<Иj*SSKrSSKJr SSKJrJr SSKJr SSKJrJ r SSK J r SSK J r SSKJr SS KJr SS KJrJr SS KJrJr SS KJr SS KJr SSKJr SSKJr \\\ \ \ \\\\\\\\\\4r "SS\5r!g)N)nn)Module ModuleList)VectorQuantize) ResidualVQGroupedResidualVQ)RandomProjectionQuantizer)FSQ)FSP)LFQ) ResidualLFQGroupedResidualLFQ) ResidualFSQGroupedResidualFSQ)LatentQuantize)SimVQ) ResidualSimVQ)HierarchicalVQc6^\rSrSrS\4U4SjjrSrSrU=r$) Sequential(fnsc >[TU]5 [UVs/sHn[[ U[ 55PM sn5S:XdS5e[ U5Ulgs snf)Nz:this special Sequential must contain exactly one quantizer)super__init__sumint isinstanceQUANTIZE_KLASSESrr)selfrfn __class__s ګC:\Users\johnn\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.13_qbz5n2kfra8p0\LocalCache\local-packages\Python313\site-packages\vector_quantize_pytorch/utils.pyrSequential.__init__)s` CHCbC 2'789CHIQN MQM MNc?Is#Ac URH,n[U[5(d U"U5nM"U"U40UD6tpM. U/WQ7nU$)N)rrr )r!xkwargsr"restoutputs r$forwardSequential.forward2sO ((Bb"233qE!vHA d )r) __name__ __module__ __qualname____firstlineno__rrr+__static_attributes__ __classcell__)r#s@r$rr(s##r-r)"torchrtorch.nnrr/vector_quantize_pytorch.vector_quantize_pytorchr#vector_quantize_pytorch.residual_vqrr3vector_quantize_pytorch.random_projection_quantizerr 2vector_quantize_pytorch.finite_scalar_quantizationr 2vector_quantize_pytorch.finite_scalar_perturbationr 0vector_quantize_pytorch.lookup_free_quantizationr $vector_quantize_pytorch.residual_lfqr r$vector_quantize_pytorch.residual_fsqrr+vector_quantize_pytorch.latent_quantizationrvector_quantize_pytorch.sim_vqr'vector_quantize_pytorch.residual_sim_vqr'vector_quantize_pytorch.hierarchical_vqrr rr-r$rCsx 'KMYBB@PPF0AB (r-