
    hf                         S r SSKrSSKJr  SSKJrJrJr  SSKJ	r	J
r
JrJrJrJr  \R                  R!                  SS5        S r\S	:X  a*  \" \
\\	45      r\R)                  S
S9u  rrrr\" \\\5        gg)u  
pip install –-upgrade kernels

Example:

accelerate launch     --config_file examples/accelerate_configs/deepspeed_zero3.yaml     examples/scripts/sft_gpt_oss.py     --dtype bfloat16     --model_name_or_path openai/gpt-oss-20b     --packing     --run_name 20b-full-eager     --attn_implementation kernels-community/vllm-flash-attn3     --dataset_num_proc 12     --dataset_name HuggingFaceH4/Multilingual-Thinking     --gradient_checkpointing     --max_length 4096     --per_device_train_batch_size 2     --num_train_epochs 1     --logging_steps 1     --warmup_ratio 0.03     --lr_scheduler_type cosine_with_min_lr     --lr_scheduler_kwargs '{"min_lr_rate": 0.1}'     --output_dir gpt-oss-20b-multilingual-reasoner     --report_to trackio     --seed 42
    N)load_dataset)AutoModelForCausalLMAutoTokenizerMxfp4Config)ModelConfigScriptArguments	SFTConfig
SFTTrainer	TrlParserget_peft_configTRACKIO_SPACE_IDztrl-trackioc           
         [        SS9n[        UR                  UR                  UR                  UR
                  UR                  (       a  SOSUS9n[        R                  " UR                  40 UD6n[        R                  " UR                  5      n[        U R                  U R                  S9n[        UUXpR                     UR                   S:w  a  XpR"                     OS U[%        U5      S9nUR'                  5         UR)                  UR*                  5        UR,                  (       a  UR-                  U R                  S9  g g )	NT)
dequantizeF)revisiontrust_remote_codeattn_implementationdtype	use_cachequantization_config)nameno)modelargstrain_dataseteval_datasetprocessing_classpeft_config)dataset_name)r   dictmodel_revisionr   r   r   gradient_checkpointingr   from_pretrainedmodel_name_or_pathr   r   r   dataset_configr
   dataset_train_spliteval_strategydataset_test_splitr   train
save_model
output_dirpush_to_hub)	script_argstraining_args
model_argsr   model_kwargsr   	tokenizerdatasettrainers	            V/home/james-whalen/.local/lib/python3.13/site-packages/examples/scripts/sft_gpt_oss.pymainr4   @   s#   %6**$66&::(??%T/L !001N1N_R^_E--j.K.KLI ;33+:T:TUG ==>@M@[@[_c@cW;;<im"#J/G MMO}//0  )A)AB !    __main__T)return_remaining_strings)__doc__osdatasetsr   transformersr   r   r   trlr   r   r	   r
   r   r   environ
setdefaultr4   __name__parserparse_args_and_configr,   r-   r.   _ r5   r3   <module>rD      s   08 
 ! I I _ _ 

  (- 8 CF zK@AF060L0Lfj0L0k-K
AmZ0 r5   