test-conv-transpose.cpp

#include "ggml.h"
#include "ggml/ggml-alloc.h"
#include "ggml/ggml-backend.h"

#ifdef GGML_USE_CUBLAS
#include "ggml-cuda.h"
#endif

#ifdef GGML_USE_METAL
#include "ggml-metal.h"
#endif

#include <cstdio>
#include <cstring>
#include <fstream>
#include <map>
#include <string>
#include <vector>
#include <cmath>
#include <iostream>

static void ggml_log_callback_default(ggml_log_level level, const char * text, void * user_data) {
    (void) level;
    (void) user_data;
    fputs(text, stderr);
    fflush(stderr);
}

struct test_model {
    struct ggml_tensor * a_0;
    struct ggml_tensor * b_0;

    struct ggml_tensor * a_1;
    struct ggml_tensor * b_1;

    struct ggml_tensor * a_2;
    struct ggml_tensor * b_2;

    struct ggml_tensor * a_3;
    struct ggml_tensor * b_3;
        
    struct ggml_tensor * a_4;
    struct ggml_tensor * b_4;


    ggml_backend_t backend = NULL;
    ggml_backend_buffer_t buffer;
    struct ggml_context * ctx;
};

void load_model(test_model & model, bool use_gpu = false) {
    
    
    float adata_0[] = {1,2,3};
    float bdata_0[] = {1,2};

    float adata_1[] = {1,2,3,3,2,1};
    float bdata_1[] = {2,3,1,1,3,2};

    float adata_2[] =  {3,2,1,1,2,3,1,2,3,3,2,1};
    float bdata_2[] =  {2,3,1,1,3,2};

    float data[16*32*32];
    for (int i = 0; i < 16*32*32; ++i) {
        data[i] = (float)(i%1024);
    }



 
    size_t buffer_size = 0;
    {
        buffer_size += 3* ggml_type_size(GGML_TYPE_F32); // tensor a_0
        buffer_size += 2* ggml_type_size(GGML_TYPE_F32); // tensor b_0

        buffer_size += 6* ggml_type_size(GGML_TYPE_F32); // tensor a_1
        buffer_size += 6* ggml_type_size(GGML_TYPE_F32); // tensor b_1

        buffer_size += 12* ggml_type_size(GGML_TYPE_F32); // tensor a_2
        buffer_size += 6* ggml_type_size(GGML_TYPE_F32); // tensor b_2

        buffer_size += 2 * 3 * 2 * ggml_type_size(GGML_TYPE_F32); // tensor a_3
        buffer_size += 3 * 2* ggml_type_size(GGML_TYPE_F32); // tensor b_3

        buffer_size += 16 * 32 * 32 * ggml_type_size(GGML_TYPE_F32); // tensor a_4
        buffer_size += 197 * 32* ggml_type_size(GGML_TYPE_F32); // tensor b_4




    
        buffer_size += 1024;
    }

    printf("%s: ggml tensor size    = %d bytes\n", __func__, (int) sizeof(ggml_tensor));
    printf("%s: backend buffer size = %0.2f MB\n", __func__, (buffer_size/ 1024.f/ 1024.f));

    int num_tensors = 10;
    struct ggml_init_params params {
            /*.mem_size   =*/ ggml_tensor_overhead() * num_tensors,
            /*.mem_buffer =*/ NULL,
            /*.no_alloc   =*/ true,
    };

    // initialize the backend
#ifdef GGML_USE_CUBLAS
    if (use_gpu) {
        fprintf(stderr, "%s: using CUDA backend\n", __func__);
        model.backend = ggml_backend_cuda_init(0);
        if (!model.backend) {
            fprintf(stderr, "%s: ggml_backend_cuda_init() failed\n", __func__);
        }
    }
#endif

#ifdef GGML_USE_METAL
    if (use_gpu) {
        fprintf(stderr, "%s: using Metal backend\n", __func__);
        ggml_backend_metal_log_set_callback(ggml_log_callback_default, nullptr);
        model.backend = ggml_backend_metal_init();
        if (!model.backend) {
            fprintf(stderr, "%s: ggml_backend_metal_init() failed\n", __func__);
        }
    }
#endif

    if(!model.backend) {
        // fallback to CPU backend
        model.backend = ggml_backend_cpu_init();
    }

    model.buffer = ggml_backend_alloc_buffer(model.backend, buffer_size);

    // create context
    model.ctx = ggml_init(params);

