From ce668f6d254b3f4cb9ccc2bdac59e7210e7dc60b Mon Sep 17 00:00:00 2001 From: keith Date: Mon, 18 Oct 2021 21:01:47 -0500 Subject: [PATCH 1/9] Initial commit for conditioned model processing --- Source/PluginProcessor.cpp | 5 +++-- Source/RTNeuralLSTM.cpp | 10 +++++++--- Source/RTNeuralLSTM.h | 9 +++++---- models/BluesJR_FullD.json | 2 +- models/TS9_FullD.json | 2 +- 5 files changed, 17 insertions(+), 11 deletions(-) diff --git a/Source/PluginProcessor.cpp b/Source/PluginProcessor.cpp index dfdfb10..12c802f 100644 --- a/Source/PluginProcessor.cpp +++ b/Source/PluginProcessor.cpp @@ -204,7 +204,7 @@ void NeuralPiAudioProcessor::processBlock (AudioBuffer& buffer, MidiBuffe auto ir = static_cast (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& 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 index b0a6bbd..97a9a3e 100644 --- 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 index 2a5592a..c70a6a3 100644 --- a/Source/RTNeuralLSTM.h +++ b/Source/RTNeuralLSTM.h @@ -10,10 +10,11 @@ class RT_LSTM 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, + RTNeural::ModelT, RTNeural::DenseT> model; + float inArray[2] = { 0.0, 0.0 }; }; diff --git a/models/BluesJR_FullD.json b/models/BluesJR_FullD.json index e3f28f0..45edfa6 100644 --- 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", 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0.2516084909439087, 0.05728818103671074, 0.6171382069587708, 0.29975587129592896]], "lin.bias": [0.12983456254005432]}} \ No newline at end of file From bf665b2952819d17dc3f48718068479587762e86 Mon Sep 17 00:00:00 2001 From: keith Date: Thu, 21 Oct 2021 06:00:38 -0500 Subject: [PATCH 2/9] Added ability to load conditioned and snapshot models --- Source/PluginProcessor.cpp | 24 +++++++++++++++++--- Source/RTNeuralLSTM.cpp | 45 ++++++++++++++++++++++++++++++++++++-- Source/RTNeuralLSTM.h | 11 +++++++++- 3 files changed, 74 insertions(+), 6 deletions(-) diff --git a/Source/PluginProcessor.cpp b/Source/PluginProcessor.cpp index 12c802f..3b7591d 100644 --- a/Source/PluginProcessor.cpp +++ b/Source/PluginProcessor.cpp @@ -214,8 +214,13 @@ void NeuralPiAudioProcessor::processBlock (AudioBuffer& 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), gain, buffer.getWritePointer(0), numSamples); + + // Process LSTM based on input_size (snapshot model or conditioned model) + if (LSTM.input_size == 1) { + LSTM.process(buffer.getReadPointer(0), buffer.getWritePointer(0), numSamples); + } else { + LSTM.process(buffer.getReadPointer(0), gain, buffer.getWritePointer(0), numSamples); + } } // Process IR @@ -326,7 +331,20 @@ void NeuralPiAudioProcessor::loadConfig(File configFile) char_filename = path.toUTF8(); try { - LSTM.load_json(char_filename); + // Check input size for conditioned models + // read JSON file + std::ifstream i2(char_filename); + nlohmann::json weights_json; + i2 >> weights_json; + + int input_size_json = weights_json["/model_data/input_size"_json_pointer]; + LSTM.input_size = input_size_json; + if (input_size_json == 1) { + LSTM.load_json(char_filename); + } + else { + LSTM.load_json2(char_filename); + } model_loaded = 1; } catch (const std::exception& e) { diff --git a/Source/RTNeuralLSTM.cpp b/Source/RTNeuralLSTM.cpp index 97a9a3e..5e766e3 100644 --- a/Source/RTNeuralLSTM.cpp +++ b/Source/RTNeuralLSTM.cpp @@ -19,6 +19,7 @@ Vec2d transpose(const Vec2d& x) void RT_LSTM::load_json(const char* filename) { + auto& lstm = model.get<0>(); auto& dense = model.get<1>(); @@ -46,9 +47,49 @@ void RT_LSTM::load_json(const char* filename) dense.setBias(dense_bias.data()); } +void RT_LSTM::load_json2(const char* filename) +{ + + auto& lstm = model_cond1.get<0>(); + auto& dense = model_cond1.get<1>(); + + // read a JSON file + std::ifstream i2(filename); + nlohmann::json weights_json; + i2 >> weights_json; + + Vec2d lstm_weights_ih = weights_json["/state_dict/rec.weight_ih_l0"_json_pointer]; + lstm.setWVals(transpose(lstm_weights_ih)); + + Vec2d lstm_weights_hh = weights_json["/state_dict/rec.weight_hh_l0"_json_pointer]; + lstm.setUVals(transpose(lstm_weights_hh)); + + std::vector lstm_bias_ih = weights_json["/state_dict/rec.bias_ih_l0"_json_pointer]; + std::vector lstm_bias_hh = weights_json["/state_dict/rec.bias_hh_l0"_json_pointer]; + for (int i = 0; i < 80; ++i) + lstm_bias_hh[i] += lstm_bias_ih[i]; + lstm.setBVals(lstm_bias_hh); + + Vec2d