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gen-metal.cpp
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gen-metal.cpp
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#include <vector>
#include <iostream>
#include "sys/mman.h"
#include "sys/stat.h"
#define NS_PRIVATE_IMPLEMENTATION
#define CA_PRIVATE_IMPLEMENTATION
#define MTL_PRIVATE_IMPLEMENTATION
#include "frameworks/Metal.hpp"
#define max(x,y) ((x>y)?x:y)
#define int64 long
#define half __fp16
#define uchar unsigned char
#define bool uchar
// using METAL backend
// with export target: metal
// quant enable: True
typedef struct { void* weights; } model_t;
MTL::Buffer* scratch_0;
MTL::Buffer* scratch_1;
MTL::Buffer* scratch_2;
MTL::Buffer* input0;
MTL::Buffer* scratch_4;
MTL::Buffer* scratch_9;
MTL::Buffer* scratch_10;
MTL::Buffer* scratch_14;
MTL::Buffer* scratch_19;
MTL::Buffer* scratch_20;
MTL::Buffer* scratch_31;
MTL::Buffer* scratch_34;
MTL::Buffer* scratch_49;
MTL::Buffer* scratch_52;
MTL::Buffer* scratch_67;
MTL::Buffer* scratch_70;
MTL::Buffer* scratch_85;
MTL::Buffer* scratch_88;
MTL::Buffer* scratch_103;
MTL::Buffer* scratch_106;
MTL::Buffer* scratch_121;
MTL::Buffer* scratch_124;
MTL::Buffer* scratch_139;
MTL::Buffer* scratch_142;
MTL::Buffer* scratch_157;
MTL::Buffer* scratch_160;
MTL::Buffer* scratch_175;
MTL::Buffer* scratch_178;
MTL::Buffer* scratch_193;
MTL::Buffer* scratch_196;
MTL::Buffer* scratch_211;
MTL::Buffer* scratch_214;
MTL::Buffer* scratch_229;
MTL::Buffer* scratch_232;
MTL::Buffer* scratch_247;
MTL::Buffer* scratch_250;
MTL::Buffer* scratch_265;
MTL::Buffer* scratch_268;
MTL::Buffer* scratch_283;
MTL::Buffer* scratch_286;
MTL::Buffer* scratch_301;
MTL::Buffer* scratch_304;
MTL::Buffer* scratch_319;
MTL::Buffer* scratch_322;
MTL::Buffer* scratch_337;
MTL::Buffer* scratch_340;
MTL::Buffer* scratch_355;
MTL::Buffer* scratch_358;
MTL::Buffer* scratch_373;
MTL::Buffer* scratch_376;
MTL::Buffer* scratch_391;
MTL::Buffer* scratch_394;
MTL::Buffer* scratch_409;
MTL::Buffer* scratch_412;
MTL::Buffer* scratch_427;
MTL::Buffer* scratch_430;
MTL::Buffer* scratch_445;
MTL::Buffer* scratch_448;
MTL::Buffer* scratch_463;
MTL::Buffer* scratch_466;
MTL::Buffer* scratch_481;
MTL::Buffer* scratch_484;
MTL::Buffer* scratch_499;
MTL::Buffer* scratch_502;
MTL::Buffer* scratch_517;
MTL::Buffer* scratch_520;
MTL::Buffer* scratch_535;
MTL::Buffer* scratch_538;
MTL::Buffer* scratch_553;
MTL::Buffer* scratch_556;
MTL::Buffer* scratch_571;
MTL::Buffer* scratch_574;
MTL::Buffer* outputs;
MTL::ComputePipelineState* r_6_32_6_pso;
MTL::ComputePipelineState* r_8_2_4_2_16_6_4_3_pso;
MTL::ComputePipelineState* E_500_2_16_4_3_pso;
MTL::ComputePipelineState* r_64_2_16_1024_4_4_3n1_pso;
MTL::ComputePipelineState* r_6_6n1_pso;
MTL::ComputePipelineState* E_32_2752_32_4_4_pso;
MTL::ComputePipelineState* r_2_2_8_3_3_32_4_4_pso;
MTL::ComputePipelineState* E_32_8000_32_4_4_pso;
MTL::ComputePipelineState* r_172_2_16_1024_4_4_3n1_pso;
MTL::ComputePipelineState* r_6_32_6n1_pso;
MTL::ComputePipelineState* r_256_125n1_pso;
MTL::ComputePipelineState* E_2_2_3_3_pso;
MTL::ComputePipelineState* E_250_32_4n1_pso;
MTL::ComputePipelineState* E_32_1024_32_4_4_pso;
MTL::ComputePipelineState* r_64_2_16_8000_4_4_3_pso;
MTL::ComputePipelineState* E_64_2_16_4_3n1_pso;
MTL::ComputePipelineState* r_6_256_16n1_pso;
MTL::ComputePipelineState* r_500_2_16_1024_4_4_3_pso;
MTL::ComputePipelineState* E_6_32_2_3_pso;
MTL::ComputePipelineState* E_6_4_8_16_2_4_pso;
MTL::ComputePipelineState* r_6_256_16_pso;
MTL::ComputePipelineState* r_64_2_16_2752_4_4_3_pso;
MTL::ComputePipelineState* E_250_32_4_pso;
MTL::ComputePipelineState* E_6_32_2_3n1_pso;
MTL::ComputePipelineState* E_64_2_16_4_3_pso;
MTL::ComputePipelineState* E_86_1024_32_4_4_pso;
MTL::ComputePipelineState* r_64_2_16_1024_4_4_3_pso;
MTL::ComputePipelineState* r_256_125_pso;
MTL::ComputePipelineState* r_172_2_16_1024_4_4_3_pso;
MTL::ComputePipelineState* r_6_6_pso;
void init(MTL::Device* device, MTL::Library* library) {
scratch_0 = device->newBuffer(131072000 * sizeof(half), MTL::ResourceStorageModeManaged);
scratch_1 = device->newBuffer(45088768 * sizeof(half), MTL::ResourceStorageModeManaged);
scratch_2 = device->newBuffer(36 * sizeof(float), MTL::ResourceStorageModeManaged);
input0 = device->newBuffer(6 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_4 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_9 = device->newBuffer(66048 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_10 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_14 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_19 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_20 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_31 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_34 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_49 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_52 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_67 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_70 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_85 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_88 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_103 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_106 