ncnn/src/command.cpp

// Tencent is pleased to support the open source community by making ncnn available.
//
// Copyright (C) 2020 THL A29 Limited, a Tencent company. All rights reserved.
//
// Licensed under the BSD 3-Clause License (the "License"); you may not use this file except
// in compliance with the License. You may obtain a copy of the License at
//
// https://opensource.org/licenses/BSD-3-Clause
//
// Unless required by applicable law or agreed to in writing, software distributed
// under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
// CONDITIONS OF ANY KIND, either express or implied. See the License for the
// specific language governing permissions and limitations under the License.

#include "command.h"

#if NCNN_VULKAN

#include "option.h"
#include "pipeline.h"

namespace ncnn {

class VkComputePrivate
{
public:
    VkComputePrivate(const VulkanDevice* _vkdev);
    ~VkComputePrivate();

    int init();
    int begin_command_buffer();
    int end_command_buffer();

    const VulkanDevice* vkdev;

    VkCommandPool compute_command_pool;

    VkCommandBuffer compute_command_buffer;

    VkFence compute_command_fence;

    std::vector<VkMat> upload_staging_buffers;
    std::vector<VkMat> download_post_buffers;
    std::vector<Mat> download_post_mats_fp16;
    std::vector<Mat> download_post_mats;

    std::vector<VkImageMemory*> image_blocks_to_destroy;

    // the good-old path for device without VK_KHR_push_descriptor
    std::vector<VkDescriptorPool> descriptor_pools;
    std::vector<VkDescriptorSet> descriptorsets;

    struct record
    {
        enum
        {
            TYPE_copy_buffer,
            TYPE_copy_image,
            TYPE_copy_buffer_to_image,
            TYPE_copy_image_to_buffer,
            TYPE_bind_pipeline,
            TYPE_bind_descriptorsets,
            TYPE_push_constants,
            TYPE_dispatch,
            TYPE_memory_barrers,
            TYPE_buffer_barrers,
            TYPE_image_barrers,

#if NCNN_BENCHMARK
            TYPE_write_timestamp,
#endif // NCNN_BENCHMARK

            TYPE_post_download,
            TYPE_post_cast_float16_to_float32,
        };

        int type;
        VkCommandBuffer command_buffer;

        union
        {
            struct
            {
                VkBuffer src;
                VkBuffer dst;
                uint32_t region_count;
                const VkBufferCopy* regions;
            } copy_buffer;
            struct
            {
                VkImage src;
                VkImageLayout src_layout;
                VkImage dst;
                VkImageLayout dst_layout;
                uint32_t region_count;
                const VkImageCopy* regions;
            } copy_image;
            struct
            {
                VkBuffer src;
                VkImage dst;
                VkImageLayout layout;
                uint32_t region_count;
                const VkBufferImageCopy* regions;
            } copy_buffer_to_image;
            struct
            {
                VkImage src;
                VkImageLayout layout;
                VkBuffer dst;
                uint32_t region_count;
                const VkBufferImageCopy* regions;
            } copy_image_to_buffer;

            struct
            {
                VkPipelineBindPoint bind_point;
                VkPipeline pipeline;
            } bind_pipeline;
            struct
            {
                VkPipelineBindPoint bind_point;
                VkPipelineLayout pipeline_layout;
                uint32_t descriptorset_count;
                uint32_t descriptorset_offset;
            } bind_descriptorsets;
            struct
            {
                VkPipelineLayout pipeline_layout;
                VkShaderStageFlags stage_flags;
                uint32_t size;
                const void* values;
            } push_constants;

            struct
            {
                uint32_t group_count_x;
                uint32_t group_count_y;
                uint32_t group_count_z;
            } dispatch;

            struct
            {
                VkPipelineStageFlags src_stage;
                VkPipelineStageFlags dst_stage;
                uint32_t barrier_count;
                const VkMemoryBarrier* barriers;
            } memory_barrers;
            struct
            {
                VkPipelineStageFlags src_stage;
                VkPipelineStageFlags dst_stage;
                uint32_t barrier_count;
                const VkBufferMemoryBarrier* barriers;
            } buffer_barrers;
            struct
            {
                VkPipelineStageFlags src_stage;
                VkPipelineStageFlags dst_stage;
                uint32_t barrier_count;
                const VkImageMemoryBarrier* barriers;
            } image_barrers;

#if NCNN_BENCHMARK
            struct
            {
                uint32_t query;
            } write_timestamp;
#endif // NCNN_BENCHMARK

            struct
            {
                uint32_t download_post_buffer_mat_offset;
                uint32_t download_post_mat_fp16_offset;
            } post_download;
            struct
            {
                uint32_t download_post_mat_fp16_offset;
                uint32_t download_post_mat_offset;
                int num_threads;
            } post_cast_float16_to_float32;
        };
    };

    std::vector<record> delayed_records;

#if NCNN_BENCHMARK
    uint32_t query_count;
    VkQueryPool query_pool;
#endif // NCNN_BENCHMARK
};

VkComputePrivate::VkComputePrivate(const VulkanDevice* _vkdev)
    : vkdev(_vkdev)
{
    compute_command_pool = 0;
    compute_command_buffer = 0;
    compute_command_fence = 0;

#if NCNN_BENCHMARK
    query_count = 0;
    query_pool = 0;
#endif // NCNN_BENCHMARK

    init();
}

VkComputePrivate::~VkComputePrivate()
{
    for (size_t i = 0; i < image_blocks_to_destroy.size(); i++)
    {
        VkImageMemory* ptr = image_blocks_to_destroy[i];

        int old_command_refcount = NCNN_XADD(&ptr->command_refcount, -1);
        if (ptr->refcount == 0 && old_command_refcount == 1)
        {
            // no userspace reference and we are the last command reference
            vkDestroyImageView(vkdev->vkdevice(), ptr->imageview, 0);
            vkDestroyImage(vkdev->vkdevice(), ptr->image, 0);

            delete ptr;
        }
        else
        {
            // reference exists in user code or other command
        }
    }
    image_blocks_to_destroy.clear();

    if (!vkdev->info.support_VK_KHR_push_descriptor())
    {
        for (size_t i = 0; i < descriptorsets.size(); i++)
        {
            vkFreeDescriptorSets(vkdev->vkdevice(), descriptor_pools[i], 1, &descriptorsets[i]);
            vkDestroyDescriptorPool(vkdev->vkdevice(), descriptor_pools[i], 0);
        }
    }

#if NCNN_BENCHMARK
    if (query_pool)
    {
        // all submitted commands that refer to queryPool must have completed execution
        vkResetCommandBuffer(compute_command_buffer, 0);

        vkDestroyQueryPool(vkdev->vkdevice(), query_pool, 0);
    }
#endif // NCNN_BENCHMARK

    vkDestroyFence(vkdev->vkdevice(), compute_command_fence, 0);

    vkFreeCommandBuffers(vkdev->vkdevice(), compute_command_pool, 1, &compute_command_buffer);
    vkDestroyCommandPool(vkdev->vkdevice(), compute_command_pool, 0);
}

int VkComputePrivate::init()
{
    // compute_command_pool
    {
        VkCommandPoolCreateInfo commandPoolCreateInfo;
        commandPoolCreateInfo.sType = VK_STRUCTURE_TYPE_COMMAND_POOL_CREATE_INFO;
        commandPoolCreateInfo.pNext = 0;
        commandPoolCreateInfo.flags = VK_COMMAND_POOL_CREATE_RESET_COMMAND_BUFFER_BIT;
        commandPoolCreateInfo.queueFamilyIndex = vkdev->info.compute_queue_family_index();

        VkResult ret = vkCreateCommandPool(vkdev->vkdevice(), &commandPoolCreateInfo, 0, &compute_command_pool);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkCreateCommandPool failed %d", ret);
            return -1;
        }
    }

    // compute_command_buffer
    {
        VkCommandBufferAllocateInfo commandBufferAllocateInfo;
        commandBufferAllocateInfo.sType = VK_STRUCTURE_TYPE_COMMAND_BUFFER_ALLOCATE_INFO;
        commandBufferAllocateInfo.pNext = 0;
        commandBufferAllocateInfo.commandPool = compute_command_pool;
        commandBufferAllocateInfo.level = VK_COMMAND_BUFFER_LEVEL_PRIMARY;
        commandBufferAllocateInfo.commandBufferCount = 1;

        VkResult ret = vkAllocateCommandBuffers(vkdev->vkdevice(), &commandBufferAllocateInfo, &compute_command_buffer);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkAllocateCommandBuffers failed %d", ret);
            return -1;
        }
    }

    // compute_command_fence
    {
        VkFenceCreateInfo fenceCreateInfo;
        fenceCreateInfo.sType = VK_STRUCTURE_TYPE_FENCE_CREATE_INFO;
        fenceCreateInfo.pNext = 0;
        fenceCreateInfo.flags = 0;

        VkResult ret = vkCreateFence(vkdev->vkdevice(), &fenceCreateInfo, 0, &compute_command_fence);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkCreateFence failed %d", ret);
            return -1;
        }
    }

    if (vkdev->info.support_VK_KHR_push_descriptor())
    {
        begin_command_buffer();

#if NCNN_BENCHMARK
        if (query_pool)
            vkCmdResetQueryPool(compute_command_buffer, query_pool, 0, query_count);
#endif // NCNN_BENCHMARK
    }

    return 0;
}

int VkComputePrivate::begin_command_buffer()
{
    VkCommandBufferBeginInfo commandBufferBeginInfo;
    commandBufferBeginInfo.sType = VK_STRUCTURE_TYPE_COMMAND_BUFFER_BEGIN_INFO;
    commandBufferBeginInfo.pNext = 0;
    commandBufferBeginInfo.flags = VK_COMMAND_BUFFER_USAGE_ONE_TIME_SUBMIT_BIT;
    commandBufferBeginInfo.pInheritanceInfo = 0;

    VkResult ret = vkBeginCommandBuffer(compute_command_buffer, &commandBufferBeginInfo);
    if (ret != VK_SUCCESS)
    {
        NCNN_LOGE("vkBeginCommandBuffer failed %d", ret);
        return -1;
    }

    return 0;
}

int VkComputePrivate::end_command_buffer()
{
    VkResult ret = vkEndCommandBuffer(compute_command_buffer);
    if (ret != VK_SUCCESS)
    {
        NCNN_LOGE("vkEndCommandBuffer failed %d", ret);
        return -1;
    }

    return 0;
}

VkCompute::VkCompute(const VulkanDevice* _vkdev)
    : vkdev(_vkdev), d(new VkComputePrivate(_vkdev))
{
}

VkCompute::~VkCompute()
{
    delete d;
}

void VkCompute::record_upload(const Mat& src, VkMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_upload buffer");

    Mat src_fp16;
    if (src.elemsize == src.elempack * 4u)
    {
        // cpu cast to fp16 (discrete gpu)
        if (vkdev->info.type() == 0 && (opt.use_fp16_storage || (opt.use_fp16_packed && src.elempack % 4 == 0)))
        {
            ncnn::cast_float32_to_float16(src, src_fp16, opt);
        }
        else
        {
            src_fp16 = src;
        }
    }
    else
    {
        src_fp16 = src;
    }

    // upload
    VkMat dst_staging;
    dst_staging.create_like(src_fp16, opt.staging_vkallocator);
    if (dst_staging.empty())
        return;

    // stash staging
    d->upload_staging_buffers.push_back(dst_staging);

    //     NCNN_LOGE("upload_staging_buffer %p  ->   %p +%d ~%d", src_fp16.data, dst_staging.buffer(), dst_staging.buffer_offset(), dst_staging.buffer_capacity());

    // memcpy src to device
    memcpy(dst_staging.mapped_ptr(), src_fp16.data, src_fp16.total() * src_fp16.elemsize);
    dst_staging.allocator->flush(dst_staging.data);

    // mark device host-write @ null
    dst_staging.data->access_flags = VK_ACCESS_HOST_WRITE_BIT;
    dst_staging.data->stage_flags = VK_PIPELINE_STAGE_HOST_BIT;

    // resolve dst_elempack
    int dims = src_fp16.dims;
    int elemcount = 0;
    if (dims == 1) elemcount = src_fp16.elempack * src_fp16.w;
    if (dims == 2) elemcount = src_fp16.elempack * src_fp16.h;
    if (dims == 3 || dims == 4) elemcount = src_fp16.elempack * src_fp16.c;

    int dst_elempack = 1;
    if (opt.use_shader_pack8)
        dst_elempack = elemcount % 8 == 0 ? 8 : elemcount % 4 == 0 ? 4 : 1;
    else
        dst_elempack = elemcount % 4 == 0 ? 4 : 1;

    // gpu cast to fp16 on the fly (integrated gpu)
    vkdev->convert_packing(dst_staging, dst, dst_elempack, *this, opt);
}

void VkCompute::record_upload(const Mat& src, VkImageMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_upload image");

    Mat src_fp16;
    if (src.elemsize == src.elempack * 4u)
    {
        // cpu cast to fp16 (discrete gpu)
        if (vkdev->info.type() == 0 && (opt.use_fp16_storage || (opt.use_fp16_packed && src.elempack % 4 == 0)))
        {
            ncnn::cast_float32_to_float16(src, src_fp16, opt);
        }
        else
        {
            src_fp16 = src;
        }
    }
    else
    {
        src_fp16 = src;
    }

    // upload
    VkMat dst_staging;
    dst_staging.create_like(src_fp16, opt.staging_vkallocator);
    if (dst_staging.empty())
        return;

    // stash staging
    d->upload_staging_buffers.push_back(dst_staging);

    // memcpy src to device
    memcpy(dst_staging.mapped_ptr(), src_fp16.data, src_fp16.total() * src_fp16.elemsize);
    dst_staging.allocator->flush(dst_staging.data);

    // mark device host-write @ null
    dst_staging.data->access_flags = VK_ACCESS_HOST_WRITE_BIT;
    dst_staging.data->stage_flags = VK_PIPELINE_STAGE_HOST_BIT;

    // resolve dst_elempack
    int dims = src_fp16.dims;
    int elemcount = 0;
    if (dims == 1) elemcount = src_fp16.elempack * src_fp16.w;
    if (dims == 2) elemcount = src_fp16.elempack * src_fp16.h;
    if (dims == 3 || dims == 4) elemcount = src_fp16.elempack * src_fp16.c;

    int dst_elempack = 1;
    if (opt.use_shader_pack8)
        dst_elempack = elemcount % 8 == 0 ? 8 : elemcount % 4 == 0 ? 4 : 1;
    else
        dst_elempack = elemcount % 4 == 0 ? 4 : 1;

    // gpu cast to fp16 on the fly (integrated gpu)
    if (vkdev->info.bug_buffer_image_load_zero())
    {
        // clone buffer to bridge image
        VkImageMat dst_image;
        record_clone(dst_staging, dst_image, opt);
        if (dst_image.empty())
            return;

        vkdev->convert_packing(dst_image, dst, dst_elempack, *this, opt);

        // image and imageview can not be destroyed until command execution ends
        NCNN_XADD(&dst_image.data->command_refcount, 1);
        d->image_blocks_to_destroy.push_back(dst_image.data);

        submit_and_wait();
        reset();
    }
    else
    {
        vkdev->convert_packing(dst_staging, dst, dst_elempack, *this, opt);
    }
}

void VkCompute::record_download(const VkMat& src, Mat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_download buffer");

