InfiniteMusic/music.ipynb

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378 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "7a4b3fe0-37b7-4dcc-928e-5d5981eb62bd",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"%load_ext tensorboard\n",
"import librosa\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from pathlib import Path\n",
"import IPython.display as ipd"
]
},
{
"cell_type": "markdown",
"id": "25beb189-d3c5-4ba2-a31d-f692685291fc",
"metadata": {},
"source": [
"# prep"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "8e45206f-7e1f-4a47-852f-39849a395a53",
"metadata": {},
"outputs": [],
"source": [
"SAMPLE_RATE = 22050"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "dc03a57f-8739-4f5e-a1c9-3db7a48e26de",
"metadata": {},
"outputs": [],
"source": [
"def load():\n",
" \"\"\"\n",
" Load 10 second chunks of songs\n",
" \"\"\"\n",
"\n",
" files = list(Path(\"./data/\").glob(\"*.mp3\"))\n",
" chunks = []\n",
" for file in files:\n",
" y, sr = librosa.load(file, mono=True,sr=SAMPLE_RATE)\n",
" size = int(SAMPLE_RATE * 10)\n",
" sampleLen = len(y)\n",
" for startPos in range(0,sampleLen,size):\n",
" end = startPos+size\n",
" if end > sampleLen:\n",
" pass\n",
" chunk = y[startPos:end]\n",
" chunks.append(chunk)\n",
" return chunks"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "f0f0c6d8-4cbf-46d3-a65d-28396fffc650",
"metadata": {},
"outputs": [],
"source": [
"def dataset(chunks):\n",
" x,y = [],[]\n",
" size = int(SAMPLE_RATE*5)\n",
" for chunk in chunks:\n",
" Ax = chunk[:size]\n",
" Ay = chunk[size:size*2]\n",
" if(len(Ax) == size and len(Ay) == size):\n",
" x.append(librosa.feature.melspectrogram(y=Ax, sr=SAMPLE_RATE))\n",
" y.append(librosa.feature.melspectrogram(y=Ay, sr=SAMPLE_RATE))\n",
" return x,y"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "d953fafa-b119-4aa4-b17b-8606c0b366b1",
"metadata": {},
"outputs": [],
"source": [
"def showSpec(spec):\n",
" plt.figure(figsize=(10, 4))\n",
" librosa.display.specshow(spec, sr=SAMPLE_RATE,\n",
" x_axis='time', y_axis='mel',\n",
" cmap='viridis')\n",
" plt.colorbar(format='%+2.0f dB')\n",
" plt.title('Mel spectrogram')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5a744602-e8ea-4c79-883a-1472c15df3ae",
"metadata": {},
"outputs": [],
"source": [
"def playSpec(spec):\n",
" S = librosa.feature.inverse.mel_to_stft(spec, sr=SAMPLE_RATE)\n",
" audio = librosa.griffinlim(S,n_iter=25,momentum=0.99)\n",
" audio = librosa.effects.preemphasis(audio) # Reapply pre-emphasis\n",
"\n",
" plt.figure(figsize=(12,4))\n",
" plt.plot(audio)\n",
" plt.title('waveform')\n",
" plt.show()\n",
"\n",
" display(ipd.Audio(audio,rate=SAMPLE_RATE))"
]
},
{
"cell_type": "markdown",
"id": "2488eaeb-a378-42dd-bd4a-b9290c445026",
"metadata": {},
"source": [
"# Load Data"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f411e54e-2a7d-4dfe-be90-457e2a9455a7",
"metadata": {},
"outputs": [],
"source": [
"chunks = load()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1c942a3f-8072-41b3-bb16-1ccb9812b505",
"metadata": {},
"outputs": [],
"source": [
"x,y = dataset(chunks)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "39241f9b-8cc0-40cf-96dc-1be6d3ff2fb7",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <audio controls=\"controls\" >\n",
" <source 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\" type=\"audio/wav\" />\n",
" Your browser does not support the audio element.\n",
" </audio>\n",
" "
],
"text/plain": [
"<IPython.lib.display.Audio object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#verify loaded data\n",
"sample=x[420]\n",
"showSpec(sample)\n",
"playSpec(sample)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "584543d0-89f7-4ae8-aedb-a01e0e110784",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"216"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(x[0][0])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "03accbb9-48b7-40d9-85be-9ed6a92d2e86",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"from tinygrad import TinyJit, Device, Tensor, nn\n",