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_121 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_124 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_139 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_142 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_157 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_160 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_175 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_178 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_193 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_196 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_211 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_214 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_229 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_232 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_247 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_250 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_265 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_268 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_283 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_286 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_301 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_304 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_319 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_322 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_337 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_340 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_355 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_358 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_373 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_376 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_391 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_394 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_409 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_412 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_427 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_430 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_445 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_448 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_463 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_466 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_481 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_484 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_499 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_502 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_517 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_520 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_535 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_538 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_553 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_556 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_571 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
scratch_574 = device->newBuffer(24576 * sizeof(float), MTL::ResourceStorageModeManaged);
outputs = device->newBuffer(32000 * sizeof(float), MTL::ResourceStorageModeManaged);
MTL::Function* r_6_32_6 = library->newFunction(NS::String::string("r_6_32_6", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_6_32_6_err = nullptr; r_6_32_6_pso = device->newComputePipelineState(r_6_32_6, &r_6_32_6_err);
MTL::Function* r_8_2_4_2_16_6_4_3 = library->newFunction(NS::String::string("r_8_2_4_2_16_6_4_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_8_2_4_2_16_6_4_3_err = nullptr; r_8_2_4_2_16_6_4_3_pso = device->newComputePipelineState(r_8_2_4_2_16_6_4_3, &r_8_2_4_2_16_6_4_3_err);
MTL::Function* E_500_2_16_4_3 = library->newFunction(NS::String::string("E_500_2_16_4_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_500_2_16_4_3_err = nullptr; E_500_2_16_4_3_pso = device->newComputePipelineState(E_500_2_16_4_3, &E_500_2_16_4_3_err);
MTL::Function* r_64_2_16_1024_4_4_3n1 = library->newFunction(NS::String::string("r_64_2_16_1024_4_4_3n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_64_2_16_1024_4_4_3n1_err = nullptr; r_64_2_16_1024_4_4_3n1_pso = device->newComputePipelineState(r_64_2_16_1024_4_4_3n1, &r_64_2_16_1024_4_4_3n1_err);
MTL::Function* r_6_6n1 = library->newFunction(NS::String::string("r_6_6n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_6_6n1_err = nullptr; r_6_6n1_pso = device->newComputePipelineState(r_6_6n1, &r_6_6n1_err);
MTL::Function* E_32_2752_32_4_4 = library->newFunction(NS::String::string("E_32_2752_32_4_4", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_32_2752_32_4_4_err = nullptr; E_32_2752_32_4_4_pso = device->newComputePipelineState(E_32_2752_32_4_4, &E_32_2752_32_4_4_err);
MTL::Function* r_2_2_8_3_3_32_4_4 = library->newFunction(NS::String::string("r_2_2_8_3_3_32_4_4", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_2_2_8_3_3_32_4_4_err = nullptr; r_2_2_8_3_3_32_4_4_pso = device->newComputePipelineState(r_2_2_8_3_3_32_4_4, &r_2_2_8_3_3_32_4_4_err);
MTL::Function* E_32_8000_32_4_4 = library->newFunction(NS::String::string("E_32_8000_32_4_4", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_32_8000_32_4_4_err = nullptr; E_32_8000_32_4_4_pso = device->newComputePipelineState(E_32_8000_32_4_4, &E_32_8000_32_4_4_err);