    // resolve dst_elempack
    int dims = src.dims;
    int elemcount = 0;
    if (dims == 1) elemcount = src.elempack * src.w;
    if (dims == 2) elemcount = src.elempack * src.h;
    if (dims == 3 || dims == 4) elemcount = src.elempack * src.c;

    int dst_elempack = 1;
    if (opt.use_packing_layout)
        dst_elempack = elemcount % 4 == 0 ? 4 : 1;
    else
        dst_elempack = 1;

    // gpu cast to fp32 on the fly (integrated gpu)
    Option opt_staging = opt;
    if (vkdev->info.type() != 0)
    {
        opt_staging.use_fp16_packed = false;
        opt_staging.use_fp16_storage = false;
    }
    if (!opt_staging.blob_vkallocator->mappable)
    {
        opt_staging.blob_vkallocator = opt.staging_vkallocator;
    }

    VkMat dst_staging;
    vkdev->convert_packing(src, dst_staging, dst_elempack, *this, opt_staging);

    // barrier device any @ compute to host-read @ compute
    if (dst_staging.data->access_flags & VK_ACCESS_HOST_WRITE_BIT || dst_staging.data->stage_flags != VK_PIPELINE_STAGE_HOST_BIT)
    {
        VkBufferMemoryBarrier* barriers = new VkBufferMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = dst_staging.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_HOST_READ_BIT;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].buffer = dst_staging.buffer();
        barriers[0].offset = dst_staging.buffer_offset();
        barriers[0].size = dst_staging.buffer_capacity();

        VkPipelineStageFlags src_stage = dst_staging.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_HOST_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, barriers, 0, 0);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_buffer_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.buffer_barrers.src_stage = src_stage;
            r.buffer_barrers.dst_stage = dst_stage;
            r.buffer_barrers.barrier_count = 1;
            r.buffer_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark device host-read @ any
        dst_staging.data->access_flags = VK_ACCESS_HOST_READ_BIT;
        dst_staging.data->stage_flags = VK_PIPELINE_STAGE_HOST_BIT;
    }

    // create dst
    Mat dst_fp16;
    dst_fp16.create_like(dst_staging, opt.blob_allocator);
    if (dst_fp16.empty())
        return;

    // download
    d->download_post_buffers.push_back(dst_staging);
    d->download_post_mats_fp16.push_back(dst_fp16);

    // post memcpy device to dst
    {
        VkComputePrivate::record r;
        r.type = VkComputePrivate::record::TYPE_post_download;
        r.command_buffer = 0;
        r.post_download.download_post_buffer_mat_offset = d->download_post_buffers.size() - 1;
        r.post_download.download_post_mat_fp16_offset = d->download_post_mats_fp16.size() - 1;
        d->delayed_records.push_back(r);
    }

    // cast to fp32 (discrete gpu)
    if (dst_fp16.elemsize == dst_fp16.elempack * 2u)
    {
        if (vkdev->info.type() == 0 && (opt.use_fp16_storage || (opt.use_fp16_packed && dst_fp16.elempack % 4 == 0)))
        {
            int dims = dst_fp16.dims;
            if (dims == 1)
                dst.create(dst_fp16.w, (size_t)(dst_fp16.elempack * 4u), dst_fp16.elempack, opt.blob_allocator);
            if (dims == 2)
                dst.create(dst_fp16.w, dst_fp16.h, (size_t)(dst_fp16.elempack * 4u), dst_fp16.elempack, opt.blob_allocator);
            if (dims == 3)
                dst.create(dst_fp16.w, dst_fp16.h, dst_fp16.c, (size_t)(dst_fp16.elempack * 4u), dst_fp16.elempack, opt.blob_allocator);
            if (dims == 4)
                dst.create(dst_fp16.w, dst_fp16.h, dst_fp16.d, dst_fp16.c, (size_t)(dst_fp16.elempack * 4u), dst_fp16.elempack, opt.blob_allocator);

            d->download_post_mats.push_back(dst);

            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_post_cast_float16_to_float32;
            r.command_buffer = 0;
            r.post_cast_float16_to_float32.download_post_mat_fp16_offset = d->download_post_mats_fp16.size() - 1;
            r.post_cast_float16_to_float32.download_post_mat_offset = d->download_post_mats.size() - 1;
            r.post_cast_float16_to_float32.num_threads = opt.num_threads;
            d->delayed_records.push_back(r);
        }
        else
        {
            dst = dst_fp16;
        }
    }
    else
    {
        dst = dst_fp16;
    }
}

void VkCompute::record_download(const VkImageMat& src, Mat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_download image");

    // resolve dst_elempack
    int dims = src.dims;
    int elemcount = 0;
    if (dims == 1) elemcount = src.elempack * src.w;
    if (dims == 2) elemcount = src.elempack * src.h;
    if (dims == 3 || dims == 4) elemcount = src.elempack * src.c;

    int dst_elempack = 1;
    if (opt.use_packing_layout)
        dst_elempack = elemcount % 4 == 0 ? 4 : 1;
    else
        dst_elempack = 1;

    // gpu cast to fp32 on the fly (integrated gpu)
    Option opt_staging = opt;
    if (vkdev->info.type() != 0)
    {
        opt_staging.use_fp16_packed = false;
        opt_staging.use_fp16_storage = false;
    }
    if (!opt_staging.blob_vkallocator->mappable)
    {
        opt_staging.blob_vkallocator = opt.staging_vkallocator;
    }

    VkMat dst_staging;
    if (vkdev->info.bug_buffer_image_load_zero())
    {
        VkImageMat src_image;
        vkdev->convert_packing(src, src_image, dst_elempack, *this, opt);
        if (src_image.empty())
            return;

        record_clone(src_image, dst_staging, opt_staging);

        // image and imageview can not be destroyed until command execution ends
        NCNN_XADD(&src_image.data->command_refcount, 1);
        d->image_blocks_to_destroy.push_back(src_image.data);
    }
    else
    {
        vkdev->convert_packing(src, dst_staging, dst_elempack, *this, opt_staging);
    }

    // image and imageview can not be destroyed until command execution ends
    NCNN_XADD(&src.data->command_refcount, 1);
    d->image_blocks_to_destroy.push_back(src.data);

    // barrier device any @ compute to host-read @ compute
    if (dst_staging.data->access_flags & VK_ACCESS_HOST_WRITE_BIT || dst_staging.data->stage_flags != VK_PIPELINE_STAGE_HOST_BIT)
    {
        VkBufferMemoryBarrier* barriers = new VkBufferMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = dst_staging.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_HOST_READ_BIT;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].buffer = dst_staging.buffer();
        barriers[0].offset = dst_staging.buffer_offset();
        barriers[0].size = dst_staging.buffer_capacity();

        VkPipelineStageFlags src_stage = dst_staging.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_HOST_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, barriers, 0, 0);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_buffer_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.buffer_barrers.src_stage = src_stage;
            r.buffer_barrers.dst_stage = dst_stage;
            r.buffer_barrers.barrier_count = 1;
            r.buffer_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark device host-read @ any
        dst_staging.data->access_flags = VK_ACCESS_HOST_READ_BIT;
        dst_staging.data->stage_flags = VK_PIPELINE_STAGE_HOST_BIT;
    }

    // create dst
    Mat dst_fp16;
    dst_fp16.create_like(dst_staging, opt.blob_allocator);
    if (dst_fp16.empty())
        return;

    // download
    d->download_post_buffers.push_back(dst_staging);
    d->download_post_mats_fp16.push_back(dst_fp16);

    // post memcpy device to dst
    {
        VkComputePrivate::record r;
        r.type = VkComputePrivate::record::TYPE_post_download;
        r.command_buffer = 0;
        r.post_download.download_post_buffer_mat_offset = d->download_post_buffers.size() - 1;
        r.post_download.download_post_mat_fp16_offset = d->download_post_mats_fp16.size() - 1;
        d->delayed_records.push_back(r);
    }

    // cast to fp32 (discrete gpu)
    if (dst_fp16.elemsize == dst_fp16.elempack * 2u)
    {
        if (vkdev->info.type() == 0 && (opt.use_fp16_storage || (opt.use_fp16_packed && dst_fp16.elempack % 4 == 0)))
        {
            int dims = dst_fp16.dims;
            if (dims == 1)
                dst.create(dst_fp16.w, (size_t)(dst_fp16.elempack * 4u), dst_fp16.elempack, opt.blob_allocator);
            if (dims == 2)
                dst.create(dst_fp16.w, dst_fp16.h, (size_t)(dst_fp16.elempack * 4u), dst_fp16.elempack, opt.blob_allocator);
            if (dims == 3)
                dst.create(dst_fp16.w, dst_fp16.h, dst_fp16.c, (size_t)(dst_fp16.elempack * 4u), dst_fp16.elempack, opt.blob_allocator);
            if (dims == 4)
                dst.create(dst_fp16.w, dst_fp16.h, dst_fp16.d, dst_fp16.c, (size_t)(dst_fp16.elempack * 4u), dst_fp16.elempack, opt.blob_allocator);

            d->download_post_mats.push_back(dst);

            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_post_cast_float16_to_float32;
            r.command_buffer = 0;
            r.post_cast_float16_to_float32.download_post_mat_fp16_offset = d->download_post_mats_fp16.size() - 1;
            r.post_cast_float16_to_float32.download_post_mat_offset = d->download_post_mats.size() - 1;
            r.post_cast_float16_to_float32.num_threads = opt.num_threads;
            d->delayed_records.push_back(r);
        }
        else
        {
            dst = dst_fp16;
        }
    }
    else
    {
        dst = dst_fp16;
    }
}

void VkCompute::record_buffer_to_image(const VkMat& src, VkImageMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_buffer_to_image");

    // resolve dst_elempack
    int dims = src.dims;
    int elemcount = 0;
    if (dims == 1) elemcount = src.elempack * src.w;
    if (dims == 2) elemcount = src.elempack * src.h;
    if (dims == 3 || dims == 4) elemcount = src.elempack * src.c;

    int dst_elempack = 1;
    if (opt.use_shader_pack8)
        dst_elempack = elemcount % 8 == 0 ? 8 : elemcount % 4 == 0 ? 4 : 1;
    else
        dst_elempack = elemcount % 4 == 0 ? 4 : 1;

    if (vkdev->info.bug_buffer_image_load_zero())
    {
        // clone buffer to bridge image
        VkImageMat src_image;
        record_clone(src, src_image, opt);
        if (src_image.empty())
            return;

        vkdev->convert_packing(src_image, dst, dst_elempack, *this, opt);

        // image and imageview can not be destroyed until command execution ends
        NCNN_XADD(&src_image.data->command_refcount, 1);
        d->image_blocks_to_destroy.push_back(src_image.data);
    }
    else
    {
        vkdev->convert_packing(src, dst, dst_elempack, *this, opt);
    }
}

void VkCompute::record_image_to_buffer(const VkImageMat& src, VkMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_image_to_buffer");

    // resolve dst_elempack
    int dims = src.dims;
    int elemcount = 0;
    if (dims == 1) elemcount = src.elempack * src.w;
    if (dims == 2) elemcount = src.elempack * src.h;
    if (dims == 3 || dims == 4) elemcount = src.elempack * src.c;

    int dst_elempack = 1;
    if (opt.use_shader_pack8)
        dst_elempack = elemcount % 8 == 0 ? 8 : elemcount % 4 == 0 ? 4 : 1;
    else
        dst_elempack = elemcount % 4 == 0 ? 4 : 1;

    if (vkdev->info.bug_buffer_image_load_zero())
    {
        VkImageMat src_image;
        Option opt_image = opt;
        opt_image.blob_vkallocator = src.allocator;
        vkdev->convert_packing(src, src_image, dst_elempack, *this, opt_image);
        if (src_image.empty())
            return;

        record_clone(src_image, dst, opt);

        // image and imageview can not be destroyed until command execution ends
        NCNN_XADD(&src_image.data->command_refcount, 1);
        d->image_blocks_to_destroy.push_back(src_image.data);
    }
    else
    {
        vkdev->convert_packing(src, dst, dst_elempack, *this, opt);
    }

    // image and imageview can not be destroyed until command execution ends
    NCNN_XADD(&src.data->command_refcount, 1);
    d->image_blocks_to_destroy.push_back(src.data);
}

void VkCompute::record_clone(const Mat& src, VkMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_clone host to buffer");

    // host to staging
    VkMat dst_staging;
    dst_staging.create_like(src, opt.staging_vkallocator);
    if (dst_staging.empty())
        return;

    // memcpy src to device
    memcpy(dst_staging.mapped_ptr(), src.data, src.total() * src.elemsize);
    dst_staging.allocator->flush(dst_staging.data);

    // mark device host-write @ null
    dst_staging.data->access_flags = VK_ACCESS_HOST_WRITE_BIT;
    dst_staging.data->stage_flags = VK_PIPELINE_STAGE_HOST_BIT;

    // staging to device
    record_clone(dst_staging, dst, opt);

    // stash staging
    d->upload_staging_buffers.push_back(dst_staging);
}

void VkCompute::record_clone(const Mat& src, VkImageMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_clone host to image");

    // host to staging
    VkMat dst_staging;
    Option opt_staging = opt;
    opt_staging.blob_vkallocator = opt.staging_vkallocator;
    record_clone(src, dst_staging, opt_staging);

    // staging to image
    record_clone(dst_staging, dst, opt);

    // stash staging
    d->upload_staging_buffers.push_back(dst_staging);
}

void VkCompute::record_clone(const VkMat& src, Mat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_clone buffer to host");

    if (!src.allocator->mappable)
    {
        // device to staging
        VkMat src_staging;
        Option opt_staging = opt;
        opt_staging.blob_vkallocator = opt.staging_vkallocator;
        record_clone(src, src_staging, opt_staging);

        // staging to host
        record_clone(src_staging, dst, opt);

        return;
    }

    // create dst
    dst.create_like(src, opt.blob_allocator);
    if (dst.empty())
        return;

    // barrier device any @ compute to host-read @ compute
    if (src.data->access_flags & VK_ACCESS_HOST_WRITE_BIT || src.data->stage_flags != VK_PIPELINE_STAGE_HOST_BIT)
    {
        VkBufferMemoryBarrier* barriers = new VkBufferMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = src.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_HOST_READ_BIT;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].buffer = src.buffer();
        barriers[0].offset = src.buffer_offset();
        barriers[0].size = src.buffer_capacity();

        VkPipelineStageFlags src_stage = src.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_HOST_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, barriers, 0, 0);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_buffer_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.buffer_barrers.src_stage = src_stage;
            r.buffer_barrers.dst_stage = dst_stage;
            r.buffer_barrers.barrier_count = 1;
            r.buffer_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark device host-read @ any
        src.data->access_flags = VK_ACCESS_HOST_READ_BIT;
        src.data->stage_flags = VK_PIPELINE_STAGE_HOST_BIT;
    }

    // stash download post buffer and mat
    d->download_post_buffers.push_back(src);
    d->download_post_mats_fp16.push_back(dst);

    // post memcpy device to dst
    {
        VkComputePrivate::record r;
        r.type = VkComputePrivate::record::TYPE_post_download;
        r.command_buffer = 0;
        r.post_download.download_post_buffer_mat_offset = d->download_post_buffers.size() - 1;
        r.post_download.download_post_mat_fp16_offset = d->download_post_mats_fp16.size() - 1;
        d->delayed_records.push_back(r);
    }
}

void VkCompute::record_clone(const VkImageMat& src, Mat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_clone image to host");

    // image to staging
    VkMat src_staging;
    Option opt_staging = opt;
    opt_staging.blob_vkallocator = opt.staging_vkallocator;
    record_clone(src, src_staging, opt_staging);

    // staging to host
    record_clone(src_staging, dst, opt);
}

void VkCompute::record_clone(const VkMat& src, VkMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_clone buffer to buffer");

