261 lines
9.2 KiB
C++
261 lines
9.2 KiB
C++
/*
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* Licensed to the Apache Software Foundation (ASF) under one
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* or more contributor license agreements. See the NOTICE file
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* distributed with this work for additional information
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* regarding copyright ownership. The ASF licenses this file
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* to you under the Apache License, Version 2.0 (the
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* "License"); you may not use this file except in compliance
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* with the License. You may obtain a copy of the License at
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*
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* http://www.apache.org/licenses/LICENSE-2.0
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*
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* Unless required by applicable law or agreed to in writing,
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* software distributed under the License is distributed on an
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* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
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* KIND, either express or implied. See the License for the
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* specific language governing permissions and limitations
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* under the License.
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*/
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/*
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* \file webgpu_runtime.cc
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* \brief WebGPU runtime based on the TVM JS.
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*/
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// configurations for tvm logging
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#define TVM_LOG_DEBUG 0
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#define TVM_LOG_CUSTOMIZE 1
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#define TVM_FFI_ALWAYS_LOG_BEFORE_THROW 1
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#include <tvm/ffi/extra/json.h>
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#include <tvm/ffi/function.h>
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#include <tvm/ffi/reflection/registry.h>
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#include <tvm/runtime/device_api.h>
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#include <iostream>
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#include <string>
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#include "../../src/runtime/file_utils.h"
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#include "../../src/runtime/metadata.h"
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#include "../../src/runtime/workspace_pool.h"
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#include "../../src/support/bytes_io.h"
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namespace tvm {
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namespace runtime {
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/*! \brief Thread local workspace */
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class WebGPUThreadEntry {
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public:
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/*! \brief thread local pool*/
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WorkspacePool pool;
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/*! \brief constructor */
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WebGPUThreadEntry();
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// get the threadlocal workspace
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static WebGPUThreadEntry* ThreadLocal();
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};
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// All the implementations are redirectly to the JS side.
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class WebGPUDeviceAPI : public DeviceAPI {
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public:
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WebGPUDeviceAPI() {
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auto fp = tvm::ffi::Function::GetGlobal("wasm.WebGPUDeviceAPI");
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TVM_FFI_ICHECK(fp.has_value()) << "Cannot find wasm.WebGPUContext in the env";
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auto getter = ffi::TypedFunction<ffi::Function(std::string)>(*fp);
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alloc_space_ = getter("deviceAllocDataSpace");
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free_space_ = getter("deviceFreeDataSpace");
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copy_to_gpu_ = getter("deviceCopyToGPU");
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copy_from_gpu_ = getter("deviceCopyFromGPU");
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copy_within_gpu_ = getter("deviceCopyWithinGPU");
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}
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void SetDevice(Device dev) final {}
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void GetAttr(Device dev, DeviceAttrKind kind, ffi::Any* rv) final {
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if (kind == kExist) {
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*rv = 1;
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}
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}
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void* AllocDataSpace(Device dev, size_t nbytes, size_t alignment, DLDataType type_hint) final {
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double ptr_number = alloc_space_(nbytes);
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return reinterpret_cast<void*>(static_cast<int64_t>(ptr_number));
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}
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void FreeDataSpace(Device dev, void* ptr) final { return free_space_(ptr); }
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protected:
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void CopyDataFromTo(const void* from, size_t from_offset, void* to, size_t to_offset, size_t size,
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Device dev_from, Device dev_to, DLDataType type_hint,
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TVMStreamHandle stream) final {
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if (static_cast<int>(dev_from.device_type) == kDLWebGPU &&
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static_cast<int>(dev_to.device_type) == kDLWebGPU) {
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TVM_FFI_ICHECK_EQ(dev_from.device_id, dev_to.device_id);
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copy_within_gpu_(const_cast<void*>(from), from_offset, to, to_offset, size);
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} else if (static_cast<int>(dev_from.device_type) == kDLWebGPU &&
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dev_to.device_type == kDLCPU) {
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void* to_ptr = static_cast<uint8_t*>(to) + to_offset;
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copy_from_gpu_(const_cast<void*>(from), from_offset, to_ptr, size);
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} else if (dev_from.device_type == kDLCPU &&
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static_cast<int>(dev_to.device_type) == kDLWebGPU) {
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void* from_ptr = static_cast<uint8_t*>(const_cast<void*>(from)) + from_offset;
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copy_to_gpu_(from_ptr, to, to_offset, size);
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} else {
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TVM_FFI_THROW(InternalError) << "expect copy from/to WebGPU or between WebGPU";
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}
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}
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public:
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TVMStreamHandle CreateStream(Device dev) final {
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TVM_FFI_THROW(InternalError) << "Not implemented";
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}
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void FreeStream(Device dev, TVMStreamHandle stream) final {
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TVM_FFI_THROW(InternalError) << "Not implemented";
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}
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void SyncStreamFromTo(Device dev, TVMStreamHandle event_src, TVMStreamHandle event_dst) {
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TVM_FFI_THROW(InternalError) << "Not implemented";
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}
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void StreamSync(Device dev, TVMStreamHandle stream) final {
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static auto func = tvm::ffi::Function::GetGlobal("__asyncify.WebGPUWaitForTasks");
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TVM_FFI_ICHECK(func.has_value()) << "Stream sync inside c++ only supported in asyncify mode";
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(*func)();
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}
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void* AllocWorkspace(Device dev, size_t size, DLDataType type_hint) final {
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return WebGPUThreadEntry::ThreadLocal()->pool.AllocWorkspace(dev, size);
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}
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void FreeWorkspace(Device dev, void* data) final {
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WebGPUThreadEntry::ThreadLocal()->pool.FreeWorkspace(dev, data);
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}
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static WebGPUDeviceAPI* Global() {
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static WebGPUDeviceAPI* inst = new WebGPUDeviceAPI();
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return inst;
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}
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private:
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// NOTE: js return number as double.
