+
    ÒÜ³jw  ã                   ó”   € ^ RI t ^ RIHtHt ^RIHt ^ RIHt ^ RIH	t	 ^ RI
Ht ^ RIHtHt ^ RIHt  ! R	 R
]4      t ! R R4      tR# )é    N)ÚListÚTuple)ÚBaseAWQForCausalLM)Úfuse_qkv)ÚLlamaLikeBlock)ÚLlamaLikeModel)ÚMistralDecoderLayerÚMistralForCausalLM)ÚFasterTransformerRMSNormc                   ó´   a € ] tR t^t o RtRt]V 3R lR l4       t]V 3R lR l4       t]V 3R lR l4       t	]V 3R	 lR
 l4       t
]V 3R lR l4       tRtV tR# )ÚMistralAWQForCausalLMr	   Úmax_position_embeddingsc                ó    <€ V ^8„  d   QhRS[ /# ©é   Úmodel©ÚOldMistralForCausalLM)ÚformatÚ__classdict__s   "€ÚS/home/luca/screen-checking/.venv/lib/python3.14/site-packages/awq/models/mistral.pyÚ__annotate__Ú"MistralAWQForCausalLM.__annotate__   s   ø€ ÷ !ñ !Ñ0ñ !ó    c                ó<   € \        V 4      pVP                  4        R # ©N)ÚMistralFuserÚfuse_transformer)r   Úfusers   & r   Úfuse_layersÚ!MistralAWQForCausalLM.fuse_layers   s   € ä˜UÓ#ˆØ×ÑÖ r   c                ó    <€ V ^8„  d   QhRS[ /# r   r   )r   r   s   "€r   r   r      s   ø€ ÷ "ñ "Ñ 5ñ "r   c                ó.   € V P                   P                  # r   )r   Úlayers)r   s   &r   Úget_model_layersÚ&MistralAWQForCausalLM.get_model_layers   s   € à�{‰{×!Ñ!Ð!r   c                ó    <€ V ^8„  d   QhRS[ /# ©r   Úmodule©ÚOldMistralDecoderLayer)r   r   s   "€r   r   r      s   ø€ ÷ 'ñ 'Ñ$:ñ 'r   c                ó   € \        R R7      # )F)Úis_scalable)Údict)r)   s   &r   Úget_act_for_scalingÚ)MistralAWQForCausalLM.get_act_for_scaling   s   € ä Ô&Ð&r   c                ó&   <€ V ^8„  d   QhRS[ RS[/# )r   r   Údevice)r   Ústr)r   r   s   "€r   r   r       s    ø€ ÷ Gñ GÑ/ð G¹ñ Gr   c                ón   € V P                   P                  P                  V4      V P                   n        R # r   )r   Úembed_tokensÚto)r   r2   s   &&r   Ú
move_embedÚ MistralAWQForCausalLM.move_embed   s#   € à#(§;¡;×#;Ñ#;×#>Ñ#>¸vÓ#Fˆ�‰Ö r   c                ó    <€ V ^8„  d   QhRS[ /# r(   r*   )r   r   s   "€r   r   r   $   s   ø€ ÷ 2ñ 2Ù&ñ2r   c           
     ó¤  € . pVP                  \        V P                  V P                  P                  V P                  P
                  V P                  P                  .VR ,          V P                  VR7      4       V P                  P                  P                  P                  V P                  P                  P                  P                  8X  dN   VP                  \        V P                  P                  V P                  P                  .VR,          R7      4       VP                  \        V P                  V P                  P                  V P                  P                  .VR,          V P                  R7      4       VP                  \        V P                  P                  V P                  P                  .VR,          R7      4       V# )zself_attn.q_proj)Úprev_opr$   ÚinpÚmodule2inspectÚkwargszself_attn.o_proj)r;   r$   r<   zmlp.gate_proj)r;   r$   r<   r=   zmlp.down_proj)Úappendr.   Úinput_layernormÚ	self_attnÚq_projÚk_projÚv_projÚweightÚshapeÚo_projÚpost_attention_layernormÚmlpÚ	gate_projÚup_projÚ	down_proj)r)   Ú
input_featÚmodule_kwargsr$   s   &&& r   Úget_layers_for_scalingÚ,MistralAWQForCausalLM.get_layers_for_scaling#   su  € ð ˆð 	�‰ÜØ×.Ñ.à×$Ñ$×+Ñ+Ø×$Ñ$×+Ñ+Ø×$Ñ$×+Ñ+ðð
 Ð1Õ2Ø%×/Ñ/Ø$ô
ô	
ð  ×Ñ×"Ñ"×)Ñ)×/Ñ/°6×3CÑ3C×3JÑ3J×3QÑ3Q×3WÑ3WÔWØ�M‰MÜØ"×,Ñ,×3Ñ3Ø"×,Ñ,×3Ñ3Ð4Ø"Ð#5Õ6ôôð 	�‰ÜØ×7Ñ7ØŸ
™
×,Ñ,¨f¯j©j×.@Ñ.@ÐAØ˜Õ/Ø%Ÿz™zô	ô	