    // create dst
    dst.create_like(src, opt.blob_vkallocator);
    if (dst.empty())
        return;

    if (src.data->access_flags & VK_ACCESS_TRANSFER_WRITE_BIT || src.data->stage_flags != VK_PIPELINE_STAGE_TRANSFER_BIT)
    {
        // barrier device any @ compute to transfer-read @ compute
        VkBufferMemoryBarrier* barriers = new VkBufferMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = src.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_TRANSFER_READ_BIT;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].buffer = src.buffer();
        barriers[0].offset = src.buffer_offset();
        barriers[0].size = src.buffer_capacity();

        VkPipelineStageFlags src_stage = src.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, barriers, 0, 0);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_buffer_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.buffer_barrers.src_stage = src_stage;
            r.buffer_barrers.dst_stage = dst_stage;
            r.buffer_barrers.barrier_count = 1;
            r.buffer_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark device transfer-read @ transfer
        src.data->access_flags = VK_ACCESS_TRANSFER_READ_BIT;
        src.data->stage_flags = VK_PIPELINE_STAGE_TRANSFER_BIT;
    }

    {
        // barrier device any @ null to transfer-write @ compute

        // mark device transfer-write @ transfer
        dst.data->access_flags = VK_ACCESS_TRANSFER_WRITE_BIT;
        dst.data->stage_flags = VK_PIPELINE_STAGE_TRANSFER_BIT;
    }

    // record device to staging
    {
        VkBufferCopy* regions = new VkBufferCopy[1];
        regions[0].srcOffset = src.buffer_offset();
        regions[0].dstOffset = dst.buffer_offset();
        regions[0].size = std::min(src.buffer_capacity(), dst.buffer_capacity());

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdCopyBuffer(d->compute_command_buffer, src.buffer(), dst.buffer(), 1, regions);
            delete[] regions;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_copy_buffer;
            r.command_buffer = d->compute_command_buffer;
            r.copy_buffer.src = src.buffer();
            r.copy_buffer.dst = dst.buffer();
            r.copy_buffer.region_count = 1;
            r.copy_buffer.regions = regions;
            d->delayed_records.push_back(r);
        }
    }
}

void VkCompute::record_clone(const VkImageMat& src, VkImageMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_clone image to image");

    // create dst
    dst.create_like(src, opt.blob_vkallocator);
    if (dst.empty())
        return;

    // image layout transform any @ any to transfer-src-optimal @ compute
    if (src.data->access_flags & VK_ACCESS_TRANSFER_WRITE_BIT || src.data->image_layout != VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL || src.data->stage_flags != VK_PIPELINE_STAGE_TRANSFER_BIT)
    {
        VkImageMemoryBarrier* barriers = new VkImageMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = src.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_TRANSFER_READ_BIT;
        barriers[0].oldLayout = src.data->image_layout;
        barriers[0].newLayout = VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].image = src.image();
        barriers[0].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[0].subresourceRange.baseMipLevel = 0;
        barriers[0].subresourceRange.levelCount = 1;
        barriers[0].subresourceRange.baseArrayLayer = 0;
        barriers[0].subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = src.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, barriers);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_image_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.image_barrers.src_stage = src_stage;
            r.image_barrers.dst_stage = dst_stage;
            r.image_barrers.barrier_count = 1;
            r.image_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark image transfer-src-optimal @ compute
        src.data->access_flags = VK_ACCESS_TRANSFER_READ_BIT;
        src.data->image_layout = VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL;
        src.data->stage_flags = VK_PIPELINE_STAGE_TRANSFER_BIT;
    }

    // image layout transform undefined @ null to transfer-dst-optimal @ compute
    {
        VkImageMemoryBarrier* barriers = new VkImageMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = 0;
        barriers[0].dstAccessMask = VK_ACCESS_TRANSFER_WRITE_BIT;
        barriers[0].oldLayout = VK_IMAGE_LAYOUT_UNDEFINED;
        barriers[0].newLayout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].image = dst.image();
        barriers[0].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[0].subresourceRange.baseMipLevel = 0;
        barriers[0].subresourceRange.levelCount = 1;
        barriers[0].subresourceRange.baseArrayLayer = 0;
        barriers[0].subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TOP_OF_PIPE_BIT;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, barriers);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_image_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.image_barrers.src_stage = src_stage;
            r.image_barrers.dst_stage = dst_stage;
            r.image_barrers.barrier_count = 1;
            r.image_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark image transfer-dst-optimal @ compute
        dst.data->access_flags = VK_ACCESS_TRANSFER_WRITE_BIT;
        dst.data->image_layout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
        dst.data->stage_flags = VK_PIPELINE_STAGE_TRANSFER_BIT;
    }

    // record device to staging
    {
        VkImageCopy* regions = new VkImageCopy[1];
        regions[0].srcSubresource.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        regions[0].srcSubresource.mipLevel = 0;
        regions[0].srcSubresource.baseArrayLayer = 0;
        regions[0].srcSubresource.layerCount = 1;
        regions[0].srcOffset.x = 0;
        regions[0].srcOffset.y = 0;
        regions[0].srcOffset.z = 0;
        regions[0].dstSubresource.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        regions[0].dstSubresource.mipLevel = 0;
        regions[0].dstSubresource.baseArrayLayer = 0;
        regions[0].dstSubresource.layerCount = 1;
        regions[0].dstOffset.x = 0;
        regions[0].dstOffset.y = 0;
        regions[0].dstOffset.z = 0;
        regions[0].extent.width = src.data->width;
        regions[0].extent.height = src.data->height;
        regions[0].extent.depth = src.data->depth;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdCopyImage(d->compute_command_buffer, src.image(), VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL, dst.image(), VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL, 1, regions);
            delete[] regions;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_copy_image;
            r.command_buffer = d->compute_command_buffer;
            r.copy_image.src = src.image();
            r.copy_image.src_layout = VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL;
            r.copy_image.dst = dst.image();
            r.copy_image.dst_layout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
            r.copy_image.region_count = 1;
            r.copy_image.regions = regions;
            d->delayed_records.push_back(r);
        }
    }

    // image and imageview can not be destroyed until command execution ends
    NCNN_XADD(&src.data->command_refcount, 1);
    NCNN_XADD(&dst.data->command_refcount, 1);
    d->image_blocks_to_destroy.push_back(src.data);
    d->image_blocks_to_destroy.push_back(dst.data);
}

void VkCompute::record_clone(const VkMat& src, VkImageMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_clone buffer to image");

    // create dst
    dst.create_like(src, opt.blob_vkallocator);
    if (dst.empty())
        return;

    // barrier device any @ any to transfer-read @ compute
    if (src.data->access_flags & VK_ACCESS_SHADER_WRITE_BIT || src.data->stage_flags != VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT)
    {
        VkBufferMemoryBarrier* barriers = new VkBufferMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = src.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_TRANSFER_READ_BIT;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].buffer = src.buffer();
        barriers[0].offset = src.buffer_offset();
        barriers[0].size = src.buffer_capacity();

        VkPipelineStageFlags src_stage = src.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, barriers, 0, 0);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_buffer_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.buffer_barrers.src_stage = src_stage;
            r.buffer_barrers.dst_stage = dst_stage;
            r.buffer_barrers.barrier_count = 1;
            r.buffer_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark device transfer-read @ compute
        src.data->access_flags = VK_ACCESS_TRANSFER_READ_BIT;
        src.data->stage_flags = VK_PIPELINE_STAGE_TRANSFER_BIT;
    }

    // image layout transform undefined @ null to transfer-dst-optimal @ compute
    {
        VkImageMemoryBarrier* barriers = new VkImageMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = 0;
        barriers[0].dstAccessMask = VK_ACCESS_TRANSFER_WRITE_BIT;
        barriers[0].oldLayout = VK_IMAGE_LAYOUT_UNDEFINED;
        barriers[0].newLayout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].image = dst.image();
        barriers[0].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[0].subresourceRange.baseMipLevel = 0;
        barriers[0].subresourceRange.levelCount = 1;
        barriers[0].subresourceRange.baseArrayLayer = 0;
        barriers[0].subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TOP_OF_PIPE_BIT;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, barriers);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_image_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.image_barrers.src_stage = src_stage;
            r.image_barrers.dst_stage = dst_stage;
            r.image_barrers.barrier_count = 1;
            r.image_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark image transfer-dst-optimal @ compute
        dst.data->access_flags = VK_ACCESS_TRANSFER_WRITE_BIT;
        dst.data->image_layout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
        dst.data->stage_flags = VK_PIPELINE_STAGE_TRANSFER_BIT;
    }

    // record device to image
    {
        int region_count;
        VkBufferImageCopy* regions;
        if (dst.elemsize * dst.w * dst.h % 16 == 0)
        {
            region_count = 1;
            regions = new VkBufferImageCopy[1];
            regions[0].bufferOffset = src.buffer_offset();
            regions[0].bufferRowLength = 0;
            regions[0].bufferImageHeight = 0;
            regions[0].imageSubresource.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
            regions[0].imageSubresource.mipLevel = 0;
            regions[0].imageSubresource.baseArrayLayer = 0;
            regions[0].imageSubresource.layerCount = 1;
            regions[0].imageOffset.x = 0;
            regions[0].imageOffset.y = 0;
            regions[0].imageOffset.z = 0;
            regions[0].imageExtent.width = dst.data->width;
            regions[0].imageExtent.height = dst.data->height;
            regions[0].imageExtent.depth = dst.data->depth;
        }
        else
        {
            region_count = dst.c;
            regions = new VkBufferImageCopy[region_count];
            for (int i = 0; i < region_count; i++)
            {
                regions[i].bufferOffset = src.buffer_offset() + src.cstep * src.elemsize * i;
                regions[i].bufferRowLength = 0;
                regions[i].bufferImageHeight = 0;
                regions[i].imageSubresource.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
                regions[i].imageSubresource.mipLevel = 0;
                regions[i].imageSubresource.baseArrayLayer = 0;
                regions[i].imageSubresource.layerCount = 1;
                regions[i].imageOffset.x = 0;
                regions[i].imageOffset.y = 0;
                regions[i].imageOffset.z = i;
                regions[i].imageExtent.width = dst.data->width;
                regions[i].imageExtent.height = dst.data->height;
                regions[i].imageExtent.depth = 1;
            }
        }

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdCopyBufferToImage(d->compute_command_buffer, src.buffer(), dst.image(), VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL, region_count, regions);
            delete[] regions;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_copy_buffer_to_image;
            r.command_buffer = d->compute_command_buffer;
            r.copy_buffer_to_image.src = src.buffer();
            r.copy_buffer_to_image.dst = dst.image();
            r.copy_buffer_to_image.layout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
            r.copy_buffer_to_image.region_count = region_count;
            r.copy_buffer_to_image.regions = regions;
            d->delayed_records.push_back(r);
        }
    }

    // image and imageview can not be destroyed until command execution ends
    NCNN_XADD(&dst.data->command_refcount, 1);
    d->image_blocks_to_destroy.push_back(dst.data);
}

void VkCompute::record_clone(const VkImageMat& src, VkMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_clone image to buffer");

    // create dst
    dst.create_like(src, opt.blob_vkallocator);
    if (dst.empty())
        return;

    // image layout transform any @ any to transfer-src-optimal @ compute
    if (src.data->access_flags & VK_ACCESS_TRANSFER_WRITE_BIT || src.data->image_layout != VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL || src.data->stage_flags != VK_PIPELINE_STAGE_TRANSFER_BIT)
    {
        VkImageMemoryBarrier* barriers = new VkImageMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = src.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_TRANSFER_READ_BIT;
        barriers[0].oldLayout = src.data->image_layout;
        barriers[0].newLayout = VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].image = src.image();
        barriers[0].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[0].subresourceRange.baseMipLevel = 0;
        barriers[0].subresourceRange.levelCount = 1;
        barriers[0].subresourceRange.baseArrayLayer = 0;
        barriers[0].subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = src.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, barriers);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_image_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.image_barrers.src_stage = src_stage;
            r.image_barrers.dst_stage = dst_stage;
            r.image_barrers.barrier_count = 1;
            r.image_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark image transfer-src-optimal @ compute
        src.data->access_flags = VK_ACCESS_TRANSFER_READ_BIT;
        src.data->image_layout = VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL;
        src.data->stage_flags = VK_PIPELINE_STAGE_TRANSFER_BIT;
    }

    {
        // barrier device any @ null to transfer-write @ compute

        // mark device transfer-write @ transfer
        dst.data->access_flags = VK_ACCESS_TRANSFER_WRITE_BIT;
        dst.data->stage_flags = VK_PIPELINE_STAGE_TRANSFER_BIT;
    }

    // record image to device
    {
        int region_count;
        VkBufferImageCopy* regions;
        if (src.elemsize * src.w * src.h % 16 == 0)
        {
            region_count = 1;
            regions = new VkBufferImageCopy[1];
            regions[0].bufferOffset = dst.buffer_offset();
            regions[0].bufferRowLength = 0;
            regions[0].bufferImageHeight = 0;
            regions[0].imageSubresource.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
            regions[0].imageSubresource.mipLevel = 0;
            regions[0].imageSubresource.baseArrayLayer = 0;
            regions[0].imageSubresource.layerCount = 1;
            regions[0].imageOffset.x = 0;
            regions[0].imageOffset.y = 0;
            regions[0].imageOffset.z = 0;
            regions[0].imageExtent.width = src.data->width;
            regions[0].imageExtent.height = src.data->height;
            regions[0].imageExtent.depth = src.data->depth;
        }
        else
        {
            region_count = src.c;
            regions = new VkBufferImageCopy[region_count];
            for (int i = 0; i < region_count; i++)
            {
                regions[i].bufferOffset = dst.buffer_offset() + dst.cstep * dst.elemsize * i;
                regions[i].bufferRowLength = 0;
                regions[i].bufferImageHeight = 0;
                regions[i].imageSubresource.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
                regions[i].imageSubresource.mipLevel = 0;
                regions[i].imageSubresource.baseArrayLayer = 0;
                regions[i].imageSubresource.layerCount = 1;
                regions[i].imageOffset.x = 0;
                regions[i].imageOffset.y = 0;
                regions[i].imageOffset.z = i;
                regions[i].imageExtent.width = src.data->width;
                regions[i].imageExtent.height = src.data->height;
                regions[i].imageExtent.depth = 1;
            }
        }

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdCopyImageToBuffer(d->compute_command_buffer, src.image(), VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL, dst.buffer(), region_count, regions);
            delete[] regions;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_copy_image_to_buffer;
            r.command_buffer = d->compute_command_buffer;
            r.copy_image_to_buffer.src = src.image();
            r.copy_image_to_buffer.layout = VK_IMAGE_LAYOUT_TRANSFER_SRC_OPTIMAL;
            r.copy_image_to_buffer.dst = dst.buffer();
            r.copy_image_to_buffer.region_count = region_count;
            r.copy_image_to_buffer.regions = regions;
            d->delayed_records.push_back(r);
        }
    }