dense_weights = weights_json["/state_dict/lin.weight"_json_pointer]; + dense.setWeights(dense_weights); + + std::vector dense_bias = weights_json["/state_dict/lin.bias"_json_pointer]; + dense.setBias(dense_bias.data()); +} + void RT_LSTM::reset() { - model.reset(); + if (input_size == 1) { + model.reset(); + } else { + model_cond1.reset(); + } +} + +void RT_LSTM::process(const float* inData, float* outData, int numSamples) +{ + for (int i = 0; i < numSamples; ++i) + outData[i] = model.forward(inData + i) + inData[i]; } void RT_LSTM::process(const float* inData, float param, float* outData, int numSamples) @@ -56,7 +97,7 @@ void RT_LSTM::process(const float* inData, float param, float* outData, int numS for (int i = 0; i < numSamples; ++i) { inArray[0] = inData[i]; inArray[1] = param; - outData[i] = model.forward(inArray) + inData[i]; + outData[i] = model_cond1.forward(inArray) + inData[i]; } } diff --git a/Source/RTNeuralLSTM.h b/Source/RTNeuralLSTM.h index c70a6a3..cf8ee56 100644 --- a/Source/RTNeuralLSTM.h +++ b/Source/RTNeuralLSTM.h @@ -9,12 +9,21 @@ class RT_LSTM void reset(); void load_json(const char* filename); + void load_json2(const char* filename); + void process(const float* inData, float* outData, int numSamples); void process(const float* inData, float param, float* outData, int numSamples); + + int input_size = 1; private: + RTNeural::ModelT, + RTNeural::DenseT> model; + RTNeural::ModelT, - RTNeural::DenseT> model; + RTNeural::DenseT> model_cond1; + float inArray[2] = { 0.0, 0.0 }; }; From 059817ec03559b0559f0c27136dfb49bf8a89d3f Mon Sep 17 00:00:00 2001 From: keith Date: Thu, 21 Oct 2021 09:08:39 -0500 Subject: [PATCH 3/9] Updated GUI, added conditioned model --- CMakeLists.txt | 2 +- NeuralPi.jucer | 6 +++-- Source/PluginEditor.cpp | 54 +++++++++++++++++++++++++++++++++++--- Source/PluginEditor.h | 7 +++++ Source/PluginProcessor.cpp | 14 ++++++++++ Source/PluginProcessor.h | 2 ++ models/BluesJR_FullD.json | 2 +- models/HT40_Overdrive.json | 1 + models/TS9_FullD.json | 2 +- 9 files changed, 82 insertions(+), 8 deletions(-) create mode 100644 models/HT40_Overdrive.json diff --git a/CMakeLists.txt b/CMakeLists.txt index 878012b..d99963e 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -1,6 +1,6 @@ cmake_minimum_required(VERSION 3.15) set(CMAKE_OSX_DEPLOYMENT_TARGET "10.12" CACHE STRING "Minimum OS X deployment target") -project(NeuralPi VERSION 1.2.0) +project(NeuralPi VERSION 1.3.0) set(CMAKE_CXX_STANDARD 17) diff --git a/NeuralPi.jucer b/NeuralPi.jucer index d15f031..3232fdb 100644 --- a/NeuralPi.jucer +++ b/NeuralPi.jucer @@ -1,14 +1,16 @@ - + displaySplashScreen="1" companyEmail="smartguitarml@gmail.com"> + diff --git a/Source/PluginEditor.cpp b/Source/PluginEditor.cpp index 4ea6e61..d3c6b84 100644 --- a/Source/PluginEditor.cpp +++ b/Source/PluginEditor.cpp @@ -23,6 +23,9 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess // Make sure that before the constructor has finished, you've set the // editor's size to whatever you need it to + blueLookAndFeel.setColour(juce::Slider::thumbColourId, juce::Colours::aqua); + redLookAndFeel.setColour(juce::Slider::thumbColourId, juce::Colours::red); + //addAndMakeVisible(modelKnob); //ampGainKnob.setLookAndFeel(&SilverKnobLAF); modelKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); @@ -149,7 +152,7 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess addAndMakeVisible(ampGainKnob); - //ampGainKnob.setLookAndFeel(&SilverKnobLAF); + ampGainKnob.setLookAndFeel(&blueLookAndFeel); ampGainKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); ampGainKnob.setNumDecimalPlacesToDisplay(1); ampGainKnob.addListener(this); @@ -188,7 +191,7 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess }; addAndMakeVisible(ampMasterKnob); - //ampMasterKnob.setLookAndFeel(&SilverKnobLAF); + ampMasterKnob.setLookAndFeel(&blueLookAndFeel); ampMasterKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); ampMasterKnob.setNumDecimalPlacesToDisplay(1); ampMasterKnob.addListener(this); @@ -230,6 +233,7 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess addAndMakeVisible(ampBassKnob); + ampBassKnob.setLookAndFeel(&blueLookAndFeel); ampBassKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); ampBassKnob.setNumDecimalPlacesToDisplay(1); ampBassKnob.addListener(this); @@ -268,6 +272,7 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess }; addAndMakeVisible(ampMidKnob); + ampMidKnob.setLookAndFeel(&blueLookAndFeel); ampMidKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); ampMidKnob.setNumDecimalPlacesToDisplay(1); ampMidKnob.addListener(this); @@ -306,6 +311,7 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess }; addAndMakeVisible(ampTrebleKnob); + ampTrebleKnob.setLookAndFeel(&blueLookAndFeel); ampTrebleKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); ampTrebleKnob.setNumDecimalPlacesToDisplay(1); ampTrebleKnob.addListener(this); @@ -344,6 +350,7 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess }; addAndMakeVisible(ampPresenceKnob); + ampPresenceKnob.setLookAndFeel(&blueLookAndFeel); ampPresenceKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); ampPresenceKnob.setNumDecimalPlacesToDisplay(1); ampPresenceKnob.addListener(this); @@ -382,6 +389,7 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess }; addAndMakeVisible(ampDelayKnob); + ampDelayKnob.setLookAndFeel(&blueLookAndFeel); ampDelayKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); ampDelayKnob.setNumDecimalPlacesToDisplay(1); ampDelayKnob.addListener(this); @@ -420,6 +428,7 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess }; addAndMakeVisible(ampReverbKnob); + ampReverbKnob.setLookAndFeel(&blueLookAndFeel); ampReverbKnob.setTextBoxStyle(juce::Slider::TextEntryBoxPosition::TextBoxBelow, false, 50, 20); ampReverbKnob.setNumDecimalPlacesToDisplay(1); ampReverbKnob.addListener(this); @@ -467,12 +476,15 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess addAndMakeVisible(BassLabel); BassLabel.setText("Bass", juce::NotificationType::dontSendNotification); BassLabel.setJustificationType(juce::Justification::centred); + addAndMakeVisible(MidLabel); MidLabel.setText("Mid", juce::NotificationType::dontSendNotification); MidLabel.setJustificationType(juce::Justification::centred); + addAndMakeVisible(TrebleLabel); TrebleLabel.setText("Treble", juce::NotificationType::dontSendNotification); TrebleLabel.setJustificationType(juce::Justification::centred); + addAndMakeVisible(PresenceLabel); PresenceLabel.setText("Presence", juce::NotificationType::dontSendNotification); PresenceLabel.setJustificationType(juce::Justification::centred); @@ -480,10 +492,23 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess addAndMakeVisible(DelayLabel); DelayLabel.setText("Delay", juce::NotificationType::dontSendNotification); DelayLabel.setJustificationType(juce::Justification::centred); + addAndMakeVisible(ReverbLabel); ReverbLabel.setText("Reverb", juce::NotificationType::dontSendNotification); ReverbLabel.setJustificationType(juce::Justification::centred); + addAndMakeVisible(toneDropDownLabel); + toneDropDownLabel.setText("Tone", juce::NotificationType::dontSendNotification); + toneDropDownLabel.setJustificationType(juce::Justification::centred); + + addAndMakeVisible(irDropDownLabel); + irDropDownLabel.setText("IR", juce::NotificationType::dontSendNotification); + irDropDownLabel.setJustificationType(juce::Justification::centred); + + addAndMakeVisible(versionLabel); + versionLabel.setText("v1.3.0", juce::NotificationType::dontSendNotification); + versionLabel.setJustificationType(juce::Justification::centred); + auto font = GainLabel.getFont(); float height = font.getHeight(); font.setHeight(height); // 0.75); @@ -495,6 +520,10 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess PresenceLabel.setFont(font); DelayLabel.setFont(font); ReverbLabel.setFont(font); + toneDropDownLabel.setFont(font); + irDropDownLabel.setFont(font); + versionLabel.setFont(font); + // Name controls: addAndMakeVisible(ampNameLabel); @@ -542,6 +571,9 @@ NeuralPiAudioProcessorEditor::NeuralPiAudioProcessorEditor (NeuralPiAudioProcess // Size of plugin GUI setSize(345, 455); + + // Set gain knob color based on conditioned/snapshot model + setGainKnobColor(); } NeuralPiAudioProcessorEditor::~NeuralPiAudioProcessorEditor() @@ -592,10 +624,13 @@ void NeuralPiAudioProcessorEditor::resized() MidLabel.setBounds(91, 238, 80, 10); TrebleLabel.setBounds(178, 238, 80, 10); PresenceLabel.setBounds(265, 238, 80, 10); - DelayLabel.setBounds(178, 108, 80, 10); ReverbLabel.setBounds(265, 108, 80, 