MTL::Function* r_172_2_16_1024_4_4_3n1 = library->newFunction(NS::String::string("r_172_2_16_1024_4_4_3n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_172_2_16_1024_4_4_3n1_err = nullptr; r_172_2_16_1024_4_4_3n1_pso = device->newComputePipelineState(r_172_2_16_1024_4_4_3n1, &r_172_2_16_1024_4_4_3n1_err);
MTL::Function* r_6_32_6n1 = library->newFunction(NS::String::string("r_6_32_6n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_6_32_6n1_err = nullptr; r_6_32_6n1_pso = device->newComputePipelineState(r_6_32_6n1, &r_6_32_6n1_err);
MTL::Function* r_256_125n1 = library->newFunction(NS::String::string("r_256_125n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_256_125n1_err = nullptr; r_256_125n1_pso = device->newComputePipelineState(r_256_125n1, &r_256_125n1_err);
MTL::Function* E_2_2_3_3 = library->newFunction(NS::String::string("E_2_2_3_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_2_2_3_3_err = nullptr; E_2_2_3_3_pso = device->newComputePipelineState(E_2_2_3_3, &E_2_2_3_3_err);
MTL::Function* E_250_32_4n1 = library->newFunction(NS::String::string("E_250_32_4n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_250_32_4n1_err = nullptr; E_250_32_4n1_pso = device->newComputePipelineState(E_250_32_4n1, &E_250_32_4n1_err);
MTL::Function* E_32_1024_32_4_4 = library->newFunction(NS::String::string("E_32_1024_32_4_4", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_32_1024_32_4_4_err = nullptr; E_32_1024_32_4_4_pso = device->newComputePipelineState(E_32_1024_32_4_4, &E_32_1024_32_4_4_err);
MTL::Function* r_64_2_16_8000_4_4_3 = library->newFunction(NS::String::string("r_64_2_16_8000_4_4_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_64_2_16_8000_4_4_3_err = nullptr; r_64_2_16_8000_4_4_3_pso = device->newComputePipelineState(r_64_2_16_8000_4_4_3, &r_64_2_16_8000_4_4_3_err);
MTL::Function* E_64_2_16_4_3n1 = library->newFunction(NS::String::string("E_64_2_16_4_3n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_64_2_16_4_3n1_err = nullptr; E_64_2_16_4_3n1_pso = device->newComputePipelineState(E_64_2_16_4_3n1, &E_64_2_16_4_3n1_err);
MTL::Function* r_6_256_16n1 = library->newFunction(NS::String::string("r_6_256_16n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_6_256_16n1_err = nullptr; r_6_256_16n1_pso = device->newComputePipelineState(r_6_256_16n1, &r_6_256_16n1_err);
MTL::Function* r_500_2_16_1024_4_4_3 = library->newFunction(NS::String::string("r_500_2_16_1024_4_4_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_500_2_16_1024_4_4_3_err = nullptr; r_500_2_16_1024_4_4_3_pso = device->newComputePipelineState(r_500_2_16_1024_4_4_3, &r_500_2_16_1024_4_4_3_err);
MTL::Function* E_6_32_2_3 = library->newFunction(NS::String::string("E_6_32_2_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_6_32_2_3_err = nullptr; E_6_32_2_3_pso = device->newComputePipelineState(E_6_32_2_3, &E_6_32_2_3_err);
MTL::Function* E_6_4_8_16_2_4 = library->newFunction(NS::String::string("E_6_4_8_16_2_4", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_6_4_8_16_2_4_err = nullptr; E_6_4_8_16_2_4_pso = device->newComputePipelineState(E_6_4_8_16_2_4, &E_6_4_8_16_2_4_err);
MTL::Function* r_6_256_16 = library->newFunction(NS::String::string("r_6_256_16", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_6_256_16_err = nullptr; r_6_256_16_pso = device->newComputePipelineState(r_6_256_16, &r_6_256_16_err);
MTL::Function* r_64_2_16_2752_4_4_3 = library->newFunction(NS::String::string("r_64_2_16_2752_4_4_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_64_2_16_2752_4_4_3_err = nullptr; r_64_2_16_2752_4_4_3_pso = device->newComputePipelineState(r_64_2_16_2752_4_4_3, &r_64_2_16_2752_4_4_3_err);
MTL::Function* E_250_32_4 = library->newFunction(NS::String::string("E_250_32_4", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_250_32_4_err = nullptr; E_250_32_4_pso = device->newComputePipelineState(E_250_32_4, &E_250_32_4_err);
MTL::Function* E_6_32_2_3n1 = library->newFunction(NS::String::string("E_6_32_2_3n1", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_6_32_2_3n1_err = nullptr; E_6_32_2_3n1_pso = device->newComputePipelineState(E_6_32_2_3n1, &E_6_32_2_3n1_err);
MTL::Function* E_64_2_16_4_3 = library->newFunction(NS::String::string("E_64_2_16_4_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_64_2_16_4_3_err = nullptr; E_64_2_16_4_3_pso = device->newComputePipelineState(E_64_2_16_4_3, &E_64_2_16_4_3_err);
MTL::Function* E_86_1024_32_4_4 = library->newFunction(NS::String::string("E_86_1024_32_4_4", NS::StringEncoding::UTF8StringEncoding));
NS::Error* E_86_1024_32_4_4_err = nullptr; E_86_1024_32_4_4_pso = device->newComputePipelineState(E_86_1024_32_4_4, &E_86_1024_32_4_4_err);
MTL::Function* r_64_2_16_1024_4_4_3 = library->newFunction(NS::String::string("r_64_2_16_1024_4_4_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_64_2_16_1024_4_4_3_err = nullptr; r_64_2_16_1024_4_4_3_pso = device->newComputePipelineState(r_64_2_16_1024_4_4_3, &r_64_2_16_1024_4_4_3_err);
MTL::Function* r_256_125 = library->newFunction(NS::String::string("r_256_125", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_256_125_err = nullptr; r_256_125_pso = device->newComputePipelineState(r_256_125, &r_256_125_err);
