{ "cells": [ { "cell_type": "markdown", "id": "7809f16f-6543-427f-b6d2-866754009339", "metadata": {}, "source": [ "# Generating MIDI notes via RNNs\n", "\n", "After we have taken a look how we train RNNs on a certain text corpora and use it to continue a given text we want to see how we can modify this method so we instead can use it for a musical notation.\n", "At the end we want to use our model in real time with SuperCollider by using a MIDI keyboard.\n", "\n", "Where in a classical written text the notation only works singulary in one direction the musical score also allows for events happening in paralell at the same time like chords or melodies in multiple instruments.\n", "We assume that the number of paralell events is not per-determined and dynamic which makes it difficult to account for in mathematical notation.\n", "For this reason we will limit ourselves to monophonic melodies as corpora." ] }, { "cell_type": "code", "execution_count": null, "id": "714ceec6-9e33-4349-bddb-6b1ebfb974e5", "metadata": {}, "outputs": [], "source": [ "import glob\n", "from typing import List\n", "\n", "import numpy as np\n", "import music21\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "import pandas as pd\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", "\n", "mpl.rcParams['figure.figsize'] = (15, 5)\n", "np.random.seed(42)" ] }, { "cell_type": "markdown", "id": "567e73e6-36b4-410b-b7de-d2f42899b19c", "metadata": {}, "source": [ "## Loading the data\n", "\n", "As mentioned above to keep things simple for now we will restrict ourselves to monophonic melodies.\n", "As we don't want to spend too much time on obtaining and filtering we will simply use easily available monophonic melodies - and we also need as much as possible as this is machine learning with neural networks.\n", "With such requirements we often tend to use works from J.S. Bach as those are quite easily representable in MIDI format, there are no licensing issues, there is a huge fanbase who transcribed everything into MIDI format and it offers a big and homogenous corpora.\n", "\n", "As corpora we will use the [Suites for Solo Cello](https://en.wikipedia.org/wiki/Cello_Suites_(Bach)) which are available in MIDI format [here](http://www.jsbach.net/midi/midi_solo_cello.html) but are already included in this repository as well." ] }, { "cell_type": "code", "execution_count": null, "id": "1e4db8c4-8875-4ee1-8e8c-e0920c6762f8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Loaded 36 MIDI files. Random selected file is 'assets/bach-midi/cs5-2all.mid'\n" ] } ], "source": [ "midi_files = glob.glob(\"assets/bach-midi/*.mid\")\n", "random_midi_file = np.random.choice(midi_files)\n", "\n", "print(f\"Loaded {len(midi_files)} MIDI files. Random selected file is '{random_midi_file}'\")" ] }, { "cell_type": "markdown", "id": "0fa93d2b", "metadata": {}, "source": [ "If you have [MuseScore](https://musescore.org) installed on your system we can transform the MIDI file to score notation within Python via music21." ] }, { "cell_type": "code", "execution_count": null, "id": "9534885d-3db8-49fd-919e-c49cb2e4aa00", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 918, "width": 708 } }, "output_type": "display_data" } ], "source": [ "music21.converter.parse(random_midi_file).show()" ] }, { "cell_type": "markdown", "id": "4b3d8e18", "metadata": {}, "source": [ "Although we restricted ourselves to a single instrument we notice that the Cello is not played solely monophonic and we need to think of a way how to restrict our data to strictly monophonic sequences.\n", "For now we wil simply will only take take the upmost note and ignore the others.\n", "\n", "We also need to think of a way to encode the MIDI notation into a text representation.\n", "For note pitches this is somehow trivial as we can simply take the [MIDI pitch number](https://newt.phys.unsw.edu.au/jw/notes.html) which we also often use in SuperCollider.\n", "The duration of a note can be expressed as a fraction of quarter notes which will also allow us to encode arbitrary tuplets.\n", "To transform the data we will write a function `extract_notes` which uses [music21](https://web.mit.edu/music21/) to extract the necesarry data." ] }, { "cell_type": "code", "execution_count": null, "id": "f378c185-4708-465e-a441-7a08fe980ca7", "metadata": {}, "outputs": [], "source": [ "def extract_notes(midi_file_path:str, mono:bool = True):\n", " notes = []\n", " durations = []\n", "\n", " for e in music21.converter.parse(midi_file_path).chordify().flat:\n", " if isinstance(e, music21.chord.Chord):\n", " if mono:\n", " # only use highest pitch\n", " notes.append(str(sorted(e.pitches)[::-1][0].midi))\n", " else:\n", " # concat ptiches via ,\n", " notes.append(','.join([str(n.midi) for n in e.pitches]))\n", " durations.append(e.duration.quarterLength)\n", "\n", " if isinstance(e, music21.note.Note):\n", " notes.append(str(e.midi))\n", " durations.append(e.duration.quarterLength)\n", " \n", " return notes, durations" ] }, { "cell_type": "code", "execution_count": null, "id": "8d29639e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Notes (683):\t\t['60', '60', '60', '58', '56', '55', '56', '53', '55', '50']\n", "Duractions (683):\t[0.25, 1.0, 0.25, 0.25, 0.25, 0.25, 0.75, 0.25, 0.75, 0.25]\n" ] } ], "source": [ "notes, durations = extract_notes(random_midi_file)\n", "print(f\"Notes ({len(notes)}):\\t\\t{notes[0:10]}\")\n", "print(f\"Duractions ({len(durations)}):\\t{durations[0:10]}\")" ] }, { "cell_type": "markdown", "id": "0be1b268", "metadata": {}, "source": [ "We want to verify if our extraction works as expected by creating a MIDI file from it again via music21." ] }, { "cell_type": "code", "execution_count": null, "id": "fc8bc4b5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 915, "width": 708 } }, "output_type": "display_data" } ], "source": [ "stream = music21.stream.Stream()\n", "\n", "for n, d in zip(notes, durations):\n", " note = music21.note.Note(int(n))\n", " note.duration.quarterLength = d\n", " stream.append(note)\n", "\n", "stream.show()" ] }, { "cell_type": "markdown", "id": "8700b47e", "metadata": {}, "source": [ "We see that [ties](https://en.wikipedia.org/wiki/Tie_(music)) were completely ignored which is far from perfect - also some timing (bar 13) seems pretty off as we not have observed such strange timing in our original material.\n", "Normally we would need to spend much more time on this endeavour as this is the only data that our neural network is given and its bad if it contains avoidable mistakes.\n", "Also, in my experience, it would be best **not** to use music21 for this as it contradicts common Python schemes and makes it therefore tedious to work with and is also slow if working on a big dataset.\n", "Nontheless it is an interesting library which offers lots of functionallity for traditional western classical music.\n", "\n", "For now we will ignore all the flaws of our conversion function (we also could it expand this function to convert everything to the same key - but the question is if this is something we really want)." ] }, { "cell_type": "code", "execution_count": null, "id": "c32d1d6d-690e-447b-b729-69683a868aac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "parse assets/bach-midi/cs1-2all.mid\n", "parse assets/bach-midi/cs5-1pre.mid\n", "parse assets/bach-midi/cs4-1pre.mid\n", "parse assets/bach-midi/cs3-5bou.mid\n", "parse assets/bach-midi/cs1-4sar.mid\n", "parse assets/bach-midi/cs2-5men.mid\n", "parse assets/bach-midi/cs3-3cou.mid\n", "parse assets/bach-midi/cs2-3cou.mid\n", "parse assets/bach-midi/cs1-6gig.mid\n", "parse assets/bach-midi/cs6-4sar.mid\n", "parse assets/bach-midi/cs4-5bou.mid\n", "parse assets/bach-midi/cs4-3cou.mid\n", "parse assets/bach-midi/cs5-3cou.mid\n", "parse assets/bach-midi/cs6-5gav.mid\n", "parse assets/bach-midi/cs6-6gig.mid\n", "parse assets/bach-midi/cs6-2all.mid\n", "parse assets/bach-midi/cs2-1pre.mid\n", "parse assets/bach-midi/cs3-1pre.mid\n", "parse assets/bach-midi/cs3-6gig.mid\n", "parse assets/bach-midi/cs2-6gig.mid\n", "parse assets/bach-midi/cs2-4sar.mid\n", "parse assets/bach-midi/cs3-4sar.mid\n", "parse assets/bach-midi/cs1-5men.mid\n", "parse assets/bach-midi/cs1-3cou.mid\n", "parse assets/bach-midi/cs6-1pre.mid\n", "parse assets/bach-midi/cs2-2all.mid\n", "parse assets/bach-midi/cs3-2all.mid\n", "parse assets/bach-midi/cs1-1pre.mid\n", "parse assets/bach-midi/cs5-2all.mid\n", "parse assets/bach-midi/cs4-2all.mid\n", "parse assets/bach-midi/cs5-5gav.mid\n", "parse assets/bach-midi/cs4-6gig.mid\n", "parse assets/bach-midi/cs5-6gig.mid\n", "parse assets/bach-midi/cs5-4sar.mid\n", "parse assets/bach-midi/cs4-4sar.mid\n", "parse assets/bach-midi/cs6-3cou.mid\n" ] } ], "source": [ "notes = []\n", "durations = []\n", "\n", "for midi_file in midi_files:\n", " print(f'parse {midi_file}')\n", " n, d = extract_notes(midi_file, mono=True)\n", " notes.append(n)\n", " durations.append(d)" ] }, { "cell_type": "markdown", "id": "b38010ca-f288-4644-a038-354fee1d398c", "metadata": {}, "source": [ "## Convert data to sequences\n", "\n", "As RNNs predict the next sample $x_{m+n+1}$ based on previous $n$ examples $\\lbrace x_m, x_{m+1}, \\dots, x_{m+n} \\rbrace$ (where $m \\in \\mathbb{N}$ is an arbitrary offset within our data sequenece) we need to prepare our data in such a way as well.