10); + toneDropDownLabel.setBounds(267, 16, 80, 10); + irDropDownLabel.setBounds(261, 48, 80, 10); + versionLabel.setBounds(268, 431, 80, 10); + addAndMakeVisible(ampNameLabel); ampNameField.setEditable(true, true, true); addAndMakeVisible(ampNameField); @@ -622,6 +657,7 @@ void NeuralPiAudioProcessorEditor::modelSelectChanged() } auto newValue = static_cast(processor.current_model_index / (processor.num_models - 1.0)); modelKnob.setValue(newValue); + setGainKnobColor(); } void NeuralPiAudioProcessorEditor::irSelectChanged() @@ -678,6 +714,7 @@ void NeuralPiAudioProcessorEditor::loadButtonClicked() } } } + setGainKnobColor(); } void NeuralPiAudioProcessorEditor::loadIRClicked() @@ -1045,4 +1082,15 @@ void NeuralPiAudioProcessorEditor::setParameterValue(const String& paramId, floa { if (auto* param = getParameter(paramId)) param->setValueNotifyingHost(value); +} + + +void NeuralPiAudioProcessorEditor::setGainKnobColor() +{ + if (processor.is_conditioned == false) { + ampGainKnob.setLookAndFeel(&blueLookAndFeel); + } + else { + ampGainKnob.setLookAndFeel(&redLookAndFeel); + } } \ No newline at end of file diff --git a/Source/PluginEditor.h b/Source/PluginEditor.h index aee6ff4..298875e 100644 --- a/Source/PluginEditor.h +++ b/Source/PluginEditor.h @@ -97,6 +97,9 @@ class NeuralPiAudioProcessorEditor : public AudioProcessorEditor, Label PresenceLabel; Label DelayLabel; Label ReverbLabel; + Label toneDropDownLabel; + Label irDropDownLabel; + Label versionLabel; File test_file; File model_folder; @@ -105,6 +108,9 @@ class NeuralPiAudioProcessorEditor : public AudioProcessorEditor, TextButton loadIR; ToggleButton irButton; ToggleButton lstmButton; + + juce::LookAndFeel_V4 blueLookAndFeel; + juce::LookAndFeel_V4 redLookAndFeel; juce::String fname; virtual void buttonClicked(Button* button) override; @@ -169,6 +175,7 @@ class NeuralPiAudioProcessorEditor : public AudioProcessorEditor, float getParameterValue(const String& paramId); void setParameterValue(const String& paramId, float value); + void setGainKnobColor(); JUCE_DECLARE_NON_COPYABLE_WITH_LEAK_DETECTOR (NeuralPiAudioProcessorEditor) }; diff --git a/Source/PluginProcessor.cpp b/Source/PluginProcessor.cpp index 3b7591d..4780242 100644 --- a/Source/PluginProcessor.cpp +++ b/Source/PluginProcessor.cpp @@ -340,9 +340,11 @@ void NeuralPiAudioProcessor::loadConfig(File configFile) int input_size_json = weights_json["/model_data/input_size"_json_pointer]; LSTM.input_size = input_size_json; if (input_size_json == 1) { + is_conditioned = false; LSTM.load_json(char_filename); } else { + is_conditioned = true; LSTM.load_json2(char_filename); } model_loaded = 1; @@ -472,6 +474,7 @@ void NeuralPiAudioProcessor::installTones() // Default tones File ts9_tone = userAppDataDirectory_tones.getFullPathName() + "/TS9_FullD.json"; File bjdirty_tone = userAppDataDirectory_tones.getFullPathName() + "/BluesJR_FullD.json"; + File ht40od_tone = userAppDataDirectory_tones.getFullPathName() + "/HT40_Overdrive.json"; if (ts9_tone.existsAsFile() == false) { std::string string_command = ts9_tone.getFullPathName().toStdString(); @@ -494,6 +497,17 @@ void NeuralPiAudioProcessor::installTones() myfile.close(); } + + if (ht40od_tone.existsAsFile() == false) { + std::string string_command = ht40od_tone.getFullPathName().toStdString(); + const char* char_ht40od = &string_command[0]; + + std::ofstream myfile; + myfile.open(char_ht40od); + myfile << BinaryData::HT40_Overdrive_json; + + myfile.close(); + } } diff --git a/Source/PluginProcessor.h b/Source/PluginProcessor.h index d477d3b..24e4dbc 100644 --- a/Source/PluginProcessor.h +++ b/Source/PluginProcessor.h @@ -130,6 +130,8 @@ class NeuralPiAudioProcessor : public AudioProcessor int current_ir_index = 0; int ir_index = 0; + bool is_conditioned = false; + RT_LSTM LSTM; juce::dsp::Reverb::Parameters rev_params; diff --git a/models/BluesJR_FullD.json b/models/BluesJR_FullD.json index 45edfa6..e3f28f0 100644 --- a/models/BluesJR_FullD.json +++ b/models/BluesJR_FullD.json @@ -1 +1 @@ -{"model_data": {"model": "SimpleRNN", "input_size": 2, "skip": 1, "output_size": 1, "unit_type": "LSTM", "num_layers": 1, "hidden_size": 20, "bias_fl": true}, "state_dict": {"rec.weight_ih_l0": [[0.013022520579397678, 0.5114046931266785], [0.05127575621008873, -0.508161187171936], [0.04089854657649994, 