    // create tensors
    model.a_0 = ggml_new_tensor_1d(model.ctx, GGML_TYPE_F32, 3);
    model.b_0 = ggml_new_tensor_1d(model.ctx, GGML_TYPE_F32, 2);


    model.a_1 = ggml_new_tensor_3d(model.ctx, GGML_TYPE_F32, 3,1,2);
    model.b_1 = ggml_new_tensor_2d(model.ctx, GGML_TYPE_F32, 3,2);

    model.a_2 = ggml_new_tensor_3d(model.ctx, GGML_TYPE_F32, 3,2,2);
    model.b_2 = ggml_new_tensor_2d(model.ctx, GGML_TYPE_F32, 3,2);

    model.a_3 = ggml_new_tensor_3d(model.ctx, GGML_TYPE_F32, 2,3,2);
    model.b_3 = ggml_new_tensor_2d(model.ctx, GGML_TYPE_F32, 3,2);

    model.a_4 = ggml_new_tensor_3d(model.ctx, GGML_TYPE_F32, 16,32,32);
    model.b_4 = ggml_new_tensor_2d(model.ctx, GGML_TYPE_F32, 197,32);


    // create a allocator
    ggml_tallocr alloc = ggml_tallocr_new(model.buffer);

    // alloc memory
    ggml_tallocr_alloc(&alloc, model.a_0);

    // load data to buffer
    if(ggml_backend_is_cpu(model.backend)) {
        memcpy(model.a_0->data, adata_0, ggml_nbytes(model.a_0));
    } else {
        ggml_backend_tensor_set(model.a_0, adata_0, 0, ggml_nbytes(model.a_0));
    }


    // alloc memory
    ggml_tallocr_alloc(&alloc, model.a_1);

    // load data to buffer
    if(ggml_backend_is_cpu(model.backend)) {
        memcpy(model.a_1->data, adata_1, ggml_nbytes(model.a_1));
    } else {
        ggml_backend_tensor_set(model.a_1, adata_1, 0, ggml_nbytes(model.a_1));
    }

     // alloc memory
    ggml_tallocr_alloc(&alloc, model.a_2);

    // load data to buffer
    if(ggml_backend_is_cpu(model.backend)) {
        memcpy(model.a_2->data, adata_2, ggml_nbytes(model.a_2));
    } else {
        ggml_backend_tensor_set(model.a_2, adata_2, 0, ggml_nbytes(model.a_2));
    }

      // alloc memory
    ggml_tallocr_alloc(&alloc, model.a_3);

    // load data to buffer
    if(ggml_backend_is_cpu(model.backend)) {
        memcpy(model.a_3->data, data, ggml_nbytes(model.a_3));
    } else {
        ggml_backend_tensor_set(model.a_3, data, 0, ggml_nbytes(model.a_3));
    }


      // alloc memory
    ggml_tallocr_alloc(&alloc, model.a_4);

    // load data to buffer
    if(ggml_backend_is_cpu(model.backend)) {
        memcpy(model.a_4->data, data, ggml_nbytes(model.a_4));
    } else {
        ggml_backend_tensor_set(model.a_4, data, 0, ggml_nbytes(model.a_4));
    }



    // alloc memory
    ggml_tallocr_alloc(&alloc, model.b_0);

    if(ggml_backend_is_cpu(model.backend)
#ifdef GGML_USE_METAL
                || ggml_backend_is_metal(model.backend)
#endif
    ) {
        memcpy(model.b_0->data, bdata_0, ggml_nbytes(model.b_0));
    } else {
        ggml_backend_tensor_set(model.b_0, bdata_0, 0, ggml_nbytes(model.b_0));
    }

    // alloc memory
    ggml_tallocr_alloc(&alloc, model.b_1);

    if(ggml_backend_is_cpu(model.backend)
#ifdef GGML_USE_METAL
                || ggml_backend_is_metal(model.backend)
#endif
    ) {
        memcpy(model.b_1->data, bdata_1, ggml_nbytes(model.b_1));
    } else {
        ggml_backend_tensor_set(model.b_1, bdata_1, 0, ggml_nbytes(model.b_1));
    }

     // alloc memory
    ggml_tallocr_alloc(&alloc, model.b_2);

    if(ggml_backend_is_cpu(model.backend)
#ifdef GGML_USE_METAL
                || ggml_backend_is_metal(model.backend)
#endif
    ) {
        memcpy(model.b_2->data, bdata_2, ggml_nbytes(model.b_2));
    } else {
        ggml_backend_tensor_set(model.b_2, bdata_2, 0, ggml_nbytes(model.b_2));
    }

