tj: DddlZddlmZddlmZddlmZmZmZm Z m Z m Z m Z m Z mZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZddlm Z ddl!m"Z"dd l#m$Z$dd l%m&Z&dd l'm(Z(dd l)m*Z*dd l+m,Z,ddl-m.Z.ddl/m0Z0ddl1m2Z2ddl3m4Z4ddl5m6Z6ddl7m8Z8ddl9m:Z:ddl;mZ>ddl?m@Z@ddlAmBZBddlCmDZDddlEmFZFddlGmHZHddlImJZJddlKmLZLddlMmNZNddlOmPZPid e&d!e*d"e,d#e<d$e"d%eFd&eHd'e6d(e8d)e0d*e>d+e@d,e.d-e2d.eNd/e(d0ePeLe4e4e$eDeBeJe:d1ZQid ed!e d"e d)e d#ed$ed%ed&ed'ed(ed+ed,e d-e d*ed.ed/e d0eeeeeeeeed1ZReeee e eeefZSejTeUZVGd2d3ZWGd4d5ZXd6eYfd7ZZd8eYfd9Z[d:Z\dS);N) AutoConfig)logging) AqlmConfigAutoRoundConfig AwqConfigBitNetQuantConfigBitsAndBytesConfigCompressedTensorsConfig EetqConfigFbgemmFp8ConfigFineGrainedFP8ConfigFourOverSixConfig FPQuantConfigGemmaQuantizationConfig GPTQConfig HiggsConfig HqqConfig MetalConfig Mxfp4ConfigQuantizationConfigMixinQuantizationMethod QuantoConfig QuarkConfig SinqConfig SpQRConfig TorchAoConfig VptqConfig) HfQuantizer)AqlmHfQuantizer)AutoRoundQuantizer) AwqQuantizer)BitNetHfQuantizer)Bnb4BitHfQuantizer)Bnb8BitHfQuantizer)CompressedTensorsHfQuantizer)EetqHfQuantizer)FbgemmFp8HfQuantizer)FineGrainedFP8HfQuantizer)FourOverSixHfQuantizer)FPQuantHfQuantizer)GemmaQuantizer)GptqHfQuantizer)HiggsHfQuantizer)HqqHfQuantizer)MetalHfQuantizer)Mxfp4HfQuantizer)QuantoHfQuantizer)QuarkHfQuantizer)SinqHfQuantizer)SpQRHfQuantizer)TorchAoHfQuantizer)VptqHfQuantizerawqbitsandbytes_4bitbitsandbytes_8bitgptqaqlmquantoquark fouroversixfp_quanteetqhiggshqqzcompressed-tensors fbgemm_fp8torchaobitnetvptq)spqrfp8mxfp8z auto-roundmxfp4metalsinqgemmacDeZdZdZedefdZedZdS)AutoQuantizationConfigz The Auto-HF quantization config class that takes care of automatically dispatching to the correct quantization config given a quantization config stored in a dictionary. quantization_config_dictc |d}|dds|ddr*|ddrdnd}tj|z}n|td|tvr9td|d t t t|}||S) N quant_method load_in_8bitF load_in_4bit_4bit_8bitThe model's quantization config from the arguments has no `quant_method` attribute. Make sure that the model has been correctly quantizedUnknown quantization type, got  - supported types are: ) getrBITS_AND_BYTES ValueError AUTO_QUANTIZATION_CONFIG_MAPPINGlistAUTO_QUANTIZER_MAPPINGkeys from_dict)clsrRrTsuffix target_clss Z/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/transformers/quantizers/auto.pyrcz AutoQuantizationConfig.from_dicts/33NCC # ' ' > > BZB^B^_motBuBu  8 < <^U S S`WWY`F->>>[>( # #[ # # #rhrQceZdZdZedeezfdZedZedeezdedzfdZ e dZ dS) AutoHfQuantizerz The Auto-HF quantizer class that takes care of automatically instantiating to the correct `HfQuantizer` given the `QuantizationConfig`. rjc t|trt|}|j}|t jkr6t|tstd|j r|dz }n|dz }|tvr9td|dtt t|}||fi|S)NzZFound `quant_method=bitsandbytes` but `quantization_config` is not a `BitsAndBytesConfig`.rXrWrZr[) isinstancerwrQrcrTrr]r TypeErrorrUrar^r`rb)rdrjrprTrfs rg from_configzAutoHfQuantizer.from_configs )4 0 0 X"8"B"BCV"W"W *7  -< < <13EFF p#/ (' ' 5 5 5:,::/446677::  ,L9 z-88888rhc Ptj|fi|}||S)N)rQrlr})rdrorprjs rgrlzAutoHfQuantizer.from_pretraineds04DEbmmflmm2333rhquantization_config_from_argsNc&|d}nd}t|trDt|trtj|}nt|}|D|jj|jjkr*td|jjd|jjdt|tr~t|tri| }| D]\}}t||||r(|dt| dz }|dkr7t|ttt fst#j|nt&||S) z handles situations where both quantization_config from args and quantization_config from model config are present. NzYou passed `quantization_config` or equivalent parameters to `from_pretrained` but the model you're loading already has a `quantization_config` attribute. The `quantization_config` from the model will be used.zThe model is quantized with z but you are passing a z| config. Please make sure to pass the same quantization config class to `from_pretrained` with different loading attributes.z"However, loading attributes (e.g. z]) will be overwritten with the one you passed to `from_pretrained`. The rest will be ignored.)r{rwrrcrQ __class__rrr^LOADING_ATTRIBUTES_CONFIG_TYPESget_loading_attributesitemssetattrr`rbrrrwarningswarnloggerinfo)rdrjr warning_msgloading_attr_dictattrvals rgmerge_quantization_configsz*AutoHfQuantizer.merge_quantization_configss ) 4y K K )4 0 0 \7II \&5&?@S&T&T##&<&F&FGZ&[&[# * 5#-6:W:a:jjjF/B/L/UFFoLoVo_FFF  )+J K K BPZ )+JQ Q  B!> T T V V .4466 8 8 c+T37777  B BDIZI_I_IaIaDbDb B B BB "  Z0CkS^`tEu%v%v  M+ & & & & KK $ $ $""rhc |dd}|dds|ddr*|ddrdnd}tj|z}n|td|tvrGt d|d tt d dSd S) NrTrUFrVrWrXrYrZr[z~. Hence, we will skip the quantization. To remove the warning, you can delete the quantization_config attribute in config.jsonT) r\rr]r^r_rwarningr`rarb)rRrTres rgsupports_quant_methodz%AutoHfQuantizer.supports_quant_methods/33NDII # ' ' > > BZB^B^_motBuBu  8 < <^U S S`WWY`F-.register_config_fn-s\ 5 5 5DDDDEE E#677 JHII I36(0 rhrk)rrs` rgregister_quantization_configr*s$ rhnamecfd}|S)zRegister a custom quantizer.ctvrtddt|tst d|t<|S)Nz Quantizer 'rz!Quantizer must extend HfQuantizer)rar^rr r|)rdrs rgregister_quantizer_fnz1register_quantizer..register_quantizer_fn=s[ ) ) )E4EEEFF F#{++ A?@@ @'*t$ rhrk)rrs` rgregister_quantizerr:s$ ! rhc|t|ddp$t|ddd}|du}|rt|sd}|s|L|r!t|||_n||_t|j|}nd}||||||}| |}| |}t|jdds |jj }t|d||d <|||fS) NrjT)decoderF) pre_quantized) device_map weights_only dequantizevaluequant) rmget_text_configryrrrjr}validate_environmentupdate_device_mapupdate_tp_planupdate_ep_planrT) configrjrr user_agentquantization_params_from_configr hf_quantizerrTs rgget_hf_quantizerrJs&-f6KT&R&R'V]t,,.CTWW#44?M_BBCbcc  +7  =)8)S)S/1D**F & &*=F &&22  &'3   ))!% *   "33J?? ,,V44,,V44|7uMM O';HL"),"N"NJw   ++rh)]rmodels.auto.configuration_autorutilsrutils.quantization_configrrrr r r r r rrrrrrrrrrrrrrrrrbaser quantizer_aqlmr!quantizer_auto_roundr" quantizer_awqr#quantizer_bitnetr$quantizer_bnb_4bitr%quantizer_bnb_8bitr&quantizer_compressed_tensorsr'quantizer_eetqr(quantizer_fbgemm_fp8r)quantizer_finegrained_fp8r*quantizer_fouroversixr+quantizer_fp_quantr,quantizer_gemmar-quantizer_gptqr.quantizer_higgsr/ quantizer_hqqr0quantizer_metalr1quantizer_mxfp4r2quantizer_quantor3quantizer_quarkr4quantizer_sinqr5quantizer_spqrr6quantizer_torchaor7quantizer_vptqr8rar_r get_loggerrrrrQrystrrrrrkrhrgrs7777776++++++444444''''''//////222222222222FFFFFF++++++666666@@@@@@999999222222++++++++++++------))))))------------//////------++++++++++++111111++++++ <++ O   O     )" O  >6&!  !" 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