1.120935082435608], [0.09975506365299225, -0.07918450981378555], [0.11507420241832733, 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-0.14825032651424408], [-0.08960039913654327, -0.3952498733997345], [-0.3931604325771332, 0.1254563182592392], [-0.7339096069335938, 0.28921061754226685], [0.019316041842103004, -0.9540259838104248], [0.34599757194519043, -0.06300169229507446], [0.03633587062358856, -0.08084089308977127], [-0.6528636813163757, 0.0970037505030632], [-0.020858002826571465, 0.05184541270136833], [-0.09812093526124954, -0.08214297890663147], [-0.8585624694824219, -0.35483500361442566], [-0.3235898017883301, -0.4869104325771332], [0.0472835972905159, 0.38977494835853577], [0.17852705717086792, 0.2865922451019287], [-0.046047043055295944, -0.031569864600896835], [0.14132823050022125, -0.19811910390853882], [-0.03550417721271515, 0.5753363966941833], [-0.048196643590927124, 0.5401521325111389], [0.1492835432291031, -0.44490641355514526], [-0.0643317773938179, 0.341321736574173], [-0.39180228114128113, -0.058376066386699677], [-0.03228415176272392, -0.5846483111381531], [0.03248290717601776, 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newline at end of file diff --git a/models/HT40_Overdrive.json b/models/HT40_Overdrive.json new file mode 100644 index 0000000..45edfa6 --- /dev/null +++ b/models/HT40_Overdrive.json @@ -0,0 +1 @@ +{"model_data": {"model": "SimpleRNN", "input_size": 2, "skip": 1, "output_size": 1, "unit_type": "LSTM", "num_layers": 1, "hidden_size": 20, "bias_fl": true}, "state_dict": {"rec.weight_ih_l0": [[0.013022520579397678, 0.5114046931266785], [0.05127575621008873, -0.508161187171936], [0.04089854657649994, 1.120935082435608], [0.09975506365299225, -0.07918450981378555], [0.11507420241832733, -0.30173009634017944], [0.11877137422561646, -0.5747076869010925], [-0.11540717631578445, 0.5866866111755371], [-0.08463716506958008, 0.1272048056125641], [0.029192663729190826, -0.1124735176563263], [0.42103448510169983, -0.829181969165802], [0.011309577152132988, -0.19631747901439667], [-0.033433541655540466, 0.2820163369178772], [-0.1694369614124298, 0.00620652362704277], [-0.1621035933494568, 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0.15111202001571655, -0.37360915541648865, 0.32542741298675537, 0.019180402159690857, -0.2969675362110138, -0.2510145902633667, -0.3527390658855438, -0.2722605764865875, -0.09462878108024597, 0.3057496249675751, 0.6557283401489258, -0.2554403245449066, -0.21973015367984772, 0.19126813113689423, 0.29271480441093445, -0.31651365756988525]], "lin.bias": [-0.020056188106536865]}} \ No newline at end of file From cc003e38bf3f9c0cba94b706128d80cc4accea46 Mon Sep 17 00:00:00 2001 From: keith Date: Thu, 21 Oct 2021 11:32:06 -0500 Subject: [PATCH 4/9] Fixed gain logic --- Source/PluginProcessor.cpp | 4 +++- Source/RTNeuralLSTM.cpp | 1 - 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/Source/PluginProcessor.cpp b/Source/PluginProcessor.cpp index 4780242..fb9294f 100644 --- a/Source/PluginProcessor.cpp +++ b/Source/PluginProcessor.cpp @@ -204,7 +204,9 @@ void NeuralPiAudioProcessor::processBlock (AudioBuffer& buffer, MidiBuffe auto ir = static_cast (irParam->get()); ir_index = getIrIndex(ir); - //buffer.applyGain(gain * 2.0); + if (LSTM.input_size == 1) { + 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); diff --git a/Source/RTNeuralLSTM.cpp b/Source/RTNeuralLSTM.cpp index 5e766e3..95a355e 100644 --- a/Source/RTNeuralLSTM.cpp +++ b/Source/RTNeuralLSTM.cpp @@ -99,5 +99,4 @@ void RT_LSTM::process(const float* inData, float param, float* outData, int numS inArray[1] = param; outData[i] = model_cond1.forward(inArray) + inData[i]; } - } From c6eaf570061d3c711e7903b5cae44042c7a619b5 Mon Sep 17 00:00:00 2001 From: keith Date: Thu, 21 Oct 2021 17:35:16 -0500 Subject: [PATCH 5/9] Added TS9 and BluesJr conditioned models --- NeuralPi.jucer | 2 ++ Source/PluginProcessor.cpp | 8 ++++---- models/BluesJr.json | 1 + models/HT40_Overdrive.json | 2 +- models/TS9.json | 1 + 5 files changed, 9 insertions(+), 5 deletions(-) create mode 100644 models/BluesJr.json create mode 100644 models/TS9.json diff --git a/NeuralPi.jucer b/NeuralPi.jucer index 3232fdb..5ae8896 100644 --- a/NeuralPi.jucer +++ b/NeuralPi.jucer @@ -7,12 +7,14 @@ displaySplashScreen="1" companyEmail="smartguitarml@gmail.com"> + + diff --git a/Source/PluginProcessor.cpp b/Source/PluginProcessor.cpp index fb9294f..66615c0 100644 --- a/Source/PluginProcessor.cpp +++ b/Source/PluginProcessor.cpp @@ -474,8 +474,8 @@ void NeuralPiAudioProcessor::installTones() //==================================================================== { // Default tones - File ts9_tone = userAppDataDirectory_tones.getFullPathName() + "/TS9_FullD.json"; - File bjdirty_tone = userAppDataDirectory_tones.getFullPathName() + "/BluesJR_FullD.json"; + File ts9_tone = userAppDataDirectory_tones.getFullPathName() + "/TS9.json"; + File bjdirty_tone = userAppDataDirectory_tones.getFullPathName() + "/BluesJR.json"; File ht40od_tone = userAppDataDirectory_tones.getFullPathName() + "/HT40_Overdrive.json"; if (ts9_tone.existsAsFile() == false) { @@ -484,7 +484,7 @@ void NeuralPiAudioProcessor::installTones() std::ofstream myfile; myfile.open(char_ts9_tone); - myfile << BinaryData::TS9_FullD_json; + myfile << BinaryData::TS9_json; myfile.close(); } @@ -495,7 +495,7 @@ void NeuralPiAudioProcessor::installTones() std::ofstream myfile; myfile.open(char_bjdirty); - myfile << BinaryData::BluesJR_FullD_json; + myfile << BinaryData::BluesJr_json; myfile.close(); } diff --git a/models/BluesJr.json b/models/BluesJr.json new file mode 100644 index 0000000..4f0a510 --- /dev/null +++ b/models/BluesJr.json @@ -0,0 +1 @@ +{"model_data": {"model": "SimpleRNN", "input_size": 2, "skip": 1, "output_size": 1, "unit_type": "LSTM", "num_layers": 1, "hidden_size": 20, "bias_fl": true}, "state_dict": {"rec.weight_ih_l0": [[0.15445643663406372, 0.2561433017253876], [-0.0021609722170978785, -0.22310146689414978], [0.013231409713625908, 0.14456993341445923], [-0.15099172294139862, -0.026751689612865448], [-0.10396579653024673, -0.025613227859139442], [-0.03677292540669441, 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-0.7935227751731873, -0.7434349060058594, -0.07558686286211014, 0.3913436233997345, 0.2760891616344452, 0.3147290050983429, 0.06356137245893478, 0.07621174305677414, 0.25898998975753784, 0.11068949848413467, 0.03700139746069908, 0.16449499130249023, 0.2692866027355194, -0.30784112215042114, -0.1220402643084526, -0.21918857097625732, -0.5105369091033936, -0.6028090715408325, 0.16460813581943512]], "lin.bias": [0.023856271058321]}} \ No newline at end of file From 0286cc973035efef347807f5bb51134a2de5c163 Mon Sep 17 00:00:00 2001 From: keith Date: Wed, 27 Oct 2021 06:01:16 -0500 Subject: [PATCH 6/9] Updated binary resources --- resources/CMakeLists.txt | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/resources/CMakeLists.txt b/resources/CMakeLists.txt index ed99e7e..66a04f6 100644 --- a/resources/CMakeLists.txt +++ b/resources/CMakeLists.txt @@ -1,8 +1,9 @@ juce_add_binary_data(BinaryData SOURCES logo.png npi_background.jpg - ../models/BluesJR_FullD.json - ../models/TS9_FullD.json + ../models/BluesJr.json + ../models/TS9.json + ../models/HT40_Overdrive.json ) # Need to build BinaryData with -fPIC flag on Linux From f9af6e172523e31d9ec50ac544fcf51b9d9c22a5 Mon Sep 17 00:00:00 2001 From: keith Date: Sun, 31 Oct 2021 12:05:40 -0500 Subject: [PATCH 7/9] Volume adjustment and typo fix --- Source/PluginProcessor.cpp | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/Source/PluginProcessor.cpp b/Source/PluginProcessor.cpp index 66615c0..20e85cc 100644 --- a/Source/PluginProcessor.cpp +++ b/Source/PluginProcessor.cpp @@ -204,9 +204,12 @@ void NeuralPiAudioProcessor::processBlock (AudioBuffer& buffer, MidiBuffe auto ir = static_cast (irParam->get()); ir_index = getIrIndex(ir); + // Applying gain adjustment for snapshot models if (LSTM.input_size == 1) { buffer.applyGain(gain * 2.0); - } + } + + // Process EQ 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); @@ -240,7 +243,7 @@ void NeuralPiAudioProcessor::processBlock (AudioBuffer& buffer, MidiBuffe } // Master Volume - buffer.applyGain(master); + buffer.applyGain(master * 2.0); // Adding volume range (2x) mainly for clean models // Process Delay, and Reverb set_delayParams(delay); @@ -248,8 +251,6 @@ void NeuralPiAudioProcessor::processBlock (AudioBuffer& buffer, MidiBuffe fxChain.process(context); } - - // process DC blocker auto monoBlock = dsp::AudioBlock(buffer).getSingleChannelBlock(0); dcBlocker.process(dsp::ProcessContextReplacing(monoBlock)); @@ -352,7 +353,7 @@ void NeuralPiAudioProcessor::loadConfig(File configFile) model_loaded = 1; } catch (const std::exception& e) { - DBG("Unable to load IR file: " + configFile.getFullPathName()); + DBG("Unable to load json file: " + configFile.getFullPathName()); std::cout << e.what(); } @@ -395,7 +396,6 @@ void NeuralPiAudioProcessor::resetDirectoryIR(const File& file) file.findChildFiles(results, juce::File::findFiles, false, "*.wav"); for (int i = results.size(); --i >= 0;) irFiles.push_back(File(results.getReference(i).getFullPathName())); - } } From d397fbdecd4037cffa4695043f28a6c640d5d9f8 Mon Sep 17 00:00:00 2001 From: Keith Bloemer <32459398+GuitarML@users.noreply.github.com> Date: Sun, 31 Oct 2021 14:28:40 -0500 Subject: [PATCH 8/9] Update README.md --- README.md | 30 +++++++++++++++++------------- 1 file changed, 17 insertions(+), 13 deletions(-) diff --git a/README.md b/README.md index 34c2a43..60b81ae 100644 --- a/README.md +++ b/README.md @@ -18,7 +18,7 @@ There are four main components to the guitar pedal: 4. NeuralPi VST3 plugin ![app](https://github.com/GuitarML/NeuralPi/blob/main/resources/neuralpi_pic.jpg) -
This is the normal plugin (v1.2.0), available for Windows (Standalone, VST3) and Mac (Standalone, AU, VST3). After connencting the Raspberry Pi and remote computer to the same local WiFi network, enter the RaspberryPi's IP address (keep the default ports) to enable control over WiFi. The Win/Mac plugins are fully functional guitar plugins that allow you to try out GuitarML's most advanced amp/pedal models without building the Raspberry Pi pedal. +
This is the normal plugin (v1.3.0), available for Windows (Standalone, VST3) and Mac (Standalone, AU, VST3). After connencting the Raspberry Pi and remote computer to the same local WiFi network, enter the RaspberryPi's IP address (keep the default ports) to enable control over WiFi. The Win/Mac plugins are fully functional guitar plugins that allow you to try out GuitarML's most advanced amp/pedal models without building the Raspberry Pi pedal. Note: The plugin must be restarted after using the Import Tone button for changes to take effect. @@ -33,6 +33,10 @@ Windows: C:/Users//Documents/GuitarML/NeuralPi/tones Elk Audio OS: /home/mind/Documents/GuitarML/NeuralPi/tones ``` +## Conditioned Models + +Starting with version 1.3, NeuralPi can load tones conditioned on the Gain parameter. The three default tones included with NeuralPi are now conditioned models. This type of model uses a neural network for the full range of the Gain/Drive parameter, rather than just a snapshot model. When a conditioned model is loaded, the Gain knob will turn red. + ## Adding New Models Once your NeuralPi is set up, you can add new models from a remote computer using the following steps: @@ -50,14 +54,14 @@ IMPORTANT: The plugin uses a sort() function to order the models alphabetically. ## MIDI control of NeuralPi parameters -The “config_neuralpi_MIDI.json” file contains MIDI mapping of NeuralPi parameters. +The “config_neuralpi_MIDI.json†file contains MIDI mapping of NeuralPi parameters. The names of parameters are: "Gain", "Master", "Bass", "Mid", "Treble", "Presence", "Delay", "Reverb", "Model", "Ir". -In that json file, you can see that those parameters have been asigned to incoming MIDI CC# messages "1", "2", "3", "4, "5", "6", "7", "8", "9" and "10" respectively. But editing the file allows you to chose whatever CC# to whatever parameter, by just changing values in the “cc_number” and “parameter_name” commmands. +In that json file, you can see that those parameters have been asigned to incoming MIDI CC# messages "1", "2", "3", "4, "5", "6", "7", "8", "9" and "10" respectively. But editing the file allows you to chose whatever CC# to whatever parameter, by just changing values in the “cc_number†and “parameter_name†commmands. -Sushi will listen to incoming MIDI CC# messages, will normalize (0, 127) MIDI values range to (0, 1) Sushi range, and will set that value to correspondent parameter. For instance, if your MIDI controller sends a CC2 message with value "127", Sushi will receive that message and set "Master" parameter (“Master” is assigned to “CC2”) to be "1" (MIDI “127” value normalized to “1”). +Sushi will listen to incoming MIDI CC# messages, will normalize (0, 127) MIDI