    // alloc memory
    ggml_tallocr_alloc(&alloc, model.b_3);

    if(ggml_backend_is_cpu(model.backend)
#ifdef GGML_USE_METAL
                || ggml_backend_is_metal(model.backend)
#endif
    ) {
        memcpy(model.b_3->data, data, ggml_nbytes(model.b_3));
    } else {
        ggml_backend_tensor_set(model.b_3, data, 0, ggml_nbytes(model.b_3));
    }


   // alloc memory
    ggml_tallocr_alloc(&alloc, model.b_4);

    if(ggml_backend_is_cpu(model.backend)
#ifdef GGML_USE_METAL
                || ggml_backend_is_metal(model.backend)
#endif
    ) {
        memcpy(model.b_4->data, data, ggml_nbytes(model.b_4));
    } else {
        ggml_backend_tensor_set(model.b_4, data, 0, ggml_nbytes(model.b_4));
    }


}

struct ggml_cgraph * build_graph(const test_model& model) {
    static size_t buf_size = ggml_tensor_overhead()*GGML_DEFAULT_GRAPH_SIZE + ggml_graph_overhead();
    static std::vector<uint8_t> buf(buf_size);

    struct ggml_init_params params0 = {
        /*.mem_size   =*/ buf_size,
        /*.mem_buffer =*/ buf.data(),
        /*.no_alloc   =*/ true, // the tensors will be allocated later by ggml_gallocr_alloc_graph()
    };

    // create a temporally context to build the graph
    struct ggml_context * ctx0 = ggml_init(params0);

    struct ggml_cgraph  * gf = ggml_new_graph(ctx0);

    int s0 = 1;
    int p0 = 0;
    int d0 = 1;

    struct ggml_tensor* conv1d_transpose_res_0 = ggml_conv_transpose_1d(ctx0, model.a_0, model.b_0, s0, p0, d0);
    ggml_set_name(conv1d_transpose_res_0, "conv1d_transpose_res_0");
    ggml_build_forward_expand(gf, conv1d_transpose_res_0);


    s0 = 1;
    p0 = 0;
    d0 = 1;

    struct ggml_tensor* conv1d_transpose_res_1 = ggml_conv_transpose_1d(ctx0, model.a_1, model.b_1, s0, p0, d0);
    ggml_set_name(conv1d_transpose_res_1, "conv1d_transpose_res_1");
    ggml_build_forward_expand(gf, conv1d_transpose_res_1);

    s0 = 1;
    p0 = 0;
    d0 = 1;

    struct ggml_tensor* conv1d_transpose_res_2 = ggml_conv_transpose_1d(ctx0, model.a_2, model.b_2, s0, p0, d0);
    ggml_set_name(conv1d_transpose_res_2, "conv1d_transpose_res_2");
    ggml_build_forward_expand(gf, conv1d_transpose_res_2);

    s0 = 2;
    p0 = 0;
    d0 = 1;

    struct ggml_tensor* conv1d_transpose_res_3 = ggml_conv_transpose_1d(ctx0, model.a_2, model.b_2, s0, p0, d0);
    ggml_set_name(conv1d_transpose_res_3, "conv1d_transpose_res_3");
    ggml_build_forward_expand(gf, conv1d_transpose_res_3);

    s0 = 1;
    p0 = 0;
    d0 = 1;

    struct ggml_tensor* conv1d_transpose_res_4 = ggml_conv_transpose_1d(ctx0, model.a_3, model.b_3, s0, p0, d0);
    ggml_set_name(conv1d_transpose_res_4, "conv1d_transpose_res_4");
    ggml_build_forward_expand(gf, conv1d_transpose_res_4);

    s0 = 2;
    p0 = 0;
    d0 = 1;

    struct ggml_tensor* conv1d_transpose_res_5 = ggml_conv_transpose_1d(ctx0, model.a_3, model.b_3, s0, p0, d0);
    ggml_set_name(conv1d_transpose_res_5, "conv1d_transpose_res_5");
    ggml_build_forward_expand(gf, conv1d_transpose_res_5);

    s0 = 3;
    p0 = 0;
    d0 = 1;

    struct ggml_tensor* conv1d_transpose_res_6 = ggml_conv_transpose_1d(ctx0, model.a_3, model.b_3, s0, p0, d0);
    ggml_set_name(conv1d_transpose_res_6, "conv1d_transpose_res_6");
    ggml_build_forward_expand(gf, conv1d_transpose_res_6);

 
    s0 = 8;
    p0 = 0;
    d0 = 1;

    struct ggml_tensor* conv1d_transpose_res_7 = ggml_conv_transpose_1d(ctx0, model.a_4, model.b_4, s0, p0, d0);
    ggml_set_name(conv1d_transpose_res_7, "conv1d_transpose_res_7");
    ggml_build_forward_expand(gf, conv1d_transpose_res_7);