    // image and imageview can not be destroyed until command execution ends
    NCNN_XADD(&src.data->command_refcount, 1);
    d->image_blocks_to_destroy.push_back(src.data);
}

void VkCompute::record_pipeline(const Pipeline* pipeline, const std::vector<VkMat>& bindings, const std::vector<vk_constant_type>& constants, const VkMat& dispatcher)
{
    record_pipeline(pipeline, bindings, std::vector<VkImageMat>(), constants, dispatcher);
}

void VkCompute::record_pipeline(const Pipeline* pipeline, const std::vector<VkImageMat>& bindings, const std::vector<vk_constant_type>& constants, const VkImageMat& dispatcher)
{
    record_pipeline(pipeline, std::vector<VkMat>(), bindings, constants, dispatcher);
}

void VkCompute::record_pipeline(const Pipeline* pipeline, const std::vector<VkMat>& buffer_bindings, const std::vector<VkImageMat>& image_bindings, const std::vector<vk_constant_type>& constants, const VkMat& dispatcher)
{
    Mat dispatcher_mat(dispatcher.w, dispatcher.h, dispatcher.d, dispatcher.c, (void*)0);

    record_pipeline(pipeline, buffer_bindings, image_bindings, constants, dispatcher_mat);
}

void VkCompute::record_pipeline(const Pipeline* pipeline, const std::vector<VkMat>& buffer_bindings, const std::vector<VkImageMat>& image_bindings, const std::vector<vk_constant_type>& constants, const VkImageMat& dispatcher)
{
    Mat dispatcher_mat(dispatcher.w, dispatcher.h, dispatcher.d, dispatcher.c, (void*)0);

    record_pipeline(pipeline, buffer_bindings, image_bindings, constants, dispatcher_mat);
}

void VkCompute::record_pipeline(const Pipeline* pipeline, const std::vector<VkMat>& buffer_bindings, const std::vector<VkImageMat>& image_bindings, const std::vector<vk_constant_type>& constants, const Mat& dispatcher)
{
    //     NCNN_LOGE("record_pipeline %p", pipeline);

    const int buffer_binding_count = (int)buffer_bindings.size();
    const int image_binding_count = (int)image_bindings.size();
    const int constant_count = (int)constants.size();

    const int binding_count = buffer_binding_count + image_binding_count;
    const ShaderInfo& shader_info = pipeline->shader_info();

    if (binding_count != shader_info.binding_count)
    {
        NCNN_LOGE("binding_count not match, expect %d but got %d + %d", shader_info.binding_count, buffer_binding_count, image_binding_count);
    }

    if (constant_count != shader_info.push_constant_count)
    {
        NCNN_LOGE("push_constant_count not match, expect %d but got %d", shader_info.push_constant_count, constant_count);
    }

    int buffer_index = 0;
    int image_index = 0;
    for (int i = 0; i < binding_count; i++)
    {
        int binding_type = shader_info.binding_types[i];

        if (binding_type == 1)
        {
            const VkMat& binding = buffer_bindings[buffer_index].empty() ? vkdev->get_dummy_buffer() : buffer_bindings[buffer_index];
            buffer_index++;

            //             NCNN_LOGE("binding #%d buffer = %d %d %d %d @ %lu %d = %p +%ld ~%ld", i, binding.dims, binding.w, binding.h, binding.c, binding.elemsize, binding.elempack, binding.buffer(), binding.buffer_offset(), binding.buffer_capacity());

            barrier_readwrite(binding);
        }
        else if (binding_type == 2)
        {
            const VkImageMat& binding = image_bindings[image_index].empty() ? vkdev->get_dummy_image() : image_bindings[image_index];
            image_index++;

            //             NCNN_LOGE("binding #%d image = %d %d %d %d @ %lu %d = %p +%ld ~%ld %p", i, binding.dims, binding.w, binding.h, binding.c, binding.elemsize, binding.elempack, binding.image(), binding.data->bind_offset, binding.data->bind_capacity, binding.imageview());

            barrier_readwrite(binding);

            // image and imageview can not be destroyed until command execution ends
            NCNN_XADD(&binding.data->command_refcount, 1);
            d->image_blocks_to_destroy.push_back(binding.data);
        }
        else // if (binding_type == 3)
        {
            const VkImageMat& binding = image_bindings[image_index].empty() ? vkdev->get_dummy_image_readonly() : image_bindings[image_index];
            image_index++;

            //             NCNN_LOGE("binding #%d sampler = %d %d %d %d @ %lu %d = %p +%ld ~%ld %p", i, binding.dims, binding.w, binding.h, binding.c, binding.elemsize, binding.elempack, binding.image(), binding.data->bind_offset, binding.data->bind_capacity, binding.imageview());

            // if the same image used for both storage image and combined image sampler
            // only apply image layout transition to general
            bool image_read_write = false;
            for (int j = 0; j < image_binding_count; j++)
            {
                if (shader_info.binding_types[j] == 2 && binding.data == image_bindings[j].data)
                {
                    // the same image is used as storage image, skip it
                    image_read_write = true;
                    break;
                }
            }
            if (image_read_write)
                continue;

            barrier_readonly(binding);

            // image and imageview can not be destroyed until command execution ends
            NCNN_XADD(&binding.data->command_refcount, 1);
            d->image_blocks_to_destroy.push_back(binding.data);
        }
    }

    // record bind pipeline
    {
        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdBindPipeline(d->compute_command_buffer, VK_PIPELINE_BIND_POINT_COMPUTE, pipeline->pipeline());
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_bind_pipeline;
            r.command_buffer = d->compute_command_buffer;
            r.bind_pipeline.bind_point = VK_PIPELINE_BIND_POINT_COMPUTE;
            r.bind_pipeline.pipeline = pipeline->pipeline();
            d->delayed_records.push_back(r);
        }
    }

    // record update bindings
    if (binding_count > 0)
    {
        std::vector<unsigned char> descriptorInfos;
        {
            descriptorInfos.resize(sizeof(VkDescriptorBufferInfo) * buffer_binding_count + sizeof(VkDescriptorImageInfo) * image_binding_count);

            unsigned char* p_descriptorInfos = descriptorInfos.data();
            int descriptorBufferInfo_index = 0;
            int descriptorImageInfo_index = 0;
            for (int i = 0; i < binding_count; i++)
            {
                int binding_type = shader_info.binding_types[i];

                if (binding_type == 1)
                {
                    const VkMat& binding = buffer_bindings[descriptorBufferInfo_index].empty() ? vkdev->get_dummy_buffer() : buffer_bindings[descriptorBufferInfo_index];
                    descriptorBufferInfo_index++;

                    VkDescriptorBufferInfo descriptorBufferInfo;
                    descriptorBufferInfo.buffer = binding.buffer();
                    descriptorBufferInfo.offset = binding.buffer_offset();
                    descriptorBufferInfo.range = binding.total() * binding.elemsize;

                    memcpy(p_descriptorInfos, &descriptorBufferInfo, sizeof(VkDescriptorBufferInfo));
                    p_descriptorInfos += sizeof(VkDescriptorBufferInfo);
                }
                else //if (binding_type == 2 || binding_type == 3)
                {
                    const VkImageMat& binding = image_bindings[descriptorImageInfo_index].empty() ? vkdev->get_dummy_image() : image_bindings[descriptorImageInfo_index];
                    descriptorImageInfo_index++;

                    // we always use immutable nearest sampler set in descroptor layout during pipeline creation
                    VkDescriptorImageInfo descriptorImageInfo;
                    descriptorImageInfo.sampler = 0;
                    descriptorImageInfo.imageView = binding.imageview();
                    descriptorImageInfo.imageLayout = binding.data->image_layout;

                    memcpy(p_descriptorInfos, &descriptorImageInfo, sizeof(VkDescriptorImageInfo));
                    p_descriptorInfos += sizeof(VkDescriptorImageInfo);
                }
            }
        }

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkdev->vkCmdPushDescriptorSetWithTemplateKHR(d->compute_command_buffer, pipeline->descriptor_update_template(), pipeline->pipeline_layout(), 0, descriptorInfos.data());
        }
        else
        {
            // create new descriptor_pool and descriptorset
            VkDescriptorPool descriptor_pool;
            {
                int image_binding_count = 0;
                int sampler_binding_count = 0;
                for (int i = 0; i < binding_count; i++)
                {
                    int binding_type = shader_info.binding_types[i];

                    if (binding_type == 2)
                        image_binding_count++;
                    else // if (binding_type == 3)
                        sampler_binding_count++;
                }

                VkDescriptorPoolSize poolSizes[3];
                poolSizes[0].type = VK_DESCRIPTOR_TYPE_STORAGE_BUFFER;
                poolSizes[0].descriptorCount = buffer_binding_count;
                poolSizes[1].type = VK_DESCRIPTOR_TYPE_STORAGE_IMAGE;
                poolSizes[1].descriptorCount = image_binding_count;
                poolSizes[2].type = VK_DESCRIPTOR_TYPE_COMBINED_IMAGE_SAMPLER;
                poolSizes[2].descriptorCount = sampler_binding_count;

                VkDescriptorPoolCreateInfo descriptorPoolCreateInfo;
                descriptorPoolCreateInfo.sType = VK_STRUCTURE_TYPE_DESCRIPTOR_POOL_CREATE_INFO;
                descriptorPoolCreateInfo.pNext = 0;
                descriptorPoolCreateInfo.flags = VK_DESCRIPTOR_POOL_CREATE_FREE_DESCRIPTOR_SET_BIT;
                descriptorPoolCreateInfo.maxSets = 1;
                descriptorPoolCreateInfo.poolSizeCount = 3;
                descriptorPoolCreateInfo.pPoolSizes = poolSizes;

                VkResult ret = vkCreateDescriptorPool(vkdev->vkdevice(), &descriptorPoolCreateInfo, 0, &descriptor_pool);
                if (ret != VK_SUCCESS)
                {
                    NCNN_LOGE("vkCreateDescriptorPool failed %d", ret);
                    return;
                }
            }
            d->descriptor_pools.push_back(descriptor_pool);

            VkDescriptorSet descriptorset;
            {
                VkDescriptorSetLayout descriptorset_layout = pipeline->descriptorset_layout();

                VkDescriptorSetAllocateInfo descriptorSetAllocateInfo;
                descriptorSetAllocateInfo.sType = VK_STRUCTURE_TYPE_DESCRIPTOR_SET_ALLOCATE_INFO;
                descriptorSetAllocateInfo.pNext = 0;
                descriptorSetAllocateInfo.descriptorPool = descriptor_pool;
                descriptorSetAllocateInfo.descriptorSetCount = 1;
                descriptorSetAllocateInfo.pSetLayouts = &descriptorset_layout;

                VkResult ret = vkAllocateDescriptorSets(vkdev->vkdevice(), &descriptorSetAllocateInfo, &descriptorset);
                if (ret != VK_SUCCESS)
                {
                    NCNN_LOGE("vkAllocateDescriptorSets failed %d", ret);
                    return;
                }
            }
            d->descriptorsets.push_back(descriptorset);

            if (vkdev->info.support_VK_KHR_descriptor_update_template())
            {
                vkdev->vkUpdateDescriptorSetWithTemplateKHR(vkdev->vkdevice(), descriptorset, pipeline->descriptor_update_template(), descriptorInfos.data());
            }
            else
            {
                std::vector<VkWriteDescriptorSet> writeDescriptorSets(binding_count);
                {
                    const unsigned char* p_descriptorInfos = descriptorInfos.data();
                    for (int i = 0; i < binding_count; i++)
                    {
                        int binding_type = shader_info.binding_types[i];

                        writeDescriptorSets[i].sType = VK_STRUCTURE_TYPE_WRITE_DESCRIPTOR_SET;
                        writeDescriptorSets[i].pNext = 0;
                        writeDescriptorSets[i].dstSet = descriptorset;
                        writeDescriptorSets[i].dstBinding = i;
                        writeDescriptorSets[i].dstArrayElement = 0;
                        writeDescriptorSets[i].descriptorCount = 1;
                        writeDescriptorSets[i].pTexelBufferView = 0;

                        if (binding_type == 1)
                        {
                            writeDescriptorSets[i].descriptorType = VK_DESCRIPTOR_TYPE_STORAGE_BUFFER;
                            writeDescriptorSets[i].pImageInfo = 0;
                            writeDescriptorSets[i].pBufferInfo = (const VkDescriptorBufferInfo*)p_descriptorInfos;

                            p_descriptorInfos += sizeof(VkDescriptorBufferInfo);
                        }
                        else if (binding_type == 2)
                        {
                            writeDescriptorSets[i].descriptorType = VK_DESCRIPTOR_TYPE_STORAGE_IMAGE;
                            writeDescriptorSets[i].pImageInfo = (const VkDescriptorImageInfo*)p_descriptorInfos;
                            writeDescriptorSets[i].pBufferInfo = 0;

                            p_descriptorInfos += sizeof(VkDescriptorImageInfo);
                        }
                        else // if (binding_type == 3)
                        {
                            writeDescriptorSets[i].descriptorType = VK_DESCRIPTOR_TYPE_COMBINED_IMAGE_SAMPLER;
                            writeDescriptorSets[i].pImageInfo = (const VkDescriptorImageInfo*)p_descriptorInfos;
                            writeDescriptorSets[i].pBufferInfo = 0;

                            p_descriptorInfos += sizeof(VkDescriptorImageInfo);
                        }
                    }
                }

                vkUpdateDescriptorSets(vkdev->vkdevice(), binding_count, writeDescriptorSets.data(), 0, 0);
            }

            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_bind_descriptorsets;
            r.command_buffer = d->compute_command_buffer;
            r.bind_descriptorsets.bind_point = VK_PIPELINE_BIND_POINT_COMPUTE;
            r.bind_descriptorsets.pipeline_layout = pipeline->pipeline_layout();
            r.bind_descriptorsets.descriptorset_count = 1;
            r.bind_descriptorsets.descriptorset_offset = d->descriptorsets.size() - 1;
            d->delayed_records.push_back(r);
        }
    }

    // record push constants
    if (constant_count > 0)
    {
        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPushConstants(d->compute_command_buffer, pipeline->pipeline_layout(), VK_SHADER_STAGE_COMPUTE_BIT, 0, constant_count * sizeof(vk_constant_type), constants.data());
        }
        else
        {
            uint32_t size = constant_count * sizeof(vk_constant_type);
            unsigned char* constant_values = new unsigned char[size];
            memcpy(constant_values, constants.data(), size);

            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_push_constants;
            r.command_buffer = d->compute_command_buffer;
            r.push_constants.pipeline_layout = pipeline->pipeline_layout();
            r.push_constants.stage_flags = VK_SHADER_STAGE_COMPUTE_BIT;
            r.push_constants.size = size;
            r.push_constants.values = constant_values;
            d->delayed_records.push_back(r);
        }
    }

    // record dispatch
    {
        uint32_t group_count_x = (dispatcher.w + pipeline->local_size_x() - 1) / pipeline->local_size_x();
        uint32_t group_count_y = (dispatcher.h * (dispatcher.d ? dispatcher.d : 1) + pipeline->local_size_y() - 1) / pipeline->local_size_y();
        uint32_t group_count_z = (dispatcher.c + pipeline->local_size_z() - 1) / pipeline->local_size_z();

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdDispatch(d->compute_command_buffer, group_count_x, group_count_y, group_count_z);
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_dispatch;
            r.command_buffer = d->compute_command_buffer;
            r.dispatch.group_count_x = group_count_x;
            r.dispatch.group_count_y = group_count_y;
            r.dispatch.group_count_z = group_count_z;
            d->delayed_records.push_back(r);
        }
    }
}

#if NCNN_BENCHMARK
void VkCompute::record_write_timestamp(uint32_t query)
{
    if (vkdev->info.support_VK_KHR_push_descriptor())
    {
        if (d->query_pool)
            vkCmdWriteTimestamp(d->compute_command_buffer, VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT, d->query_pool, query);
    }
    else
    {
        VkComputePrivate::record r;
        r.type = VkComputePrivate::record::TYPE_write_timestamp;
        r.command_buffer = d->compute_command_buffer;
        r.write_timestamp.query = query;
        d->delayed_records.push_back(r);
    }
}
#endif // NCNN_BENCHMARK

