| File: Roberta\Modules\Attention.cs | Web Access |
| Project: src\src\Microsoft.ML.TorchSharp\Microsoft.ML.TorchSharp.csproj (Microsoft.ML.TorchSharp) |
// Licensed to the .NET Foundation under one or more agreements. // The .NET Foundation licenses this file to you under the MIT license. // See the LICENSE file in the project root for more information. using System; using TorchSharp; using TorchSharp.Modules; namespace Microsoft.ML.TorchSharp.Roberta.Modules { internal class Attention : torch.nn.Module<torch.Tensor, torch.Tensor, torch.Tensor> { #pragma warning disable MSML_GeneralName // This name should be PascalCased public readonly AttentionSelf self; public readonly AttentionOutput output; private bool _disposedValue; public Attention(int numAttentionHeads, long hiddenSize, double layerNormEps, double attentionDropoutRate, double outputDropoutRate) : base(nameof(Attention)) { self = new AttentionSelf(numAttentionHeads, hiddenSize, layerNormEps, attentionDropoutRate); output = new AttentionOutput(hiddenSize, layerNormEps, attentionDropoutRate, outputDropoutRate); RegisterComponents(); } public override torch.Tensor forward(torch.Tensor hiddenStates, torch.Tensor attentionMask) { using var disposeScope = torch.NewDisposeScope(); var x = self.forward(hiddenStates, attentionMask); x = output.forward(x, hiddenStates); return x.MoveToOuterDisposeScope(); } protected override void Dispose(bool disposing) { if (!_disposedValue) { if (disposing) { self.Dispose(); output.Dispose(); _disposedValue = true; } } base.Dispose(disposing); } } }