    // delete the temporally context used to build the graph
    ggml_free(ctx0);
    return gf;
}

struct ggml_cgraph* compute_graph(const test_model & model, ggml_gallocr_t allocr) {
    struct ggml_cgraph * gf = build_graph(model);

    // allocate tensors
    ggml_gallocr_alloc_graph(allocr, gf);
    int n_threads = 1;

    if (ggml_backend_is_cpu(model.backend)) {
        ggml_backend_cpu_set_n_threads(model.backend, n_threads);
    }

#ifdef GGML_USE_METAL
    if (ggml_backend_is_metal(model.backend)) {
        ggml_backend_metal_set_n_cb(model.backend, n_threads);
    }
#endif

    ggml_backend_graph_compute(model.backend, gf);

    //ggml_graph_print(gf);

    return gf;
}

int main(void)
{
    ggml_time_init();

    test_model model;
    load_model(model, true);

    ggml_gallocr_t allocr = NULL;

    {
        allocr = ggml_gallocr_new(ggml_backend_get_default_buffer_type(model.backend));

        //create the worst case graph for memory usage estimation
        struct ggml_cgraph * gf = build_graph(model);

        // compute the required memory
        ggml_gallocr_reserve(allocr, gf);
        size_t mem_size = ggml_gallocr_get_buffer_size(allocr, 0);
        fprintf(stderr, "%s: compute buffer size: %.2f MB\n", __func__, mem_size/1024.0f/1024.0f);
    }

    struct ggml_cgraph * gf_res = compute_graph(model, allocr);

    struct ggml_tensor * conv1d_transpose_res_0 = NULL;

    for(int i = 0; i < gf_res->n_nodes; i++) {
       if(strcmp(ggml_get_name(gf_res->nodes[i]), "conv1d_transpose_res_0") == 0) {
            conv1d_transpose_res_0 = gf_res->nodes[i];
        }
    }

    float* conv1d_transpose_data_0 = new float[ggml_nelements(conv1d_transpose_res_0)];

    ggml_backend_tensor_get(conv1d_transpose_res_0, conv1d_transpose_data_0, 0, ggml_nbytes(conv1d_transpose_res_0));

    const int n_conv_transpose_1d_test_0 = 4;

    float expected_conv1d_0[n_conv_transpose_1d_test_0] = {
       1.00f,4.00f,7.00f,6.00f
    };


    struct ggml_tensor * conv1d_transpose_res_1 = NULL;

    for(int i = 0; i < gf_res->n_nodes; i++) {
       if(strcmp(ggml_get_name(gf_res->nodes[i]), "conv1d_transpose_res_1") == 0) {
            conv1d_transpose_res_1 = gf_res->nodes[i];
        }
    }

    float* conv1d_transpose_data_1 = new float[ggml_nelements(conv1d_transpose_res_1)];

    ggml_backend_tensor_get(conv1d_transpose_res_1, conv1d_transpose_data_1, 0, ggml_nbytes(conv1d_transpose_res_1));





    const int n_conv_transpose_1d_test_1 = 5;

    float expected_conv1d_1[n_conv_transpose_1d_test_1] =
       {5.0f, 18.0f, 26.0f, 18.0f,  5.0f};


    struct ggml_tensor * conv1d_transpose_res_2 = NULL;

    for(int i = 0; i < gf_res->n_nodes; i++) {
       if(strcmp(ggml_get_name(gf_res->nodes[i]), "conv1d_transpose_res_2") == 0) {
            conv1d_transpose_res_2 = gf_res->nodes[i];
        }
    }

    float* conv1d_transpose_data_2 = new float[ggml_nelements(conv1d_transpose_res_2)];

    ggml_backend_tensor_get(conv1d_transpose_res_2, conv1d_transpose_data_2, 0, ggml_nbytes(conv1d_transpose_res_2));


    const int n_conv_transpose_1d_test_2 = 10;

    float expected_conv1d_2[n_conv_transpose_1d_test_2] =
       {7.0f, 18.0f, 22.0f, 18.0f,  7.0f,
         5.0f, 18.0f, 26.0f, 18.0f,  5.0f};
   
