NeuralPi

Raspberry Pi guitar pedal using neural networks to emulate real amps and effects
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commit ce668f6d254b3f4cb9ccc2bdac59e7210e7dc60b
parent ca1f413315ded0739c5116fa22644e245e32fb3d
Author: keith <[email protected]>
Date:   Mon, 18 Oct 2021 21:01:20 -0500

Initial commit for conditioned model processing

Diffstat:
MSource/PluginProcessor.cpp | 5+++--
MSource/RTNeuralLSTM.cpp | 10+++++++---
MSource/RTNeuralLSTM.h | 9+++++----
Mmodels/BluesJR_FullD.json | 4++--
Mmodels/TS9_FullD.json | 4++--
5 files changed, 19 insertions(+), 13 deletions(-)

diff --git a/Source/PluginProcessor.cpp b/Source/PluginProcessor.cpp @@ -204,7 +204,7 @@ void NeuralPiAudioProcessor::processBlock (AudioBuffer<float>& buffer, MidiBuffe auto ir = static_cast<float> (irParam->get()); ir_index = getIrIndex(ir); - buffer.applyGain(gain * 2.0); + //buffer.applyGain(gain * 2.0); eq4band.setParameters(bass, mid, treble, presence);// Better to move this somewhere else? Only need to set when value changes eq4band.process(buffer.getReadPointer(0), buffer.getWritePointer(0), midiMessages, numSamples, numInputChannels, sampleRate); @@ -214,7 +214,8 @@ void NeuralPiAudioProcessor::processBlock (AudioBuffer<float>& buffer, MidiBuffe loadConfig(jsonFiles[model_index]); current_model_index = model_index; } - LSTM.process(buffer.getReadPointer(0), buffer.getWritePointer(0), numSamples); + //LSTM.process(buffer.getReadPointer(0), buffer.getWritePointer(0), numSamples); + LSTM.process(buffer.getReadPointer(0), gain, buffer.getWritePointer(0), numSamples); } // Process IR diff --git a/Source/RTNeuralLSTM.cpp b/Source/RTNeuralLSTM.cpp @@ -51,8 +51,12 @@ void RT_LSTM::reset() model.reset(); } -void RT_LSTM::process(const float* inData, float* outData, int numSamples) +void RT_LSTM::process(const float* inData, float param, float* outData, int numSamples) { - for (int i = 0; i < numSamples; ++i) - outData[i] = model.forward(inData + i) + inData[i]; + for (int i = 0; i < numSamples; ++i) { + inArray[0] = inData[i]; + inArray[1] = param; + outData[i] = model.forward(inArray) + inData[i]; + } + } diff --git a/Source/RTNeuralLSTM.h b/Source/RTNeuralLSTM.h @@ -10,10 +10,11 @@ public: void reset(); void load_json(const char* filename); - void process(const float* inData, float* outData, int numSamples); - + void process(const float* inData, float param, float* outData, int numSamples); + private: - RTNeural::ModelT<float, 1, 1, - RTNeural::LSTMLayerT<float, 1, 20>, + RTNeural::ModelT<float, 2, 1, + RTNeural::LSTMLayerT<float, 2, 20>, RTNeural::DenseT<float, 20, 1>> model; + float inArray[2] = { 0.0, 0.0 }; }; diff --git a/models/BluesJR_FullD.json b/models/BluesJR_FullD.json @@ -1 +1 @@ -{"model_data": {"model": "SimpleRNN", "input_size": 1, "skip": 1, "output_size": 1, "unit_type": "LSTM", "num_layers": 1, "hidden_size": 20, "bias_fl": true}, "state_dict": {"rec.weight_ih_l0": [[-0.019447844475507736], [-0.025056468322873116], 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