working config * fix: update comments to clarify changes * feat(doc): add supported models to readme * fix: address difference in our cohere patch * feat: add mistral3 * feat: add gemma * feat(doc): update README to include gemma and mistral3 in supported models * fix: gemma patch * fix: import * fix: gemma patch to be standalone * fix: gemma3 warn about not support final_logit_softcapping * feat: add mllama CCE * chore: add abbireviation to doc * fix: remove unneeded gemma3 eager warning * fix: save processor if available * fix: enable save processor on merge * fix: wrong env meaning
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examples/cohere/command-r-7b-qlora.yml
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71
examples/cohere/command-r-7b-qlora.yml
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base_model: CohereForAI/c4ai-command-r7b-12-2024
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model_type: AutoModelForCausalLM
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tokenizer_type: AutoTokenizer
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load_in_8bit: false
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load_in_4bit: true
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strict: false
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# huggingface repo
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chat_template: cohere
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datasets:
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- path: cgato/SlimOrcaDedupCleaned
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type: chat_template
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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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val_set_size: 0.0
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output_dir: ./outputs/out
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adapter: qlora
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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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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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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: 1
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num_epochs: 4
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optimizer: adamw_bnb_8bit
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lr_scheduler: cosine
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learning_rate: 0.0002
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train_on_inputs: false
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group_by_length: false
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bf16: auto
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fp16:
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tf32: true
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gradient_checkpointing: true
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early_stopping_patience:
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resume_from_checkpoint:
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local_rank:
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logging_steps: 1
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xformers_attention:
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flash_attention: true
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warmup_ratio: 0.1
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evals_per_epoch:
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eval_table_size:
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eval_max_new_tokens: 128
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saves_per_epoch: 1
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debug:
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deepspeed:
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weight_decay: 0.0
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fsdp:
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fsdp_config:
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special_tokens:
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