"from tinygrad.nn.state import safe_save, get_state_dict\n",
"from model import Model\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "9aa99587-01e0-4156-84a1-15ba0c929aec",
"metadata": {},
"outputs": [],
"source": [
"x_np = np.array(x)[:, np.newaxis, :, :] # Shape: (N, 1, 128, 216)\n",
"y_np = np.array(y)[:, np.newaxis, :, :] # Shape: (N, 1, 128, 216)\n",
"\n",
"# Training parameters\n",
"num_epochs = 15\n",
"batch_size = 20\n",
"num_samples = len(x_np)\n",
"num_batches = num_samples // batch_size"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "bcf1bec0-be3f-411b-8324-7877f0ead016",
"metadata": {},
"outputs": [],
"source": [
"model = Model()\n",
"optimizer = nn.optim.Adam(nn.state.get_parameters(model), lr=1e-3)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "ea3a98ca-756b-4658-9c4a-3cbc36c61cdc",
"metadata": {},
"outputs": [],
"source": [
"@TinyJit\n",
"def jit_step(X: Tensor, Y: Tensor,show) -> Tensor:\n",
" Tensor.training = True\n",
" optimizer.zero_grad()\n",
" sample, loss = model.__Lcall__(X,Y)\n",
" loss.backward()\n",
" optimizer.step()\n",
" return loss.realize()\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "bc6dfda7-4249-4e22-a931-85deef0e5347",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"ename": "ParameterError",
"evalue": "Audio buffer is not finite everywhere",
"output_type": "error",
"traceback": [
"\u001b[31m---------------------------------------------------------------------------\u001b[39m",
"\u001b[31mParameterError\u001b[39m Traceback (most recent call last)",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[25]\u001b[39m\u001b[32m, line 11\u001b[39m\n\u001b[32m 8\u001b[39m batch_x = Tensor(x_np[indices[start:end]])\n\u001b[32m 9\u001b[39m batch_y = Tensor(y_np[indices[start:end]])\n\u001b[32m---> \u001b[39m\u001b[32m11\u001b[39m loss = \u001b[43mjit_step\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbatch_x\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mbatch_y\u001b[49m\u001b[43m,\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbatch_idx\u001b[49m\u001b[43m \u001b[49m\u001b[43m%\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m4\u001b[39;49m\u001b[43m \u001b[49m\u001b[43m==\u001b[49m\u001b[43m \u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 12\u001b[39m epoch_loss += loss.item()\n\u001b[32m 14\u001b[39m avg_epoch_loss = epoch_loss / num_batches\n",
"\u001b[36mFile \u001b[39m\u001b[32m/nix/store/khnvx4lwxjcrq6n0kllvbry5q64v8dcz-python3.12-tinygrad-0.10.2/lib/python3.12/site-packages/tinygrad/engine/jit.py:250\u001b[39m, in \u001b[36mTinyJit.__call__\u001b[39m\u001b[34m(self, *args, **kwargs)\u001b[39m\n\u001b[32m 248\u001b[39m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m.fxn \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[32m 249\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m Context(BEAM=\u001b[32m0\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m getenv(\u001b[33m\"\u001b[39m\u001b[33mIGNORE_JIT_FIRST_BEAM\u001b[39m\u001b[33m\"\u001b[39m) \u001b[38;5;28;01melse\u001b[39;00m BEAM.value):\n\u001b[32m--> \u001b[39m\u001b[32m250\u001b[39m ret = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfxn\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 251\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(params:=get_parameters(ret)): Tensor.realize(params[\u001b[32m0\u001b[39m], *params[\u001b[32m1\u001b[39m:])\n\u001b[32m 252\u001b[39m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.cnt == \u001b[32m1\u001b[39m:\n\u001b[32m 253\u001b[39m \u001b[38;5;66;03m# jit capture\u001b[39;00m\n",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[24]\u001b[39m\u001b[32m, line 9\u001b[39m, in \u001b[36mjit_step\u001b[39m\u001b[34m(X, Y, show)\u001b[39m\n\u001b[32m 7\u001b[39m optimizer.step()\n\u001b[32m 8\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m show:\n\u001b[32m----> \u001b[39m\u001b[32m9\u001b[39m \u001b[43mplaySpec\u001b[49m\u001b[43m(\u001b[49m\u001b[43msample\u001b[49m\u001b[43m.\u001b[49m\u001b[43mnumpy\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[32;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 10\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m loss.realize()\n",