    struct ggml_tensor * conv1d_transpose_res_3 = NULL;

    for(int i = 0; i < gf_res->n_nodes; i++) {
       if(strcmp(ggml_get_name(gf_res->nodes[i]), "conv1d_transpose_res_3") == 0) {
            conv1d_transpose_res_3 = gf_res->nodes[i];
        }
    }

    float* conv1d_transpose_data_3 = new float[ggml_nelements(conv1d_transpose_res_3)];

    ggml_backend_tensor_get(conv1d_transpose_res_3, conv1d_transpose_data_3, 0, ggml_nbytes(conv1d_transpose_res_3));


    const int n_conv_transpose_1d_test_3 = 14;

    float expected_conv1d_3[n_conv_transpose_1d_test_3] =
       {7.0f,  6.0f, 17.0f, 12.0f, 17.0f,  6.0f,  7.0f
         ,5.0f,  6.0f, 19.0f, 12.0f, 19.0f,  6.0f,  5.0f};
   
    
    struct ggml_tensor * conv1d_transpose_res_4 = NULL;

    for(int i = 0; i < gf_res->n_nodes; i++) {
       if(strcmp(ggml_get_name(gf_res->nodes[i]), "conv1d_transpose_res_4") == 0) {
            conv1d_transpose_res_4 = gf_res->nodes[i];
        }
    }

    float* conv1d_transpose_data_4 = new float[ggml_nelements(conv1d_transpose_res_4)];

    ggml_backend_tensor_get(conv1d_transpose_res_4, conv1d_transpose_data_4, 0, ggml_nbytes(conv1d_transpose_res_4));


    const int n_conv_transpose_1d_test_4 = 12;
   
    float expected_conv1d_4[3*4] = {
        18.0, 45.0, 59.0, 37.0,
        24.0, 61.0, 83.0, 51.0,
        30.0, 77.0, 107.0, 65.0
    };
   
    struct ggml_tensor * conv1d_transpose_res_5 = NULL;

    for(int i = 0; i < gf_res->n_nodes; i++) {
       if(strcmp(ggml_get_name(gf_res->nodes[i]), "conv1d_transpose_res_5") == 0) {
            conv1d_transpose_res_5 = gf_res->nodes[i];
        }
    }

    float* conv1d_transpose_data_5 = new float[ggml_nelements(conv1d_transpose_res_5)];

    ggml_backend_tensor_get(conv1d_transpose_res_5, conv1d_transpose_data_5, 0, ggml_nbytes(conv1d_transpose_res_5));


    const int n_conv_transpose_1d_test_5 = 18;
   
    float expected_conv1d_5[3*6] = {
        18.0, 21.0, 24.0, 29.0, 30.0, 37.0,
        24.0, 27.0, 34.0, 39.0, 44.0, 51.0,
        30.0, 33.0, 44.0, 49.0, 58.0, 65.0    
        };
   
    struct ggml_tensor * conv1d_transpose_res_6 = NULL;

    for(int i = 0; i < gf_res->n_nodes; i++) {
       if(strcmp(ggml_get_name(gf_res->nodes[i]), "conv1d_transpose_res_6") == 0) {
            conv1d_transpose_res_6 = gf_res->nodes[i];
        }
    }

    float* conv1d_transpose_data_6 = new float[ggml_nelements(conv1d_transpose_res_6)];

    ggml_backend_tensor_get(conv1d_transpose_res_6, conv1d_transpose_data_6, 0, ggml_nbytes(conv1d_transpose_res_6));


    const int n_conv_transpose_1d_test_6 = 24;
   
    float expected_conv1d_6[3*8] = { 
        18.0, 21.0, 0.0, 24.0, 29.0, 0.0, 30.0, 37.0,
        24.0, 27.0, 0.0, 34.0, 39.0, 0.0, 44.0, 51.0,
        30.0, 33.0, 0.0, 44.0, 49.0, 0.0, 58.0, 65.0};



    struct ggml_tensor * conv1d_transpose_res_7 = NULL;

    for(int i = 0; i < gf_res->n_nodes; i++) {
       if(strcmp(ggml_get_name(gf_res->nodes[i]), "conv1d_transpose_res_7") == 0) {
            conv1d_transpose_res_7 = gf_res->nodes[i];
        }
    }

    float* conv1d_transpose_data_7 = new float[ggml_nelements(conv1d_transpose_res_7)];