MTL::Function* r_172_2_16_1024_4_4_3 = library->newFunction(NS::String::string("r_172_2_16_1024_4_4_3", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_172_2_16_1024_4_4_3_err = nullptr; r_172_2_16_1024_4_4_3_pso = device->newComputePipelineState(r_172_2_16_1024_4_4_3, &r_172_2_16_1024_4_4_3_err);
MTL::Function* r_6_6 = library->newFunction(NS::String::string("r_6_6", NS::StringEncoding::UTF8StringEncoding));
NS::Error* r_6_6_err = nullptr; r_6_6_pso = device->newComputePipelineState(r_6_6, &r_6_6_err);
}
void encode(MTL::ComputeCommandEncoder* encoder, MTL::Device* device, model_t* llama) {
encoder->setComputePipelineState(r_6_6_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->dispatchThreadgroups(MTL::Size(1,1,1), MTL::Size(1,1,1));
encoder->setComputePipelineState(r_6_6n1_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->dispatchThreadgroups(MTL::Size(1,1,1), MTL::Size(1,1,1));
encoder->setComputePipelineState(E_2_2_3_3_pso);
encoder->setBuffer(scratch_2, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_1, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2,2,1), MTL::Size(3,3,1));
encoder->setComputePipelineState(E_500_2_16_4_3_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_500_2_16_4_3_weights_0 = device->newBuffer((float*)((char*)llama->weights + 0), 32000 * sizeof(float), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_500_2_16_4_3_weights_0, 0, 1);
encoder->setBuffer(input0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(500,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_64_2_16_8000_4_4_3_pso);
encoder->setBuffer(scratch_4, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
MTL::Buffer* r_64_2_16_8000_4_4_3_weights_128000 = device->newBuffer((half*)((char*)llama->weights + 128000), 131072000 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(r_64_2_16_8000_4_4_3_weights_128000, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_6_256_16_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_4, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(256,1,1));
encoder->setComputePipelineState(E_64_2_16_4_3_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_4, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
MTL::Buffer* E_64_2_16_4_3_weights_262272000 = device->newBuffer((half*)((char*)llama->weights + 262272000), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_64_2_16_4_3_weights_262272000, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_262280192 = device->newBuffer((char*)((char*)llama->weights + 262280192), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_262280192, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_279057408 = device->newBuffer((half*)((char*)llama->weights + 279057408), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_279057408, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_6_4_8_16_2_4_pso);
encoder->setBuffer(scratch_10, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
MTL::Buffer* E_6_4_8_16_2_4_weights_279065600 = device->newBuffer((float*)((char*)llama->weights + 279065600), 262144 * sizeof(float), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_6_4_8_16_2_4_weights_279065600, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(4,6,1), MTL::Size(16,8,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_280114176 = device->newBuffer((char*)((char*)llama->weights + 280114176), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_280114176, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_296891392 = device->newBuffer((half*)((char*)llama->weights + 296891392), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_296891392, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_14, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_296899584 = device->newBuffer((char*)((char*)llama->weights + 296899584), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_296899584, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_313676800 = device->newBuffer((half*)((char*)llama->weights + 313676800), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_313676800, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_6_4_8_16_2_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(E_6_4_8_16_2_4_weights_279065600, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(4,6,1), MTL::Size(16,8,1));
encoder->setComputePipelineState(r_2_2_8_3_3_32_4_4_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_10, 0, 2);
encoder->setBuffer(scratch_2, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(2,2,1), MTL::Size(3,3,8));
encoder->setComputePipelineState(r_6_32_6_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(32,1,1));
encoder->setComputePipelineState(E_6_32_2_3_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_9, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(2,32,1));
encoder->setComputePipelineState(r_6_32_6n1_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(32,1,1));
encoder->setComputePipelineState(E_6_32_2_3n1_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_1, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(2,32,1));
