o
    }oi                     @   s   d dl Zd dlZd dlmZmZ d dlmZ d dlm	Z	 d dl
mZmZ d dlmZ d dlmZ d dlmZ d d	lmZ d d
lmZ G dd dZdS )    N)finetunepretrain)MockDataModule)SquadDataModule)Llama31Config8B
LlamaModel)LoRA
llama31_8b)Trainer)GarbageCollectionCallback)TimingCallbackc                   @   sh   e Zd Zejdddd Zdd Zdd Zd	d
 Zdd Z	dd Z
dd Zdd Zdd Zdd ZdS )TestLlama31_8Bclass)scopec                 C   s   t S Nr	   )self r   a/home/ubuntu/.local/lib/python3.10/site-packages/tests/collections/llm/recipes/test_llama31_8b.pyrecipe_module   s   zTestLlama31_8B.recipe_modulec                 C   s\   |  }t|tjsJ |jtksJ t|jtjsJ |jjtks$J |jjdks,J d S )N    )	model
isinstancerunConfig__fn_or_cls__r   configr   
seq_length)r   r   model_configr   r   r   
test_model"   s   zTestLlama31_8B.test_modelc                 C   s   |  }t|tjsJ |jtksJ |jdksJ |jdks!J |jdks(J |j	dks/J t|j
tjs8J |j
jjdksAJ |j
jdksIJ |j
jdksQJ |j
jd u sYJ |j
jd u saJ |j
jdksiJ |j
jdu sqJ d S )Ngpu      i{ MegatronStrategy   F)trainerr   r   r   r   r   acceleratordevices	num_nodes	max_stepsstrategy__name__tensor_model_parallel_sizepipeline_model_parallel_sizepipeline_dtype$virtual_pipeline_model_parallel_sizecontext_parallel_sizesequence_parallel)r   r   trainer_configr   r   r   test_trainer*   s   zTestLlama31_8B.test_trainerc                 C   s   |  }t|tjsJ |jtksJ t|jtjsJ |jjtks$J t|j	tjs-J |j	jt
ks5J t|jtjs>J |jjtksFJ |jjdksNJ |jjdksVJ |jjdks^J d S )Nr   i   r"   )pretrain_reciper   r   Partialr   r   r   r   r   r%   r   datar   r   global_batch_sizemicro_batch_sizer   r   reciper   r   r   test_pretrain_recipe=   s   z#TestLlama31_8B.test_pretrain_recipec                 C   s   |  }t|tjsJ |jtksJ t|jtjsJ |jjtks$J t|j	tjs-J |j	jt
ks5J t|jtjs>J |jjtksFJ |jjdksNJ t|jtjsWJ |jjtks_J |jjdksgJ |jjdksoJ |jjjdksxJ d S )Ni   r!      g-C6?)finetune_reciper   r   r5   r   r   r   r   r   r%   r   r6   r   r   peftr   dimalphaoptimr   lrr9   r   r   r   test_finetune_recipeK   s   z#TestLlama31_8B.test_finetune_recipec                 C   sV   |j dd}|jjdksJ |jjddiksJ t|jds J |jjjdks)J d S )NT)packed_sequencei   pad_to_max_lengthpacked_sequence_specs)r=   r6   r   dataset_kwargshasattrrF   packed_sequence_sizer9   r   r   r   )test_finetune_recipe_with_packed_sequence\   s
   z8TestLlama31_8B.test_finetune_recipe_with_packed_sequencec                 C   s   | | }tdd |jjD sJ tdd |jjD }|jdu s&J |jdu s-J |jdks4J |j	du s;J |j
du sBJ d S )Nc                 s   s(    | ]}t |tjo|jjd kV  qdS MegatronCommOverlapCallbackNr   r   r   r   r+   .0cbr   r   r   	<genexpr>e   s
    
zITestLlama31_8B.test_pretrain_performance_optimizations.<locals>.<genexpr>c                 s   s,    | ]}t |tjr|jjd kr|V  qdS rK   rM   rN   r   r   r   rQ   j   s    
T2   F)"pretrain_performance_optimizationsr4   anyr%   	callbacksnexttp_comm_overlapdefer_embedding_wgrad_computewgrad_deferral_limit(overlap_param_gather_with_optimizer_stepalign_param_gather)r   r   r:   comm_overlap_cbr   r   r   'test_pretrain_performance_optimizationsc   s   z6TestLlama31_8B.test_pretrain_performance_optimizationsc                 C   sP   |j d d}|jjjdksJ |jjjdksJ t|dr$|jd u s&J d S d S )Npeft_schemer$   gh㈵>r>   )	r=   r%   r*   r,   rA   r   rB   rH   r>   r9   r   r   r   !test_finetune_recipe_without_peftu   s    z0TestLlama31_8B.test_finetune_recipe_without_peftc                 C   s@   t jtdd |jdd W d    d S 1 sw   Y  d S )Nz(Unrecognized peft scheme: invalid_scheme)matchinvalid_schemer^   )pytestraises
ValueErrorr=   )r   r   r   r   r   &test_finetune_recipe_with_invalid_peft{   s   "z5TestLlama31_8B.test_finetune_recipe_with_invalid_peftc                 C   sV   |j dd}|jjjdksJ tdd |jjD sJ tdd |jjD s)J d S )NT)performance_moder"   c                 s   &    | ]}t |tjo|jtkV  qd S r   )r   r   r   r   r   rN   r   r   r   rQ      s    
zITestLlama31_8B.test_finetune_performance_optimizations.<locals>.<genexpr>c                 s   rh   r   )r   r   r   r   r   rN   r   r   r   rQ      s
    
)r=   r%   r*   r,   rT   rU   r9   r   r   r   'test_finetune_performance_optimizations   s   z6TestLlama31_8B.test_finetune_performance_optimizationsN)r+   
__module____qualname__rc   fixturer   r   r3   r;   rC   rJ   r]   r`   rf   ri   r   r   r   r   r      s    

r   )nemo_runr   rc   nemo.collections.llm.apir   r   "nemo.collections.llm.gpt.data.mockr   #nemo.collections.llm.gpt.data.squadr   $nemo.collections.llm.gpt.model.llamar   r   nemo.collections.llm.peft.lorar   nemo.collections.llm.recipesr
   nemo.lightningr   3nemo.lightning.pytorch.callbacks.garbage_collectionr   nemo.utils.exp_managerr   r   r   r   r   r   <module>   s   