ð 	�‰ÜØŸ
™
×*Ñ*ØŸ
™
×,Ñ,Ð-Ø˜Õ/ôô	
ð ˆr   © N)Ú__name__Ú
__module__Ú__qualname__Ú__firstlineno__Ú
layer_typeÚmax_seq_len_keyÚstaticmethodr    r%   r/   r7   rO   Ú__static_attributes__Ú__classdictcell__©r   s   @r   r   r      ss   ø‡ € Ø&€JØ/€Oà÷!ó ð!ð ÷"ó ð"ð ÷'ó ð'ð ÷Gó ðGð ÷2ó ö2r   r   c                   ó8   a € ] tR t^Yt o V 3R lR ltR tRtV tR# )r   c                ó    <€ V ^8„  d   QhRS[ /# r   r   )r   r   s   "€r   r   ÚMistralFuser.__annotate__Z   s   ø€ ÷ 
ñ 
Ñ3ñ 
r   c                óø   € Wn         V P                   P                  4        UUu. uFA  w  r#R P                  4       VP                  P                  P                  4       9   g   K>  W#3NKC  	  uppV n        R# u uppi )r	   N)r   Únamed_modulesÚlowerÚ	__class__rR   Úmistral_blocks)Úselfr   Únamer)   s   &&  r   Ú__init__ÚMistralFuser.__init__Z   sj   € ØŒ
ð !%§
¡
× 8Ñ 8Ô :ôI
á :‘�Ø$×*Ñ*Ó,°×0@Ñ0@×0IÑ0I×0OÑ0OÓ0QÑQô ˆT‹NÙ :òI
ˆÖùó I
s   ¤;A6Á$A6c                ó~  € . p\         P                   ! V P                  P                  P                  R R7       EFÉ  p\        \	        VP                  4       P                  4       4      4      P                  p\        VVP                  P                  VP                  P                  VP                  P                  4      p\        VP                  P                  VP                  P                   4      p\        VP"                  P                  VP"                  P                   4      pVP%                  \'        V P                  P(                  P*                  V P                  P(                  P,                  V P                  P(                  P.                  VVP                  P0                  VP2                  VVVV P                  P(                  P4                  V P                  P(                  P6                  R7      4       EKÌ  	  \9        V P                  P(                  P:                  VV P                  P                  P<                  V P                  P                  P>                  4      V P                  n        \A        V P                  P                  RV P                  P                  PB                  4       R# )zFusing layers...)Údesc)Úhidden_sizeÚn_headsÚ
n_kv_headsÚ	qkv_layerrG   rI   Únorm_1Únorm_2ÚdevÚmax_seq_lenÚ
rope_thetaÚblocksN)"Útqdmr   r$   ÚnextÚiterÚ
state_dictÚvaluesr2   r   rA   rB   rC   rD   r   r@   rE   Úvariance_epsilonrH   r?   r   Úconfigrj   Únum_attention_headsÚnum_key_value_headsrG   rI   rq   rr   r   Ú
vocab_sizer5   ÚnormÚsetattrrs   )rd   rs   r)   r2   Úqkvrn   ro   s   &      r   r   ÚMistralFuser.fuse_transformerc   sõ  € Øˆô —i’i §
¡
× 0Ñ 0× 7Ñ 7Ð>P×QÐQˆFÜœ$˜v×0Ñ0Ó2×9Ñ9Ó;Ó<Ó=×DÑDˆFÜØØ× Ñ ×'Ñ'Ø× Ñ ×'Ñ'Ø× Ñ ×'Ñ'ó	ˆCô .Ø×&Ñ&×-Ñ-¨v×/EÑ/E×/VÑ/VóˆFô .Ø×/Ñ/×6Ñ6Ø×/Ñ/×@Ñ@óˆFð �M‰MÜØ $§
¡
× 1Ñ 1× =Ñ =Ø ŸJ™J×-Ñ-×AÑAØ#Ÿz™z×0Ñ0×DÑDØ!Ø!×+Ñ+×2Ñ2ØŸ
™
Ø!Ø!ØØ $§
¡
× 1Ñ 1× =Ñ =Ø#Ÿz™z×0Ñ0×;Ñ;ô÷ñ Rô> *Ø�J‰J×Ñ×(Ñ(ØØ�J‰J×Ñ×)Ñ)Ø�J‰J×Ñ×!Ñ!ó	
ˆ�
‰
Ôô 	�—
‘
× Ñ  (¨D¯J©J×,<Ñ,<×,CÑ,CÖDr   )rc   r   N)rR   rS   rT   rU   rf   r   rY   rZ   r[   s   @r   r   r   Y   s   ø‡ € ÷
ð 
÷)Eð )Er   r   )rt   Útypingr   r   Úbaser   Úawq.utils.fused_utilsr   Úawq.modules.fused.blockr   Úawq.modules.fused.modelr   Ú,transformers.models.mistral.modeling_mistralr	   r+   r
   r   Úawq.modules.fused.normr   r   r   rQ   r   r   Ú<module>r‰      s=   ðÛ ß Ý $Ý *Ý 2Ý 2÷õ <ôHÐ.ô H÷V3Eó 3Er   