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ffi::TypedFunction<double(int64_t nbytes)> alloc_space_;
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ffi::TypedFunction<void(void* ptr)> free_space_;
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ffi::TypedFunction<void(void* from, void* to, int64_t to_offset, int64_t nbytes)> copy_to_gpu_;
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ffi::TypedFunction<void(void* from, int64_t from_offset, void* to, int64_t nbytes)>
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copy_from_gpu_;
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ffi::TypedFunction<void(void* from, int64_t from_offset, void* to, int64_t to_offset,
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int64_t nbytes)>
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copy_within_gpu_;
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};
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WebGPUThreadEntry::WebGPUThreadEntry()
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: pool(static_cast<DLDeviceType>(kDLWebGPU), WebGPUDeviceAPI::Global()) {}
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WebGPUThreadEntry* WebGPUThreadEntry::ThreadLocal() {
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static thread_local WebGPUThreadEntry inst;
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return &inst;
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}
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class WebGPUModuleNode final : public ffi::ModuleObj {
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public:
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explicit WebGPUModuleNode(std::unordered_map<std::string, std::string> smap,
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ffi::Map<ffi::String, FunctionInfo> fmap)
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: smap_(smap), fmap_(fmap) {
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auto fp = tvm::ffi::Function::GetGlobal("wasm.WebGPUCreateShader");
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TVM_FFI_ICHECK(fp.has_value());
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create_shader_ = *fp;
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}
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const char* kind() const final { return "webgpu"; }
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ffi::Optional<ffi::Function> GetFunction(const ffi::String& name) final {
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// special function
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if (name == "webgpu.get_fmap") {
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return ffi::Function([this](ffi::PackedArgs args, ffi::Any* rv) {
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namespace json = ::tvm::ffi::json;
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json::Object obj;
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for (const auto& kv : fmap_) {
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obj.Set(kv.first, kv.second->SaveToJSON());
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}
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*rv = std::string(json::Stringify(obj));
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});
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} else if (name == "webgpu.get_shader") {
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return ffi::Function([this](ffi::PackedArgs args, ffi::Any* rv) {
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auto name = args[0].cast<std::string>();
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auto it = smap_.find(name);
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TVM_FFI_ICHECK(it != smap_.end()) << "Cannot find code " << name;
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*rv = it->second;
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});
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} else if (name == "webgpu.update_prebuild") {
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return ffi::Function([this](ffi::PackedArgs args, ffi::Any* rv) {
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auto name = args[0].cast<std::string>();
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ffi::Function func = args[1].cast<ffi::Function>();
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prebuild_[name] = func;
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});
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}
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// check prebuild cache
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auto prebuild_it = prebuild_.find(name);
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if (prebuild_it != prebuild_.end()) {
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return prebuild_it->second;
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}
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auto it = smap_.find(name);
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if (it != smap_.end()) {
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auto opt_info = fmap_.Get(name);
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TVM_FFI_ICHECK(opt_info.has_value());
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FunctionInfo orig_info = opt_info.value();
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FunctionInfo info(name, orig_info->arg_types, orig_info->launch_param_tags,
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orig_info->arg_extra_tags);
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namespace json = ::tvm::ffi::json;
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std::string info_json = std::string(json::Stringify(info->SaveToJSON()));
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return create_shader_(info_json, it->second);
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} else {
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return std::nullopt;
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}
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}
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int GetPropertyMask() const final { return ffi::Module::kBinarySerializable; };
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ffi::Bytes SaveToBytes() const final { TVM_FFI_THROW(InternalError) << "Not implemented"; }
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ffi::String InspectSource(const ffi::String& format) const final {
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// can only return source code.
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return source_;
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}
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private:
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// code table
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std::unordered_map<std::string, std::string> smap_;
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// function information table.
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ffi::Map<ffi::String, FunctionInfo> fmap_;
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// The source
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std::string source_;
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// prebuild_ functions
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std::unordered_map<std::string, ffi::Function> prebuild_;
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// Callback to get the GPU function.
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ffi::TypedFunction<ffi::Function(std::string finfo, std::string shader)> create_shader_;
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};
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ffi::Module WebGPUModuleLoadFromBytes(const ffi::Bytes& bytes) {
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support::BytesInStream stream(bytes);
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std::unordered_map<std::string, std::string> smap;
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ffi::Map<ffi::String, FunctionInfo> fmap;
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TVM_FFI_ICHECK(stream.Read(&fmap));
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stream.Read(&smap);
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return ffi::Module(ffi::make_object<WebGPUModuleNode>(smap, fmap));
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}
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// for now webgpu is hosted via a vulkan module.
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TVM_FFI_STATIC_INIT_BLOCK() {
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namespace refl = tvm::ffi::reflection;
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refl::GlobalDef()
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.def("ffi.Module.load_from_bytes.webgpu", WebGPUModuleLoadFromBytes)
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.def_packed("device_api.webgpu", [](ffi::PackedArgs args, ffi::Any* rv) {
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DeviceAPI* ptr = WebGPUDeviceAPI::Global();
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*rv = static_cast<void*>(ptr);
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});
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}
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} // namespace runtime
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} // namespace tvm
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