#if NCNN_PLATFORM_API
#if __ANDROID_API__ >= 26
void VkCompute::record_import_android_hardware_buffer(const ImportAndroidHardwareBufferPipeline* pipeline, const VkImageMat& src, const VkMat& dst)
{
    // image layout transform undefined @ null to general @ compute
    {
        VkImageMemoryBarrier* barriers = new VkImageMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = 0;
        barriers[0].dstAccessMask = VK_ACCESS_SHADER_READ_BIT;
        barriers[0].oldLayout = VK_IMAGE_LAYOUT_UNDEFINED;
        barriers[0].newLayout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].image = src.image();
        barriers[0].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[0].subresourceRange.baseMipLevel = 0;
        barriers[0].subresourceRange.levelCount = 1;
        barriers[0].subresourceRange.baseArrayLayer = 0;
        barriers[0].subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TOP_OF_PIPE_BIT;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, barriers);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_image_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.image_barrers.src_stage = src_stage;
            r.image_barrers.dst_stage = dst_stage;
            r.image_barrers.barrier_count = 1;
            r.image_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }
    }

    // record bind pipeline
    {
        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdBindPipeline(d->compute_command_buffer, VK_PIPELINE_BIND_POINT_COMPUTE, pipeline->pipeline());
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_bind_pipeline;
            r.command_buffer = d->compute_command_buffer;
            r.bind_pipeline.bind_point = VK_PIPELINE_BIND_POINT_COMPUTE;
            r.bind_pipeline.pipeline = pipeline->pipeline();
            d->delayed_records.push_back(r);
        }
    }

    // record update bindings
    {
        VkDescriptorImageInfo descriptorImageInfo;
        descriptorImageInfo.sampler = pipeline->sampler;
        descriptorImageInfo.imageView = src.imageview();
        descriptorImageInfo.imageLayout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;

        VkDescriptorBufferInfo descriptorBufferInfo;
        descriptorBufferInfo.buffer = dst.buffer();
        descriptorBufferInfo.offset = dst.buffer_offset();
        descriptorBufferInfo.range = dst.total() * dst.elemsize;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            struct ImportAndroidHardwareBufferDescriptorInfo
            {
                VkDescriptorImageInfo imageInfo;
                VkDescriptorBufferInfo bufferInfo;
                VkDescriptorBufferInfo buffer4Info;
            };

            ImportAndroidHardwareBufferDescriptorInfo info;
            info.imageInfo = descriptorImageInfo;
            info.bufferInfo = descriptorBufferInfo;
            info.buffer4Info = descriptorBufferInfo;

            vkdev->vkCmdPushDescriptorSetWithTemplateKHR(d->compute_command_buffer, pipeline->descriptor_update_template(), pipeline->pipeline_layout(), 0, &info);
        }
        else
        {
            // create new descriptor_pool and descriptorset
            VkDescriptorPool descriptor_pool;
            {
                VkDescriptorPoolSize poolSizes[2];
                poolSizes[0].type = VK_DESCRIPTOR_TYPE_COMBINED_IMAGE_SAMPLER;
                poolSizes[0].descriptorCount = 1;
                poolSizes[1].type = VK_DESCRIPTOR_TYPE_STORAGE_BUFFER;
                poolSizes[1].descriptorCount = 2;

                VkDescriptorPoolCreateInfo descriptorPoolCreateInfo;
                descriptorPoolCreateInfo.sType = VK_STRUCTURE_TYPE_DESCRIPTOR_POOL_CREATE_INFO;
                descriptorPoolCreateInfo.pNext = 0;
                descriptorPoolCreateInfo.flags = VK_DESCRIPTOR_POOL_CREATE_FREE_DESCRIPTOR_SET_BIT;
                descriptorPoolCreateInfo.maxSets = 1;
                descriptorPoolCreateInfo.poolSizeCount = 2;
                descriptorPoolCreateInfo.pPoolSizes = poolSizes;

                VkResult ret = vkCreateDescriptorPool(vkdev->vkdevice(), &descriptorPoolCreateInfo, 0, &descriptor_pool);
                if (ret != VK_SUCCESS)
                {
                    NCNN_LOGE("vkCreateDescriptorPool failed %d", ret);
                    return;
                }
            }
            d->descriptor_pools.push_back(descriptor_pool);

            VkDescriptorSet descriptorset;
            {
                VkDescriptorSetLayout descriptorset_layout = pipeline->descriptorset_layout();

                VkDescriptorSetAllocateInfo descriptorSetAllocateInfo;
                descriptorSetAllocateInfo.sType = VK_STRUCTURE_TYPE_DESCRIPTOR_SET_ALLOCATE_INFO;
                descriptorSetAllocateInfo.pNext = 0;
                descriptorSetAllocateInfo.descriptorPool = descriptor_pool;
                descriptorSetAllocateInfo.descriptorSetCount = 1;
                descriptorSetAllocateInfo.pSetLayouts = &descriptorset_layout;

                VkResult ret = vkAllocateDescriptorSets(vkdev->vkdevice(), &descriptorSetAllocateInfo, &descriptorset);
                if (ret != VK_SUCCESS)
                {
                    NCNN_LOGE("vkAllocateDescriptorSets failed %d", ret);
                    return;
                }
            }
            d->descriptorsets.push_back(descriptorset);

            if (vkdev->info.support_VK_KHR_descriptor_update_template())
            {
                struct ImportAndroidHardwareBufferDescriptorInfo
                {
                    VkDescriptorImageInfo imageInfo;
                    VkDescriptorBufferInfo bufferInfo;
                    VkDescriptorBufferInfo buffer4Info;
                };

                ImportAndroidHardwareBufferDescriptorInfo info;
                info.imageInfo = descriptorImageInfo;
                info.bufferInfo = descriptorBufferInfo;
                info.buffer4Info = descriptorBufferInfo;

                vkdev->vkUpdateDescriptorSetWithTemplateKHR(vkdev->vkdevice(), descriptorset, pipeline->descriptor_update_template(), &info);
            }
            else
            {
                VkWriteDescriptorSet writeDescriptorSets[3];
                writeDescriptorSets[0].sType = VK_STRUCTURE_TYPE_WRITE_DESCRIPTOR_SET;
                writeDescriptorSets[0].pNext = 0;
                writeDescriptorSets[0].dstSet = descriptorset;
                writeDescriptorSets[0].dstBinding = 0;
                writeDescriptorSets[0].dstArrayElement = 0;
                writeDescriptorSets[0].descriptorCount = 1;
                writeDescriptorSets[0].descriptorType = VK_DESCRIPTOR_TYPE_COMBINED_IMAGE_SAMPLER;
                writeDescriptorSets[0].pImageInfo = &descriptorImageInfo;
                writeDescriptorSets[0].pBufferInfo = 0;
                writeDescriptorSets[0].pTexelBufferView = 0;
                writeDescriptorSets[1].sType = VK_STRUCTURE_TYPE_WRITE_DESCRIPTOR_SET;
                writeDescriptorSets[1].pNext = 0;
                writeDescriptorSets[1].dstSet = descriptorset;
                writeDescriptorSets[1].dstBinding = 1;
                writeDescriptorSets[1].dstArrayElement = 0;
                writeDescriptorSets[1].descriptorCount = 1;
                writeDescriptorSets[1].descriptorType = VK_DESCRIPTOR_TYPE_STORAGE_BUFFER;
                writeDescriptorSets[1].pImageInfo = 0;
                writeDescriptorSets[1].pBufferInfo = &descriptorBufferInfo;
                writeDescriptorSets[1].pTexelBufferView = 0;
                writeDescriptorSets[2].sType = VK_STRUCTURE_TYPE_WRITE_DESCRIPTOR_SET;
                writeDescriptorSets[2].pNext = 0;
                writeDescriptorSets[2].dstSet = descriptorset;
                writeDescriptorSets[2].dstBinding = 2;
                writeDescriptorSets[2].dstArrayElement = 0;
                writeDescriptorSets[2].descriptorCount = 1;
                writeDescriptorSets[2].descriptorType = VK_DESCRIPTOR_TYPE_STORAGE_BUFFER;
                writeDescriptorSets[2].pImageInfo = 0;
                writeDescriptorSets[2].pBufferInfo = &descriptorBufferInfo;
                writeDescriptorSets[2].pTexelBufferView = 0;

                vkUpdateDescriptorSets(vkdev->vkdevice(), 3, writeDescriptorSets, 0, 0);
            }

            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_bind_descriptorsets;
            r.command_buffer = d->compute_command_buffer;
            r.bind_descriptorsets.bind_point = VK_PIPELINE_BIND_POINT_COMPUTE;
            r.bind_descriptorsets.pipeline_layout = pipeline->pipeline_layout();
            r.bind_descriptorsets.descriptorset_count = 1;
            r.bind_descriptorsets.descriptorset_offset = d->descriptorsets.size() - 1;
            d->delayed_records.push_back(r);
        }
    }

    // record dispatch
    {
        uint32_t group_count_x = (dst.w + pipeline->local_size_x() - 1) / pipeline->local_size_x();
        uint32_t group_count_y = (dst.h + pipeline->local_size_y() - 1) / pipeline->local_size_y();
        uint32_t group_count_z = (dst.c + pipeline->local_size_z() - 1) / pipeline->local_size_z();

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdDispatch(d->compute_command_buffer, group_count_x, group_count_y, group_count_z);
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_dispatch;
            r.command_buffer = d->compute_command_buffer;
            r.dispatch.group_count_x = group_count_x;
            r.dispatch.group_count_y = group_count_y;
            r.dispatch.group_count_z = group_count_z;
            d->delayed_records.push_back(r);
        }
    }
}

void VkCompute::record_import_android_hardware_buffer(const ImportAndroidHardwareBufferPipeline* pipeline, const VkImageMat& src, const VkImageMat& dst)
{
    // image layout transform undefined @ null to general @ compute
    {
        VkImageMemoryBarrier* barriers = new VkImageMemoryBarrier[2];
        barriers[0].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = 0;
        barriers[0].dstAccessMask = VK_ACCESS_SHADER_READ_BIT;
        barriers[0].oldLayout = VK_IMAGE_LAYOUT_UNDEFINED;
        barriers[0].newLayout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].image = src.image();
        barriers[0].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[0].subresourceRange.baseMipLevel = 0;
        barriers[0].subresourceRange.levelCount = 1;
        barriers[0].subresourceRange.baseArrayLayer = 0;
        barriers[0].subresourceRange.layerCount = 1;
        barriers[1].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[1].pNext = 0;
        barriers[1].srcAccessMask = 0;
        barriers[1].dstAccessMask = VK_ACCESS_SHADER_WRITE_BIT;
        barriers[1].oldLayout = VK_IMAGE_LAYOUT_UNDEFINED;
        barriers[1].newLayout = VK_IMAGE_LAYOUT_GENERAL;
        barriers[1].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[1].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[1].image = dst.image();
        barriers[1].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[1].subresourceRange.baseMipLevel = 0;
        barriers[1].subresourceRange.levelCount = 1;
        barriers[1].subresourceRange.baseArrayLayer = 0;
        barriers[1].subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TOP_OF_PIPE_BIT;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 2, barriers);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_image_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.image_barrers.src_stage = src_stage;
            r.image_barrers.dst_stage = dst_stage;
            r.image_barrers.barrier_count = 2;
            r.image_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }
    }

    // record bind pipeline
    {
        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdBindPipeline(d->compute_command_buffer, VK_PIPELINE_BIND_POINT_COMPUTE, pipeline->pipeline());
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_bind_pipeline;
            r.command_buffer = d->compute_command_buffer;
            r.bind_pipeline.bind_point = VK_PIPELINE_BIND_POINT_COMPUTE;
            r.bind_pipeline.pipeline = pipeline->pipeline();
            d->delayed_records.push_back(r);
        }
    }

    // record update bindings
    {
        VkDescriptorImageInfo descriptorImageInfos[3];
        descriptorImageInfos[0].sampler = pipeline->sampler;
        descriptorImageInfos[0].imageView = src.imageview();
        descriptorImageInfos[0].imageLayout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
        descriptorImageInfos[1].sampler = 0;
        descriptorImageInfos[1].imageView = dst.imageview();
        descriptorImageInfos[1].imageLayout = VK_IMAGE_LAYOUT_GENERAL;
        descriptorImageInfos[2].sampler = 0;
        descriptorImageInfos[2].imageView = dst.imageview();
        descriptorImageInfos[2].imageLayout = VK_IMAGE_LAYOUT_GENERAL;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkdev->vkCmdPushDescriptorSetWithTemplateKHR(d->compute_command_buffer, pipeline->descriptor_update_template(), pipeline->pipeline_layout(), 0, descriptorImageInfos);
        }
        else
        {
            // create new descriptor_pool and descriptorset
            VkDescriptorPool descriptor_pool;
            {
                VkDescriptorPoolSize poolSizes[2];
                poolSizes[0].type = VK_DESCRIPTOR_TYPE_COMBINED_IMAGE_SAMPLER;
                poolSizes[0].descriptorCount = 1;
                poolSizes[1].type = VK_DESCRIPTOR_TYPE_STORAGE_IMAGE;
                poolSizes[1].descriptorCount = 2;

                VkDescriptorPoolCreateInfo descriptorPoolCreateInfo;
                descriptorPoolCreateInfo.sType = VK_STRUCTURE_TYPE_DESCRIPTOR_POOL_CREATE_INFO;
                descriptorPoolCreateInfo.pNext = 0;
                descriptorPoolCreateInfo.flags = VK_DESCRIPTOR_POOL_CREATE_FREE_DESCRIPTOR_SET_BIT;
                descriptorPoolCreateInfo.maxSets = 1;
                descriptorPoolCreateInfo.poolSizeCount = 2;
                descriptorPoolCreateInfo.pPoolSizes = poolSizes;

                VkResult ret = vkCreateDescriptorPool(vkdev->vkdevice(), &descriptorPoolCreateInfo, 0, &descriptor_pool);
                if (ret != VK_SUCCESS)
                {
                    NCNN_LOGE("vkCreateDescriptorPool failed %d", ret);
                    return;
                }
            }
            d->descriptor_pools.push_back(descriptor_pool);

            VkDescriptorSet descriptorset;
            {
                VkDescriptorSetLayout descriptorset_layout = pipeline->descriptorset_layout();

                VkDescriptorSetAllocateInfo descriptorSetAllocateInfo;
                descriptorSetAllocateInfo.sType = VK_STRUCTURE_TYPE_DESCRIPTOR_SET_ALLOCATE_INFO;
                descriptorSetAllocateInfo.pNext = 0;
                descriptorSetAllocateInfo.descriptorPool = descriptor_pool;
                descriptorSetAllocateInfo.descriptorSetCount = 1;
                descriptorSetAllocateInfo.pSetLayouts = &descriptorset_layout;