    ggml_backend_tensor_get(conv1d_transpose_res_7, conv1d_transpose_data_7, 0, ggml_nbytes(conv1d_transpose_res_7));


    const int n_conv_transpose_1d_test_7 = 32*1584;
   
    float expected_conv1d_7[32*1584] = 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81504.0,23412864.0,23444224.0,23273088.0,23304512.0,23335936.0,23367360.0,23398784.0,23430208.0,23461632.0,23493056.0,23321472.0,23352960.0,23384448.0,23415936.0,23447424.0,23478912.0,23510400.0,23541888.0,23369856.0,23401408.0,23432960.0,23464512.0,23496064.0,23527616.0,23559168.0,23590720.0,23418240.0,23449856.0,23481472.0,23513088.0,23544704.0,23576320.0,23607936.0,23639552.0,23466624.0,23498304.0,23529984.0,23561664.0,23593344.0,23625024.0,23656704.0,23688384.0,23515008.0,23546752.0,23578496.0,23610240.0,23641984.0,23673728.0,23705472.0,23737216.0,23563392.0,23595200.0,23627008.0,23658816.0,23690624.0,23722432.0,23754240.0,23786048.0,23611776.0,23643648.0,23675520.0,23707392.0,23739264.0,23771136.0,23803008.0,23834880.0,23660160.0,23692096.0,23724032.0,23755968.0,23787904.0,23819840.0,23851776.0,23883712.0,23708544.0,23740544.0,23772544.0,23804544.0,23836544.0,23868544.0,23900544.0,23932544.0,23756928.0,23788992.0,23821056.0,23853120.0,23885184.0,23917248.0,23949312.0,23981376.0,23805312.0,23837440.0,23869568.0,23901696.0,23933824.0,23965952.0,23998080.0,24030208.0,23853696.0,23885888.0,23918080.0,23950272.0,23982464.0,24014656.0,24046848.0,24079040.0,23902080.0,23934336.0,23966592.0,23998848.0,24031104.0,24063360.0,24095616.0,24127872.0,23950464.0,23982784.0,24015104.0,24047424.0,24079744.0,24112064.0,24144384.0,24176704.0,23998848.0,24031232.0,24063616.0,24096000.0,24128384.0,24160768.0,24193152.0,24225536.0,24047232.0,24079680.0,24112128.0,24144576.0,24177024.0,24209472.0,24241920.0,24274368.0,24095616.0,24128128.0,24160640.0,24193152.0,24225664.0,24258176.0,24290688.0,24323200.0,24144000.0,24176576.0,24209152.0,24241728.0,24274304.0,24306880.0,24339456.0,24372032.0,24192384.0,24225024.0,24257664.0,24290304.0,24322944.0,24355584.0,24388224.0,24420864.0,24240768.0,24273472.0,24306176.0,24338880.0,24371584.0,24404288.0,24436992.0,24469696.0,24289152.0,24321920.0,24354688.0,24387456.0,24420224.0,24452992.0,24485760.0,24518528.0,24337536.0,24370368.0,24403200.0,24436032.0,24468864.0,24501696.0,24534528.0,24567360.0,24385920.0,24418816.0,24451712.0,24484608.0,24517504.0,24550400.0,24583296.0,24616192.0,24434304.0,24467264.0,24500224.0,24533184.0,24566144.0,24599104.0,24632064.0,24665024.0,24482688.0,24515712.0,24548736.0,24581760.0,24614784.0,24647808.0,24680832.0,24713856.0,24531072.0,24564160.0,24597248.0,24630336.0,24663424.0,24696512.0,24729600.0,24762688.0,24579456.0,24612608.0,24645760.0,24678912.0,24712064.0,24745216.0,24778368.0,24811520.0,24627840.0,24661056.0,24694272.0,24727488.0,24760704.0,24793920.0,24827136.0,24860352.0,24676224.0,24709504.0,24742784.0,24776064.0,24809344.0,24842624.0,24875904.0,24909184.0,24216704.0,24249024.0,24281344.0,24313664.0,24345984.0,24378304.0,24410624.0,24442944.0,23748992.0,23780352.0,23811712.0,23843072.0,23874432.0,23905792.0,23937152.0,23968512.0,23797376.0,23828800.0,23860224.0,23891648.0,23923072.0,23954496.0,23985920.0,24017344.0,23845760.0,23877248.0,23908736.0,23940224.0,23971712.0,24003200.0,24034688.0,24066176.0,23894144.0,23925696.0,23957248.0,23988800.0,24020352.0,24051904.0,24083456.0,24115008.0,23942528.0,23974144.0,24005760.0,24037376.0,24068992.0,24100608.0,24132224.0,24163840.0,23990912.0,24022592.0,24054272.0,24085952.0,24117632.0,24149312.0,24180992.0,24212672.0,24039296.0,24071040.0,24102784.0,24134528.0,24166272.0,24198016.0,24229760.0,24261504.0,24087680.0,24119488.0,24151296.0,24183104.0,24214912.0,24246720.0,24278528.0,24310336.0,24136064.0,24167936.0,24199808.0,24231680.0,24263552.0,24295424.0,24327296.0,24359168.0,24184448.0,24216384.0,24248320.0,24280256.0,24312192.0,24344128.0,24376064.0,24408000.0,24232832.0,24264832.0,24296832.0,24328832.0,24360832.0,24392832.0,24424832.0,24456832.0,24281216.0,24313280.0,24345344.0,24377408.0,24409472.0,24441536.0,24473600.0,24505664.0,24329600.0,24361728.0,24393856.0,24425984.0,24458112.0,24490240.0,24522368.0,24554496.0,24377984.0,24410176.0,24442368.0,24474560.0,24506752.0,24538944.0,24571136.0,24603328.0,24426368.0,24458624.0,24490880.0,24523136.0,24555392.0,24587648.0,24619904.0,24652160.0,24474752.0,24507072.0,24539392.0,24571712.0,24604032.0,24636352.0,24668672.0,24700992.0,24523136.0,24555520.0,24587904.0,24620288.0,24652672.0,24685056.0,24717440.0,24749824.0,24571520.0,24603968.0,24636416.0,24668864.0,24701312.0,24733760.0,24766208.0,24798656.0,24619904.0,24652416.0,24684928.0,24717440.0,24749952.0,24782464.0,24814976.0,24847488.0,24668288.0,24700864.0,24733440.0,24766016.0,24798592.0,24831168.0,24863744.0,24896320.0,24716672.0,24749312.0,24781952.0,24814592.0,24847232.0,24879872.0,24912512.0,24945152.0,24765056.0,24797760.0,24830464.0,24863168.0,24895872.0,24928576.0,24961280.0,24993984.0,24813440.0,24846208.0,24878976.0,24911744.0,24944512.0,24977280.0,25010048.0,25042816.0,24861824.0,24894656.0,24927488.0,24960320.0,24993152.0,25025984.0,25058816.0,25091648.0,24910208.0,24943104.0,24976000.0,25008896.0,25041792.0,25074688.0,25107584.0,25140480.0,24958592.0,24991552.0,25024512.0,25057472.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

