Files
sunnypilot/selfdrive/modeld/models/commonmodel.cc
Harald Schäfer 7b5a4fbb03 Tinygrad runner (#34171)
* squash

* bump tg

* bump tg

* debump tinygrad

* bump tinygrad

* bump tg

* Skip init iteration

* fixes

* cleanups

* skip first test sample

* typos

* linter unhappy

* update cpu usage

* OPENCL just zeros for now

* imports

* Try printing

* Runs again, but slower

* unused import

* Allow more buffer with tg and all on gpu

* bump tinygrad

* seems ok

* stricter timings for driving looser for dm

* try llvm

* check nvidia

* More timeout for now

* make test pass

* Revert "try llvm"

This reverts commit ef136e478320101fea262bae3579e558da991902.

* small fixes

* whitespace

* revert test timeout

* No model runners

* Always CPU always fast

* No onnx runtime GPU

* more cores

* cleanup

* Is this faster

* Is this faster

* at least runs

* FP32 is faster than 16

* fix deps

* whitespace

* comment

---------

Co-authored-by: Adeeb Shihadeh <adeebshihadeh@gmail.com>
2024-12-11 23:15:20 -08:00

59 lines
2.7 KiB
C++

#include "selfdrive/modeld/models/commonmodel.h"
#include <cassert>
#include <cmath>
#include <cstring>
#include "common/clutil.h"
ModelFrame::ModelFrame(cl_device_id device_id, cl_context context) {
input_frames = std::make_unique<uint8_t[]>(buf_size);
input_frames_cl = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_WRITE, buf_size, NULL, &err));
q = CL_CHECK_ERR(clCreateCommandQueue(context, device_id, 0, &err));
y_cl = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_WRITE, MODEL_WIDTH * MODEL_HEIGHT, NULL, &err));
u_cl = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_WRITE, (MODEL_WIDTH / 2) * (MODEL_HEIGHT / 2), NULL, &err));
v_cl = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_WRITE, (MODEL_WIDTH / 2) * (MODEL_HEIGHT / 2), NULL, &err));
img_buffer_20hz_cl = CL_CHECK_ERR(clCreateBuffer(context, CL_MEM_READ_WRITE, 5*frame_size_bytes, NULL, &err));
region.origin = 4 * frame_size_bytes;
region.size = frame_size_bytes;
last_img_cl = CL_CHECK_ERR(clCreateSubBuffer(img_buffer_20hz_cl, CL_MEM_READ_WRITE, CL_BUFFER_CREATE_TYPE_REGION, &region, &err));
transform_init(&transform, context, device_id);
loadyuv_init(&loadyuv, context, device_id, MODEL_WIDTH, MODEL_HEIGHT);
}
cl_mem* ModelFrame::prepare(cl_mem yuv_cl, int frame_width, int frame_height, int frame_stride, int frame_uv_offset, const mat3 &projection) {
transform_queue(&this->transform, q,
yuv_cl, frame_width, frame_height, frame_stride, frame_uv_offset,
y_cl, u_cl, v_cl, MODEL_WIDTH, MODEL_HEIGHT, projection);
for (int i = 0; i < 4; i++) {
CL_CHECK(clEnqueueCopyBuffer(q, img_buffer_20hz_cl, img_buffer_20hz_cl, (i+1)*frame_size_bytes, i*frame_size_bytes, frame_size_bytes, 0, nullptr, nullptr));
}
loadyuv_queue(&loadyuv, q, y_cl, u_cl, v_cl, last_img_cl);
copy_queue(&loadyuv, q, img_buffer_20hz_cl, input_frames_cl, 0, 0, frame_size_bytes);
copy_queue(&loadyuv, q, last_img_cl, input_frames_cl, 0, frame_size_bytes, frame_size_bytes);
// NOTE: Since thneed is using a different command queue, this clFinish is needed to ensure the image is ready.
clFinish(q);
return &input_frames_cl;
}
uint8_t* ModelFrame::buffer_from_cl(cl_mem *in_frames) {
CL_CHECK(clEnqueueReadBuffer(q, *in_frames, CL_TRUE, 0, MODEL_FRAME_SIZE * 2 * sizeof(uint8_t), &input_frames[0], 0, nullptr, nullptr));
clFinish(q);
return &input_frames[0];
}
ModelFrame::~ModelFrame() {
transform_destroy(&transform);
loadyuv_destroy(&loadyuv);
CL_CHECK(clReleaseMemObject(img_buffer_20hz_cl));
CL_CHECK(clReleaseMemObject(last_img_cl));
CL_CHECK(clReleaseMemObject(v_cl));
CL_CHECK(clReleaseMemObject(u_cl));
CL_CHECK(clReleaseMemObject(y_cl));
CL_CHECK(clReleaseCommandQueue(q));
}