#include #include #include "json11.hpp" #include "common/util.h" #include "common/clutil.h" #include "selfdrive/modeld/thneed/thneed.h" using namespace json11; extern map g_program_source; void Thneed::load(const char *filename) { printf("Thneed::load: loading from %s\n", filename); string buf = util::read_file(filename); int jsz = *(int *)buf.data(); string jsonerr; string jj(buf.data() + sizeof(int), jsz); Json jdat = Json::parse(jj, jsonerr); map real_mem; real_mem[NULL] = NULL; int ptr = sizeof(int)+jsz; for (auto &obj : jdat["objects"].array_items()) { auto mobj = obj.object_items(); int sz = mobj["size"].int_value(); cl_mem clbuf = NULL; if (mobj["buffer_id"].string_value().size() > 0) { // image buffer must already be allocated clbuf = real_mem[*(cl_mem*)(mobj["buffer_id"].string_value().data())]; assert(mobj["needs_load"].bool_value() == false); } else { if (mobj["needs_load"].bool_value()) { clbuf = clCreateBuffer(context, CL_MEM_COPY_HOST_PTR | CL_MEM_READ_WRITE, sz, &buf[ptr], NULL); if (debug >= 1) printf("loading %p %d @ 0x%X\n", clbuf, sz, ptr); ptr += sz; } else { // TODO: is there a faster way to init zeroed out buffers? void *host_zeros = calloc(sz, 1); clbuf = clCreateBuffer(context, CL_MEM_COPY_HOST_PTR | CL_MEM_READ_WRITE, sz, host_zeros, NULL); free(host_zeros); } } assert(clbuf != NULL); if (mobj["arg_type"] == "image2d_t" || mobj["arg_type"] == "image1d_t") { cl_image_desc desc = {0}; desc.image_type = (mobj["arg_type"] == "image2d_t") ? CL_MEM_OBJECT_IMAGE2D : CL_MEM_OBJECT_IMAGE1D_BUFFER; desc.image_width = mobj["width"].int_value(); desc.image_height = mobj["height"].int_value(); desc.image_row_pitch = mobj["row_pitch"].int_value(); assert(sz == desc.image_height*desc.image_row_pitch); #ifdef QCOM2 desc.buffer = clbuf; #else // TODO: we are creating unused buffers on PC clReleaseMemObject(clbuf); #endif cl_image_format format = {0}; format.image_channel_order = CL_RGBA; format.image_channel_data_type = mobj["float32"].bool_value() ? CL_FLOAT : CL_HALF_FLOAT; cl_int errcode; #ifndef QCOM2 if (mobj["needs_load"].bool_value()) { clbuf = clCreateImage(context, CL_MEM_COPY_HOST_PTR | CL_MEM_READ_WRITE, &format, &desc, &buf[ptr-sz], &errcode); } else { clbuf = clCreateImage(context, CL_MEM_READ_WRITE, &format, &desc, NULL, &errcode); } #else clbuf = clCreateImage(context, CL_MEM_READ_WRITE, &format, &desc, NULL, &errcode); #endif if (clbuf == NULL) { printf("clError: %s create image %zux%zu rp %zu with buffer %p\n", cl_get_error_string(errcode), desc.image_width, desc.image_height, desc.image_row_pitch, desc.buffer ); } assert(clbuf != NULL); } real_mem[*(cl_mem*)(mobj["id"].string_value().data())] = clbuf; } map g_programs; for (const auto &[name, source] : jdat["programs"].object_items()) { if (debug >= 1) printf("building %s with size %zu\n", name.c_str(), source.string_value().size()); g_programs[name] = cl_program_from_source(context, device_id, source.string_value()); } for (auto &obj : jdat["inputs"].array_items()) { auto mobj = obj.object_items(); int sz = mobj["size"].int_value(); cl_mem aa = real_mem[*(cl_mem*)(mobj["buffer_id"].string_value().data())]; input_clmem.push_back(aa); input_sizes.push_back(sz); printf("Thneed::load: adding input %s with size %d\n", mobj["name"].string_value().data(), sz); cl_int cl_err; void *ret = clEnqueueMapBuffer(command_queue, aa, CL_TRUE, CL_MAP_WRITE, 0, sz, 0, NULL, NULL, &cl_err); if (cl_err != CL_SUCCESS) printf("clError: %s map %p %d\n", cl_get_error_string(cl_err), aa, sz); assert(cl_err == CL_SUCCESS); inputs.push_back(ret); } for (auto &obj : jdat["outputs"].array_items()) { auto mobj = obj.object_items(); int sz = mobj["size"].int_value(); printf("Thneed::save: adding output with size %d\n", sz); // TODO: support multiple outputs output = real_mem[*(cl_mem*)(mobj["buffer_id"].string_value().data())]; assert(output != NULL); } for (auto &obj : jdat["binaries"].array_items()) { string name = obj["name"].string_value(); size_t length = obj["length"].int_value(); if (debug >= 1) printf("binary %s with size %zu\n", name.c_str(), length); g_programs[name] = cl_program_from_binary(context, device_id, (const uint8_t*)&buf[ptr], length); ptr += length; } for (auto &obj : jdat["kernels"].array_items()) { auto gws = obj["global_work_size"]; auto lws = obj["local_work_size"]; auto kk = shared_ptr(new CLQueuedKernel(this)); kk->name = obj["name"].string_value(); kk->program = g_programs[kk->name]; kk->work_dim = obj["work_dim"].int_value(); for (int i = 0; i < kk->work_dim; i++) { kk->global_work_size[i] = gws[i].int_value(); kk->local_work_size[i] = lws[i].int_value(); } kk->num_args = obj["num_args"].int_value(); for (int i = 0; i < kk->num_args; i++) { string arg = obj["args"].array_items()[i].string_value(); int arg_size = obj["args_size"].array_items()[i].int_value(); kk->args_size.push_back(arg_size); if (arg_size == 8) { cl_mem val = *(cl_mem*)(arg.data()); val = real_mem[val]; kk->args.push_back(string((char*)&val, sizeof(val))); } else { kk->args.push_back(arg); } } kq.push_back(kk); } clFinish(command_queue); } void Thneed::save(const char *filename, bool save_binaries) { printf("Thneed::save: saving to %s\n", filename); // get kernels std::vector kernels; std::set saved_objects; std::vector objects; std::map programs; std::map binaries; for (auto &k : kq) { kernels.push_back(k->to_json()); // check args for objects int i = 0; for (auto &a : k->args) { if (a.size() == 8) { if (saved_objects.find(a) == saved_objects.end()) { saved_objects.insert(a); cl_mem val = *(cl_mem*)(a.data()); if (val != NULL) { bool needs_load = k->arg_names[i] == "weights" || k->arg_names[i] == "biases"; auto jj = Json::object({ {"id", a}, {"arg_type", k->arg_types[i]}, }); if (k->arg_types[i] == "image2d_t" || k->arg_types[i] == "image1d_t") { cl_mem buf = NULL; clGetImageInfo(val, CL_IMAGE_BUFFER, sizeof(buf), &buf, NULL); string aa = string((char *)&buf, sizeof(buf)); jj["buffer_id"] = aa; size_t width, height, row_pitch; clGetImageInfo(val, CL_IMAGE_WIDTH, sizeof(width), &width, NULL); clGetImageInfo(val, CL_IMAGE_HEIGHT, sizeof(height), &height, NULL); clGetImageInfo(val, CL_IMAGE_ROW_PITCH, sizeof(row_pitch), &row_pitch, NULL); jj["width"] = (int)width; jj["height"] = (int)height; jj["row_pitch"] = (int)row_pitch; jj["size"] = (int)(height * row_pitch); jj["needs_load"] = false; jj["float32"] = false; if (saved_objects.find(aa) == saved_objects.end()) { saved_objects.insert(aa); size_t sz; clGetMemObjectInfo(buf, CL_MEM_SIZE, sizeof(sz), &sz, NULL); // save the buffer objects.push_back(Json::object({ {"id", aa}, {"arg_type", ""}, {"needs_load", needs_load}, {"size", (int)sz} })); if (needs_load) assert(sz == height * row_pitch); } } else { size_t sz = 0; clGetMemObjectInfo(val, CL_MEM_SIZE, sizeof(sz), &sz, NULL); jj["size"] = (int)sz; jj["needs_load"] = needs_load; } objects.push_back(jj); } } } i++; } if (save_binaries) { int err; size_t binary_size = 0; err = clGetProgramInfo(k->program, CL_PROGRAM_BINARY_SIZES, sizeof(binary_size), &binary_size, NULL); assert(err == 0); assert(binary_size > 0); string sv(binary_size, '\x00'); uint8_t* bufs[1] = { (uint8_t*)sv.data(), }; err = clGetProgramInfo(k->program, CL_PROGRAM_BINARIES, sizeof(bufs), &bufs, NULL); assert(err == 0); binaries[k->name] = sv; } else { programs[k->name] = g_program_source[k->program]; } } vector saved_buffers; for (auto &obj : objects) { auto mobj = obj.object_items(); cl_mem val = *(cl_mem*)(mobj["id"].string_value().data()); int sz = mobj["size"].int_value(); if (mobj["needs_load"].bool_value()) { char *buf = (char *)malloc(sz); if (mobj["arg_type"] == "image2d_t" || mobj["arg_type"] == "image1d_t") { assert(false); } else { // buffers allocated with CL_MEM_HOST_WRITE_ONLY, hence this hack //hexdump((uint32_t*)val, 0x100); // the worst hack in thneed, the flags are at 0x14 ((uint32_t*)val)[0x14] &= ~CL_MEM_HOST_WRITE_ONLY; cl_int ret = clEnqueueReadBuffer(command_queue, val, CL_TRUE, 0, sz, buf, 0, NULL, NULL); assert(ret == CL_SUCCESS); } //printf("saving buffer: %d %p %s\n", sz, buf, mobj["arg_type"].string_value().c_str()); saved_buffers.push_back(string(buf, sz)); free(buf); } } std::vector jbinaries; for (auto &obj : binaries) { jbinaries.push_back(Json::object({{"name", obj.first}, {"length", (int)obj.second.size()}})); saved_buffers.push_back(obj.second); } Json jdat = Json::object({ {"kernels", kernels}, {"objects", objects}, {"programs", programs}, {"binaries", jbinaries}, }); string str = jdat.dump(); int jsz = str.length(); FILE *f = fopen(filename, "wb"); fwrite(&jsz, 1, sizeof(jsz), f); fwrite(str.data(), 1, jsz, f); for (auto &s : saved_buffers) { fwrite(s.data(), 1, s.length(), f); } fclose(f); } Json CLQueuedKernel::to_json() const { return Json::object { { "name", name }, { "work_dim", (int)work_dim }, { "global_work_size", Json::array { (int)global_work_size[0], (int)global_work_size[1], (int)global_work_size[2] } }, { "local_work_size", Json::array { (int)local_work_size[0], (int)local_work_size[1], (int)local_work_size[2] } }, { "num_args", (int)num_args }, { "args", args }, { "args_size", args_size }, }; }