encoder->setComputePipelineState(r_8_2_4_2_16_6_4_3_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(scratch_14, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2,8,1), MTL::Size(16,2,4));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_313684992 = device->newBuffer((char*)((char*)llama->weights + 313684992), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_313684992, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_330462208 = device->newBuffer((half*)((char*)llama->weights + 330462208), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_330462208, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3n1_pso);
encoder->setBuffer(scratch_19, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_6_256_16n1_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_4, 0, 1);
encoder->setBuffer(scratch_19, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(256,1,1));
encoder->setComputePipelineState(E_64_2_16_4_3n1_pso);
encoder->setBuffer(scratch_20, 0, 0);
encoder->setBuffer(scratch_4, 0, 1);
encoder->setBuffer(scratch_19, 0, 2);
encoder->setBuffer(scratch_0, 0, 3);
MTL::Buffer* E_64_2_16_4_3n1_weights_330470400 = device->newBuffer((half*)((char*)llama->weights + 330470400), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_64_2_16_4_3n1_weights_330470400, 0, 4);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_2752_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_2752_32_4_4_weights_330478592 = device->newBuffer((char*)((char*)llama->weights + 330478592), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_330478592, 0, 1);
MTL::Buffer* E_32_2752_32_4_4_weights_375567360 = device->newBuffer((half*)((char*)llama->weights + 375567360), 11008 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_375567360, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2752,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(E_32_2752_32_4_4_pso);
encoder->setBuffer(scratch_1, 0, 0);
MTL::Buffer* E_32_2752_32_4_4_weights_375589376 = device->newBuffer((char*)((char*)llama->weights + 375589376), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_375589376, 0, 1);
MTL::Buffer* E_32_2752_32_4_4_weights_420678144 = device->newBuffer((half*)((char*)llama->weights + 420678144), 11008 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_420678144, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2752,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_172_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_1, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(172,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_172_2_16_1024_4_4_3n1_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->setBuffer(scratch_9, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(172,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_86_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_86_1024_32_4_4_weights_420700160 = device->newBuffer((char*)((char*)llama->weights + 420700160), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_86_1024_32_4_4_weights_420700160, 0, 1);
MTL::Buffer* E_86_1024_32_4_4_weights_465788928 = device->newBuffer((half*)((char*)llama->weights + 465788928), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_86_1024_32_4_4_weights_465788928, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,86,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_2752_4_4_3_pso);
encoder->setBuffer(scratch_20, 0, 0);
encoder->setBuffer(scratch_4, 0, 1);
encoder->setBuffer(scratch_19, 0, 2);
encoder->setBuffer(scratch_1, 0, 3);
encoder->setBuffer(scratch_0, 0, 4);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_6_256_16_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(256,1,1));
encoder->setComputePipelineState(E_64_2_16_4_3_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
MTL::Buffer* E_64_2_16_4_3_weights_465797120 = device->newBuffer((half*)((char*)llama->weights + 465797120), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_64_2_16_4_3_weights_465797120, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_465805312 = device->newBuffer((char*)((char*)llama->weights + 465805312), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_465805312, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_482582528 = device->newBuffer((half*)((char*)llama->weights + 482582528), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_482582528, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_6_4_8_16_2_4_pso);
encoder->setBuffer(scratch_31, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(E_6_4_8_16_2_4_weights_279065600, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(4,6,1), MTL::Size(16,8,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_482590720 = device->newBuffer((char*)((char*)llama->weights + 482590720), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_482590720, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_499367936 = device->newBuffer((half*)((char*)llama->weights + 499367936), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_499367936, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_34, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_499376128 = device->newBuffer((char*)((char*)llama->weights + 499376128), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_499376128, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_516153344 = device->newBuffer((half*)((char*)llama->weights + 516153344), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_516153344, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_6_4_8_16_2_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(E_6_4_8_16_2_4_weights_279065600, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(4,6,1), MTL::Size(16,8,1));