                VkResult ret = vkAllocateDescriptorSets(vkdev->vkdevice(), &descriptorSetAllocateInfo, &descriptorset);
                if (ret != VK_SUCCESS)
                {
                    NCNN_LOGE("vkAllocateDescriptorSets failed %d", ret);
                    return;
                }
            }
            d->descriptorsets.push_back(descriptorset);

            if (vkdev->info.support_VK_KHR_descriptor_update_template())
            {
                vkdev->vkUpdateDescriptorSetWithTemplateKHR(vkdev->vkdevice(), descriptorset, pipeline->descriptor_update_template(), descriptorImageInfos);
            }
            else
            {
                VkWriteDescriptorSet writeDescriptorSets[3];
                writeDescriptorSets[0].sType = VK_STRUCTURE_TYPE_WRITE_DESCRIPTOR_SET;
                writeDescriptorSets[0].pNext = 0;
                writeDescriptorSets[0].dstSet = descriptorset;
                writeDescriptorSets[0].dstBinding = 0;
                writeDescriptorSets[0].dstArrayElement = 0;
                writeDescriptorSets[0].descriptorCount = 1;
                writeDescriptorSets[0].descriptorType = VK_DESCRIPTOR_TYPE_COMBINED_IMAGE_SAMPLER;
                writeDescriptorSets[0].pImageInfo = &descriptorImageInfos[0];
                writeDescriptorSets[0].pBufferInfo = 0;
                writeDescriptorSets[0].pTexelBufferView = 0;
                writeDescriptorSets[1].sType = VK_STRUCTURE_TYPE_WRITE_DESCRIPTOR_SET;
                writeDescriptorSets[1].pNext = 0;
                writeDescriptorSets[1].dstSet = descriptorset;
                writeDescriptorSets[1].dstBinding = 1;
                writeDescriptorSets[1].dstArrayElement = 0;
                writeDescriptorSets[1].descriptorCount = 1;
                writeDescriptorSets[1].descriptorType = VK_DESCRIPTOR_TYPE_STORAGE_IMAGE;
                writeDescriptorSets[1].pImageInfo = &descriptorImageInfos[1];
                writeDescriptorSets[1].pBufferInfo = 0;
                writeDescriptorSets[1].pTexelBufferView = 0;
                writeDescriptorSets[2].sType = VK_STRUCTURE_TYPE_WRITE_DESCRIPTOR_SET;
                writeDescriptorSets[2].pNext = 0;
                writeDescriptorSets[2].dstSet = descriptorset;
                writeDescriptorSets[2].dstBinding = 2;
                writeDescriptorSets[2].dstArrayElement = 0;
                writeDescriptorSets[2].descriptorCount = 1;
                writeDescriptorSets[2].descriptorType = VK_DESCRIPTOR_TYPE_STORAGE_IMAGE;
                writeDescriptorSets[2].pImageInfo = &descriptorImageInfos[2];
                writeDescriptorSets[2].pBufferInfo = 0;
                writeDescriptorSets[2].pTexelBufferView = 0;

                vkUpdateDescriptorSets(vkdev->vkdevice(), 3, writeDescriptorSets, 0, 0);
            }

            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_bind_descriptorsets;
            r.command_buffer = d->compute_command_buffer;
            r.bind_descriptorsets.bind_point = VK_PIPELINE_BIND_POINT_COMPUTE;
            r.bind_descriptorsets.pipeline_layout = pipeline->pipeline_layout();
            r.bind_descriptorsets.descriptorset_count = 1;
            r.bind_descriptorsets.descriptorset_offset = d->descriptorsets.size() - 1;
            d->delayed_records.push_back(r);
        }
    }

    // record dispatch
    {
        uint32_t group_count_x = (dst.w + pipeline->local_size_x() - 1) / pipeline->local_size_x();
        uint32_t group_count_y = (dst.h + pipeline->local_size_y() - 1) / pipeline->local_size_y();
        uint32_t group_count_z = (dst.c + pipeline->local_size_z() - 1) / pipeline->local_size_z();

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdDispatch(d->compute_command_buffer, group_count_x, group_count_y, group_count_z);
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_dispatch;
            r.command_buffer = d->compute_command_buffer;
            r.dispatch.group_count_x = group_count_x;
            r.dispatch.group_count_y = group_count_y;
            r.dispatch.group_count_z = group_count_z;
            d->delayed_records.push_back(r);
        }
    }
}
#endif // __ANDROID_API__ >= 26
#endif // NCNN_PLATFORM_API

int VkCompute::submit_and_wait()
{
    //     NCNN_LOGE("submit_and_wait");

    if (!vkdev->info.support_VK_KHR_push_descriptor())
    {
        d->begin_command_buffer();

#if NCNN_BENCHMARK
        if (d->query_pool)
            vkCmdResetQueryPool(d->compute_command_buffer, d->query_pool, 0, d->query_count);
#endif // NCNN_BENCHMARK

        const size_t record_count = d->delayed_records.size();

        // handle delayed records
        for (size_t i = 0; i < record_count; i++)
        {
            const VkComputePrivate::record& r = d->delayed_records[i];

            switch (r.type)
            {
            case VkComputePrivate::record::TYPE_copy_buffer:
            {
                vkCmdCopyBuffer(r.command_buffer, r.copy_buffer.src, r.copy_buffer.dst, r.copy_buffer.region_count, r.copy_buffer.regions);
                delete[] r.copy_buffer.regions;
                break;
            }
            case VkComputePrivate::record::TYPE_copy_image:
            {
                vkCmdCopyImage(r.command_buffer, r.copy_image.src, r.copy_image.src_layout, r.copy_image.dst, r.copy_image.dst_layout, r.copy_image.region_count, r.copy_image.regions);
                delete[] r.copy_image.regions;
                break;
            }
            case VkComputePrivate::record::TYPE_copy_buffer_to_image:
            {
                vkCmdCopyBufferToImage(r.command_buffer, r.copy_buffer_to_image.src, r.copy_buffer_to_image.dst, r.copy_buffer_to_image.layout, r.copy_buffer_to_image.region_count, r.copy_buffer_to_image.regions);
                delete[] r.copy_buffer_to_image.regions;
                break;
            }
            case VkComputePrivate::record::TYPE_copy_image_to_buffer:
            {
                vkCmdCopyImageToBuffer(r.command_buffer, r.copy_image_to_buffer.src, r.copy_image_to_buffer.layout, r.copy_image_to_buffer.dst, r.copy_image_to_buffer.region_count, r.copy_image_to_buffer.regions);
                delete[] r.copy_image_to_buffer.regions;
                break;
            }
            case VkComputePrivate::record::TYPE_bind_pipeline:
            {
                vkCmdBindPipeline(r.command_buffer, r.bind_pipeline.bind_point, r.bind_pipeline.pipeline);
                break;
            }
            case VkComputePrivate::record::TYPE_bind_descriptorsets:
            {
                vkCmdBindDescriptorSets(r.command_buffer, r.bind_descriptorsets.bind_point, r.bind_descriptorsets.pipeline_layout, 0, r.bind_descriptorsets.descriptorset_count, &d->descriptorsets[r.bind_descriptorsets.descriptorset_offset], 0, 0);
                break;
            }
            case VkComputePrivate::record::TYPE_push_constants:
            {
                vkCmdPushConstants(r.command_buffer, r.push_constants.pipeline_layout, r.push_constants.stage_flags, 0, r.push_constants.size, r.push_constants.values);
                delete[](unsigned char*) r.push_constants.values;
                break;
            }
            case VkComputePrivate::record::TYPE_dispatch:
            {
                vkCmdDispatch(r.command_buffer, r.dispatch.group_count_x, r.dispatch.group_count_y, r.dispatch.group_count_z);
                break;
            }
            case VkComputePrivate::record::TYPE_memory_barrers:
            {
                vkCmdPipelineBarrier(r.command_buffer, r.memory_barrers.src_stage, r.memory_barrers.dst_stage, 0, r.memory_barrers.barrier_count, r.memory_barrers.barriers, 0, 0, 0, 0);
                delete[] r.memory_barrers.barriers;
                break;
            }
            case VkComputePrivate::record::TYPE_buffer_barrers:
            {
                vkCmdPipelineBarrier(r.command_buffer, r.buffer_barrers.src_stage, r.buffer_barrers.dst_stage, 0, 0, 0, r.buffer_barrers.barrier_count, r.buffer_barrers.barriers, 0, 0);
                delete[] r.buffer_barrers.barriers;
                break;
            }
            case VkComputePrivate::record::TYPE_image_barrers:
            {
                vkCmdPipelineBarrier(r.command_buffer, r.image_barrers.src_stage, r.image_barrers.dst_stage, 0, 0, 0, 0, 0, r.image_barrers.barrier_count, r.image_barrers.barriers);
                delete[] r.image_barrers.barriers;
                break;
            }
#if NCNN_BENCHMARK
            case VkComputePrivate::record::TYPE_write_timestamp:
            {
                if (d->query_pool)
                    vkCmdWriteTimestamp(r.command_buffer, VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT, d->query_pool, r.write_timestamp.query);
                break;
            }
#endif // NCNN_BENCHMARK
            case VkComputePrivate::record::TYPE_post_download:
            case VkComputePrivate::record::TYPE_post_cast_float16_to_float32:
            default:
                break;
            }
        }
    }

    // end command buffer
    {
        d->end_command_buffer();
    }

    // acquire queue and reclaim on return
    VkQueue compute_queue = vkdev->acquire_queue(vkdev->info.compute_queue_family_index());
    if (compute_queue == 0)
    {
        NCNN_LOGE("out of compute queue");
        return -1;
    }

    // submit compute
    {
        VkSubmitInfo submitInfo;
        submitInfo.sType = VK_STRUCTURE_TYPE_SUBMIT_INFO;
        submitInfo.pNext = 0;
        submitInfo.waitSemaphoreCount = 0;
        submitInfo.pWaitSemaphores = 0;
        submitInfo.pWaitDstStageMask = 0;
        submitInfo.commandBufferCount = 1;
        submitInfo.pCommandBuffers = &d->compute_command_buffer;
        submitInfo.signalSemaphoreCount = 0;
        submitInfo.pSignalSemaphores = 0;

        VkResult ret = vkQueueSubmit(compute_queue, 1, &submitInfo, d->compute_command_fence);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkQueueSubmit failed %d", ret);
            vkdev->reclaim_queue(vkdev->info.compute_queue_family_index(), compute_queue);
            return -1;
        }
    }

    vkdev->reclaim_queue(vkdev->info.compute_queue_family_index(), compute_queue);

    // wait
    {
        VkResult ret = vkWaitForFences(vkdev->vkdevice(), 1, &d->compute_command_fence, VK_TRUE, (uint64_t)-1);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkWaitForFences failed %d", ret);
            return -1;
        }
    }

    // handle delayed post records
    for (size_t i = 0; i < d->delayed_records.size(); i++)
    {
        const VkComputePrivate::record& r = d->delayed_records[i];

        switch (r.type)
        {
        case VkComputePrivate::record::TYPE_post_download:
        {
            const VkMat& src = d->download_post_buffers[r.post_download.download_post_buffer_mat_offset];
            Mat& dst = d->download_post_mats_fp16[r.post_download.download_post_mat_fp16_offset];

            //             NCNN_LOGE("post_download  %p +%d ~%d  -> %p", src.buffer(), src.buffer_offset(), src.buffer_capacity(), dst.data);

            src.allocator->invalidate(src.data);
            memcpy(dst.data, src.mapped_ptr(), dst.total() * dst.elemsize);
            break;
        }
        case VkComputePrivate::record::TYPE_post_cast_float16_to_float32:
        {
            //             NCNN_LOGE("post_cast_float16_to_float32");

            const Mat& src = d->download_post_mats_fp16[r.post_cast_float16_to_float32.download_post_mat_fp16_offset];
            Mat& dst = d->download_post_mats[r.post_cast_float16_to_float32.download_post_mat_offset];

            Option opt;
            opt.num_threads = r.post_cast_float16_to_float32.num_threads;
            opt.blob_allocator = dst.allocator;
            ncnn::cast_float16_to_float32(src, dst, opt);
            break;
        }
        default:
            break;
        }
    }

    d->delayed_records.clear();

    return 0;
}

int VkCompute::reset()
{
    d->upload_staging_buffers.clear();
    d->download_post_buffers.clear();
    d->download_post_mats_fp16.clear();
    d->download_post_mats.clear();

    for (size_t i = 0; i < d->image_blocks_to_destroy.size(); i++)
    {
        VkImageMemory* ptr = d->image_blocks_to_destroy[i];

        int old_command_refcount = NCNN_XADD(&ptr->command_refcount, -1);
        if (ptr->refcount == 0 && old_command_refcount == 1)
        {
            // no userspace reference and we are the last command reference
            vkDestroyImageView(vkdev->vkdevice(), ptr->imageview, 0);
            vkDestroyImage(vkdev->vkdevice(), ptr->image, 0);

            delete ptr;
        }
        else
        {
            // reference exists in user code or other command
        }
    }
    d->image_blocks_to_destroy.clear();

    if (!vkdev->info.support_VK_KHR_push_descriptor())
    {
        for (size_t i = 0; i < d->descriptorsets.size(); i++)
        {
            vkFreeDescriptorSets(vkdev->vkdevice(), d->descriptor_pools[i], 1, &d->descriptorsets[i]);
            vkDestroyDescriptorPool(vkdev->vkdevice(), d->descriptor_pools[i], 0);
        }
        d->descriptor_pools.clear();
        d->descriptorsets.clear();
    }

    d->delayed_records.clear();

    // reset command buffer and fence
    {
        VkResult ret = vkResetCommandBuffer(d->compute_command_buffer, 0);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkResetCommandBuffer failed %d", ret);
            return -1;
        }
    }
    {
        VkResult ret = vkResetFences(vkdev->vkdevice(), 1, &d->compute_command_fence);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkResetFences failed %d", ret);
            return -1;
        }
    }

    if (vkdev->info.support_VK_KHR_push_descriptor())
    {
        d->begin_command_buffer();

#if NCNN_BENCHMARK
        if (d->query_pool)
            vkCmdResetQueryPool(d->compute_command_buffer, d->query_pool, 0, d->query_count);
#endif // NCNN_BENCHMARK
    }

    return 0;
}

#if NCNN_BENCHMARK
int VkCompute::create_query_pool(uint32_t _query_count)
{
    d->query_count = _query_count;

    VkQueryPoolCreateInfo queryPoolCreateInfo;
    queryPoolCreateInfo.sType = VK_STRUCTURE_TYPE_QUERY_POOL_CREATE_INFO;
    queryPoolCreateInfo.pNext = 0;
    queryPoolCreateInfo.flags = 0;
    queryPoolCreateInfo.queryType = VK_QUERY_TYPE_TIMESTAMP;
    queryPoolCreateInfo.queryCount = d->query_count;
    queryPoolCreateInfo.pipelineStatistics = 0;

    VkResult ret = vkCreateQueryPool(vkdev->vkdevice(), &queryPoolCreateInfo, 0, &d->query_pool);
    if (ret != VK_SUCCESS)
    {
        NCNN_LOGE("vkCreateQueryPool failed %d", ret);
        return -1;
    }

    if (vkdev->info.support_VK_KHR_push_descriptor())
    {
        if (d->query_pool)
            vkCmdResetQueryPool(d->compute_command_buffer, d->query_pool, 0, d->query_count);
    }

    return 0;
}

int VkCompute::get_query_pool_results(uint32_t first_query, uint32_t query_count, std::vector<uint64_t>& results)
{
    if (results.size() < first_query + query_count)
    {
        NCNN_LOGE("results not large enough");
        return -1;
    }