    printf("\nPerforming test:\n");

    bool passed = true;
    for(int i = 0; i < n_conv_transpose_1d_test_0; i++) {
        if(
            conv1d_transpose_data_0[i] != expected_conv1d_0[i]) {
            std::cout << "index: " << i << std::endl;
            std::cout << "expected: " << expected_conv1d_0[i] << std::endl;
            std::cout << "actual: " << conv1d_transpose_data_0[i] << std::endl;
            passed = false;
            break;
        }
    }

    printf("ggml_conv_1d_transpose (%d): %s\n", (int) ggml_nelements(conv1d_transpose_res_0), passed && (ggml_nelements(conv1d_transpose_res_0) == n_conv_transpose_1d_test_0) ? "\033[32mPASSED\033[0m" : "\033[31mFAILED\033[0m");
    
    for(int i = 0; i < n_conv_transpose_1d_test_1; i++) {
        if(
            conv1d_transpose_data_1[i] != expected_conv1d_1[i]) {
            std::cout << "index: " << i << std::endl;
            std::cout << "expected: " << expected_conv1d_1[i] << std::endl;
            std::cout << "actual: " << conv1d_transpose_data_1[i] << std::endl;
            passed = false;
        }
    }

    printf("ggml_conv_1d_transpose (%d): %s\n", (int) ggml_nelements(conv1d_transpose_res_1), passed && (ggml_nelements(conv1d_transpose_res_1) == n_conv_transpose_1d_test_1) ? "\033[32mPASSED\033[0m" : "\033[31mFAILED\033[0m");


    for(int i = 0; i < n_conv_transpose_1d_test_2; i++) {
        if(
            conv1d_transpose_data_2[i] != expected_conv1d_2[i]) {
            std::cout << "index: " << i << std::endl;
            std::cout << "expected: " << expected_conv1d_2[i] << std::endl;
            std::cout << "actual: " << conv1d_transpose_data_2[i] << std::endl;
            passed = false;
        }
    }