\n", "We can simply copy the function from the text RNN for this." ] }, { "cell_type": "code", "execution_count": null, "id": "72758c1e-3186-4373-83fe-b22a73a250fb", "metadata": {}, "outputs": [], "source": [ "def generate_sequences(notes: List[int], durations: List[int], seq_length: int) -> List[np.ndarray]:\n", " X_notes = []\n", " X_dur = []\n", " y_notes = []\n", " y_dur = []\n", " \n", " for note, duration in zip(notes, durations):\n", " for i in range(0, len(note) - seq_length):\n", " X_notes.append(note[i:i+seq_length])\n", " y_notes.append(note[i+seq_length])\n", " \n", " X_dur.append(duration[i:i+seq_length])\n", " y_dur.append(duration[i+seq_length])\n", " \n", " # we specify the data type of our data to save some memory which is crucial when working with neural networks\n", " return np.array(X_notes, dtype=np.int16), np.array(y_notes, dtype=np.int16), np.array(X_dur, dtype=np.float16), np.array(y_dur, dtype=np.float16)\n", "\n", "X_n, y_n, X_d, y_d = generate_sequences(notes, durations, seq_length=64)" ] }, { "cell_type": "markdown", "id": "93512ab0", "metadata": {}, "source": [ "For each of our 2 sequences (one sequence are the pitch names, the other one the durations) we created an array $X$ which will contain $64$ samples and a vector $y$ which will contain the next sample, which is exactly what our neural network shall predict." ] }, { "cell_type": "code", "execution_count": null, "id": "e76bff76", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_n (25132, 64):\n", "[59 59 59 57 55 54 55 50 52 54 55 57 59 60 62 59 55 54 55 52 50 48 47 48\n", " 50 52 54 55 57 59 60 57 55 54 55 52 54 55 45 50 54 55 57 59 60 57 59 55\n", " 55 50 50 47 47 43 43 59 60 59 57 55 57 59 60 57]\n", "X_d (25132, 64):\n", "[0.25 1. 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25\n", " 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25\n", " 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25\n", " 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.75 0.25\n", " 0.25 0.25 0.25 0.25 0.25 0.25 0.25 0.25]\n", "\n", "y_n (25132,): 55\n", "y_d (25132,): 0.25\n" ] } ], "source": [ "print(f\"X_n {X_n.shape}:\\n{X_n[0]}\")\n", "print(f\"X_d {X_d.shape}:\\n{X_d[0]}\")\n", "print()\n", "print(f\"y_n {y_n.shape}: {y_n[0]}\")\n", "print(f\"y_d {y_d.shape}: {y_d[0]}\")" ] }, { "cell_type": "markdown", "id": "1fe9ed8a", "metadata": {}, "source": [ "As with our text and with the MNIST example we actually don't want to predict the next sample but the probability of each possible class (also called [probability distribution](https://en.wikipedia.org/wiki/Probability_distribution)).\n", "Therefore we need to transfer our vector $y$ (which has as many dimension as we have samples in $X$) to a so called [one hot encoding](https://en.wikipedia.org/wiki/One-hot) vector, transforming $y$ to a matrix of dimensions *number of samples* $\\times$ *number of classes*.\n", "\n", "For our pitches we can use some knowledge such as that there are only 127 possible pitch classes and the pitches next to each other are also mapped next to each other on our integer encoding.\n", "Preserving this structure makes it easier for the neural network to look for a structure within our data and also allows us to debug the data more easily.\n", "\n", "We will add the suffix `_h` for the one-hot-encoded version of our data." ] }, { "cell_type": "code", "execution_count": null, "id": "8b2591ad-5b7f-4b05-b43c-34d8d58abece", "metadata": {}, "outputs": [], "source": [ "y_n_h = np.eye(127)[y_n]" ] }, { "cell_type": "code", "execution_count": null, "id": "78c42e08", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "55\n", "[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 0. 0. 0. 0. 0. 0. 0.]\n" ] } ], "source": [ "print(y_n[0])\n", "print(y_n_h[0])" ] }, { "cell_type": "markdown", "id": "ba7f2277-a302-4f0c-a574-41b66c04257e", "metadata": {}, "source": [ "Doing th same for the durations is not as easy as we do not know beforehand what kind of durations are within our data - although we can be sure that it contain only a finite number of discrete values as our data is finite as well.\n", "\n", "To keep things simple we will rely on a build in function [`OneHoteEncoder`](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.OneHotEncoder.html) from sklearn wich will not preserve the order of our durations but we also need to make this step reversible and therefore it is good to use exsisting solutions which we can save as well.\n", "\n", "In Python it is possible to save variables to a file and load a variable from file as well (which is called [*pickling*](https://docs.python.org/3/library/pickle.html) - but be aware, such things are handy but a real security nightmare).\n", "This comes in handy now as we need to save and restore this encoder as we need to save it as well as our model because it is our dictionary for durations outside of the neural network and within the neural network." ] }, { "cell_type": "code", "execution_count": null, "id": "ddba47f8-8d2b-43dd-b606-b6deacd6d0cf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Saved encoder to assets/bach-model/dur_encoder.pkl\n" ] } ], "source": [ "from sklearn.preprocessing import OneHotEncoder\n", "import pickle\n", "import os\n", "\n", "encoder_file = 'assets/bach-model/dur_encoder.pkl'\n", "\n", "# if file exists we load the exsiting encoder\n", "if os.path.isfile(encoder_file):\n", " with open(encoder_file, 'rb') as f:\n", " dur_encoder = pickle.load(f)\n", " print(f\"Loaded encoder from {encoder_file}\")\n", "# otherwhise we will create one\n", "else:\n", " dur_encoder = OneHotEncoder(sparse=False)\n", " dur_encoder.fit(np.append(X_d.flatten(), y_d).reshape(-1, 1))\n", " # and save it so we can restore it later\n", " with open(encoder_file, 'wb') as f:\n", " pickle.dump(dur_encoder, f)\n", " print(f\"Saved encoder to {encoder_file}\")\n" ] }, { "cell_type": "markdown", "id": "a34aec26", "metadata": {}, "source": [ "Now we can use this encoder to transform our durations into a one-hot encoding." ] }, { "cell_type": "code", "execution_count": null, "id": "22f8156a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Categories: \n", " [0.0833 0.1666 0.25 0.3333 0.5 0.6665 0.75 1. 1.25 1.333\n", " 1.5 1.75 2. 2.25 2.5 3. 4. ]\n", "\n", "First 10 items\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.75 \t [0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n", "0.25 \t [0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.]\n" ] } ], "source": [ "y_d_h = dur_encoder.transform(y_d.reshape(-1, 1))\n", "y_d_h = np.array(y_d_h)\n", "\n", "print(\"Categories: \\n\", dur_encoder.categories_[0])\n", "print(\"\\nFirst 10 items\")\n", "for i, y in zip(y_d[0:10], y_d_h[0:10]):\n", " print(i, '\\t', y)" ] }, { "cell_type": "markdown", "id": "3ef05128-6283-4b76-b854-e4ebf48245ac", "metadata": {}, "source": [ "## Writing the RNN\n", "\n", "After we have prepared the data we can write a model which can be trained on the sequence and can be used to predict the continuation of new, unseen sequences.\n", "Note that we will predict 2 sequences at once in one model instead of having a model for pitch and one for duration.\n", "This allows that the neural network can learn co-relations between the pitch and time domain.\n", "\n", "Below is a graph which shows the in- and output of the network and of each layer." ] }, { "cell_type": "code", "execution_count": null, "id": "05d723dc-abf2-4ee4-93f1-cec214b5e0e3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"bach_model\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_3 (InputLayer) [(None, None)] 0 [] \n", " \n", " input_4 (InputLayer) [(None, None)] 0 [] \n", " \n", " embedding_2 (Embedding) (None, None, 40) 5080 ['input_3[0][0]'] \n", " \n", " embedding_3 (Embedding) (None, None, 40) 680 ['input_4[0][0]'] \n", " \n", " concatenate_1 (Concatenate) (None, None, 80) 0 ['embedding_2[0][0]', \n", " 'embedding_3[0][0]'] \n", " \n", " lstm_2 (LSTM) (None, None, 256) 345088 ['concatenate_1[0][0]'] \n", " \n", " lstm_3 (LSTM) (None, 256) 525312 ['lstm_2[0][0]'] \n", " \n", " notes (Dense) (None, 127) 32639 ['lstm_3[0][0]'] \n", " \n", " durs (Dense) (None, 17) 4369 ['lstm_3[0][0]'] \n", " \n", "==================================================================================================\n", "Total params: 913,168\n", "Trainable params: 913,168\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "# intermediate layer \n", "embed_size = 40\n", "\n", "# num of possible outcomes for each y class\n", "num_notes = y_n_h.shape[-1]\n", "num_durs = dur_encoder.categories_[0].shape[0]\n", "\n", "# the 2 input layers for the model\n", "# shape None b/c the first dimension is the batch size used during training\n", "notes_in = layers.Input(shape=(None,))\n", "durs_in = layers.Input(shape=(None,))\n", "\n", "# let the neural net transform the data itself via an embedding layer\n", "x1 = layers.Embedding(num_notes, embed_size)(notes_in)\n", "x2 = layers.Embedding(num_durs, embed_size)(durs_in)\n", "\n", "# combine both embeddings\n", "x = layers.Concatenate()([x1, x2])\n", "# stack two lstm layers\n", "x = layers.LSTM(256, return_sequences=True)(x)\n", "x = layers.LSTM(256)(x)\n", "\n", "# now create a dense layer for each output\n", "notes_out = layers.Dense(num_notes, name='notes', activation='softmax')(x)\n", "durs_out = layers.Dense(num_durs, name='durs', activation='softmax')(x)\n", "\n", "# as our model has multiple in- and outputs we will use a new notation in keras\n", "model = keras.Model([notes_in, durs_in], [notes_out, durs_out], name='bach_model')\n", "\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": null, "id": "5c1aa656-3902-41af-ba56-daa54b27fc3f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keras.utils.plot_model(model, show_shapes=True)" ] }, { "cell_type": "markdown", "id": "a9c1fcff", "metadata": {}, "source": [ "To finalize the model we need to define the rules for a successful learning which is in both cases a [categorical cross entropy](https://gombru.github.io/2018/05/23/cross_entropy_loss/) as we want to predict the distribution of the next pitch and duration." ] }, { "cell_type": "code", "execution_count": null, "id": "9b102b81-a196-4f2e-a990-2408c9f92c7f", "metadata": {}, "outputs": [], "source": [ "from keras.optimizer_v2.rmsprop import RMSprop\n", "\n", "model.compile(\n", " loss=['categorical_crossentropy', 'categorical_crossentropy'],\n", " optimizer=RMSprop(learning_rate=0.001),\n", ")" ] }, { "cell_type": "markdown", "id": "da0e148c-1640-498a-8dd0-c0d08563b134", "metadata": {}, "source": [ "## Training\n", "\n", "The actual training of the model is not much code thanks to our preparations - although it will consume time.\n", "We will also save the model and in case the saved model exists we will use the existing model instead of training it from scratch." ] }, { "cell_type": "code", "execution_count": null, "id": "5ab54282-b3ce-41ca-a4f1-d569d728c358", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Start traning model\n", "Epoch 1/50\n", "393/393 [==============================] - 86s 207ms/step - loss: 4.0639 - notes_loss: 2.9685 - durs_loss: 1.0954\n", "Epoch 2/50\n", "393/393 [==============================] - 85s 215ms/step - loss: 3.5703 - notes_loss: 2.6235 - durs_loss: 0.9468\n", "Epoch 3/50\n", "393/393 [==============================] - 89s 227ms/step - loss: 3.2504 - notes_loss: 2.4973 - durs_loss: 0.7531\n", "Epoch 4/50\n", "393/393 [==============================] - 93s 235ms/step - loss: 2.9522 - notes_loss: 2.3601 - durs_loss: 0.5921\n", "Epoch 5/50\n", "393/393 [==============================] - 103s 261ms/step - loss: 2.7139 - notes_loss: 2.2196 - durs_loss: 0.4943\n", "Epoch 6/50\n", "393/393 [==============================] - 110s 281ms/step - loss: 2.4853 - notes_loss: 2.0614 - durs_loss: 0.4239\n", "Epoch 7/50\n", "393/393 [==============================] - 116s 296ms/step - loss: 2.2540 - notes_loss: 1.8891 - durs_loss: 0.3649\n", "Epoch 8/50\n", "393/393 [==============================] - 103s 263ms/step - loss: 2.0131 - notes_loss: 1.7034 - durs_loss: 0.3097\n", "Epoch 9/50\n", "393/393 [==============================] - 108s 275ms/step - loss: 1.7678 - notes_loss: 1.5081 - durs_loss: 0.2597\n", "Epoch 10/50\n", "393/393 [==============================] - 114s 290ms/step - loss: 1.5295 - notes_loss: 1.3107 - durs_loss: 0.2189\n", "Epoch 11/50\n", "393/393 [==============================] - 109s 276ms/step - loss: 1.3027 - notes_loss: 1.1240 - durs_loss: 0.1786\n", "Epoch 12/50\n", "393/393 [==============================] - 112s 285ms/step - loss: 1.0871 - notes_loss: 0.9400 - durs_loss: 0.1471\n", "Epoch 13/50\n", "393/393 [==============================] - 115s 292ms/step - loss: 0.8994 - notes_loss: 0.7802 - durs_loss: 0.1191\n", "Epoch 14/50\n", "393/393 [==============================] - 121s 307ms/step - loss: 0.7348 - notes_loss: 0.6365 - durs_loss: 0.0983\n", "Epoch 15/50\n", "393/393 [==============================] - 126s 320ms/step - loss: 0.5955 - notes_loss: 0.5136 - durs_loss: 0.0819\n", "Epoch 16/50\n", "393/393 [==============================] - 133s 339ms/step - loss: 0.4768 - notes_loss: 0.4126 - durs_loss: 0.0642\n", "Epoch 17/50\n", "393/393 [==============================] - 140s 355ms/step - loss: 0.3867 - notes_loss: 0.3339 - durs_loss: 0.0528\n", "Epoch 18/50\n", "393/393 [==============================] - 127s 323ms/step - loss: 0.3122 - notes_loss: 0.2674 - durs_loss: 0.0448\n", "Epoch 19/50\n", "393/393 [==============================] - 111s 282ms/step - loss: 0.2557 - notes_loss: 0.2197 - durs_loss: 0.0360\n", "Epoch 20/50\n", "393/393 [==============================] - 122s 310ms/step - loss: 0.2075 - notes_loss: 0.1764 - durs_loss: 0.0311\n", "Epoch 21/50\n", "393/393 [==============================] - 116s 295ms/step - loss: 0.1726 - notes_loss: 0.1459 - durs_loss: 0.0267\n", "Epoch 22/50\n", "393/393 [==============================] - 140s 356ms/step - loss: 0.1437 - notes_loss: 0.1219 - durs_loss: 0.0218\n", "Epoch 23/50\n", "393/393 [==============================] - 135s 342ms/step - loss: 0.1220 - notes_loss: 0.1025 - durs_loss: 0.0195\n", "Epoch 24/50\n", "393/393 [==============================] - 108s 274ms/step - loss: 0.1037 - notes_loss: 0.0867 - durs_loss: 0.0171\n", "Epoch 25/50\n", "393/393 [==============================] - 108s 274ms/step - loss: 0.0953 - notes_loss: 0.0772 - durs_loss: 0.0181\n", "Epoch 26/50\n", "393/393 [==============================] - 109s 276ms/step - loss: 0.0868 - notes_loss: 0.0712 - durs_loss: 0.0157\n", "Epoch 27/50\n", "393/393 [==============================] - 107s 273ms/step - loss: 0.0775 - notes_loss: 0.0637 - durs_loss: 0.0138\n", "Epoch 28/50\n", "393/393 [==============================] - 107s 273ms/step - loss: 0.0698 - notes_loss: 0.0565 - durs_loss: 0.0134\n", "Epoch 29/50\n", "393/393 [==============================] - 110s 279ms/step - loss: 0.0658 - notes_loss: 0.0533 - durs_loss: 0.0125\n", "Epoch 30/50\n", "393/393 [==============================] - 90s 229ms/step - loss: 0.0578 - notes_loss: 0.0469 - durs_loss: 0.0109\n", "Epoch 31/50\n", "393/393 [==============================] - 95s 240ms/step - loss: 0.0551 - notes_loss: 0.0456 - durs_loss: 0.0095\n", "Epoch 32/50\n", "393/393 [==============================] - 95s 241ms/step - loss: 0.0572 - notes_loss: 0.0457 - durs_loss: 0.0115\n", "Epoch 33/50\n", "393/393 [==============================] - 101s 257ms/step - loss: 0.0550 - notes_loss: 0.0438 - durs_loss: 0.0112\n", "Epoch 34/50\n", "393/393 [==============================] - 112s 284ms/step - loss: 0.0436 - notes_loss: 0.0347 - durs_loss: 0.0090\n", "Epoch 35/50\n", "393/393 [==============================] - 111s 282ms/step - loss: 0.0446 - notes_loss: 0.0351 - durs_loss: 0.0095\n", "Epoch 36/50\n", "393/393 [==============================] - 115s 293ms/step - loss: 0.0427 - notes_loss: 0.0357 - durs_loss: 0.0070\n", "Epoch 37/50\n", "393/393 [==============================] - 117s 297ms/step - loss: 0.0419 - notes_loss: 0.0337 - durs_loss: 0.0082\n", "Epoch 38/50\n", "393/393 [==============================] - 116s 295ms/step - loss: 0.0417 - notes_loss: 0.0340 - durs_loss: 0.0076\n", "Epoch 39/50\n", "393/393 [==============================] - 120s 306ms/step - loss: 0.0405 - notes_loss: 0.0311 - durs_loss: 0.0093\n", "Epoch 40/50\n", "393/393 [==============================] - 118s 301ms/step - loss: 0.0398 - notes_loss: 0.0323 - durs_loss: 0.0074\n", "Epoch 41/50\n", "393/393 [==============================] - 119s 302ms/step - loss: 0.0360 - notes_loss: 0.0294 - durs_loss: 0.0067\n", "Epoch 42/50\n", "393/393 [==============================] - 112s 284ms/step - loss: 0.0364 - notes_loss: 0.0288 - durs_loss: 0.0076\n", "Epoch 43/50\n", "393/393 [==============================] - 109s 277ms/step - loss: 0.0345 - notes_loss: 0.0271 - durs_loss: 0.0073\n", "Epoch 44/50\n", "393/393 [==============================] - 108s 275ms/step - loss: 0.0365 - notes_loss: 0.0290 - durs_loss: 0.0075\n", "Epoch 45/50\n", "393/393 [==============================] - 109s 278ms/step - loss: 0.0334 - notes_loss: 0.0279 - durs_loss: 0.0055\n", "Epoch 46/50\n", "393/393 [==============================] - 109s 276ms/step - loss: 0.0347 - notes_loss: 0.0282 - durs_loss: 0.0065\n", "Epoch 47/50\n", "393/393 [==============================] - 108s 274ms/step - loss: 0.0327 - notes_loss: 0.0270 - durs_loss: 0.0057\n", "Epoch 48/50\n", "393/393 [==============================] - 108s 275ms/step - loss: 0.0308 - notes_loss: 0.0255 - durs_loss: 0.0053\n", "Epoch 49/50\n", "393/393 [==============================] - 109s 277ms/step - loss: 0.0309 - notes_loss: 0.0261 - durs_loss: 0.0049\n", "Epoch 50/50\n", "393/393 [==============================] - 108s 274ms/step - loss: 0.0314 - notes_loss: 0.0248 - durs_loss: 0.0066\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2021-12-28 19:10:02.518097: W tensorflow/python/util/util.cc:368] Sets are not currently considered sequences, but this may change in the future, so consider avoiding using them.