values range to (0, 1) Sushi range, and will set that value to correspondent parameter. For instance, if your MIDI controller sends a CC2 message with value "127", Sushi will receive that message and set "Master" parameter (“Master†is assigned to “CC2â€) to be "1" (MIDI “127†value normalized to “1â€). -You´ll need to copy the config file to the Raspberry, for instance through ssh over Wifi (login as root): +You´ll need to copy the config file to the Raspberry, for instance through ssh over Wifi (login as root): scp -r config_neuralpi_MIDI.json root@:/home/mind/config_files/ @@ -65,21 +69,19 @@ For connecting a MIDI device: 1 - Plug your MIDI device into any Raspberry USB port. -2 - Login as “mind” user, “elk” password, and run Sushi with the MIDI config: +2 - Login as “mind†user, “elk†password, and run Sushi with the MIDI config: -sushi -r --multicore-processing=2 –c ~/config_files/config_neuralpi_MIDI.json & +sushi -r --multicore-processing=2 –c ~/config_files/config_neuralpi_MIDI.json & -3 – To list MIDI devices connected to the Raspberry, run: +3 – To list MIDI devices connected to the Raspberry, run: -aconnect –l +aconnect –l -4 – You can now connect your MIDI device to Sushi either by their listed ports, or by their names. Run: +4 – You can now connect your MIDI device to Sushi either by their listed ports, or by their names. Run: aconnect "your-listed-device-name" "Sushi" -NOTE 1: Currentlly, "Model" and "Ir" parameters are a little tricky to control. NeuralPi asigns a value to each file saved in "tones" or "Ir" directory. It divides the (0, 1) range of values by the number of files available, so for instance, if you had just 2 tone files in the directory, one of them would respond to any value in the (0, 0.49) range, and the other would respond to any value in the (0.5, 1) range. When a lot of tones/IR files are stored in the directories, it´s difficult to guess which value corresponds to which tone/IR... so for the moment, if you need to control tones or IRs with MIDI, you´d have to work a little to find out values, or just reduce the number of tones/IRs in your directories to make the task easier. - -NOTE 2: When NeuralPi is started, it seeks for tones in the directory. If it doesn´t find the default ones (“BluesJR_FullD.json” and “TS9_FullD.json” tones), it will create them again. So if you had only 2 tones because yo wanted to control them easily by MIDI, and neither of them are the BluesJr nor TS9, bear in mind that at Sushi startup, suddenly BluesJr and TS9 files will be created again in the directory, so there´ll be 4 models/files stored and the values assigned for each one might have changed. If you want only 2 models, you can cheat a little and rename your desired model files as “BluesJR_FullD.json” and “TS9_FullD.json” (make sure the name is identical). This way, NeuralPi thinks that default models are already in the directory and doesn´t add any files. +NOTE 1: Currentlly, "Model" and "Ir" parameters are a little tricky to control. NeuralPi asigns a value to each file saved in "tones" or "Ir" directory. It divides the (0, 1) range of values by the number of files available, so for instance, if you had just 2 tone files in the directory, one of them would respond to any value in the (0, 0.49) range, and the other would respond to any value in the (0.5, 1) range. ## To Do @@ -93,6 +95,8 @@ The neural network is a re-creation of the LSTM inference model from [Real-Time The [Automated-GuitarAmpModelling](https://github.com/Alec-Wright/Automated-GuitarAmpModelling) project was used to train the .json models.
GuitarML maintains a [fork](https://github.com/GuitarML/Automated-GuitarAmpModelling) with a few extra helpful features, including a Colab training script. IMPORTANT: When training models for NeuralPi, ensure that a LSTM size of 20 is used. NeuralPi is optimized to run models of this size, and other sizes are not currently compatible. + +Note: The GuitarML fork of the Automated-GuitarAmpModelling code now contains helper scripts for training conditioned models, which are compatible with NeuralPi v1.3. The plugin uses [RTNeural](https://github.com/jatinchowdhury18/RTNeural), which is a highly optimized neural net inference engine intended for audio applications. 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