encoder->setComputePipelineState(r_2_2_8_3_3_32_4_4_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_31, 0, 2);
encoder->setBuffer(scratch_2, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(2,2,1), MTL::Size(3,3,8));
encoder->setComputePipelineState(r_6_32_6_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(32,1,1));
encoder->setComputePipelineState(E_6_32_2_3_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_9, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(2,32,1));
encoder->setComputePipelineState(r_6_32_6n1_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(32,1,1));
encoder->setComputePipelineState(E_6_32_2_3n1_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_1, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(2,32,1));
encoder->setComputePipelineState(r_8_2_4_2_16_6_4_3_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(scratch_34, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2,8,1), MTL::Size(16,2,4));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_516161536 = device->newBuffer((char*)((char*)llama->weights + 516161536), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_516161536, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_532938752 = device->newBuffer((half*)((char*)llama->weights + 532938752), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_532938752, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3n1_pso);
encoder->setBuffer(scratch_4, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_6_256_16n1_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_4, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(256,1,1));
encoder->setComputePipelineState(E_64_2_16_4_3n1_pso);
encoder->setBuffer(scratch_19, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_4, 0, 2);
encoder->setBuffer(scratch_0, 0, 3);
MTL::Buffer* E_64_2_16_4_3n1_weights_532946944 = device->newBuffer((half*)((char*)llama->weights + 532946944), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_64_2_16_4_3n1_weights_532946944, 0, 4);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_2752_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_2752_32_4_4_weights_532955136 = device->newBuffer((char*)((char*)llama->weights + 532955136), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_532955136, 0, 1);
MTL::Buffer* E_32_2752_32_4_4_weights_578043904 = device->newBuffer((half*)((char*)llama->weights + 578043904), 11008 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_578043904, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2752,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(E_32_2752_32_4_4_pso);
encoder->setBuffer(scratch_1, 0, 0);
MTL::Buffer* E_32_2752_32_4_4_weights_578065920 = device->newBuffer((char*)((char*)llama->weights + 578065920), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_578065920, 0, 1);
MTL::Buffer* E_32_2752_32_4_4_weights_623154688 = device->newBuffer((half*)((char*)llama->weights + 623154688), 11008 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_623154688, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2752,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_172_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_19, 0, 1);
encoder->setBuffer(scratch_1, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(172,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_172_2_16_1024_4_4_3n1_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_19, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->setBuffer(scratch_9, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(172,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_86_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_86_1024_32_4_4_weights_623176704 = device->newBuffer((char*)((char*)llama->weights + 623176704), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_86_1024_32_4_4_weights_623176704, 0, 1);
MTL::Buffer* E_86_1024_32_4_4_weights_668265472 = device->newBuffer((half*)((char*)llama->weights + 668265472), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_86_1024_32_4_4_weights_668265472, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,86,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_2752_4_4_3_pso);
encoder->setBuffer(scratch_19, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_4, 0, 2);
encoder->setBuffer(scratch_1, 0, 3);
encoder->setBuffer(scratch_0, 0, 4);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_6_256_16_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_19, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(256,1,1));
encoder->setComputePipelineState(E_64_2_16_4_3_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_19, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