\n", "WARNING:absl:Found untraced functions such as lstm_cell_2_layer_call_fn, lstm_cell_2_layer_call_and_return_conditional_losses, lstm_cell_3_layer_call_fn, lstm_cell_3_layer_call_and_return_conditional_losses, lstm_cell_2_layer_call_fn while saving (showing 5 of 10). These functions will not be directly callable after loading.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: assets/bach-model/v01/assets\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "INFO:tensorflow:Assets written to: assets/bach-model/v01/assets\n", "WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n", "WARNING:absl: has the same name 'LSTMCell' as a built-in Keras object. Consider renaming to avoid naming conflicts when loading with `tf.keras.models.load_model`. If renaming is not possible, pass the object in the `custom_objects` parameter of the load function.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Finished training - saved to assets/bach-model/v01\n" ] }, { "data": { "image/png": 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NmzenT58+zJuXtygnDEOeffZZunTpQo0aNShTpgz16tXj+OOPZ/jw4QWaf28lRB1AJcupLffn8bFz+GHFRjalZzHks7n87aSDoo4lSZIkSZIkSdIeWbBgAR06dKBx48ZcdNFFrFmzhuHDh3P66afz8ccfc/TRRwOQnp7O8ccfz2effcaBBx7Itddey+bNm3n11Vc599xz+fLLL/nPf/4DwFFHHcXatWt56KGHaNmyJWeccUbseq1atYr9+c4772TAgAFUrVqVU045hZo1a/L1119z33338d577zFx4kQqVqwI5JRpHTt2JAgCTjvtNBo1asT69euZM2cOjz/+OP/6179ITEwskL+Td955h7PPPpswDOnZsycNGjQgNTWVQYMGMWrUKMaPHx8rDDdv3kzXrl2ZO3cuxx57LKeeeiphGLJgwQJGjRpFz549ady4MQB///vfufvuu2nUqBG9evWiUqVKLFu2jKlTpzJy5EjOPffcAsmfHxZqKlDxcQF/PrYZ/V6YDsCzE+dzebdG1KxYJuJkkiRJkiRJkiTtvrFjxzJgwADuuOOO2Oz888/nhBNO4N57740Vav/73//47LPPOPHEE3nrrbdISMipXu644w46dOjA3XffzSmnnEKXLl046qijaNiwIQ899BCtWrViwIAB2113zJgxDBgwgM6dO/Pee+9RuXLl2L5hw4Zx6aWXcscdd/DAAw8AOSvdtm7dyptvvsnpp5/+m3P98ssvlCtXrkD+PjZu3Mgll1xCZmYmY8eO5fDDD4/tu+eee/jrX/9K3759+eijjwD45JNPmDt3Lv37949l3SY9PZ20tLTY9pAhQ6hTpw4zZ87cLu+qVasKJH9+WaipwB1/SG0O2b8is5auZ2tGNo+NmcOdpx8adSxJkiRJkiRJ0t4aUCnqBLtvwLoCOU2DBg247bbbfjM7/vjjqV+/PlOmTInNnn76aYIg4P7774+VaQA1a9bk9ttv54orruDJJ5+kS5cuu3Xdhx9+GIChQ4f+pkwD6NOnDw899BAvvvjidiVV2bJltztXlSpVduuau2PUqFGsWbOG3r17/6ZMA7jpppsYPHgwo0ePZuHChdSvX3+XuZKSkkhKSvrNLDExkfj4+O2OrV69egF9gvyxUFOBC4KAm49rzqXDpgLw0pSFXHlEY+pWKZgWXJIkSZIkSZKkwtaqVasdFjz16tVj4sSJAGzYsIE5c+ZQp04dDjzwwO2O7d69OwAzZszY7etOnDiRxMRERo4cyciRI7fbn56ezs8//8zq1aupVq0a5557Lg899BBnnHEGPXv2pEePHnTt2pUmTZrs9jV3x/TpOXem2/aZfi0hIYEjjjiC+fPnM2PGDOrXr8+RRx5JnTp1GDhwINOnT+ekk06ia9euO/x7veCCC3jkkUc4+OCD6dWrF0ceeSSdO3emUqXiU+RaqKlQHNW8Bm0bVCF1wS9kZIU88skc7ul5WNSxJEmSJEmSJEnaLb9fHbZNQkIC2dnZAKxbl7Mabr/99tvhsdvma9eu3e3rrl69mszMTO68885dHrdx40aqVatGhw4d+Pzzz/n3v//Nq6++yvPPPw9A8+bNueOOO+jdu/duX3tX9vSzVqxYkUmTJnHHHXfw1ltv8eGHHwI5K86uueYabrvtttiz3R544AEaN27MM888w8CBAxk4cCAJCQmcdNJJ/O9//+OAAw4okM+QHxZqKhRBEHDTcc04f+hkAF6dvph+RzWhUfWUiJNJkiRJkiRJkvZYAd1GsaTZtoJq+fLlO9y/bNmy3xy3u+fMzs5mzZo1u/2ezp07884775CWlkZqaioffPABjzzyCOeffz41atSgR48eu32uXeWCPfusdevW5amnniIMQ7799ls+/fRTHnvsMe666y6ys7P55z//CUB8fDz9+/enf//+rFy5kvHjx/PKK68wcuRIZs2axaxZs0hOTs73Z8iPuEivrhKtS5PqdGlSDYCs7JCHPv4h4kSSJEmSJEmSJBWcChUq0KRJE5YsWcKPP/643f4xY8YA0KZNm9hs2+0Os7KydnjOTp068csvvzBr1qw9zpOcnEyXLl246667Ys9iGzVq1B6fZ0dat24NwNixY7fbl5mZyeeffw789rNuEwQBhxxyCNdddx2jR48G4M0339zhdWrWrMlZZ53FiBEj6N69O3PnzmXmzJkF8hnyw0JNheqm45rH/jzqq6V8v3xDhGkkSZIkSZIkSSpYl112GWEYcsstt/ymJFu1alVsBdZll10Wm1epUoUgCFi4cOEOz3fjjTcCcOWVV7J06dLt9m/atIlJkybFtidMmMCWLVu2O27FihUAlCtXbi8+1fbOOOMMqlatyssvv/yb6wM8+OCD/PTTT/To0YP69esDMGvWrFiGXeVKS0vjiy++2O64jIyM2Cq9gvoM+eEtH1Wo2jaoQvcDa/LpdysJQ3hg9A8Mvqht1LEkSZIkSZIkSSoQN998M++//z6jRo2iZcuWnHTSSWzevJmRI0eycuVK/vKXv9CtW7fY8eXLl6djx458/vnnXHDBBTRr1oz4+HhOO+00DjvsMI455hgGDhzI3/72N5o2bcpJJ51Eo0aN2LhxIwsWLOCzzz6jW7dufPDBBwD897//5dNPP+Xwww+nUaNGlC9fnlmzZvH+++9TpUoVrrrqqgL5nOXLl+fpp5/mnHPO4cgjj+Scc86hfv36pKam8tFHH1G7dm2GDBkSO3706NHccsstdO7cmWbNmlGzZk0WL17MqFGjiIuL45ZbbgFgy5YtdOvWjQMOOIC2bdvSoEEDtm7dyujRo5k9ezannXYaBx10UIF8hvywUFOh+/Oxzfj0u5UAfDBrOd8sXkeLurt/v1hJkiRJkiRJkoqrpKQkRo8ezf33389LL73EI488QkJCAi1btuTBBx+kd+/e273n+eef58Ybb+SDDz7g5ZdfJgxD6taty2GHHQbA//3f/9G1a1cefvhhxo8fz6hRo6hUqRJ16tThqquu4vzzz4+d65prrqFKlSpMnjyZ8ePHk5mZSd26dbnmmmu46aabaNCgQYF91tNPP50vvviC//znP3z44YesW7eO2rVr069fP26//Xb233//2LHHH388CxcuZNy4cYwaNYr169ez3377ceyxx/LnP/+ZLl26AJCSksI999zDmDFjmDBhAm+++WbsVpqDBg36zeq+KAVhGEadocgEQZDapk2bNqmpqVFHKXWueTGV977JeVDh0c1r8MylHSJOJEmSJEmSJEnaZvbs2QDFYiWQtKd29/u3bdu2TJ8+fXoYhnt8Kz2foaYicWOPZgRBzp/HfP8zqQvWRBtIkiRJkiRJkiRpN1moqUg0rVWBM1rViW3f9+EPEaaRJEmSJEmSJEnafT5DTUWmf4+mvPXVUrKyQybOW82EOavockD1qGNJkiRJkiRJklSijR07lrFjx/7hcZUrV6Z///6FnmdfZKGmItOgWgq92tXl5SmLALj3o+95vUk1gm33gpQkSZIkSZIkSQVu7Nix3HnnnX94XIMGDSzUdsJbPqpI/al7U5Lic77tZixcy5jvV0acSJIkSZIkSZKkkm3AgAGEYfiHX/Pnz486arFloaYiVadyWc7vWD+2/b+PfiA7O4wwkSRJkiRJkiRJ0q5ZqKnIXXN0E8ok5nzrzVq6ng9mLY84kSRJkiRJkiRJ0s5ZqKnI1axQhku6NIxt3z/6B7JcpSZJkiRJkiRJkoopCzVFot8RTSifnADAnJUbeeurJREnkiRJkiRJkiRJ2jELNUWiSkoSl3drFNt+YPSPZGRlR5hIkiRJkiRJkiRpxyzUFJnLD29EpbKJACxcs5lXUxdHnEiSJEmSJEmSJGl7FmqKTMUyifQ9snFs++FPfmRrRlaEiSRJkiRJkiRJkrZnoaZI9enSkOrlkwBYtm4rL09ZGHEiSZIkSZIkSZKk37JQU6TKJSVwzVEHxLYfGzOXzemZESaSJEmSJEmSJEn6LQs1Re78jvXZr1IZAFZtTOO5iQsiTiRJkiRJkiRJ0vYaNmxIw4YNo46xx4466iiCIIg6xj7NQk2RK5MYz3Xdm8a2B382l/VbMyJMJEmSJEmSJEmSlMdCTcXCOe3qUr9qOQDWbs7g6fE/RZxIkiRJkiRJkiQph4WaioXE+DhuOCZvldpTn//EL5vSI0wkSZIkSZIkSZKUw0JNxcYZrevQpEYKABvSMnni83kRJ5IkSZIkSZIklTZhGPLoo49yyCGHUKZMGerUqcOf/vQn1q1bt92xAwYMIAgCxo4du92++fPnEwQBffr0+c28T58+BEHAvHnzeOSRRzjssMMoW7YsRx11VOz6zz77LF26dKFGjRqUKVOGevXqcfzxxzN8+PAC/azZ2dkMHjyY9u3bU758eVJSUmjfvj2DBg0iOzt7u+M///xzTj31VOrWrUtycjK1a9emU6dO3Hnnnb85bsWKFdx88800b96clJQUKleuTPPmzenTpw/z5u2b//afEHUAaZv4uIA/H9uca1+aDsCwL+ZzadeG1KxQJuJkkiRJkiRJkqTSon///jz88MPst99+XHXVVSQmJjJq1CgmT55Meno6SUlJBXKdG264gc8//5yTTz6Zk046ifj4eAD+/ve/c/fdd9OoUSN69epFpUqVWLZsGVOnTmXkyJGce+65BXJ9gIsuuoiXXnqJevXqccUVVxAEAW+88QbXXHMN48eP58UXX4wd+8EHH3DyySdTsWJFTjvtNOrUqcOaNWuYPXs2jz/+OHfccQcAmzdvpmvXrsydO5djjz2WU089lTAMWbBgAaNGjaJnz540bty4wD5DUbFQU7Fy4qG1OWi/isxetp4tGVk8PmYuA047JOpYkiRJkiRJkqRSYMKECTz88MM0adKEKVOmULVqVQD+/e9/c/TRR7Ns2TIaNGhQINeaPn06M2bMoFGjRr+ZDxkyhDp16jBz5kzKlSv3m32rVq0qkGsDvPzyy7z00ku0bt2acePGUb58eQD+9a9/ceSRR/LSSy9x8sknc/755wMwdOhQsrOzGTt2LC1bttxprk8++YS5c+fSv39/Hnjggd8cl56eTlpaWoF9hqJkoaZiJS4u4ObjmnH5s9MAeH7SAk44tDadGleLOJkkSZIkSZIklV4tnm0RdYTd9s0l3+z1e5955hkgZ5XYtjINoEyZMtx9990cffTR+c63zV/+8pftyrRtEhMTYyvWfq169eoFdv2nn34agIEDB8bKNICUlBTuueceevTowZNPPhkr1LYpW7bsbuXa0XFJSUkFtsKvqPkMNRU73Q+sSYeGOb+osrJDrn1xOkvXbok4lSRJkiRJkiSppJs+PeeRREceeeR2+7p167bDkmtvdejQYYfzCy64gPnz53PwwQfzt7/9jQ8++GCHz2/Lr+nTpxMXFxd7dtuvHXnkkcTHxzNjxozf5ALo2LEj/fr1Y/jw4SxevHiH761Tpw4DBw7khBNO4OGHHyY1NZWsrKwC/wxFyUJNxU4QBDzUuxXVy+e01Ks3pdPvhVS2ZuzbP2ySJEmSJEmSpOJtW3FVq1at7fYlJCQU6Aqx2rVr73D+wAMP8MADD1C+fHkGDhzIiSeeSPXq1Tn99NOZM2dOgV1/3bp1VK1adYcrxrZ91l8XeWeddRbvvPMOrVu35umnn+a8886jXr16tGvXjtGjR8eOq1ixIpMmTeLSSy8lNTWVG264gXbt2lG7dm3uuOMOMjIyCuwzFKUCueVjEAT3AO2AZkB1YAuwAHgTeDQMw9W7eZ75wM5uProiDMMdf3epxNmvUlkeO78NFzw5mczskK8Xr+O2N2dyb8/DCIIg6niSJEmSJEmSVKrk5zaK+5JKlSoBsGLFCho3bvybfZmZmaxatYq6devGZnFxcbF9v7d27dpdXmtn/9YdHx9P//796d+/PytXrmT8+PG88sorjBw5klmzZjFr1iySk5P35GPtUKVKlVizZg0ZGRkkJib+Zt+2z1qxYsXfzE8++WROPvlkNm3axOTJk3nnnXcYNGgQp5xyCjNmzODggw8GoG7dujz11FOEYci3337Lp59+ymOPPcZdd91FdnY2//znP/Odv6gV1Aq1G4EUYDTwEPAikAkMAL4OgqDeHpxrHXDnDr7uK6Cs2kd0bFyN2085OLb9aupiXpi0IMJEkiRJkiRJkqSSrE2bNgB89tln2+0bP378drctrFKlCgCLFi3a7vhp06blO0/NmjU566yzGDFiBN27d2fu3LnMnDkz3+cFaN26NdnZ2YwbN267fePGjSMrKyv29/F7KSkpdO/enfvvv59bb72V9PR03n///e2OC4KAQw45hOuuuy62iu3NN98skPxFraAKtYphGHYKw/CyMAz/GobhdWEYtgf+A+wP/G0PzrU2DMMBO/iyUCuFLu7cgLPb5LX9d779LVPnr4kwkSRJkiRJkiSppOrTpw8A//73v1mzJu/fordu3crf/rZ91bHtOWjPPPPMb1apLVq0iLvuumuPr5+WlsYXX3yx3TwjIyOWp1y5cnt83h257LLLAPjb3/7G5s2bY/PNmzfz17/+FYDLL788Nh83btwOV+KtWLHiN7lmzZoVm+3quH1NgdzyMQzDrTvZNQK4FWhaENdR6RMEAf8+81B+WLGBb5asIzM75OoXpvPOdd2oXalM1PEkSZIkSZIkSSVI165due6663jkkUc49NBD6dmzJ4mJiYwaNYoqVaqw3377/eb4jh07csQRRzBu3Dg6dOhA9+7dWbFiBW+//TbHH3/8Dleu7cqWLVvo1q0bBxxwAG3btqVBgwZs3bqV0aNHM3v2bE477TQOOuigAvms559/PqNGjWLEiBEccsghnHHGGQRBwJtvvslPP/3EueeeywUXXBA7/vrrr2fJkiV07dqVhg0bkpSURGpqKp9++ikNGjTgvPPOA2D06NHccsstdO7cmWbNmlGzZk0WL17MqFGjiIuL45ZbbimQ/EWtoFao7cypua9f78F7koMguDAIgluDILghCIKjgyCIL4xw2jeUSYxn8EVtqZqS82DEVRvT6PdCKmmZWX/wTkmSJEmSJEmS9sxDDz3EI488QqVKlRgyZAgvv/wyxx9/PB9//DFJSUnbHT9q1CiuuOIKFi9ezCOPPMKMGTP473//yz333LPH105JSeGee+7hgAMOYMKECTz00EO89NJLVKxYkUGDBjFy5MiC+IgxL7/8Mo899hjVqlVjyJAhDB48mCpVqvDoo4/y0ksv/ebYW2+9lR49ejBr1iyefPJJBg8ezIoVK7j11luZOnVq7PaXxx9/PNdddx2bN29m1KhR/O9//2PcuHEce+yxfP755/Ts2bNAP0NRCcIwLLiTBcHNQHmgEtAO6EZOmdYjDMOfd+P984EGO9j1E3BpGIbb37R0x+dJ3cmuA9u0aVMuNXVnu1WcTZi7iouemkJWds737Hnt63H3WS12+uBGSZIkSZIkSdLumT17NkCBrX6SitLufv+2bduW6dOnTw/DsO2eXqOgV6jdDNwB9CenTPsAOG53yrRczwDHALWBFKAFMARoCLwfBEHLAs6rfUiXJtW59aS8H4ZXpi7ipSkLI0wkSZIkSZIkSZJKgwIt1MIwrB2GYUBOIXYW0BiYEQRBm918/51hGH4ahuGKMAw3h2E4MwzDfsD9QFlgwG6ep+2OvoDv9uqDqdi4rGtDzmi1f2x7wFuzSF2wZhfvkCRJkiRJkiRJyp+EwjhpGIYrgDeCIJgO/AA8Bxyaj1MOBm4CjiiAeNqHBUHA3Wcdxo8rNzJr6XoyskL6vTCdd67rRq2KZaKOJ0mSJEmSJElSoXvwwQdZu3btHx531FFHcdRRRxV6ntKgUAq1bcIwXBAEwbdAqyAIqodhuGovT7XtlpEpBRRN+7CySfEMvrAtpz06nl82Z/DzhjSufiGVV67qTFJCQd/FVJIkSZIkSZKk4uXBBx9kwYIFu3WshVrBKIr2Ydv9+bLycY5Oua/z8plFJUS9quV49Pw2xAU529MXruXOt2dFG0qSJEmSJEmSpCIwf/58wjD8w68BAwZEHbXEyHehFgRBsyAIKu1gHhcEwb+BmsCEMAx/yZ0nBkFwYBAETX53/EFBEGy3Ai0IgobAo7mbL+Q3r0qOrgdU528nHhTbfnHyQl6ZsjDCRJIkSZIkSZIkqSQqiFs+ngTcHQTBeOAnYDVQCzgSaAwsB6781fF1gNnAAqDhr+bnAjcFQTAud98GoAlwMlAGeA+4rwDyqgS54vBGfL1kHW9/tRSAf4yaRfPaFWhdv0rEySRJkiRJkiRJUklREIXax8ABQDegNVAZ2AT8ADwPPByG4ZrdOM8YoHnuObqS87y0tcD43PM8H4ZhWAB5VYIEQcA9Z7fgxxUb+G75BtKzsrn6hem8dV1XalYoE3U8SZIkSZIkSZJUiIqqOsp3oRaG4UzgT3tw/Hwg2MH8M+Cz/OZR6VMuKYEnLmrHqY+OZ92WDJav38q1L07nxSs6kZRQFI8JlCRJkiRJkqR9WxAEhGFIdnY2cXH+u6r2HdsKtSDYrnoqUP5UqESoX60cj/RuTVzuz8vU+b/wr3e/jTaUJEmSJEmSJO0jkpOTAdi0aVPESaQ9s+17dtv3cGGxUFOJcUSzGtxy/IGx7ecmLmDEtEURJpIkSZIkSZKkfUOFChUAWL58ORs2bCA7O7vIbqUn7altqyk3bNjA8uXLgbzv4cJSEM9Qk4qNfkc2ZuaSdbz7zTIAbntzJs1rVaBlvcrRBpMkSZIkSZKkYqxq1aps2rSJzZs3s3jx4qjjSHukXLlyVK1atVCv4Qo1lShBEPDfnofRvFZOE52emU2/F1JZtTEt4mSSJEmSJEmSVHzFxcVRr149atSoQZkyZQr9eVRSfgVBQJkyZahRowb16tUr9Gf/uUJNJU5KcgJDLmrLaY+OZ/3WTJat28q1L07nhSs6khhvhyxJkiRJkiRJOxIXF0f16tWpXr161FGkYsd2QSVSw+opPNS7Ndv+I4rJP63hP+/NjjaUJEmSJEmSJEnaJ1moqcQ6unlNbj6ueWz7mS/m8/p07/0rSZIkSZIkSZL2jIWaSrRrjmrCCYfUjm3/7fVvmLlkXYSJJEmSJEmSJEnSvsZCTSVaEATc16slB9QsD0BaZjZ9n09l9ca0iJNJkiRJkiRJkqR9hYWaSrzyyQk8cVFbKiQnALBk7Rb+9NIMMrOyI04mSZIkSZIkSZL2BRZqKhUa1yjPg+e1im1PnLeage9/F10gSZIkSZIkSZK0z7BQU6lxzEG1uLFHs9j2k+N/YtSXSyJMJEmSJEmSJEmS9gUWaipVrut+AMceXCu2/X+vfc2spesiTCRJkiRJkiRJkoo7CzWVKnFxAff3aknjGikAbM3Ipu/zqfyyKT3iZJIkSZIkSZIkqbiyUFOpU6FMIk9c1I7yyQkALP5lC9e9PIPMrOyIk0mSJEmSJEmSpOLIQk2l0gE1y3N/r5ax7fFzVnHvR99HmEiSJEmSJEmSJBVXFmoqtY47pDbXH9M0tj3ks3m8/dXSCBNJkiRJkiRJkqTiyEJNpVr/Y5pyzIE1Y9t/efVrZi9bH2EiSZIkSZIkSZJU3FioqVSLiwu4/9xWNKqeAsCWjCz6Pp/K2s3pESeTJEmSJEmSJEnFhYWaSr1KZRN54qK2pCTFA7BwzWauf+VLsrLDiJNJkiRJkiRJkqTiwEJNAprWqsD/erWMbY/74Wfu++j7CBNJkiRJkiRJkqTiwkJNynXCoftx7dFNYtuDxs7ltdTFESaSJEmSJEmSJEnFgYWa9Ct/PrY5RzWvEdv+6+tfM2ne6ggTSZIkSZIkSZKkqFmoSb8SHxfwSO/WNK9VAYCMrJC+z6cy7+eNESeTJEmSJEmSJElRsVCTfqdCmUSe6tOO6uWTAVi3JYPLhk1lzab0iJNJkiRJkiRJkqQoWKhJO1C3SjmeuqQdZRJzfkTmr95M3+enkZaZFXEySZIkSZIkSZJU1CzUpJ1oWa8yD57biiDI2Z46/xf++to3hGEYbTBJkiRJkiRJklSkLNSkXTjh0P346wkHxrbfmLGEhz75McJEkiRJkiRJkiSpqFmoSX/gqiMa07tDvdj2gx//yJszlkSYSJIkSZIkSZIkFSULNekPBEHAXacfyuFNq8dmf3n1a6b8tCbCVJIkSZIkSZIkqahYqEm7ITE+jscuaEPTmuUBSM/Kpu/z05i/alPEySRJkiRJkiRJUmGzUJN2U8UyiTzdpz3VyycB8MvmDC4bNpW1m9MjTiZJkiRJkiRJkgqThZq0B+pVLcfQi9uRnJDzozNv1Sb6Pp9KemZ2xMkkSZIkSZIkSVJhsVCT9lDr+lV44NxWse3JP63hr69/TRiG0YWSJEmSJEmSJEmFxkJN2gsntdiPv5zQPLb9+vQlPPrpnAgTSZIkSZIkSZKkwmKhJu2lq49swrnt6sW2/zf6B0Z9uSTCRJIkSZIkSZIkqTBYqEl7KQgC/nXmoXRpUi02u+XVr0ldsCbCVJIkSZIkSZIkqaBZqEn5kBgfx6AL2tKkRgoA6ZnZXPlcKgtWb4o4mSRJkiRJkiRJKigWalI+VSqXyDN9OlAtJQmANZvSuXTYVNZtzog4mSRJkiRJkiRJKggWalIBqF+tHE9c3I6khJwfqXk/b6LfC6mkZ2ZHnEySJEmSJEmSJOWXhZpUQNo2qML/zmkZ2544bzV/f+MbwjCMMJUkSZIkSZIkScovCzWpAJ3acn9uPq5ZbHtk6mIeHzs3wkSSJEmSJEmSJCm/LNSkAnbt0Qdwdpu6se17P/yed75eGmEiSZIkSZIkSZKUHxZqUgELgoC7z2pBp8ZVY7M/j/iK6Qt/iTCVJEmSJEmSJEnaWxZqUiFISohj8IVtaVw9BYD0zGyufHYai9ZsjjiZJEmSJEmSJEnaUxZqUiGpXC6JZy5tT5VyiQCs3pTOpcOmsm5LRsTJJEmSJEmSJEnSniiQQi0IgnuCIPgkCIJFQRBsCYJgTRAEM4IguCMIgmp7eK66QRA8HQTB0iAI0oIgmB8EwYNBEFQpiKxSUWpQLYUnLm5HUnzOj9qclRu55sVUMrKyI04mSZIkSZIkSZJ2V0GtULsRSAFGAw8BLwKZwADg6yAI6u3OSYIgaAKkApcCU4AHgHnADcDEPS3npOKgfcOq3HvOYbHtL+as5vY3ZxKGYYSpJEmSJEmSJEnS7koooPNUDMNw6++HQRD8G7gV+BtwzW6c53GgJnB9GIaP/Oo895NT2v0b6FcgiaUidHqrOsxftZkHPv4BgFemLqJh9RT6Hdkk4mSSJEmSJEmSJOmPFMgKtR2VablG5L42/aNz5K5OOw6YDzz2u913AJuAi4IgSNnLmFKkrj/mAM5qXSe2PfD97/hg5rIIE0mSJEmSJEmSpN1RULd83JlTc1+/3o1jj859/SgMw988YCoMww3AF0A5oFPBxZOKThAE3H12Czo0qhqb9R/+JV8tWhtdKEmSJEmSJEmS9IcKtFALguDmIAgGBEHwQBAEnwP/JKdMG7gbb2+e+/rDTvb/mPvabDdypO7oCzhwN3JIhSY5IZ4hF7alUfWchZZbM7K5/NlpLP5lc8TJJEmSJEmSJEnSzhT0CrWbybk9Y3+gG/ABcFwYhj/vxnsr5b6u28n+bfPK+cgnRa5KShJP92lP5XKJAKzamMblw6axfmtGxMkkSZIkSZIkSdKOFGihFoZh7TAMA6A2cBbQGJgRBEGbgrzObuRou6Mv4LuizFEihGHUCUqkRtVTGHJhWxLjAwC+X7GBP700g8ys7D94pyRJkiRJkiRJKmqF8gy1MAxXhGH4BnAcUA14bjfetm0FWqWd7N82X5u/dNptvyyAZ06ExdOiTlIidWxcjf/2PCy2Pe6Hn7njrVmElpiSJEmSJEmSJBUrhVKobROG4QLgW+CQIAiq/8Hh3+e+7uwZaU1zX3f2jDUVpHljYfDhsHAivHopbFkbdaIS6czWdbn+mKax7RcnL+Sp8T9FmEiSJEmSJEmSJP1eoRZqufbPfc36g+PG5L4eFwTBb3IFQVAB6ApsBiYVbDztUJVGeX9euxDeus7bPxaSG3s05fRW+8e2//3ebD6ctTzCRJIkSZIkSZIk6dfyXagFQdAsCILtbtMYBEFcEAT/BmoCE8Iw/CV3nhgEwYFBEDT59fFhGM4FPgIaAtf+7nR3AinA82EYbspvZu2GKg3g9Efytme/BdOeii5PCRYEAfecfRjtGlQBcnrL616ewSezV0ScTJIkSZIkSZIkQcGsUDsJWB4EweggCJ4IguDuIAieBn4EbgWWA1f+6vg6wGzgkx2c6xpgJfBwEARv5p7rU+BGcm71+PcCyKvddfDp0P6KvO0PboXl30SXpwQrkxjPExe3o0G1cgCkZ2bT9/lURn25JOJkkiRJkiRJkiSpIAq1j4GngBrAWcAtwNnAGnJWlh0ShuG3u3Oi3FVq7YBhQEfgJqAJ8BDQKQzD1QWQV3viuH9DrRY5f85Kg5F9IG1jpJFKqqopSbxweUfqV80p1TKzQ/oP/5LnJy2IOJkkSZIkSZIkSaVbvgu1MAxnhmH4pzAMW4VhWD0Mw4QwDCuFYdg+DMMBYRiu+d3x88MwDMIwbLiT8y0Kw/DSMAz3C8MwKQzDBmEY9t92y0gVscQycM4zkJiSs716Drx3c7SZSrB6Vcvxar/ONK9VAci5/ePtb87ksTFzCH2GnSRJkiRJkiRJkSiIFWoq6ao3hVPuz9v+6mX48qXo8pRwNSuWYXjfTrSqVzk2u/fD77n7/e8s1SRJkiRJkiRJioCFmnZPy/Og5fl52+/eBD//EF2eEq5yuSRevKIjXQ+oFps9MW4ef3v9G7KyLdUkSZIkSZIkSSpKFmrafSfdC9Wa5vw5YzO8eilkbIk2UwmWkpzAU5e057iDa8Vmr0xdxPUvzyA9MzvCZJIkSZIkSZIklS4Watp9yeXhnGEQn5yzvWImfPj3SCOVdGUS43n8gjac1aZObPbuN8u44rlpbE7PjDCZJEmSJEmSJEmlh4Wa9kztQ+GEu/O2pz0Fs96ILk8pkBAfx309W9KnS8PYbNwPP3PxU1NYtyUjumCSJEmSJEmSJJUSFmrac+0ug4NPz9t+63r4ZX5kcUqDuLiAO049mBuOaRqbTVvwC72fmMTPG9IiTCZJkiRJkiRJUslnoaY9FwRw6sNQuX7Odtp6ePUyyEyPNlcJFwQBNx7bjH+ccnBs9u2y9fQaMpEla32WnSRJkiRJkiRJhcVCTXunbGXoOQziEnK2l6TCp3dFmajUuKxbI+7teRhxQc72T6s20XPQBOas3BhtMEmSJEmSJEmSSigLNe29um2hx4C87QmPwA8fRhanNDmnXT0ev6ANSfE5P8LL1m2l15CJzFyyLuJkkiRJkiRJkiSVPBZqyp9O10LT4/K23+gH65dGl6cUOeHQ/Xi6T3vKJcUDsGZTOr2fmMTkeasjTiZJkiRJkiRJUslioab8iYuDMwZDhf1ytresgdeugKzMaHOVEt2aVueFKzpSsUzOrTc3pGVy8dNTGPPdyoiTSZIkSZIkSZJUclioKf9SqsHZT0GQ++204AsY999oM5UibepXYUS/ztSokAxAWmY2Vz43jbe+cqWgJEmSJEmSJEkFwUJNBaNhVzjyr3nbn/0XfhoXXZ5S5sDaFRnZtzN1q5QFIDM75IZXZvDi5AURJ5MkSZIkSZIkad9noaaCc8TN0PDw3I0QXrsSNv4caaTSpGH1FF7t14WmNcsDEIbw9zdm8vjYOREnkyRJkiRJkiRp32ahpoITFw9nPwnlqudsb1wOb/SF7Oxoc5UitSuVYUTfzrSsWyk2++8H3zPw/e8IwzDCZJIkSZIkSZIk7bss1FSwKtSGM4fkbc/9BCY8HF2eUqhKShIvXtmJzo2rxWaDP5vL39+cSVa2pZokSZIkSZIkSXvKQk0Fr2kP6No/b/vTf8KiKZHFKY3KJyfwzKXt6XFQrdjspckLueGVGaRnumJQkiRJkiRJkqQ9YaGmwtH9NqjbIefP2Znw6mWw5ZdoM5UyZRLjGXRhG85sXSc2e+frZVz1/DS2pGdFmEySJEmSJEmSpH2LhZoKR3wi9HwKyuQ+y2vdIhj1J/A5XkUqMT6O/53Tkos7N4jNxn7/M5c8PYX1WzMiTCZJkiRJkiRJ0r7DQk2Fp3J9OO3RvO3v3oGpT0aXp5SKiwu487RDuK77AbHZlPlr6P3EJFZtTIswmSRJkiRJkiRJ+wYLNRWug0+DDlflbX94Kyz7Kro8pVQQBNx0XHNuO/mg2GzW0vX0GjyRJWu3RJhMkiRJkiRJkqTiz0JNhe/Yf0LtFjl/zkqHkZdC2oZoM5VSVxzemP+efRhxQc72vFWbOGfQBOb9vDHaYJIkSZIkSZIkFWMWaip8iWWg5zBITMnZXjMX3vmzz1OLSK/29Xj0/DYkxue0akvXbeWcwROZuWRdxMkkSZIkSZIkSSqeLNRUNKofAKc+mLf9zQj48sXI4pR2J7XYjycvaU/ZxHgAVm9Kp/cTk5g6f03EySRJkiRJkiRJKn4s1FR0DusFrS7M237vFvj5++jylHJHNqvBC1d0oEKZBAA2pGVy0VOTGfP9yoiTSZIkSZIkSZJUvFioqWid9F+o3jznzxmbYWQfyNgSaaTSrG2Dqgy/qjPVyycBsDUjmyufncYbMxZHnEySJEmSJEmSpOLDQk1FKykFznkGEsrkbK/8Fj74a7SZSrmD96/IyH5dqFO5LACZ2SE3Dv+KIZ/NJfQ5d5IkSZIkSZIkWagpArUOgRMG5m2nDoOZr0cWR9CoegqvXt2Z5rUqxGZ3v/8dd73zLdnZlmqSJEmSJEmSpNLNQk3RaNsHDjkzb/vtG2DNvMjiCParVJYR/TrToVHV2OyZL+Zz3SszSMvMijCZJEmSJEmSJEnRslBTNIIATn0IqjTM2U5bD69eBpnpkcYq7SqVTeS5yzpw4qG1Y7N3v15Gn6ensn5rRoTJJEmSJEmSJEmKjoWaolOmEvR8BuISc7aXzoCPB0QaSVAmMZ5Hz2/DxZ0bxGYT562m1+CJrFi/NcJkkiRJkiRJkiRFw0JN0arTBo69M2970mPw/fvR5REA8XEBd552CLcc3zw2+275Bs56fAJzVm6MMJkkSZIkSZIkSUXPQk3R63QNNDshb/vNq2Hd4ujyCIAgCLj26AO4t+dhxMcFACxZu4WegyeQuuCXiNNJkiRJkiRJklR0LNQUvSCAMwZBxTo521t+gdeugKzMaHMJgHPa1ePJS9pRNjEegLWbM7jgyUmM/nZFxMkkSZIkSZIkSSoaFmoqHspVhbOfhCD3W3LhRPhsYLSZFHN085q8clUnqqUkAbA1I5u+z0/j5SkLI04mSZIkSZIkSVLhs1BT8dGgCxx9a972uPtgzifR5dFvtKxXmVev7kK9qmUByA7hb69/w4Mf/0AYhhGnkyRJkiRJkiSp8FioqXjp9mdodGTuRggv9oTXroSff4g0lnI0qp7C61d35dA6FWOzBz/+kVvfmElmVnaEySRJkiRJkiRJKjwWaipe4uLhrKGQUiNnO8yGb0bAYx3g1cth5XfR5hM1KiTzylWdObxp9djs5SkL6ffCdLakZ0WYTJIkSZIkSZKkwmGhpuKnQi3o8x40OeZXwxBmvgqPd4KRfWDFt1GlE1A+OYGnLmnPGa32j80+nr2CC56cxC+b0iNMJkmSJEmSJElSwbNQU/FUoxlc9Dpc/jEccOyvdoQw6w0Y1BmGXwTLZ0YWsbRLSojj/l6t6HtE49hs+sK19Bw8gcW/bI4wmSRJkiRJkiRJBctCTcVbvfZw4atw5afQ7ITf7pv9FgzuCq9cAMu+jiZfKRcXF/C3kw7iH6ccTBDkzOb+vImzB01g9rL10YaTJEmSJEmSJKmAWKhp31CnLZw/HK4aC81P+u2+796BIYfDy71h6YxI4pV2l3VrxMPntSYpPudXyor1afQaPJGJc1dHnEySJEmSJEmSpPyzUNO+Zf/W0Ptl6DsODjzlt/u+fw+eOApeOheWpEYSrzQ7teX+DLusPRWSEwDYkJbJJU9P4Z2vl0acTJIkSZIkSZKk/LFQ075pv5Zw3ovQbzwcdNpv9/3wAQztDi/0hMXToslXSnVpUp3hfTtTs0IyAOlZ2Vz38gye+eKniJNJkiRJkiRJkrT3LNS0b6vdAs59Hq6eCIecCQR5++aMhiePgefPhIWTI4tY2hy8f0Vev6YLjWukABCGcOfb33L3+7PJzg4jTidJkiRJkiRJ0p6zUFPJUOtgOGcYXDMRDu3Jb4q1uZ/C08fBc6fDgolRJSxV6lYpx2v9utC6fuXYbMhn87h55FdkZGVHF0ySJEmSJEmSpL2Q70ItCIJqQRBcEQTBG0EQzAmCYEsQBOuCIBgfBMHlQRDs9jWCIJgfBEG4k6/l+c2qUqDmQdDzKbh2CrToBb/+9ps3Fp45AYadAvPHRxaxtKiSksRLV3Six0E1Y7PXZyzhsmFT2ZiWGWEySZIkSZIkSZL2TBCG+bsFWxAE/YBBwDJgDLAQqAWcBVQCXgPOCXfjQkEQzAcqAw/uYPfGMAzvy2fW1DZt2rRJTU3Nz2m0L1k1Bz6/D74eDuHvVkY16AZH/R80PByCYMfvV75lZmVz+6iZvDxlUWzWok4lnu7Tnhq5z1qTJEmSJEmSJKmwtW3blunTp08Pw7Dtnr63IAq17kAK8G4Y5jUWQRDUBqYA9YCeYRi+thvnmg8QhmHDfIXa+fkt1Eqr1XPh8//BV69AmPXbffW7wJF/gcZHWawVkjAMefDjH3nokx9js/pVy/HcZR1oWD0lwmSSJEmSJEmSpNIiP4Vavm/5GIbhp2EYvv3rMi13vhwYnLt5VH6vI+VLtSZwxuNw3TRofRHEJeTtWzgBnj8Dnj4e5nwM+SyZtb0gCLjx2Gb858wWxOV2lgvXbObsQRP4evHaSLNJkiRJkiRJkvRH8l2o/YGM3Nc9eWBSchAEFwZBcGsQBDcEQXB0EATxhRFOpVDVxnD6o3BdKrS55LfF2qLJ8MLZ8GQP+HG0xVohOL9jfYZc1I7khJxfPas3pXPeE5MY+/3KiJNJkiRJkiRJkrRz+b7l405PHAQJwAzgUOCEMAw/3I33zAca7GDXT8ClYRh+tpvX3tk9HQ9s06ZNOW/5qJi1C2H8AzD9ecjO+O2+uu2hx53QsGs02Uqw1AVruPzZaazdnPN3nhAXcM/Zh3F227oRJ5MkSZIkSZIklVSR3vJxFwaSU6a9tztlWq5ngGOA2uQ8l60FMARoCLwfBEHLQsip0qxyfTjlAbjhS2h/BcQn5e1bPBWGnQQv9oIVsyKLWBK1bVCVV/t1pk7lsgBkZofcNPIrHh87h8Iq+SVJkiRJkiRJ2luFskItCILrgYeA74CuYRiuyef57gNuAt4Mw/DMfJwntU2bNm1coaadWr8Uxj8Iqc9AVvqvdgTQ8jw4+tacEk4FYsX6rVzy9BS+W74hNru0a0NuP/lg4rY9bE2SJEmSJEmSpAJQrFaoBUHwJ3LKtG+Bo/NbpuUanPt6RAGcS9q5ivvDSf/NecZay97AtlInhK9ehkfawge3wqbVUaYsMWpVLMPwvp3p1LhqbPbMF/PpP/xL0jOzI0wmSZIkSZIkSVKeAi3UgiDoDzwCzCSnTFteQKf+Ofc1pYDOJ+1a5fpw5mDoNx6aHp83z0qHSY/Bw61g3H2QvimyiCVFpbKJPHtZB05qUTs2e+urpVw2bCob0zIjTCZJkiRJkiRJUo4CK9SCIPg/4AHgS3LKtJUFdW6gU+7rvAI8p/THah8KF4yAPu9CnXZ587T18Ok/4eHWMO1pyMqILmMJkJwQzyO923BRpwax2fg5qzh/6CRWbUyLMJkkSZIkSZIkSQVUqAVBcDswEEgFjgnDcNUujk0MguDAIAia/G5+UBAE261AC4KgIfBo7uYLBZFX2mMNu8EVH8O5L0C1pnnzjSvgnRvh8U7w7SgohGcSlhbxcQF3nX4Ifz62WWz29eJ19Bw0gUVrNkeYTJIkSZIkSZJU2gVhPguAIAguAYYBWeTc7nHdDg6bH4bhsNzjGwI/AQvCMGz4q/MMAG4CxgELgA1AE+BkoAzwHnBmGIbp+cia2qZNmzapqal7ewoJsjLhyxdg7EDYsOy3++q0hR53QqPDo8lWQrw0eSG3vfkN2bm/nmpUSObZSztw8P4Vow0mSZIkSZIkSdpntW3blunTp08Pw7Dtnr43oQCu3yj3NR7ov5NjPiOndNuVMUBzoDXQlZznpa0FxgPPA8+H+W3/pIIQnwBt+0CLXjB5MIx/ENJye+QlqfDsKXDAsdDjDqjdIsqk+6zzO9anakoS178yg/TMbH7ekMa5QyYy9JJ2dGpcLep4kiRJkiRJkqRSJt8r1PYlrlBTodi8BsbfD5OfgKxfP+8rgMN6wdF/hyoNdvp27dzkeau54rlpbNiaCUBSQhwPn9eKEw7dL+JkkiRJkiRJkqR9TX5WqBXIM9SkUq1cVTjuX3BdKrS6AAhyd4Tw9XB4tB28/1fYtNNHC2onOjauxoi+nalRIRmA9Mxsrn5xOi9MWhBxMkmSJEmSJElSaWKhJhWUyvXgjMfh6gnQ7MS8eVY6TB4ED7WCz+6F9E2RRdwXHbRfRV6/uguNqqcAEIZw25szefDjHyhNK2wlSZIkSZIkSdGxUJMKWq2D4fxX4NL3oW6HvHn6Bhjzr5xibeqTkJURWcR9Tb2q5Xi1X2cOq1spNnvw4x+5fdRMsrIt1SRJkiRJkiRJhctCTSosDbrA5R/BeS9B9eZ5800r4d2b4LEOMPP1nCVX+kPVyifz8pWdOLxp9djshUkL+dNL09makRVhMkmSJEmSJElSSWehJhWmIIADT865DeRpj0CF/fP2rZkHr14KQ4+GeZ9Fl3EfkpKcwFOXtOf0Vnl/j+/PXE6fZ6awfqsr/iRJkiRJkiRJhcNCTSoK8QnQ5mK4fjr0uBPK5N26kKUz4LnT4PkzYdlX0WXcRyQlxPFAr1Zc1rVRbDZp3hrOHTKJleu3RphMkiRJkiRJklRSWahJRSmxLHTrDzd8BV1vgPjkvH1zP4UhR8Crl8OanyKLuC+Iiwu4/ZSD+L8TDozNZi9bz9mDJ/DTqk0RJpMkSZIkSZIklUQWalIUylaBY+/KWbHW+kIIfvWjOPNVeLQ9fHArbF4TXcZiLggCrj6qCff2PIz4uACARWu20HPQBL5ZvC7idJIkSZIkSZKkksRCTYpSpbpw+mNw9URofnLePDsDJj0GD7eCLx6CDG9luDPntKvHExe1pUxizq+z1ZvSOe+JiYz/cVXEySRJkiRJkiRJJYWFmlQc1DwQer8El30I9Trmzbeug9H/yFmx9vUIyM6OLmMxdsxBtXjxio5UKpsIwKb0LC4dNoW3v1oacTJJkiRJkiRJUklgoSYVJ/U75ZRqvZ6Dqo3z5usWwutXwtCj4adx0eUrxto2qMqr/TqzX6UyAGRkhVz/ygyGfeHz6CRJkiRJkiRJ+WOhJhU3QQAHnw7XToET74Vy1fL2LfsSnj0VXuwFK7+LLGJx1bRWBV67ugsH1CwPQBjCgLe/5d4PvyMMw4jTSZIkSZIkSZL2VRZqUnEVnwgdr4LrZ0C3P0NCmbx9P34IgzrDW9fDhuXRZSyG9q9cllf7daZN/cqx2WNj5vLX174hM8tbZkqSJEmSJEmS9pyFmlTclakEPe6A61Kh5flAkDMPs2H6s/BwGxhzN6RtjDRmcVK5XBIvXtGJ7gfWjM2GT1tEvxemsyU9K8JkkiRJkiRJkqR9kYWatK+oVBfOHAR9x0Hjo/PmGZvgs4HwSBuY9gxkZUaXsRgpmxTPkIva0rNt3djs49kruOipyazbnBFhMkmSJEmSJEnSvsZCTdrX7HcYXPwmXPga1Dwkb75xBbzTHwZ1ge8/yHmAWCmXGB/HvT0Po9+RTWKzaQt+4ZwhE1i+bmuEySRJkiRJkiRJ+xILNWlfdUAP6Pc5nP4YVNgvb77qe3j5XHj2VFgyPbp8xUQQBPz1xAO5/ZSDY7MfVmzk7EETmLPS22RKkiRJkiRJkv6YhZq0L4uLh9YXwnXTofttkFQ+b9/8z2Ho0fDq5fDLgugyFhOXd2vEQ+e1IiEu5xl0S9ZuoefgCcxY+EvEySRJkiRJkiRJxZ2FmlQSJJWDI26B67+E9ldAEJ+3b+ar8Gg7+PDvsKV0l0ent6rD033aUy4p5+9n7eYMzh86mTHfr4w4mSRJkiRJkiSpOLNQk0qS8jXg5P/BtZPhwFPy5lnpMPFReKgVTHgUMtMiixi1I5rV4OUrO1E1JQmALRlZXPnsNF6fvjjiZJIkSZIkSZKk4spCTSqJqjeF816ES9+HOu3y5lvXwkd/h0fbw8zXIAwjixillvUq82q/ztSpXBaAzOyQP4/4ime++CniZJIkSZIkSZKk4shCTSrJGnSBKz6Gns9AlYZ587UL4NXLYGh3mP9FZPGi1LhGeV6/pgsH1q4Qm9359rc8+umPhKW0aJQkSZIkSZIk7ZiFmlTSBQEcehZcOwWOvxvKVsnbt3Q6DDsJXu4NP/8QXcaI1KpYhuF9O9O2Qd7fyX0f/cDA97+zVJMkSZIkSZIkxVioSaVFQjJ0vgau/xK6XA/xyXn7vn8PHu8E79wIG1dGFjEKlcom8vzlHeh2QPXYbMi4efz9zZlkZVuqSZIkSZIkSZIs1KTSp2xlOO6fcN00aNErbx5mwbSn4ZG2MGUoZGdFFrGolUtK4MlL2nHswbVis5cmL+TPI74kIys7wmSSJEmSJEmSpOLAQk0qrSrXh7OHwlVjoeHhefO09fDezfBkD1j2VWTxilqZxHgev6ANZ7TaPzYb9eVSrn5hOlszSk+5KEmSJEmSJEnanoWaVNrt3xoueRvOHwFVm+TNl06HJ46CD26FtA2RxStKifFx3N+rFRd0rB+bfTx7BZc/O5VNaZkRJpMkSZIkSZIkRclCTRIEATQ7Hq6eAEf+FeKTcuZhNkx6DB7rCLPfhrDkP1MsLi7gX2ccSr8j88rFL+as5qKnJrNuS0aEySRJkiRJkiRJUbFQk5QnsQwc/becYq3REXnz9Utg+IXwcm9YuzC6fEUkCAL+euKB3HJ889hs+sK1nPfEJFZtTIswmSRJkiRJkiQpChZqkrZXvSlc/Bac+QSUq543/+H9nNVqXzwMWSV/tda1Rx/AnacdEtuevWw9vYZMZOnaLRGmkiRJkiRJkiQVNQs1STsWBNDyXPjTVGhzSd48YzOMvj3n+WqLpkQWr6hc0qUh953TkrggZ3vez5s4Z/BE5q/aFG0wSZIkSZIkSVKRsVCTtGvlqsJpD8NlH0HNg/PmK2bCU8fB2/1hyy+RxSsKPdvW5bHz25AYn9OqLVm7hXOGTOT75RsiTiZJkiRJkiRJKgoWapJ2T/2O0Hcc9LgTEsrmDkNIfQYebQ9fj4QwjDRiYTqxxX4MvbgdZRJzfm3+vCGNc5+YyFeL1kYbTJIkSZIkSZJU6CzUJO2++ETo1h+unQxNj8+bb/oZXr8Cnj8DVs+NKl2hO6p5TZ67rCPlkxMAWLs5g/OHTmLSvNURJ5MkSZIkSZIkFSYLNUl7rkoDOH849HoeKuyfN583Fh7vDGPvgcy0yOIVpg6NqvLSlR2pUi4RgE3pWVzy9BTGfLcy4mSSJEmSJEmSpMJioSZp7wQBHHwa/GkKdLwagtxfJ1lpMPY/MKgr/DQu2oyF5LC6lRnetzM1KyQDkJaZzZXPTePdr5dFnEySJEmSJEmSVBgs1CTlT3IFOHEgXDkG9m+dN1/9Izx7KrzRDzatii5fIWlWqwKv9utC3So5z5PLzA657uXpjJi6KOJkkiRJkiRJkqSCZqEmqWDs3wqu+AROvBeSKuTNv3oZHmkLqc9CdnZk8QpD/WrleLVfF5rUSAEgO4S/vPY1T4//KeJkkiRJkiRJkqSCZKEmqeDExUPHq+BPU+GQM/PmW9fC29fDsJNg5ezI4hWG2pXKMKJvZw7Zv2Jsdtc73/LwJz8ShmGEySRJkiRJkiRJBcVCTVLBq7gfnDMMLngNKjfImy+cCIO7wccDIH1zVOkKXLXyybx0ZSfaNagSm90/+gfufv87SzVJkiRJkiRJKgEs1CQVnqY94JpJ0O3PEJeQM8vOhPEPwOMd4YePos1XgCqVTeS5yztweNPqsdkT4+Zx6xszycq2VJMkSZIkSZKkfZmFmqTClVQOetwB/cZD/S5587UL4aVzYMTFsH5ZdPkKULmkBJ68pB3HHVwrNnt5ykJuHP4lGVkl6/lxkiRJkiRJklSaWKhJKho1D4I+78Jpj0LZvFsj8u0oeLQ9TB4C2VnR5SsgyQnxPH5BG85sXSc2e+urpVz9QipbM/b9zydJkiRJkiRJpZGFmqSiExcHbS6CP6VCqwvy5ukb4P2/wJPHwMrZ0eUrIAnxcfzvnJZc2Kl+bPbx7JVcNmwqm9IyI0wmSZIkSZIkSdobFmqSil5KNTjj8ZwVa9Wb5c2XzoAhR8D4B/f51WpxcQH/PP1Qrj6qSWw2Ye5qLnxqMus2Z0SYTJIkSZIkSZK0pyzUJEWnYTfo9wV0vw3ik3NmWenw8R3w9Amwak60+fIpCAL+74QDueX45rHZjIVrOW/oJFZtTIswmSRJkiRJkiRpT+S7UAuCoFoQBFcEQfBGEARzgiDYEgTBuiAIxgdBcHkQBHt0jSAI6gZB8HQQBEuDIEgLgmB+EAQPBkFQ5Y/fLWmfk5AER9wCfcfB/q3z5ounwOBuMGkQZGdHl68AXHv0Adx1+iGx7dnL1tNr8ESWrt0SYSpJkiRJkiRJ0u4qiBVq5wBDgY7AZOBB4DXgUOBJYEQQBMHunCgIgiZAKnApMAV4AJgH3ABMDIKgWgHklVQc1TwQLv8Yjr4N4hJzZplb4IO/wrOnwJqfos2XTxd3bsh957QkLve34bxVmzhn8ER+WrUp2mCSJEmSJEmSpD9UEIXaD8BpQN0wDC8Iw/BvYRheBhwILALOBs7azXM9DtQErg/D8IwwDP8ahmF3coq15sC/CyCvpOIqPgGOvAWuGgO1WuTNF3wBg7rC1CchDKPLl08929blsfPbkBif06otWbuFcwZP5Lvl6yNOJkmSJEmSJEnalXwXamEYfhqG4dthGGb/br4cGJy7edQfnSd3ddpxwHzgsd/tvgPYBFwUBEFKfjNLKuZqt4ArP825FWQQnzPL2ATv3gTPnwFrF0UaLz9ObLEfT17SnjKJOb9+V21M49whk/hq0dpog0mSJEmSJEmSdqogVqjtSkbua+ZuHHt07utHOyjnNgBfAOWATgUXT1KxlZAE3W+DK0ZD9eZ583ljYVAXmP78Prta7chmNXjuso5USE4AYN2WDC54cjJT56+JOJkkSZIkSZIkaUcKrVALgiABuDh384PdeMu2fzH/YSf7f8x9bbYb107d0Rc5t6GUtC+p0xb6joMu1wO5DyBLWw9v/Qle6gXrl0Uab291aFSVl67sRJVyOc+L25iWycVPTWHCnFURJ5MkSZIkSZIk/V5hrlAbCBwKvBeG4Ye7cXyl3Nd1O9m/bV45n7kk7WsSy8Bx/4TLPoSqTfLmP34Ej3eCr0fsk6vVWtStxCtXdaZ6+WQAtmRk0WfYVMZ8tzLiZJIkSZIkSZKkXyuUQi0IguuBm4DvgIsK4xq7EoZh2x195eaRtK+q3xH6jYeO/fJmW9fC61fC8Ath475XRDWvXYHhfTtRu2IZANIzs7nq+Wl8MHN5xMkkSZIkSZIkSdsUeKEWBMGfgIeAb4GjwzDc3YcCbVuBVmkn+7fN1+59Okn7vKRycOI90OddqNwgb/7dOzmr1Wa9EV22vdSkRnlG9O1M3SplAcjICrn2pemM+nJJxMkkSZIkSZIkSVDAhVoQBP2BR4CZ5JRpe7LE4vvc1509I61p7uvOnrEmqTRp2A2ungDtLsubbV4NI/vAyEth8+52+cVD/WrlGNG3M42rpwCQlR3Sf/iXjJi6KOJkkiRJkiRJkqQCK9SCIPg/4AHgS3LKtD2999qY3NfjgiD4Ta4gCCoAXYHNwKR8RpVUUiSXh1MegIvegIp18uazXofHOsJ370WXbS/sX7ksr/TtRLNa5YGcx8L95bWveW7i/GiDSZIkSZIkSVIpVyCFWhAEtwMDgVTgmDAMV+3i2MQgCA4MgqDJr+dhGM4FPgIaAtf+7m13AinA82EYbiqIzJJKkCbd4ZqJ0OrCvNmmlfBKb3ijH2xZG1m0PVWzQhleuaozh+xfMTb7x6hZPDFuboSpJEmSJEmSJKl0C8IwzN8JguASYBiQRc7tHtft4LD5YRgOyz2+IfATsCAMw4a/O1cTYAJQExgFzAY6AkeTc6vHLmEYrs5H1tQ2bdq0SU1N3dtTSCruvv8A3r4eNq7Im1XYH057BJr2iC7XHlq3JYM+z0xhxsK1sdmNPZpx/TEHEARBdMEkSZIkSZIkaR/Vtm1bpk+fPj0Mw7Z7+t6CWKHWKPc1HugP3LGDrz67c6LcVWrtyCnoOgI3AU2Ah4BO+SnTJJUSzU+AayZBi3PyZhuWwotnw1vXQ9qG6LLtgUplE3n+8o50bFQ1Nnvg4x+454Pvye9/CCFJkiRJkiRJ2jP5XqG2L3GFmlTKfPsWvHMjbP7VXWgr1YfTH4XGR0aXaw9sSc/iquen8fmPeZ+hT5eG/OOUg4mLc6WaJEmSJEmSJO2uqFeoSVLxdPBpcO1kOOi0vNm6hfDcafDuzZBe/B/JWDYpnicvaUePg2rFZsMmzOfWN74hK7v0/AcRkiRJkiRJkhQlCzVJJVtKdej1HJz9FJSpnDefOhQGdYUFEyOLtruSE+IZdGEbTm6xX2z2ytRF3DzyKzKzsiNMJkmSJEmSJEmlg4WapJIvCKBFz5zVas1OyJv/8hM8cyJ8+HfI2BJdvt2QGB/HQ+e14qw2dWKzN2Ys4bqXZ5CeaakmSZIkSZIkSYXJQk1S6VGhNvR+BU5/HJIr5g5DmPgoDDkCln0dabw/khAfx309W3J+x/qx2fszl9PvhVS2ZmRFmEySJEmSJEmSSjYLNUmlSxBA6wvgmonQpHvefNUP8OQxMGkwhMX32WRxcQH/PuNQLuvaKDb79LuVXPHsNDanZ0aYTJIkSZIkSZJKLgs1SaVTpbpw4etwygOQWC5nlpUOH/wfvHwebFodbb5dCIKA2085iGuPbhKbjZ+zij5PT2XD1owIk0mSJEmSJElSyWShJqn0CgJodxn0HQe1W+TNf/gABnWBn8ZFl+0PBEHALccfyM3HNYvNpsxfw4VPTWHdZks1SZIkSZIkSSpIFmqSVL0pXPEJdLomb7ZxOTx7GnzyT8gqvgXVn7o35baTD4ptf7VoLb2HTmL1xrQIU0mSJEmSJElSyWKhJkkACclwwt1w/ggoVy13GMLn98EzJ8EvCyKNtytXHN6Yf55xaGz722XrOfeJSaxcvzXCVJIkSZIkSZJUclioSdKvNTse+n0BjY7Imy2eAoMPh1lvRJfrD1zUqQH3ndOSuCBne87KjfQaMpEla7dEG0ySJEmSJEmSSgALNUn6vYr7wUVvwjF3QBCfM0tbByP7wFvXQfqmKNPtVM+2dXnovNbE57Zq81dvptfgiSxYXTzzSpIkSZIkSdK+wkJNknYkLh4O/zNc9iFUrp83n/4cPHEULP8msmi7cmrL/Rl0QRuS4nN+vS9Zu4VeQyYyZ+XGiJNJkiRJkiRJ0r7LQk2SdqVee+g3Hg45K2+26gcYegxMfgLCMLpsO3HcIbUZekk7khNyfsWvWJ/GuUMm8u3S9REnkyRJkiRJkqR9k4WaJP2RMpWg59Nw2qOQWC5nlpUG798Cr5wPm9dEm28HjmxWg2GXdqBcUs4tK1dvSqf30El8vXhttMEkSZIkSZIkaR9koSZJuyMIoM1FcNVnUKtF3vz792BQV/jp8+iy7UTnJtV4/vKOVEhOAGDdlgwuGDqZafOLXwEoSZIkSZIkScWZhZok7YkazeCKj6Hj1XmzDUvh2VPh039BVmZ02XagbYMqvHRlJyqXSwRgQ1omFz01hQlzVkWcTJIkSZIkSZL2HRZqkrSnEsvAiQOh93AoWzV3GMK4e2HYSbB2YaTxfq9F3Uq8clUnqpdPAmBLRhaXDpvKmO9XRpxMkiRJkiRJkvYNFmqStLeanwBXT4CGh+fNFk2GQd1g1puRxdqRA2tXZHjfztSuWAaAtMxsrnpuGh/MXB5xMkmSJEmSJEkq/izUJCk/Ku4HF4+C7rdDEJ8zS1sHIy+Bt2+A9M3R5vuVJjXKM6JvZ+pWKQtARlbItS9N540ZiyNOJkmSJEmSJEnFm4WaJOVXXDwccTNc9gFUqp83Tx0GTxwFy2dGlWw79auVY0TfzjSqngJAVnbIjcO/4tkJ86MNJkmSJEmSJEnFmIWaJBWUeh2g3+dwyJl5s1Xfw9DuMGUohGF02X5l/8plGd63E81rVYjN7nhrFo988iNhMckoSZIkSZIkScWJhZokFaSylaHnM3DaI5BYLmeWlQbv3QyvXACb10Qab5uaFcowvG8nWtWrHJv9b/QP/Pvd2ZZqkiRJkiRJkvQ7FmqSVNCCANpcDFeNhVqH5s2/fxcGd4P54yOL9muVyyXx4hUd6XpAtdjsyfE/8X+vfU1WtqWaJEmSJEmSJG1joSZJhaVGc7jiE+jQN2+2fgk8eyqM+Q9kZUaXLVdKcgJP92nP8YfUis1GTFvMn16aTlpmVoTJJEmSJEmSJKn4sFCTpMKUWAZO+i/0fgXKVs2Zhdnw2T0w7GRYuyjafEByQjyPnd+Gnm3rxmbvz1zOFc9OY3N69KWfJEmSJEmSJEXNQk2SikLzE+HqL6Dh4XmzRZNgcFf4dlR0uXIlxMfx37MP47KujWKzz39cxUVPTWHd5owIk0mSJEmSJElS9CzUJKmoVNwfLh4F3W+DID5ntnUdjLgY3v8/yEyPNF5cXMDtpxzEjT2axWapC37h3Ccm8vOGtAiTSZIkSZIkSVK0LNQkqSjFxcMRt8Cl70Ol+nnzyYNh2EmR3wIyCAJu6NGUO049ODb7bvkGzhk8gcW/bI4wmSRJkiRJkiRFx0JNkqJQvyP0+xwOPCVvtngqDDkC5nwcXa5cl3ZtxP/OaUl8XADA/NWb6TloInNWbog4mSRJkiRJkiQVPQs1SYpK2cpw7gtw3L/ybgG5ZQ280BPG/AeysyKNd3bbujx+QRuS4nP+r2L5+q30GjKJbxavizSXJEmSJEmSJBU1CzVJilIQQJfroM+7UL527jCEz+6BF86CTasijXf8IbV55tL2lEvKKfzWbEqn99BJTJ63OtJckiRJkiRJklSULNQkqTho0DnnFpCNjsibzRsLgw+HhZMjiwXQ9YDqvHhFRyqVTQRgY1omFz89hU+/WxFpLkmSJEmSJEkqKhZqklRclK8JF70JR9ySN9uwFIadBBMfgzCMLFrr+lUY0bczNSskA5CWmc1Vz6Uy6sslkWWSJEmSJEmSpKJioSZJxUlcPHS/DS54FcpWyZllZ8KHt8KIi2BrdM8va167AiP7daZe1bIAZGaH9B/+Jc9PWhBZJkmSJEmSJEkqChZqklQcNT0W+n4OddrmzWa/DU8cBcu/iSxWg2opvNqvC01rlgdyFs3d/uZMHhszhzDCFXSSJEmSJEmSVJgs1CSpuKpcDy59HzpclTdbMw+e7AEzXogsVq2KZRjRtzMt61aKze798HsGvv+dpZokSZIkSZKkEslCTZKKs4RkOOle6Pk0JOWsCiNzK4y6NucrY0sksaqkJPHilZ3o3LhabDZk3DxufeMbsrIt1SRJkiRJkiSVLBZqkrQvOPRsuHIM1DgobzbjBXjyWFg9N5JI5ZMTeObS9hx7cK3Y7OUpi7j+lRmkZ2ZHkkmSJEmSJEmSCoOFmiTtK2o0gys/gcPOzZut+CbnuWrfvhVJpDKJ8Qy6oA1nta4Tm7379TKufG4aW9KzIskkSZIkSZIkSQXNQk2S9iVJKXDmEDjlQYhPypmlrYcRF8GHf4esjCKPlBAfx33ntOSSzg1is89++JmLnprMui1Fn0eSJEmSJEmSCpqFmiTta4IA2l0Kl38ElevnzSc+CsNOgfVLizxSXFzAgNMO4fruB8Rm0xb8Qu8nJrFqY1qR55EkSZIkSZKkgmShJkn7qv1bQ99x0OzEvNmiSTD4cJg7psjjBEHAn49rzm0n5z3n7dtl6+k1eCJL1m4p8jySJEmSJEmSVFAs1CRpX1a2Cpz3EvS4E4LcX+mbV8HzZ8Jn/4Xs7CKPdMXhjfnv2YcRF+Rsz1u1iXMGTWDuzxuLPIskSZIkSZIkFQQLNUna18XFQbf+cMnbUL5W7jCEMf+GF3vCptVFHqlX+3o8dn4bEuNzWrWl67bSa/BEZi5ZV+RZJEmSJEmSJCm/LNQkqaRo2A36fg4ND8+bzf0EhhwBi6cVeZwTW+zH033aUzYxHoDVm9Lp/cQkpvy0psizSJIkSZIkSVJ+WKhJUklSoRZc9CZ0uzFvtn4xPH0CTB4CYVikcQ5vWoMXruhIxTIJAGxIy+SipyYz5ruVRZpDkiRJkiRJkvKjQAq1IAh6BkHwSBAEnwdBsD4IgjAIghf24jzzc9+7o6/lBZFVkkq8+AToMQB6D4cylXJm2Rnw/l/g1UshbUORxmnboArD+3amevlkANIys7nyuWm8/dXSIs0hSZIkSZIkSXsroYDOcxvQEtgILAYOzMe51gEP7mC+MR/nlKTSp/kJ0HccjLgEln2ZM5v1BiyfCb2eg1oHF1mUg/aryKv9OnPBk5NZsnYLmdkh178yg182p3Nx54ZFlkOSJEmSJEmS9kZB3fLxRqAZUBG4Op/nWhuG4YAdfN2X/5iSVMpUaQiXfQjtLs+brf4RhnaHr14p0igNq6fw2tVdOKBmeSDn7pP/GDWLez74jrCIb0UpSZIkSZIkSXuiQAq1MAzHhGH4Y+i/iEpS8ZNYBk65H84aConlcmaZW+CNvvD2DZCxtcii1K5UhhF9O9OyXuXYbNDYudw04ivSM7OLLIckSZIkSZIk7YmCWqFWkJKDILgwCIJbgyC4IQiCo4MgiI86lCTt8w7rBVeOgerN8mapw+Dp4+CX+UUWo2pKEi9f2ZHuB9aMzV6fsYTLhk1lw9aMIsshSZIkSZIkSburOBZqtYHngX+T8yy1T4EfgyA4cndPEARB6o6+yN+z3SRp31fzwJxS7dCz82bLvoIhR8IPHxVZjHJJCTxxUVt6d6gXm42fs4pzh0xi5fqiWzEnSZIkSZIkSbujuBVqzwDHkFOqpQAtgCFAQ+D9IAhaRhdNkkqI5PJw9lNw4r0Ql5gz27oWXjoHPv03ZGcVSYyE+Dj+c2YLbuyRt2Lu22XrOfPxCcxZubFIMkiSJEmSJEnS7ihWhVoYhneGYfhpGIYrwjDcHIbhzDAM+wH3A2WBAbt5nrY7+gK+K8T4krTvCALoeBVc+j5UrJM3H/dfeLEnbFpdRDECbujRlHvObkF8XADAkrVb6Dl4AtPmrymSDJIkSZIkSZL0R4pVobYLg3Nfj4g0hSSVNPXaQ99x0PiovNncT2HIEbA4tchinNu+Pk9e3I6yiTmPzFy7OYMLnpzMh7OWF1kGSZIkSZIkSdqZfaVQ+zn3NSXSFJJUEqVUhwtfh8NvzputXwxPHw9Tn4QwLJIYRx9Yk1eu6kS1lCQA0jKzufqFVJ6fOL9Iri9JkiRJkiRJO7OvFGqdcl/nRZpCkkqquHg45nboPRzKVMqZZWfAuzfBG/0gfXORxGhZrzKvX9OFhtXK5UQI4fZRs/jvB98RFlGxJ0mSJEmSJEm/V+SFWhAEiUEQHBgEQZPfzQ8KgmC7FWhBEDQEHs3dfKEIIkpS6dX8BLjqM6jdIm/29SvwZA9YPbdIIjSolsKrV3ehZd1KsdnjY+dy08ivSM/MLpIMkiRJkiRJkvRrBVKoBUFwRhAEw4IgGAb8NXfcedssCIL7fnV4HWA28MnvTnM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" ] }, "metadata": { "image/png": { "height": 302, "width": 874 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "model_path = 'assets/bach-model/v01'\n", "\n", "if os.path.isdir(model_path):\n", " model = keras.models.load_model(model_path)\n", " print(f\"Loaded model {model_path}\")\n", "else:\n", " print(f\"Start traning model\")\n", " model.fit([X_n, X_d], [y_n_h, y_d_h], epochs=50, batch_size=64, shuffle=True)\n", " model.save(model_path)\n", " print(f\"Finished training - saved to {model_path}\")\n", " pd.DataFrame(model.history.history).plot.line()" ] }, { "cell_type": "markdown", "id": "d968f28f", "metadata": {}, "source": [ "## Predict\n", "\n", "After we have trained the neural network we want to see how we can continue a given sequence.\n", "This is a bit more complicated as we now need to transfer 2 sequences with 2 custom encoders.\n", "We will start by implementing some helper functions which can help us for the transfer between both *worlds*." ] }, { "cell_type": "code", "execution_count": null, "id": "204d6796", "metadata": {}, "outputs": [], "source": [ "from typing import List\n", "\n", "\n", "def invert_dur(durs: np.ndarray, dur_encoder: OneHotEncoder) -> List[float]:\n", " \"\"\"\n", " Transfers the duration from neural network internal representation to multiples of quarter notes\n", " \"\"\"\n", " dur_mask = np.eye(len(dur_encoder.categories_[0]))\n", " \n", " return [float(dur_encoder.inverse_transform([dur_mask[d]])[0][0]) for d in durs]\n", "\n", "\n", "def convert_to_stream(notes, durations, dur_encoder: OneHotEncoder) -> music21.stream.Stream:\n", " \"\"\"\n", " Converts two lists of notes and durations to a music21 stream\n", " \"\"\"\n", " dur_mask = np.eye(len(dur_encoder.categories_[0]))\n", " s = music21.stream.Stream()\n", " for n, d in zip(notes, durations):\n", " a = music21.note.Note(n)\n", " a.duration.quarterLength = float(dur_encoder.inverse_transform([dur_mask[d]])[0][0])\n", " s.append(a)\n", " return s\n", "\n", "def continue_sequence(seq_n: np.ndarray, seq_d: np.ndarray, times:int, model: keras.Model) -> List[np.ndarray]:\n", " \"\"\"\n", " Continues a given sequence of pitches and durations n times.\n", " \"\"\"\n", " notes = []\n", " durs = []\n", " \n", " for _ in range(times):\n", " # predict the next note and duration via the model\n", " prob_n, prob_d = model.predict([seq_n, seq_d])\n", " \n", " # take the most likely note and duration\n", " # argmax is the function which returns the index of the highest item\n", " # could be ajusted w/ temperature etc\n", " n = np.argmax(prob_n)\n", " d = np.argmax(prob_d)\n", "\n", " # add predicted notes to new sequence\n", " notes.append(n)\n", " durs.append(d)\n", " \n", " # shift sequences by 1\n", " seq_n[:, :-1] = seq_n[:, 1:]\n", " # so we can add the just predicted item at the end\n", " seq_n[:, -1] = n\n", "\n", " # the same for durations\n", " seq_d[:, :-1] = seq_d[:, 1:]\n", " seq_d[:, -1] = d\n", " \n", " return np.array(notes), np.array(durs)" ] }, { "cell_type": "markdown", "id": "34782851", "metadata": {}, "source": [ "We will now select a random sequence from our training data and want to continue it." ] }, { "cell_type": "markdown", "id": "77406d31", "metadata": {}, "source": [ "### The original sequence" ] }, { "cell_type": "code", "execution_count": null, "id": "991b4648-38eb-41ec-a564-2ed3b9e0967e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 198, "width": 708 } }, "output_type": "display_data" } ], "source": [ "rand_idx = np.random.randint(X_n.shape[0])\n", "\n", "orig_score = music21.stream.Stream()\n", "\n", "for n, d in zip(X_n[rand_idx], X_d[rand_idx]):\n", " a = music21.note.Note(n)\n", " a.duration.quarterLength = float(d)*1.0\n", " orig_score.append(a)\n", "\n", "orig_score.show()" ] }, { "cell_type": "markdown", "id": "fe5f2e70", "metadata": {}, "source": [ "### Continued sequence" ] }, { "cell_type": "code", "execution_count": null, "id": "8a371f61-df8e-48d4-8cf2-cfa434d47e16", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 57, "width": 674 } }, "output_type": "display_data" } ], "source": [ "pred_n, pred_d = continue_sequence(\n", " seq_n = X_n[0, :][np.newaxis, :],\n", " seq_d = X_d[0, :][np.newaxis, :],\n", " times=20,\n", " model=model\n", ")\n", "\n", "stream = convert_to_stream(pred_n, pred_d, dur_encoder)\n", "stream.show()\n" ] }, { "cell_type": "markdown", "id": "f150e1ac", "metadata": {}, "source": [ "### Combined sequence\n", "\n", "We now combine the sequences and also save the sequence as MIDI file so we can listen to it via e.g. VLC." ] }, { "cell_type": "code", "execution_count": null, "id": "cef624d5-70ef-41fe-8137-bc0e10e74e3b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 317, "width": 708 } }, "output_type": "display_data" } ], "source": [ "con_score = music21.stream.Stream()\n", "for n in orig_score:\n", " con_score.append(n)\n", "for n in stream:\n", " con_score.append(n)\n", "\n", "con_score.write('midi', 'assets/bach-model/v01/bach_continue.mid')\n", "con_score.show()" ] }, { "cell_type": "markdown", "id": "e5c0c409", "metadata": {}, "source": [ "## Making predictions in real time with SuperCollider\n", "\n", "As a final step we want to show how one can interact with our model in real time via SuperCollider.\n", "For this we need to establish a connection between Python, which will take care of the calculation of the next notes, and SuperCollider, which is great for interacting within a real time environment.\n", "\n", "SuperCollider is limited to the OSC protocoll and files for outside communication so we will use the OSC protocoll here as we are awaiting a response from a system and do not need to transfer much data.\n", "Python supports the OSC protocoll as well via the library [python-osc](https://github.com/attwad/python-osc).