
    h<              
       
   S SK r S SKrS SKrS SKrS SKrS SKJr  S SKJr  S SK	J
r
JrJrJr  \R                  " SSSS9r\" S	S
S9r\ R"                  " SS9r\R'                  SS\SS9  \R'                  SS\SS9  \R'                  SS\SS9  \R'                  SS\SS9  \R'                  SS\SS9  \R'                  SS\SS9  \R-                  5       r\R0                  S:X  a  / SQrO7\R0                  S :X  a  / S!QrO"\R0                  S":X  a  S#S$/rO\R0                  /r\R4                  r\R8                  r\R<                  r\R>                  r\R@                  r \" 5       (       a  \RB                  RE                  5       r#Ob\" 5       (       a  \RH                  RE                  5       r#O;\RJ                  RM                  5       (       a  \RJ                  RE                  5       OS%r#\RO                  S& 5      r0 r(\)" \ S'S(S)9r*\RV                  " \*5      r+\+RY                  / S*Q5        \" \5       GH  r-\
R\                  " \-S(\#0\R^                  S+9r0\R\                  " \-5      r1\1Rd                  \1l3        S,\1l4        / r5\6" \5       GH  u  r7r8\Rr                  " S-5        \8S.   r:\5Rw                  \:SS 5        \7\:  a    O\7S/-   \-  S :X  d  MH  \1" \5S0S1S29Ry                  \#5      r=\=R|                  S\  \=l>        \=R~                  S\  \=l?        \0R                  " S;0 \=DS1\S1S3.D6rA\1R                  \AS1S49rC\6" \C5       V Vs/ s H  u  pUR                  \5U    S(5      PM     snn rC\R                  \CS59rF/ r5\-\(;  a  / \(\-'   \(\-   R                  \FS6   5        GM     \1" \5S0S1S29Ry                  \#5      r=\0R                  " S;0 \=DS1SS7.D6rA\1R                  \AS1S49rC\6" \C5       V Vs/ s H  u  pUR                  \5U    S(5      PM     snn rC\R                  \CS59rF\(\-   R                  \FS6   5        \R                  " \(\-   5      rH\R                  " \(\-   5      rI\+RY                  \-\H\I/5        \J" S8\- S9\H S:\I 35        Sr0\" 5       (       a  \RB                  R                  5         GM{  \" 5       (       a  \RH                  R                  5         GM  \RJ                  R                  5         GM     \*R                  5         gs  snn f s  snn f )<    N)load_dataset)tqdm)AutoModelForCausalLMAutoTokenizeris_torch_npu_availableis_torch_xpu_availablezybelkada/toxicityz%DaNLP/da-electra-hatespeech-detectionmeasurement)module_typezOxAISH-AL-LLM/wiki_toxictest)splitzEvaluate de-toxified models)descriptionz--model_typeallz(Relative path to the source model folder)defaulttypehelpz--output_fileztoxicity.csvz--batch_size@   z
Batch sizez--num_samplesi  zNumber of samplesz--context_lengthi  z--max_new_tokens   zMax new tokens for generation)ybelkada/gpt-neo-125m-detoxEleutherAI/gpt-neo-125MEleutherAI/gpt-neo-2.7Bybelkada/gpt-neo-2.7B-detoxybelkada/gpt-j-6b-sharded-bf16zybelkada/gpt-j-6b-detoxszgpt-neo)r   r   r   r   zgpt-jr   zybelkada/gpt-j-6b-detoxcpuc                     U S   S:H  $ )Nlabel    )xs    w/home/james-whalen/.local/lib/python3.13/site-packages/examples/research_projects/toxicity/scripts/evaluate-toxicity.py<lambda>r    K   s    7q    w )newline)model_idmean_toxicitystd_toxicity)
device_mapdtypeleft*   comment_textr   ptT)return_tensorspadding)	do_samplemax_new_tokens	use_cache)skip_special_tokens)predictionstoxicity)r0   r1   zModel: z	 - Mean: z - Std: r   )Margparsecsvevaluatenumpynptorchdatasetsr   r   transformersr   r   r   r   loadr5   dsArgumentParserparseradd_argumentstrint
parse_argsargs
model_typeMODELS_TO_TESTnum_samplesNUM_SAMPLES
batch_size
BATCH_SIZEoutput_filer1   context_lengthxpucurrent_devicedevicenpucudais_availablefilter
toxicitiesopenfilewriterwriterowr%   from_pretrainedbfloat16model	tokenizer	eos_token	pad_tokenpadding_sideinput_texts	enumerateiexamplemanual_seed
input_textappendtoinputs	input_idsattention_maskgenerateoutputsbatch_decodegenerated_textsreplacecomputetoxicity_scoreextendmeanstdprintempty_cacheclose)rd   generated_texts   00r   <module>r{      s    
    !  l l ==,.Ucpq,F;		 	 -J	K   NEBl  m   O^#Lv  w   NBS|  L   OSsAT  U   &3EX  Y   &Cb  c ??eN 
__	!N 
__(!N
 oo&N__
$$$$YY%%'FYY%%'F,1JJ,C,C,E,EUZZ&&(5F YY()
 {mc2.	D	 = > ^$H 00r6lZ_ZhZhiE--h7I#--I#IKm
7"^,
:et,-{?EZ1${4NQQRXYF%//@F$*$9$9/>$JF!nnmvmnhlmG'44WRV4WOT]^mTnTn?Pq&&{1~r:TnO &--/-JNKz)')
8$x ''z(BC1 $6 {4FII&QFnnIvIbIG,,W$,OO[det[uv[uFWa~--k!nbA[uvO%%/%BNxz :; 77:h'(D
&&H%
&C OOXtS)* 
GH:YtfHSE
:;E				!	!		

 s %x 

K ws   =!T
#!T