    VkResult ret = vkGetQueryPoolResults(vkdev->vkdevice(), d->query_pool, first_query, query_count,
                                         query_count * sizeof(uint64_t), results.data() + first_query, sizeof(uint64_t), VK_QUERY_RESULT_64_BIT);
    if (ret != VK_SUCCESS && ret != VK_NOT_READY)
    {
        NCNN_LOGE("vkGetQueryPoolResults failed %d", ret);
        return -1;
    }

    return 0;
}
#endif // NCNN_BENCHMARK

void VkCompute::barrier_readwrite(const VkMat& binding)
{
    if (binding.data->access_flags & VK_ACCESS_SHADER_WRITE_BIT || binding.data->stage_flags != VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT)
    {
        // barrier device any @ compute/null to shader-readwrite @ compute
        VkBufferMemoryBarrier* barriers = new VkBufferMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = binding.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_SHADER_READ_BIT | VK_ACCESS_SHADER_WRITE_BIT;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].buffer = binding.buffer();
        barriers[0].offset = binding.buffer_offset();
        barriers[0].size = binding.buffer_capacity();

        VkPipelineStageFlags src_stage = binding.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, barriers, 0, 0);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_buffer_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.buffer_barrers.src_stage = src_stage;
            r.buffer_barrers.dst_stage = dst_stage;
            r.buffer_barrers.barrier_count = 1;
            r.buffer_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark device shader-readwrite @ compute
        binding.data->access_flags = VK_ACCESS_SHADER_READ_BIT | VK_ACCESS_SHADER_WRITE_BIT;
        binding.data->stage_flags = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;
    }
}

void VkCompute::barrier_readwrite(const VkImageMat& binding)
{
    if (binding.data->access_flags & VK_ACCESS_SHADER_WRITE_BIT || binding.data->image_layout != VK_IMAGE_LAYOUT_GENERAL || binding.data->stage_flags != VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT)
    {
        // image layout transform any @ any to shader-write @ compute
        VkImageMemoryBarrier* barriers = new VkImageMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = binding.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_SHADER_READ_BIT | VK_ACCESS_SHADER_WRITE_BIT;
        barriers[0].oldLayout = binding.data->image_layout;
        barriers[0].newLayout = VK_IMAGE_LAYOUT_GENERAL;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].image = binding.image();
        barriers[0].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[0].subresourceRange.baseMipLevel = 0;
        barriers[0].subresourceRange.levelCount = 1;
        barriers[0].subresourceRange.baseArrayLayer = 0;
        barriers[0].subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = binding.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, barriers);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_image_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.image_barrers.src_stage = src_stage;
            r.image_barrers.dst_stage = dst_stage;
            r.image_barrers.barrier_count = 1;
            r.image_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark image shader-write @ compute
        binding.data->access_flags = VK_ACCESS_SHADER_READ_BIT | VK_ACCESS_SHADER_WRITE_BIT;
        binding.data->image_layout = VK_IMAGE_LAYOUT_GENERAL;
        binding.data->stage_flags = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;
    }
}

void VkCompute::barrier_readonly(const VkImageMat& binding)
{
    if (binding.data->access_flags & VK_ACCESS_SHADER_WRITE_BIT || binding.data->image_layout != VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL || binding.data->stage_flags != VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT)
    {
        // image layout transform any @ any to shader-readonly-optimal @ compute
        VkImageMemoryBarrier* barriers = new VkImageMemoryBarrier[1];
        barriers[0].sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barriers[0].pNext = 0;
        barriers[0].srcAccessMask = binding.data->access_flags;
        barriers[0].dstAccessMask = VK_ACCESS_SHADER_READ_BIT;
        barriers[0].oldLayout = binding.data->image_layout;
        barriers[0].newLayout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
        barriers[0].srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barriers[0].image = binding.image();
        barriers[0].subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barriers[0].subresourceRange.baseMipLevel = 0;
        barriers[0].subresourceRange.levelCount = 1;
        barriers[0].subresourceRange.baseArrayLayer = 0;
        barriers[0].subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = binding.data->stage_flags;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

        if (vkdev->info.support_VK_KHR_push_descriptor())
        {
            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, barriers);
            delete[] barriers;
        }
        else
        {
            VkComputePrivate::record r;
            r.type = VkComputePrivate::record::TYPE_image_barrers;
            r.command_buffer = d->compute_command_buffer;
            r.image_barrers.src_stage = src_stage;
            r.image_barrers.dst_stage = dst_stage;
            r.image_barrers.barrier_count = 1;
            r.image_barrers.barriers = barriers;
            d->delayed_records.push_back(r);
        }

        // mark image shader-readonly-optimal @ compute
        binding.data->access_flags = VK_ACCESS_SHADER_READ_BIT;
        binding.data->image_layout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
        binding.data->stage_flags = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;
    }
}

class VkTransferPrivate
{
public:
    VkTransferPrivate(const VulkanDevice* _vkdev);
    ~VkTransferPrivate();

    int init();
    int begin_command_buffer();
    int end_command_buffer();

    const VulkanDevice* vkdev;

    VkCommandPool compute_command_pool;
    VkCommandPool transfer_command_pool;

    VkCommandBuffer upload_command_buffer;
    VkCommandBuffer compute_command_buffer;

    VkSemaphore upload_compute_semaphore;

    VkFence upload_command_fence;
    VkFence compute_command_fence;

    std::vector<VkMat> upload_staging_buffers;
};

VkTransferPrivate::VkTransferPrivate(const VulkanDevice* _vkdev)
    : vkdev(_vkdev)
{
    compute_command_pool = 0;
    transfer_command_pool = 0;

    upload_command_buffer = 0;
    compute_command_buffer = 0;

    upload_compute_semaphore = 0;

    upload_command_fence = 0;
    compute_command_fence = 0;

    init();
}

VkTransferPrivate::~VkTransferPrivate()
{
    vkDestroyFence(vkdev->vkdevice(), compute_command_fence, 0);

    vkFreeCommandBuffers(vkdev->vkdevice(), compute_command_pool, 1, &compute_command_buffer);
    vkDestroyCommandPool(vkdev->vkdevice(), compute_command_pool, 0);

    if (!vkdev->info.unified_compute_transfer_queue())
    {
        vkDestroyFence(vkdev->vkdevice(), upload_command_fence, 0);

        vkDestroySemaphore(vkdev->vkdevice(), upload_compute_semaphore, 0);

        vkFreeCommandBuffers(vkdev->vkdevice(), transfer_command_pool, 1, &upload_command_buffer);
        vkDestroyCommandPool(vkdev->vkdevice(), transfer_command_pool, 0);
    }
}

int VkTransferPrivate::init()
{
    // compute_command_pool
    {
        VkCommandPoolCreateInfo commandPoolCreateInfo;
        commandPoolCreateInfo.sType = VK_STRUCTURE_TYPE_COMMAND_POOL_CREATE_INFO;
        commandPoolCreateInfo.pNext = 0;
        commandPoolCreateInfo.flags = 0;
        commandPoolCreateInfo.queueFamilyIndex = vkdev->info.compute_queue_family_index();

        VkResult ret = vkCreateCommandPool(vkdev->vkdevice(), &commandPoolCreateInfo, 0, &compute_command_pool);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkCreateCommandPool failed %d", ret);
            return -1;
        }
    }

    // compute_command_buffer
    {
        VkCommandBufferAllocateInfo commandBufferAllocateInfo;
        commandBufferAllocateInfo.sType = VK_STRUCTURE_TYPE_COMMAND_BUFFER_ALLOCATE_INFO;
        commandBufferAllocateInfo.pNext = 0;
        commandBufferAllocateInfo.commandPool = compute_command_pool;
        commandBufferAllocateInfo.level = VK_COMMAND_BUFFER_LEVEL_PRIMARY;
        commandBufferAllocateInfo.commandBufferCount = 1;

        VkResult ret = vkAllocateCommandBuffers(vkdev->vkdevice(), &commandBufferAllocateInfo, &compute_command_buffer);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkAllocateCommandBuffers failed %d", ret);
            return -1;
        }
    }

    // compute_command_fence
    {
        VkFenceCreateInfo fenceCreateInfo;
        fenceCreateInfo.sType = VK_STRUCTURE_TYPE_FENCE_CREATE_INFO;
        fenceCreateInfo.pNext = 0;
        fenceCreateInfo.flags = 0;

        VkResult ret = vkCreateFence(vkdev->vkdevice(), &fenceCreateInfo, 0, &compute_command_fence);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkCreateFence failed %d", ret);
            return -1;
        }
    }

    if (!vkdev->info.unified_compute_transfer_queue())
    {
        // transfer_command_pool
        {
            VkCommandPoolCreateInfo commandPoolCreateInfo;
            commandPoolCreateInfo.sType = VK_STRUCTURE_TYPE_COMMAND_POOL_CREATE_INFO;
            commandPoolCreateInfo.pNext = 0;
            commandPoolCreateInfo.flags = 0;
            commandPoolCreateInfo.queueFamilyIndex = vkdev->info.transfer_queue_family_index();

            VkResult ret = vkCreateCommandPool(vkdev->vkdevice(), &commandPoolCreateInfo, 0, &transfer_command_pool);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkCreateCommandPool failed %d", ret);
                return -1;
            }
        }

        // upload_command_buffer
        {
            VkCommandBufferAllocateInfo commandBufferAllocateInfo;
            commandBufferAllocateInfo.sType = VK_STRUCTURE_TYPE_COMMAND_BUFFER_ALLOCATE_INFO;
            commandBufferAllocateInfo.pNext = 0;
            commandBufferAllocateInfo.commandPool = transfer_command_pool;
            commandBufferAllocateInfo.level = VK_COMMAND_BUFFER_LEVEL_PRIMARY;
            commandBufferAllocateInfo.commandBufferCount = 1;

            VkResult ret = vkAllocateCommandBuffers(vkdev->vkdevice(), &commandBufferAllocateInfo, &upload_command_buffer);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkAllocateCommandBuffers failed %d", ret);
                return -1;
            }
        }

        // upload_compute_semaphore
        {
            VkSemaphoreCreateInfo semaphoreCreateInfo;
            semaphoreCreateInfo.sType = VK_STRUCTURE_TYPE_SEMAPHORE_CREATE_INFO;
            semaphoreCreateInfo.pNext = 0;
            semaphoreCreateInfo.flags = 0;

            VkResult ret = vkCreateSemaphore(vkdev->vkdevice(), &semaphoreCreateInfo, 0, &upload_compute_semaphore);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkCreateSemaphore failed %d", ret);
                return -1;
            }
        }

        // upload_command_fence
        {
            VkFenceCreateInfo fenceCreateInfo;
            fenceCreateInfo.sType = VK_STRUCTURE_TYPE_FENCE_CREATE_INFO;
            fenceCreateInfo.pNext = 0;
            fenceCreateInfo.flags = 0;

            VkResult ret = vkCreateFence(vkdev->vkdevice(), &fenceCreateInfo, 0, &upload_command_fence);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkCreateFence failed %d", ret);
                return -1;
            }
        }
    }

    begin_command_buffer();

    return 0;
}

int VkTransferPrivate::begin_command_buffer()
{
    {
        VkCommandBufferBeginInfo commandBufferBeginInfo;
        commandBufferBeginInfo.sType = VK_STRUCTURE_TYPE_COMMAND_BUFFER_BEGIN_INFO;
        commandBufferBeginInfo.pNext = 0;
        commandBufferBeginInfo.flags = VK_COMMAND_BUFFER_USAGE_ONE_TIME_SUBMIT_BIT;
        commandBufferBeginInfo.pInheritanceInfo = 0;

        VkResult ret = vkBeginCommandBuffer(compute_command_buffer, &commandBufferBeginInfo);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkBeginCommandBuffer failed %d", ret);
            return -1;
        }
    }

    if (!vkdev->info.unified_compute_transfer_queue())
    {
        {
            VkCommandBufferBeginInfo commandBufferBeginInfo;
            commandBufferBeginInfo.sType = VK_STRUCTURE_TYPE_COMMAND_BUFFER_BEGIN_INFO;
            commandBufferBeginInfo.pNext = 0;
            commandBufferBeginInfo.flags = VK_COMMAND_BUFFER_USAGE_ONE_TIME_SUBMIT_BIT;
            commandBufferBeginInfo.pInheritanceInfo = 0;

            VkResult ret = vkBeginCommandBuffer(upload_command_buffer, &commandBufferBeginInfo);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkBeginCommandBuffer failed %d", ret);
                return -1;
            }
        }
    }

    return 0;
}

int VkTransferPrivate::end_command_buffer()
{
    {
        VkResult ret = vkEndCommandBuffer(compute_command_buffer);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkEndCommandBuffer failed %d", ret);
            return -1;
        }
    }

    if (!vkdev->info.unified_compute_transfer_queue())
    {
        {
            VkResult ret = vkEndCommandBuffer(upload_command_buffer);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkEndCommandBuffer failed %d", ret);
                return -1;
            }
        }
    }

    return 0;
}

VkTransfer::VkTransfer(const VulkanDevice* _vkdev)
    : vkdev(_vkdev), d(new VkTransferPrivate(_vkdev))
{
}

VkTransfer::~VkTransfer()
{
    delete d;
}

void VkTransfer::record_upload(const Mat& src, VkMat& dst, const Option& opt, bool flatten)
{
    //     NCNN_LOGE("record_upload src = %d | %d %d %d @ %d", src.dims, src.w, src.h, src.c, src.elempack);

    // NOTE keep the hack here ?
    if (src.elembits() == 32)
    {
        if (opt.use_fp16_storage || (opt.use_fp16_packed && src.elempack % 4 == 0))
        {
            Mat src_fp16;
            cast_float32_to_float16(src, src_fp16, opt);

            record_upload(src_fp16, dst, opt, flatten);

            return;
        }
    }

    Mat src_flattened = flatten ? src.reshape(src.w * src.h * src.c) : src;

    // create dst
    dst.create_like(src_flattened, opt.blob_vkallocator);

    if (dst.empty())
    {
        return;
    }

    if (dst.allocator->mappable)
    {
        // memcpy src_flattened to device
        memcpy(dst.mapped_ptr(), src_flattened.data, src_flattened.total() * src_flattened.elemsize);
        dst.allocator->flush(dst.data);

        // barrier device host-write @ null to shader-read @ compute
        {
            VkBufferMemoryBarrier barrier;
            barrier.sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
            barrier.pNext = 0;
            barrier.srcAccessMask = VK_ACCESS_HOST_WRITE_BIT;
            barrier.dstAccessMask = VK_ACCESS_SHADER_READ_BIT;
            barrier.srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
            barrier.dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
            barrier.buffer = dst.buffer();
            barrier.offset = dst.buffer_offset();
            barrier.size = dst.buffer_capacity();

            VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_HOST_BIT;
            VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, &barrier, 0, 0);
        }

        // mark device shader-readwrite @ compute
        dst.data->access_flags = VK_ACCESS_SHADER_READ_BIT;
        dst.data->stage_flags = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

        return;
    }

    // create staging
    VkMat dst_staging;
    dst_staging.create_like(src_flattened, opt.staging_vkallocator);

    // memcpy src_flattened to staging
    memcpy(dst_staging.mapped_ptr(), src_flattened.data, src_flattened.total() * src_flattened.elemsize);
    dst_staging.allocator->flush(dst_staging.data);

    VkCommandBuffer command_buffer;
    if (vkdev->info.unified_compute_transfer_queue())
    {
        command_buffer = d->compute_command_buffer;
    }
    else
    {
        command_buffer = d->upload_command_buffer;
    }

    // barrier staging host-write @ null to transfer-read @ queue
    {
        VkBufferMemoryBarrier barrier;
        barrier.sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
        barrier.pNext = 0;
        barrier.srcAccessMask = VK_ACCESS_HOST_WRITE_BIT;
        barrier.dstAccessMask = VK_ACCESS_TRANSFER_READ_BIT;
        barrier.srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barrier.dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barrier.buffer = dst_staging.buffer();
        barrier.offset = dst_staging.buffer_offset();
        barrier.size = dst_staging.buffer_capacity();

        VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_HOST_BIT;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        vkCmdPipelineBarrier(command_buffer, src_stage, dst_stage, 0, 0, 0, 1, &barrier, 0, 0);
    }

    // record staging to device
    {
        VkBufferCopy region;
        region.srcOffset = dst_staging.buffer_offset();
        region.dstOffset = dst.buffer_offset();
        region.size = std::min(dst_staging.buffer_capacity(), dst.buffer_capacity());

        vkCmdCopyBuffer(command_buffer, dst_staging.buffer(), dst.buffer(), 1, &region);
    }

    if (vkdev->info.unified_compute_transfer_queue())
    {
        // barrier device transfer-write @ compute to shader-read @ compute
        {
            VkBufferMemoryBarrier barrier;
            barrier.sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
            barrier.pNext = 0;
            barrier.srcAccessMask = VK_ACCESS_TRANSFER_WRITE_BIT;
            barrier.dstAccessMask = VK_ACCESS_SHADER_READ_BIT;
            barrier.srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
            barrier.dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
            barrier.buffer = dst.buffer();
            barrier.offset = dst.buffer_offset();
            barrier.size = dst.buffer_capacity();

            VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;
            VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

            vkCmdPipelineBarrier(command_buffer, src_stage, dst_stage, 0, 0, 0, 1, &barrier, 0, 0);
        }
    }
    else
    {
        // queue ownership transfer transfer-write @ transfer to shader-read @ compute

        // release
        {
            VkBufferMemoryBarrier barrier;
            barrier.sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
            barrier.pNext = 0;
            barrier.srcAccessMask = VK_ACCESS_TRANSFER_WRITE_BIT;
            barrier.dstAccessMask = 0;
            barrier.srcQueueFamilyIndex = vkdev->info.transfer_queue_family_index();
            barrier.dstQueueFamilyIndex = vkdev->info.compute_queue_family_index();
            barrier.buffer = dst.buffer();
            barrier.offset = dst.buffer_offset();
            barrier.size = dst.buffer_capacity();

            VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;
            VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_BOTTOM_OF_PIPE_BIT;

            vkCmdPipelineBarrier(d->upload_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, &barrier, 0, 0);
        }

        // acquire
        {
            VkBufferMemoryBarrier barrier;
            barrier.sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
            barrier.pNext = 0;
            barrier.srcAccessMask = 0;
            barrier.dstAccessMask = VK_ACCESS_SHADER_READ_BIT;
            barrier.srcQueueFamilyIndex = vkdev->info.transfer_queue_family_index();
            barrier.dstQueueFamilyIndex = vkdev->info.compute_queue_family_index();
            barrier.buffer = dst.buffer();
            barrier.offset = dst.buffer_offset();
            barrier.size = dst.buffer_capacity();

            VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TOP_OF_PIPE_BIT;
            VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 1, &barrier, 0, 0);
        }
    }

    // mark device shader-readwrite @ compute
    dst.data->access_flags = VK_ACCESS_SHADER_READ_BIT;
    dst.data->stage_flags = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

    // stash staging
    d->upload_staging_buffers.push_back(dst_staging);
}

void VkTransfer::record_upload(const Mat& src, VkImageMat& dst, const Option& opt)
{
    //     NCNN_LOGE("record_upload image src = %d | %d %d %d @ %d", src.dims, src.w, src.h, src.c, src.elempack);

    // NOTE keep the hack here ?
    if (src.elembits() == 32)
    {
        if (opt.use_fp16_storage || (opt.use_fp16_packed && src.elempack % 4 == 0))
        {
            Mat src_fp16;
            cast_float32_to_float16(src, src_fp16, opt);

            record_upload(src_fp16, dst, opt);

            return;
        }
    }

    // create dst
    dst.create_like(src, opt.blob_vkallocator);
    if (dst.empty())
        return;

    // create staging
    VkMat dst_staging;
    dst_staging.create_like(src, opt.staging_vkallocator);

    // memcpy src to staging
    memcpy(dst_staging.mapped_ptr(), src.data, src.total() * src.elemsize);
    dst_staging.allocator->flush(dst_staging.data);

    VkCommandBuffer command_buffer;
    if (vkdev->info.unified_compute_transfer_queue())
    {
        command_buffer = d->compute_command_buffer;
    }
    else
    {
        command_buffer = d->upload_command_buffer;
    }

    // barrier staging host-write @ null to transfer-read @ queue
    {
        VkBufferMemoryBarrier barrier;
        barrier.sType = VK_STRUCTURE_TYPE_BUFFER_MEMORY_BARRIER;
        barrier.pNext = 0;
        barrier.srcAccessMask = VK_ACCESS_HOST_WRITE_BIT;
        barrier.dstAccessMask = VK_ACCESS_TRANSFER_READ_BIT;
        barrier.srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barrier.dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barrier.buffer = dst_staging.buffer();
        barrier.offset = dst_staging.buffer_offset();
        barrier.size = dst_staging.buffer_capacity();

        VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_HOST_BIT;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        vkCmdPipelineBarrier(command_buffer, src_stage, dst_stage, 0, 0, 0, 1, &barrier, 0, 0);
    }

    // image layout transform undefined @ null to transfer-dst-optimal @ queue
    {
        VkImageMemoryBarrier barrier;
        barrier.sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
        barrier.pNext = 0;
        barrier.srcAccessMask = 0;
        barrier.dstAccessMask = VK_ACCESS_TRANSFER_WRITE_BIT;
        barrier.oldLayout = VK_IMAGE_LAYOUT_UNDEFINED;
        barrier.newLayout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
        barrier.srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barrier.dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
        barrier.image = dst.image();
        barrier.subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
        barrier.subresourceRange.baseMipLevel = 0;
        barrier.subresourceRange.levelCount = 1;
        barrier.subresourceRange.baseArrayLayer = 0;
        barrier.subresourceRange.layerCount = 1;

        VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TOP_OF_PIPE_BIT;
        VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;

        vkCmdPipelineBarrier(command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, &barrier);
    }

    // record staging to image
    {
        const int channels = dst.c;
        VkBufferImageCopy* regions = new VkBufferImageCopy[channels];
        for (int i = 0; i < channels; i++)
        {
            regions[i].bufferOffset = dst_staging.buffer_offset() + dst_staging.cstep * dst_staging.elemsize * i;
            regions[i].bufferRowLength = 0;
            regions[i].bufferImageHeight = 0;
            regions[i].imageSubresource.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
            regions[i].imageSubresource.mipLevel = 0;
            regions[i].imageSubresource.baseArrayLayer = 0;
            regions[i].imageSubresource.layerCount = 1;
            regions[i].imageOffset.x = 0;
            regions[i].imageOffset.y = 0;
            regions[i].imageOffset.z = i;
            regions[i].imageExtent.width = dst.data->width;
            regions[i].imageExtent.height = dst.data->height;
            regions[i].imageExtent.depth = 1;
        }

        vkCmdCopyBufferToImage(command_buffer, dst_staging.buffer(), dst.image(), VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL, channels, regions);
        delete[] regions;
    }

    if (vkdev->info.unified_compute_transfer_queue())
    {
        // image layout transform transfer-dst-optimal @ compute to shader-readonly-optimal @ compute
        {
            VkImageMemoryBarrier barrier;
            barrier.sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
            barrier.pNext = 0;
            barrier.srcAccessMask = VK_ACCESS_TRANSFER_WRITE_BIT;
            barrier.dstAccessMask = VK_ACCESS_SHADER_READ_BIT;
            barrier.oldLayout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
            barrier.newLayout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
            barrier.srcQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
            barrier.dstQueueFamilyIndex = VK_QUEUE_FAMILY_IGNORED;
            barrier.image = dst.image();
            barrier.subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
            barrier.subresourceRange.baseMipLevel = 0;
            barrier.subresourceRange.levelCount = 1;
            barrier.subresourceRange.baseArrayLayer = 0;
            barrier.subresourceRange.layerCount = 1;

            VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;
            VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

            vkCmdPipelineBarrier(command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, &barrier);
        }
    }
    else
    {
        // queue ownership transfer transfer-write @ transfer to shader-read @ compute

        // release
        {
            VkImageMemoryBarrier barrier;
            barrier.sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
            barrier.pNext = 0;
            barrier.srcAccessMask = VK_ACCESS_TRANSFER_WRITE_BIT;
            barrier.dstAccessMask = 0;
            barrier.oldLayout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
            barrier.newLayout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
            barrier.srcQueueFamilyIndex = vkdev->info.transfer_queue_family_index();
            barrier.dstQueueFamilyIndex = vkdev->info.compute_queue_family_index();
            barrier.image = dst.image();
            barrier.subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
            barrier.subresourceRange.baseMipLevel = 0;
            barrier.subresourceRange.levelCount = 1;
            barrier.subresourceRange.baseArrayLayer = 0;
            barrier.subresourceRange.layerCount = 1;

            VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TRANSFER_BIT;
            VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_BOTTOM_OF_PIPE_BIT;

            vkCmdPipelineBarrier(d->upload_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, &barrier);
        }

        // acquire
        {
            VkImageMemoryBarrier barrier;
            barrier.sType = VK_STRUCTURE_TYPE_IMAGE_MEMORY_BARRIER;
            barrier.pNext = 0;
            barrier.srcAccessMask = 0;
            barrier.dstAccessMask = VK_ACCESS_SHADER_READ_BIT;
            barrier.oldLayout = VK_IMAGE_LAYOUT_TRANSFER_DST_OPTIMAL;
            barrier.newLayout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
            barrier.srcQueueFamilyIndex = vkdev->info.transfer_queue_family_index();
            barrier.dstQueueFamilyIndex = vkdev->info.compute_queue_family_index();
            barrier.image = dst.image();
            barrier.subresourceRange.aspectMask = VK_IMAGE_ASPECT_COLOR_BIT;
            barrier.subresourceRange.baseMipLevel = 0;
            barrier.subresourceRange.levelCount = 1;
            barrier.subresourceRange.baseArrayLayer = 0;
            barrier.subresourceRange.layerCount = 1;

            VkPipelineStageFlags src_stage = VK_PIPELINE_STAGE_TOP_OF_PIPE_BIT;
            VkPipelineStageFlags dst_stage = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

            vkCmdPipelineBarrier(d->compute_command_buffer, src_stage, dst_stage, 0, 0, 0, 0, 0, 1, &barrier);
        }
    }

    // mark device shader-readwrite @ compute
    dst.data->access_flags = VK_ACCESS_SHADER_READ_BIT;
    dst.data->image_layout = VK_IMAGE_LAYOUT_SHADER_READ_ONLY_OPTIMAL;
    dst.data->stage_flags = VK_PIPELINE_STAGE_COMPUTE_SHADER_BIT;

    // stash staging
    d->upload_staging_buffers.push_back(dst_staging);
}

int VkTransfer::submit_and_wait()
{
    //     NCNN_LOGE("submit_and_wait");

    // end command buffer
    {
        d->end_command_buffer();
    }

    VkQueue compute_queue = vkdev->acquire_queue(vkdev->info.compute_queue_family_index());
    if (compute_queue == 0)
    {
        NCNN_LOGE("out of compute queue");
        return -1;
    }

    if (vkdev->info.unified_compute_transfer_queue())
    {
        // submit compute
        {
            VkSubmitInfo submitInfo;
            submitInfo.sType = VK_STRUCTURE_TYPE_SUBMIT_INFO;
            submitInfo.pNext = 0;
            submitInfo.waitSemaphoreCount = 0;
            submitInfo.pWaitSemaphores = 0;
            submitInfo.pWaitDstStageMask = 0;
            submitInfo.commandBufferCount = 1;
            submitInfo.pCommandBuffers = &d->compute_command_buffer;
            submitInfo.signalSemaphoreCount = 0;
            submitInfo.pSignalSemaphores = 0;

            VkResult ret = vkQueueSubmit(compute_queue, 1, &submitInfo, d->compute_command_fence);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkQueueSubmit failed %d", ret);
                vkdev->reclaim_queue(vkdev->info.compute_queue_family_index(), compute_queue);
                return -1;
            }
        }
    }
    else
    {
        VkQueue transfer_queue = vkdev->acquire_queue(vkdev->info.transfer_queue_family_index());
        if (transfer_queue == 0)
        {
            NCNN_LOGE("out of transfer queue");
            vkdev->reclaim_queue(vkdev->info.compute_queue_family_index(), compute_queue);
            return -1;
        }

        // submit upload compute
        {
            VkSubmitInfo submitInfo;
            submitInfo.sType = VK_STRUCTURE_TYPE_SUBMIT_INFO;
            submitInfo.pNext = 0;
            submitInfo.waitSemaphoreCount = 0;
            submitInfo.pWaitSemaphores = 0;
            submitInfo.pWaitDstStageMask = 0;
            submitInfo.commandBufferCount = 1;
            submitInfo.pCommandBuffers = &d->upload_command_buffer;
            submitInfo.signalSemaphoreCount = 1;
            submitInfo.pSignalSemaphores = &d->upload_compute_semaphore;

            VkResult ret = vkQueueSubmit(transfer_queue, 1, &submitInfo, d->upload_command_fence);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkQueueSubmit failed %d", ret);
                vkdev->reclaim_queue(vkdev->info.transfer_queue_family_index(), transfer_queue);
                vkdev->reclaim_queue(vkdev->info.compute_queue_family_index(), compute_queue);
                return -1;
            }
        }
        {
            VkPipelineStageFlags wait_dst_stage = VK_PIPELINE_STAGE_ALL_COMMANDS_BIT; // FIXME

            VkSubmitInfo submitInfo;
            submitInfo.sType = VK_STRUCTURE_TYPE_SUBMIT_INFO;
            submitInfo.pNext = 0;
            submitInfo.waitSemaphoreCount = 1;
            submitInfo.pWaitSemaphores = &d->upload_compute_semaphore;
            submitInfo.pWaitDstStageMask = &wait_dst_stage;
            submitInfo.commandBufferCount = 1;
            submitInfo.pCommandBuffers = &d->compute_command_buffer;
            submitInfo.signalSemaphoreCount = 0;
            submitInfo.pSignalSemaphores = 0;

            VkResult ret = vkQueueSubmit(compute_queue, 1, &submitInfo, d->compute_command_fence);
            if (ret != VK_SUCCESS)
            {
                NCNN_LOGE("vkQueueSubmit failed %d", ret);
                vkdev->reclaim_queue(vkdev->info.transfer_queue_family_index(), transfer_queue);
                vkdev->reclaim_queue(vkdev->info.compute_queue_family_index(), compute_queue);
                return -1;
            }
        }

        vkdev->reclaim_queue(vkdev->info.transfer_queue_family_index(), transfer_queue);
    }

    vkdev->reclaim_queue(vkdev->info.compute_queue_family_index(), compute_queue);

    // wait
    if (vkdev->info.unified_compute_transfer_queue())
    {
        VkResult ret = vkWaitForFences(vkdev->vkdevice(), 1, &d->compute_command_fence, VK_TRUE, (uint64_t)-1);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkWaitForFences failed %d", ret);
            return -1;
        }
    }
    else
    {
        VkFence fences[2] = {d->upload_command_fence, d->compute_command_fence};

        VkResult ret = vkWaitForFences(vkdev->vkdevice(), 2, fences, VK_TRUE, (uint64_t)-1);
        if (ret != VK_SUCCESS)
        {
            NCNN_LOGE("vkWaitForFences failed %d", ret);
            return -1;
        }
    }

    return 0;
}

} // namespace ncnn

#endif // NCNN_VULKAN