\n", "We will not get much into detail what will happen here - see the OSC communication between Python and sclang chapter for more information.\n", "Note that Python normally can only do one thing once and can not schedule something ahead of time - so once we start a server which listens to OSC messages we can not do anything else before we stop the server - this is much different to sclang.\n", "\n", "On a sidenote: It would be possible to combine both aspects in the programming language JavaScript as there is a [TensorFlow implementation in JavaScript](https://www.tensorflow.org/js) available and also allows for async execution thanks to its [main event loop](https://www.geeksforgeeks.org/what-is-an-event-loop-in-javascript/) on which *sclang* is also based.\n", "A demo of this from Google can be found [here](https://magenta.tensorflow.org/demos/performance_rnn/index.html) and also the [source code](https://github.com/magenta/magenta-demos/tree/main/performance_rnn) of it." ] }, { "cell_type": "markdown", "id": "16d0aebc", "metadata": {}, "source": [ "### SuperCollider part\n", "\n", "In SuperCollider we will basically just set up a callback function when hitting a note on our MIDI keyboard and save this note to an array.\n", "If we have enough notes collected we will send an OSC message to Python, asking for a continuation of the played phrase.\n", "Python will then send an OSC message with the next pitch and duration information which we will send back to the MIDI keyboard - if your MIDI keyboard has no synth engine you can comment out the MIDI type of our `\\neural` event which will be instead playbacked on the server.\n", "\n", "```supercollider\n", "// init dictionary to store variables\n", "q = q?();\n", "\n", "// number of notes which are collected for a prediction\n", "q[\\numNotes] = 16;\n", "q[\\timeScale] = 1.0;\n", "// python sender\n", "q[\\pythonServer] = NetAddr.new(\n", "\thostname: \"127.0.0.1\",\n", "\tport: 57340,\n", ");\n", "\n", "q[\\storage] = ();\n", "q[\\storage][\\notes] = [];\n", "q[\\storage][\\durs] = [];\n", "q[\\storage][\\lastNote] = TempoClock.default.beats;\n", "\n", "q[\\helper] = ();\n", "q[\\helper][\\join] = {|array|\n", "\t// transforms an array to a string where\n", "\t// itmes are separated by a \",\"\n", "\tvar string = array[0].asString;\n", "\tarray[(1..array.size-1)].do({|a|\n", "\t\tstring = string ++ $, ++ a.asString;\n", "\t});\n", "\tstring;\n", "};\n", "\n", "// init MIDI\n", "if(MIDIClient.initialized.not) { MIDIClient.init };\n", "MIDIIn.connectAll;\n", "MIDIClient.destinations;\n", "\n", "// use one of the destinations (edit this)\n", "q[\\midiOut] = MIDIOut.newByName(\"MIDILINK-mini\", \"MIDILINK-mini\");\n", "\n", "// make special event type for clarity\n", "Event.addEventType(\\neural, {\n", "\t~type = \\midi;\n", "\t//~type = \\note; // uncomment this for testing without MIDI\n", "\t~midiout = q[\\midiOut]; // comment this if you have no MIDI out destination at hand\n", "\t~chan = ~chan ? 0;\n", "\tcurrentEnvironment.play;\n", "});\n", "\n", "// log all incoming OSC messages for debugging\n", "OSCFunc.trace(true, hideStatusMsg: true);\n", "\n", "OSCdef(\\listenPrediction, {|msg|\n", "\tvar notes = msg[1].asString.split($,);\n", "\tvar durs = msg[2].asString.split($,);\n", "\t\n", "\tTask({\n", "\t\tnotes.do({|note, i|\n", "\t\t\t(\n", "\t\t\t\ttype: \\neural,\n", "\t\t\t\tnote: note.asInteger,\n", "\t\t\t\tamp: 0.7.rand()\n", "\t\t\t).play;\n", "\t\t\t(durs[i].asFloat*q[\\timeScale]).wait;\n", "\t\t});\n", "\t}).start;\n", "}, \"/listenPrediction\");\n", "\n", "MIDIdef.noteOn(\\recordNotes, {|msg|\n", "\tq[\\storage][\\notes] = q[\\storage][\\notes] ++ [msg];\n", "\tq[\\storage][\\durations] = q[\\storage][\\durations] ++ [TempoClock.default.beats - q[\\storage][\\lastNote]];\n", "\t\n", "\tq[\\storage][\\lastNote] = TempoClock.default.beats;\n", "\t\n", "\t// send message to python if we have collected enough notes\n", "\t// and reset notes\n", "\tif(q[\\storage][\\notes].size>q[\\numNotes], {\n", "\t\tq[\\pythonServer].sendMsg(\n", "\t\t\t\"/predict\",\n", "\t\t\tq[\\helper][\\join].(q[\\storage][\\notes]),\n", "\t\t\tq[\\helper][\\join].(q[\\storage][\\durations]),\n", "\t\t);\n", "\t\tq[\\storage][\\notes] = [];\n", "\t\tq[\\storage][\\durations] = [];\n", "\t});\n", "}); \n", "```" ] }, { "cell_type": "markdown", "id": "04b2e25a", "metadata": {}, "source": [ "### Python part" ] }, { "cell_type": "code", "execution_count": null, "id": "49dd6ead", "metadata": {}, "outputs": [], "source": [ "from pythonosc import dispatcher, osc_server, udp_client\n", "\n", "# this needs to be the address on which sclang is listening for osc messages\n", "# 127.0.0.1 is localhost and therefore the computer where one is working on\n", "# the 2nd number is the port number which is default 57120\n", "# but check this via \"NetAddr.langPort\" in sclange\n", "osc_client = udp_client.SimpleUDPClient(\"127.0.0.1\", 57120)" ] }, { "cell_type": "code", "execution_count": null, "id": "0477fa7d", "metadata": {}, "outputs": [], "source": [ "# test communication\n", "# you should see a message in SuperCollider that a OSC message was received\n", "osc_client.send_message(\"/foo\", \"hello world\")" ] }, { "cell_type": "code", "execution_count": null, "id": "d47a8ac1", "metadata": {}, "outputs": [], "source": [ "# test if midi works - this should play 2 sounds if you have loaded \n", "osc_client.send_message(\"/listenPrediction\", [\"62,64\", \"0.5,0.25\"])" ] }, { "cell_type": "code", "execution_count": null, "id": "fcbcff5d", "metadata": {}, "outputs": [], "source": [ "def predict(unused_addr, *message):\n", " notes = np.array([int(c) for c in message[0].split(\",\")])[np.newaxis, :]\n", " # currently we ignore the durations, but this could be also implemented\n", " durs = np.repeat(0.25, notes.shape[-1])[np.newaxis, :]\n", " print(\"Start predicting: \", notes.shape, durs.shape)\n", " pred_n, pred_d = continue_sequence(\n", " seq_n=notes,\n", " seq_d=durs,\n", " times=64,\n", " model=model,\n", " )\n", " pred_d = invert_dur(pred_d, dur_encoder)\n", " print(\"Prediction finished: \", pred_n, pred_d)\n", " osc_client.send_message(\"/listenPrediction\", [\",\".join([str(i) for i in pred_n]), \",\".join([str(i) for i in pred_d])])\n" ] }, { "cell_type": "code", "execution_count": null, "id": "83f5efef", "metadata": {}, "outputs": [], "source": [ "osc_dispatcher = dispatcher.Dispatcher()\n", "osc_dispatcher.map(\"/predict\", predict)\n", "\n", "server = osc_server.ThreadingOSCUDPServer(\n", " ('127.0.0.1', 57340),\n", " osc_dispatcher,\n", ")" ] }, { "cell_type": "markdown", "id": "e6542c72", "metadata": {}, "source": [ "To stop the server interrupt execution of the cell (see bar above in Jupyter) or hit `ctrl+c`." ] }, { "cell_type": "code", "execution_count": null, "id": "6b4753e1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Server is listining\n", "Start predicting: (1, 17) (1, 17)\n", "Prediction finished: [53 62 62 62 64 64 64 64 64 50 57 59 61 62 61 62 64 57 69 69 67 66 64 62\n", " 71 62 64 66 67 66 64 66 67 66 67 66 64 62 64 59 61 59 61 58 66 67 69 67\n", " 66 64 43 59 54 66 64 64 66 67 66 67 66 64 66 67] [0.25, 0.5, 0.25, 0.5, 0.25, 0.5, 0.5, 0.5, 1.0, 0.5, 1.0, 1.0, 1.0, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.08331298828125, 0.08331298828125, 0.5, 0.5, 0.25, 0.5, 0.25, 1.0, 0.25, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.25, 0.25, 0.25, 1.0, 0.5, 1.0, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5]\n", "Start predicting: (1, 17) (1, 17)\n", "Prediction finished: [48 60 57 58 57 58 50 48 43 41 58 55 53 50 64 58 57 53 55 51 50 48 46 44\n", " 44 41 55 57 48 55 49 51 50 47 48 62 62 60 62 64 59 60 58 57 55 57 55 53\n", " 52 53 58 57 55 58 58 53 55 52 53 55 52 53 43 45] [0.25, 0.5, 0.25, 0.5, 0.5, 0.5, 0.5, 1.0, 1.0, 1.0, 1.0, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.333251953125, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.5, 0.25, 1.0, 0.5, 0.25, 0.25, 0.5, 0.5, 1.0, 0.5, 0.5, 1.0, 0.5, 0.5, 1.0, 0.5]\n", "Stop server\n" ] } ], "source": [ "try:\n", " print(\"Server is listining\")\n", " server.serve_forever()\n", "except KeyboardInterrupt:\n", " print(\"Stop server\")\n", " server.server_close()" ] }, { "cell_type": "markdown", "id": "d94ee7e3-ad3e-4f0d-80e6-e9c28cf0344c", "metadata": {}, "source": [ "## Extending\n", "\n", "Extending this small example can be done in various ways:\n", "\n", "* Using bigger/custom training data\n", "* Modify the architecture of the neural net\n", "* Take the durations into account during prediction - this is a bit tricky because we need some kind of quantising because we only allow for durations we have seen during training\n", "* Add an [attention mechanism](https://towardsdatascience.com/light-on-math-ml-attention-with-keras-dc8dbc1fad39) to the neural net\n", "* Using a stacked LSTM with Auto Encoders to allow for polyphonic music\n" ] }, { "cell_type": "markdown", "id": "fe36c2d4", "metadata": {}, "source": [] } ], "metadata": { "environment": { "kernel": "python3", "name": "tf2-gpu.2-6.m87", "type": "gcloud", "uri": "gcr.io/deeplearning-platform-release/tf2-gpu.2-6:m87" }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3" } }, "nbformat": 4, "nbformat_minor": 5 }