MTL::Buffer* E_64_2_16_4_3_weights_668273664 = device->newBuffer((half*)((char*)llama->weights + 668273664), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_64_2_16_4_3_weights_668273664, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_668281856 = device->newBuffer((char*)((char*)llama->weights + 668281856), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_668281856, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_685059072 = device->newBuffer((half*)((char*)llama->weights + 685059072), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_685059072, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_6_4_8_16_2_4_pso);
encoder->setBuffer(scratch_49, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(E_6_4_8_16_2_4_weights_279065600, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(4,6,1), MTL::Size(16,8,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_685067264 = device->newBuffer((char*)((char*)llama->weights + 685067264), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_685067264, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_701844480 = device->newBuffer((half*)((char*)llama->weights + 701844480), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_701844480, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_52, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_701852672 = device->newBuffer((char*)((char*)llama->weights + 701852672), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_701852672, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_718629888 = device->newBuffer((half*)((char*)llama->weights + 718629888), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_718629888, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_6_4_8_16_2_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(E_6_4_8_16_2_4_weights_279065600, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(4,6,1), MTL::Size(16,8,1));
encoder->setComputePipelineState(r_2_2_8_3_3_32_4_4_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_49, 0, 2);
encoder->setBuffer(scratch_2, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(2,2,1), MTL::Size(3,3,8));
encoder->setComputePipelineState(r_6_32_6_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(32,1,1));
encoder->setComputePipelineState(E_6_32_2_3_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_9, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(2,32,1));
encoder->setComputePipelineState(r_6_32_6n1_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(32,1,1));
encoder->setComputePipelineState(E_6_32_2_3n1_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_1, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(2,32,1));
encoder->setComputePipelineState(r_8_2_4_2_16_6_4_3_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(scratch_52, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2,8,1), MTL::Size(16,2,4));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_718638080 = device->newBuffer((char*)((char*)llama->weights + 718638080), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_718638080, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_735415296 = device->newBuffer((half*)((char*)llama->weights + 735415296), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_735415296, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3n1_pso);
encoder->setBuffer(scratch_4, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_6_256_16n1_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_19, 0, 1);
encoder->setBuffer(scratch_4, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(256,1,1));
encoder->setComputePipelineState(E_64_2_16_4_3n1_pso);
encoder->setBuffer(scratch_20, 0, 0);
encoder->setBuffer(scratch_19, 0, 1);
encoder->setBuffer(scratch_4, 0, 2);
encoder->setBuffer(scratch_0, 0, 3);
MTL::Buffer* E_64_2_16_4_3n1_weights_735423488 = device->newBuffer((half*)((char*)llama->weights + 735423488), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_64_2_16_4_3n1_weights_735423488, 0, 4);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_2752_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_2752_32_4_4_weights_735431680 = device->newBuffer((char*)((char*)llama->weights + 735431680), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_735431680, 0, 1);
MTL::Buffer* E_32_2752_32_4_4_weights_780520448 = device->newBuffer((half*)((char*)llama->weights + 780520448), 11008 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_780520448, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2752,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(E_32_2752_32_4_4_pso);
encoder->setBuffer(scratch_1, 0, 0);
MTL::Buffer* E_32_2752_32_4_4_weights_780542464 = device->newBuffer((char*)((char*)llama->weights + 780542464), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_780542464, 0, 1);
MTL::Buffer* E_32_2752_32_4_4_weights_825631232 = device->newBuffer((half*)((char*)llama->weights + 825631232), 11008 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_2752_32_4_4_weights_825631232, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2752,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_172_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_1, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(172,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_172_2_16_1024_4_4_3n1_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->setBuffer(scratch_9, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(172,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_86_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_86_1024_32_4_4_weights_825653248 = device->newBuffer((char*)((char*)llama->weights + 825653248), 45088768 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_86_1024_32_4_4_weights_825653248, 0, 1);
