/* * SPDX-FileCopyrightText: Copyright (c) 1993-2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. * SPDX-License-Identifier: Apache-2.0 * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0 * * 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 "multiscaleDeformableAttnPlugin.h" #include "multiscaleDeformableAttn.h" #include using namespace nvinfer1; using namespace nvinfer1::plugin; namespace { static char const* DMHA_VERSION{"2"}; static char const* DMHA_NAME{"MultiscaleDeformableAttnPlugin_TRT"}; } // namespace namespace nvinfer1::plugin { MultiscaleDeformableAttnPlugin::MultiscaleDeformableAttnPlugin() {} IPluginCapability* MultiscaleDeformableAttnPlugin::getCapabilityInterface(PluginCapabilityType type) noexcept { try { if (type == PluginCapabilityType::kBUILD) { return static_cast(this); } if (type == PluginCapabilityType::kRUNTIME) { return static_cast(this); } PLUGIN_ASSERT(type == PluginCapabilityType::kCORE); return static_cast(this); } catch (std::exception const& e) { caughtError(e); } return nullptr; } // IPluginV3OneCore methods char const* MultiscaleDeformableAttnPlugin::getPluginName() const noexcept { return DMHA_NAME; } char const* MultiscaleDeformableAttnPlugin::getPluginVersion() const noexcept { return DMHA_VERSION; } int32_t MultiscaleDeformableAttnPlugin::getNbOutputs() const noexcept { return 1; } void MultiscaleDeformableAttnPlugin::setPluginNamespace(char const* pluginNamespace) noexcept { mNamespace = pluginNamespace; } char const* MultiscaleDeformableAttnPlugin::getPluginNamespace() const noexcept { return mNamespace.c_str(); } IPluginV3* MultiscaleDeformableAttnPlugin::clone() noexcept { try { auto plugin = std::make_unique(); plugin->setPluginNamespace(mNamespace.c_str()); return plugin.release(); } catch (std::exception const& e) { caughtError(e); } return nullptr; } // IPluginV3OneBuild methods int32_t MultiscaleDeformableAttnPlugin::getOutputDataTypes( DataType* outputTypes, int32_t nbOutputs, DataType const* inputTypes, int32_t nbInputs) const noexcept { try { PLUGIN_VALIDATE(outputTypes != nullptr, "outputTypes pointer is null"); PLUGIN_VALIDATE(nbOutputs > 0, "nbOutputs is not positive"); PLUGIN_VALIDATE(inputTypes != nullptr, "inputTypes pointer is null"); PLUGIN_VALIDATE(nbInputs > 0, "nbInputs is not positive"); // Output type is the same as the first input type std::fill_n(outputTypes, nbOutputs, inputTypes[0]); return STATUS_SUCCESS; } catch (std::exception const& e) { caughtError(e); } return STATUS_FAILURE; } int32_t MultiscaleDeformableAttnPlugin::getOutputShapes(DimsExprs const* inputs, int32_t nbInputs, DimsExprs const* shapeInputs, int32_t nbShapeInputs, DimsExprs* outputs, int32_t nbOutputs, IExprBuilder& exprBuilder) noexcept { try { PLUGIN_VALIDATE(outputs != nullptr, "outputs pointer is null"); PLUGIN_VALIDATE(nbOutputs > 0, "nbOutputs is not positive"); PLUGIN_VALIDATE(inputs != nullptr, "inputs pointer is null"); PLUGIN_VALIDATE(nbInputs == 5, "Expected 5 inputs"); // Output shape: [N, Lq, M, D] outputs[0].nbDims = 4; outputs[0].d[0] = inputs[0].d[0]; // Batch size outputs[0].d[1] = inputs[3].d[1]; // Lq (query length) outputs[0].d[2] = inputs[0].d[2]; // Number of heads outputs[0].d[3] = inputs[0].d[3]; // Hidden dimension per head return STATUS_SUCCESS; } catch (std::exception const& e) { caughtError(e); } return STATUS_FAILURE; } bool MultiscaleDeformableAttnPlugin::supportsFormatCombination( int32_t pos, DynamicPluginTensorDesc const* inOut, int32_t nbInputs, int32_t nbOutputs) noexcept { try { PLUGIN_VALIDATE(inOut != nullptr, "inOut pointer is null"); PLUGIN_VALIDATE(nbInputs == 5, "Expected 5 inputs"); PLUGIN_VALIDATE(nbOutputs == 1, "Expected 1 output"); // Check format PluginTensorDesc const& desc = inOut[pos].desc; if (desc.format != TensorFormat::kLINEAR) { return false; } // Special handling for spatial_shapes and level_start_index (inputs 1 and 2) if (pos == 1 || pos == 2) { return desc.type == DataType::kINT32; } // Other inputs and output must have the same type, either FP32 or FP16 if (pos == 0 || pos == 3 || pos == 4 || pos == nbInputs) { // Check that the data type matches input[0] bool const isFloatType = desc.type == DataType::kFLOAT || desc.type == DataType::kHALF; if (pos == 0) // First tensor, just check if it's a supported type { return isFloatType; } // Other tensors must match the first return desc.type == inOut[0].desc.type && isFloatType; } return false; } catch (std::exception const& e) { caughtError(e); } return false; } int32_t MultiscaleDeformableAttnPlugin::configurePlugin( DynamicPluginTensorDesc const* in, int32_t nbInputs, DynamicPluginTensorDesc const* out, int32_t nbOutputs) noexcept { try { PLUGIN_VALIDATE(in != nullptr, "in pointer is null"); PLUGIN_VALIDATE(out != nullptr, "out pointer is null"); PLUGIN_VALIDATE(nbInputs == 5, "Expected 5 inputs"); PLUGIN_VALIDATE(nbOutputs == 1, "Expected 1 output"); // Check for valid input dimensions PLUGIN_VALIDATE(in[0].desc.dims.nbDims == 4, "First input must have 4 dimensions"); PLUGIN_VALIDATE(in[1].desc.dims.nbDims == 2, "Second input must have 2 dimensions"); PLUGIN_VALIDATE(in[2].desc.dims.nbDims == 1, "Third input must have 1 dimension"); PLUGIN_VALIDATE(in[3].desc.dims.nbDims == 6, "Fourth input must have 6 dimensions"); PLUGIN_VALIDATE(in[4].desc.dims.nbDims == 5, "Fifth input must have 5 dimensions"); // Check M dimensions consistency PLUGIN_VALIDATE(in[0].desc.dims.d[2] == in[3].desc.dims.d[2], "Inconsistent dimensions for number of heads"); PLUGIN_VALIDATE(in[0].desc.dims.d[2] == in[4].desc.dims.d[2], "Inconsistent dimensions for number of heads"); // Check L dimensions consistency PLUGIN_VALIDATE(in[1].desc.dims.d[0] == in[2].desc.dims.d[0], "Inconsistent dimensions for number of levels"); PLUGIN_VALIDATE(in[1].desc.dims.d[0] == in[3].desc.dims.d[3], "Inconsistent dimensions for number of levels"); PLUGIN_VALIDATE(in[1].desc.dims.d[0] == in[4].desc.dims.d[3], "Inconsistent dimensions for number of levels"); // Check P dimensions consistency PLUGIN_VALIDATE(in[3].desc.dims.d[4] == in[4].desc.dims.d[4], "Inconsistent dimensions for number of points"); // Check Lq dimensions consistency PLUGIN_VALIDATE(in[3].desc.dims.d[1] == in[4].desc.dims.d[1], "Inconsistent dimensions for query length"); return STATUS_SUCCESS; } catch (std::exception const& e) { caughtError(e); } return STATUS_FAILURE; } PluginFieldCollection const* MultiscaleDeformableAttnPlugin::getFieldsToSerialize() noexcept { try { mDataToSerialize.clear(); // This plugin has no fields to serialize mFCToSerialize.nbFields = mDataToSerialize.size(); mFCToSerialize.fields = mDataToSerialize.data(); return &mFCToSerialize; } catch (std::exception const& e) { caughtError(e); } return nullptr; } // IPluginV3OneRuntime methods size_t MultiscaleDeformableAttnPlugin::getWorkspaceSize(DynamicPluginTensorDesc const* inputs, int32_t nbInputs, DynamicPluginTensorDesc const* outputs, int32_t nbOutputs) const noexcept { // No workspace needed for this plugin return 0; } int32_t MultiscaleDeformableAttnPlugin::onShapeChange( PluginTensorDesc const* inputs, int32_t nbInputs, PluginTensorDesc const* outputs, int32_t nbOutputs) noexcept { try { PLUGIN_VALIDATE(inputs != nullptr, "inputs pointer is null"); PLUGIN_VALIDATE(outputs != nullptr, "outputs pointer is null"); PLUGIN_VALIDATE(nbInputs == 5, "Expected 5 inputs"); PLUGIN_VALIDATE(nbOutputs == 1, "Expected 1 output"); // Check for valid input dimensions PLUGIN_VALIDATE(inputs[0].dims.nbDims == 4, "First input must have 4 dimensions"); PLUGIN_VALIDATE(inputs[1].dims.nbDims == 2, "Second input must have 2 dimensions"); PLUGIN_VALIDATE(inputs[2].dims.nbDims == 1, "Third input must have 1 dimension"); PLUGIN_VALIDATE(inputs[3].dims.nbDims == 6, "Fourth input must have 6 dimensions"); PLUGIN_VALIDATE(inputs[4].dims.nbDims == 5, "Fifth input must have 5 dimensions"); // Check M dimensions consistency PLUGIN_VALIDATE(inputs[0].dims.d[2] == inputs[3].dims.d[2], "Inconsistent dimensions for number of heads"); PLUGIN_VALIDATE(inputs[0].dims.d[2] == inputs[4].dims.d[2], "Inconsistent dimensions for number of