    printf("ggml_conv_1d_transpose (%d): %s\n", (int) ggml_nelements(conv1d_transpose_res_2), passed && (ggml_nelements(conv1d_transpose_res_2) == n_conv_transpose_1d_test_2) ? "\033[32mPASSED\033[0m" : "\033[31mFAILED\033[0m");



    for(int i = 0; i < n_conv_transpose_1d_test_3; i++) {
        if(
            conv1d_transpose_data_3[i] != expected_conv1d_3[i]) {
            std::cout << "index: " << i << std::endl;
            std::cout << "expected: " << expected_conv1d_3[i] << std::endl;
            std::cout << "actual: " << conv1d_transpose_data_3[i] << std::endl;
            passed = false;
        }
    }

    printf("ggml_conv_1d_transpose (%d): %s\n", (int) ggml_nelements(conv1d_transpose_res_3), passed && (ggml_nelements(conv1d_transpose_res_3) == n_conv_transpose_1d_test_3) ? "\033[32mPASSED\033[0m" : "\033[31mFAILED\033[0m");


    for(int i = 0; i < n_conv_transpose_1d_test_4; i++) {
        if(
            conv1d_transpose_data_4[i] != expected_conv1d_4[i]) {
            std::cout << "index: " << i << std::endl;
            std::cout << "expected: " << expected_conv1d_4[i] << std::endl;
            std::cout << "actual: " << conv1d_transpose_data_4[i] << std::endl;
            passed = false;
        }
    }

    printf("ggml_conv_1d_transpose (%d): %s\n", (int) ggml_nelements(conv1d_transpose_res_4), passed && (ggml_nelements(conv1d_transpose_res_4) == n_conv_transpose_1d_test_4) ? "\033[32mPASSED\033[0m" : "\033[31mFAILED\033[0m");

    for(int i = 0; i < n_conv_transpose_1d_test_5; i++) {
        if(
            conv1d_transpose_data_5[i] != expected_conv1d_5[i]) {
            std::cout << "index: " << i << std::endl;
            std::cout << "expected: " << expected_conv1d_5[i] << std::endl;
            std::cout << "actual: " << conv1d_transpose_data_5[i] << std::endl;
            passed = false;
        }
    }

    printf("ggml_conv_1d_transpose (%d): %s\n", (int) ggml_nelements(conv1d_transpose_res_5), passed && (ggml_nelements(conv1d_transpose_res_5) == n_conv_transpose_1d_test_5) ? "\033[32mPASSED\033[0m" : "\033[31mFAILED\033[0m");


    for(int i = 0; i < n_conv_transpose_1d_test_6; i++) {
        if(
            conv1d_transpose_data_6[i] != expected_conv1d_6[i]) {
            std::cout << "index: " << i << std::endl;
            std::cout << "expected: " << expected_conv1d_6[i] << std::endl;
            std::cout << "actual: " << conv1d_transpose_data_6[i] << std::endl;
            passed = false;
        }
    }

    
    printf("ggml_conv_1d_transpose (%d): %s\n", (int) ggml_nelements(conv1d_transpose_res_6), passed && (ggml_nelements(conv1d_transpose_res_6) == n_conv_transpose_1d_test_6) ? "\033[32mPASSED\033[0m" : "\033[31mFAILED\033[0m");



    for(int i = 0; i < n_conv_transpose_1d_test_7; i++) {
        if(
            fabs(conv1d_transpose_data_7[i] - expected_conv1d_7[i])/fabs(expected_conv1d_7[i]) > .000001) {
            std::cout << "index: " << i << std::endl;
            std::cout << "expected: " << expected_conv1d_7[i] << std::endl;
            std::cout << "actual: " << conv1d_transpose_data_7[i] << std::endl;
            passed = false;
        }
    }

    
    printf("ggml_conv_1d_transpose (%d): %s\n", (int) ggml_nelements(conv1d_transpose_res_7), passed && (ggml_nelements(conv1d_transpose_res_7) == n_conv_transpose_1d_test_7) ? "\033[32mPASSED\033[0m" : "\033[31mFAILED\033[0m");


    ggml_free(model.ctx);

    ggml_backend_buffer_free(model.buffer);
    ggml_backend_free(model.backend);
    ggml_gallocr_free(allocr);
    return 0;
}