MTL::Buffer* E_86_1024_32_4_4_weights_870742016 = device->newBuffer((half*)((char*)llama->weights + 870742016), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_86_1024_32_4_4_weights_870742016, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,86,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_2752_4_4_3_pso);
encoder->setBuffer(scratch_20, 0, 0);
encoder->setBuffer(scratch_19, 0, 1);
encoder->setBuffer(scratch_4, 0, 2);
encoder->setBuffer(scratch_1, 0, 3);
encoder->setBuffer(scratch_0, 0, 4);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_6_256_16_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(256,1,1));
encoder->setComputePipelineState(E_64_2_16_4_3_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
MTL::Buffer* E_64_2_16_4_3_weights_870750208 = device->newBuffer((half*)((char*)llama->weights + 870750208), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_64_2_16_4_3_weights_870750208, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_870758400 = device->newBuffer((char*)((char*)llama->weights + 870758400), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_870758400, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_887535616 = device->newBuffer((half*)((char*)llama->weights + 887535616), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_887535616, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_6_4_8_16_2_4_pso);
encoder->setBuffer(scratch_67, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(E_6_4_8_16_2_4_weights_279065600, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(4,6,1), MTL::Size(16,8,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_887543808 = device->newBuffer((char*)((char*)llama->weights + 887543808), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_887543808, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_904321024 = device->newBuffer((half*)((char*)llama->weights + 904321024), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_904321024, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_70, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_904329216 = device->newBuffer((char*)((char*)llama->weights + 904329216), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_904329216, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_921106432 = device->newBuffer((half*)((char*)llama->weights + 921106432), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_921106432, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(E_6_4_8_16_2_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(E_6_4_8_16_2_4_weights_279065600, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(4,6,1), MTL::Size(16,8,1));
encoder->setComputePipelineState(r_2_2_8_3_3_32_4_4_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_67, 0, 2);
encoder->setBuffer(scratch_2, 0, 3);
encoder->dispatchThreadgroups(MTL::Size(2,2,1), MTL::Size(3,3,8));
encoder->setComputePipelineState(r_6_32_6_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(32,1,1));
encoder->setComputePipelineState(E_6_32_2_3_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_9, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(2,32,1));
encoder->setComputePipelineState(r_6_32_6n1_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(32,1,1));
encoder->setComputePipelineState(E_6_32_2_3n1_pso);
encoder->setBuffer(scratch_9, 0, 0);
encoder->setBuffer(scratch_0, 0, 1);
encoder->setBuffer(scratch_1, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(2,32,1));
encoder->setComputePipelineState(r_8_2_4_2_16_6_4_3_pso);
encoder->setBuffer(scratch_1, 0, 0);
encoder->setBuffer(scratch_9, 0, 1);
encoder->setBuffer(scratch_70, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(2,8,1), MTL::Size(16,2,4));
encoder->setComputePipelineState(E_32_1024_32_4_4_pso);
encoder->setBuffer(scratch_0, 0, 0);
MTL::Buffer* E_32_1024_32_4_4_weights_921114624 = device->newBuffer((char*)((char*)llama->weights + 921114624), 16777216 * sizeof(char), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_921114624, 0, 1);
MTL::Buffer* E_32_1024_32_4_4_weights_937891840 = device->newBuffer((half*)((char*)llama->weights + 937891840), 4096 * sizeof(half), MTL::ResourceStorageModeManaged);
encoder->setBuffer(E_32_1024_32_4_4_weights_937891840, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(1024,32,1), MTL::Size(4,32,1));
encoder->setComputePipelineState(r_64_2_16_1024_4_4_3n1_pso);
encoder->setBuffer(scratch_4, 0, 0);
encoder->setBuffer(scratch_1, 0, 1);
encoder->setBuffer(scratch_0, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(64,1,1), MTL::Size(16,2,1));
encoder->setComputePipelineState(r_6_256_16n1_pso);
encoder->setBuffer(scratch_0, 0, 0);
encoder->setBuffer(scratch_20, 0, 1);
encoder->setBuffer(scratch_4, 0, 2);
encoder->dispatchThreadgroups(MTL::Size(6,1,1), MTL::Size(256,1,1));
encoder->setComputePipelineState(E_64_2_16_4_3n1_pso);
encoder->setBuffer(scratch_19, 0, 0);