heads"); // Check L dimensions consistency PLUGIN_VALIDATE(inputs[1].dims.d[0] == inputs[2].dims.d[0], "Inconsistent dimensions for number of levels"); PLUGIN_VALIDATE(inputs[1].dims.d[0] == inputs[3].dims.d[3], "Inconsistent dimensions for number of levels"); PLUGIN_VALIDATE(inputs[1].dims.d[0] == inputs[4].dims.d[3], "Inconsistent dimensions for number of levels"); // Check P dimensions consistency PLUGIN_VALIDATE(inputs[3].dims.d[4] == inputs[4].dims.d[4], "Inconsistent dimensions for number of points"); // Check Lq dimensions consistency PLUGIN_VALIDATE(inputs[3].dims.d[1] == inputs[4].dims.d[1], "Inconsistent dimensions for query length"); return STATUS_SUCCESS; } catch (std::exception const& e) { caughtError(e); } return STATUS_FAILURE; } IPluginV3* MultiscaleDeformableAttnPlugin::attachToContext(IPluginResourceContext* context) noexcept { try { // No resources need to be attached return clone(); } catch (std::exception const& e) { caughtError(e); } return nullptr; } int32_t MultiscaleDeformableAttnPlugin::enqueue(PluginTensorDesc const* inputDesc, PluginTensorDesc const* outputDesc, void const* const* inputs, void* const* outputs, void* workspace, cudaStream_t stream) noexcept { try { PLUGIN_VALIDATE( inputDesc != nullptr && inputs != nullptr && outputs != nullptr, "Null pointers found in enqueue"); int32_t const batch = inputDesc[0].dims.d[0]; int32_t spatialSize = inputDesc[0].dims.d[1]; int32_t numHeads = inputDesc[0].dims.d[2]; int32_t channels = inputDesc[0].dims.d[3]; int32_t numLevels = inputDesc[1].dims.d[0]; int32_t numQuery = inputDesc[3].dims.d[1]; int32_t numPoint = inputDesc[3].dims.d[4]; int32_t rc = 0; if (inputDesc[0].type == DataType::kFLOAT) { auto const* value = static_cast(inputs[0]); auto const* spatialShapes = static_cast(inputs[1]); auto const* levelStartIndex = static_cast(inputs[2]); auto const* samplingLoc = static_cast(inputs[3]); auto const* attnWeight = static_cast(inputs[4]); auto* output = static_cast(outputs[0]); rc = ms_deform_attn_cuda_forward(stream, value, spatialShapes, levelStartIndex, samplingLoc, attnWeight, output, batch, spatialSize, numHeads, channels, numLevels, numQuery, numPoint); } else if (inputDesc[0].type == DataType::kHALF) { auto const* value = static_cast<__half const*>(inputs[0]); auto const* spatialShapes = static_cast(inputs[1]); auto const* levelStartIndex = static_cast(inputs[2]); auto const* samplingLoc = static_cast<__half const*>(inputs[3]); auto const* attnWeight = static_cast<__half const*>(inputs[4]); auto* output = static_cast<__half*>(outputs[0]); rc = ms_deform_attn_cuda_forward(stream, value, spatialShapes, levelStartIndex, samplingLoc, attnWeight, output, batch, spatialSize, numHeads, channels, numLevels, numQuery, numPoint); } else { PLUGIN_VALIDATE(false, "Unsupported data type"); } return rc; } catch (std::exception const& e) { caughtError(e); } return STATUS_FAILURE; } // Plugin Creator Implementation MultiscaleDeformableAttnPluginCreator::MultiscaleDeformableAttnPluginCreator() { mPluginAttributes.clear(); mFC.nbFields = mPluginAttributes.size(); mFC.fields = mPluginAttributes.data(); } char const* MultiscaleDeformableAttnPluginCreator::getPluginName() const noexcept { return DMHA_NAME; } char const* MultiscaleDeformableAttnPluginCreator::getPluginVersion() const noexcept { return DMHA_VERSION; } PluginFieldCollection const* MultiscaleDeformableAttnPluginCreator::getFieldNames() noexcept { return &mFC; } IPluginV3* MultiscaleDeformableAttnPluginCreator::createPlugin( char const* name, PluginFieldCollection const* fc, TensorRTPhase phase) noexcept { try { // This plugin doesn't have any configurable parameters return new MultiscaleDeformableAttnPlugin(); } catch (std::exception const& e) { caughtError(e); } return nullptr; } void MultiscaleDeformableAttnPluginCreator::setPluginNamespace(char const* pluginNamespace) noexcept { mNamespace = pluginNamespace; } char const* MultiscaleDeformableAttnPluginCreator::getPluginNamespace() const noexcept { return mNamespace.c_str(); } } // namespace nvinfer1::plugin