"\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[6]\u001b[39m\u001b[32m, line 3\u001b[39m, in \u001b[36mplaySpec\u001b[39m\u001b[34m(spec)\u001b[39m\n\u001b[32m 1\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mplaySpec\u001b[39m(spec):\n\u001b[32m 2\u001b[39m S = librosa.feature.inverse.mel_to_stft(spec, sr=SAMPLE_RATE)\n\u001b[32m----> \u001b[39m\u001b[32m3\u001b[39m audio = \u001b[43mlibrosa\u001b[49m\u001b[43m.\u001b[49m\u001b[43mgriffinlim\u001b[49m\u001b[43m(\u001b[49m\u001b[43mS\u001b[49m\u001b[43m,\u001b[49m\u001b[43mn_iter\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m25\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43mmomentum\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m0.99\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 4\u001b[39m audio = librosa.effects.preemphasis(audio) \u001b[38;5;66;03m# Reapply pre-emphasis\u001b[39;00m\n\u001b[32m 6\u001b[39m plt.figure(figsize=(\u001b[32m12\u001b[39m,\u001b[32m4\u001b[39m))\n",
"\u001b[36mFile \u001b[39m\u001b[32m/nix/store/xb3jssmf8ghkxa2sib291dggp9m78rml-python3.12-librosa-0.11.0/lib/python3.12/site-packages/librosa/core/spectrum.py:2829\u001b[39m, in \u001b[36mgriffinlim\u001b[39m\u001b[34m(S, n_iter, hop_length, win_length, n_fft, window, center, dtype, length, pad_mode, momentum, init, random_state)\u001b[39m\n\u001b[32m 2816\u001b[39m inverse = istft(\n\u001b[32m 2817\u001b[39m angles,\n\u001b[32m 2818\u001b[39m hop_length=hop_length,\n\u001b[32m (...)\u001b[39m\u001b[32m 2825\u001b[39m out=inverse,\n\u001b[32m 2826\u001b[39m )\n\u001b[32m 2828\u001b[39m \u001b[38;5;66;03m# Rebuild the spectrogram\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m2829\u001b[39m rebuilt = \u001b[43mstft\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 2830\u001b[39m \u001b[43m \u001b[49m\u001b[43minverse\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2831\u001b[39m \u001b[43m \u001b[49m\u001b[43mn_fft\u001b[49m\u001b[43m=\u001b[49m\u001b[43mn_fft\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2832\u001b[39m \u001b[43m \u001b[49m\u001b[43mhop_length\u001b[49m\u001b[43m=\u001b[49m\u001b[43mhop_length\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2833\u001b[39m \u001b[43m \u001b[49m\u001b[43mwin_length\u001b[49m\u001b[43m=\u001b[49m\u001b[43mwin_length\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2834\u001b[39m \u001b[43m \u001b[49m\u001b[43mwindow\u001b[49m\u001b[43m=\u001b[49m\u001b[43mwindow\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2835\u001b[39m \u001b[43m \u001b[49m\u001b[43mcenter\u001b[49m\u001b[43m=\u001b[49m\u001b[43mcenter\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2836\u001b[39m \u001b[43m \u001b[49m\u001b[43mpad_mode\u001b[49m\u001b[43m=\u001b[49m\u001b[43mpad_mode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2837\u001b[39m \u001b[43m \u001b[49m\u001b[43mout\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrebuilt\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2838\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 2840\u001b[39m \u001b[38;5;66;03m# Update our phase estimates\u001b[39;00m\n\u001b[32m 2841\u001b[39m angles[:] = rebuilt\n",
"\u001b[36mFile \u001b[39m\u001b[32m/nix/store/xb3jssmf8ghkxa2sib291dggp9m78rml-python3.12-librosa-0.11.0/lib/python3.12/site-packages/librosa/core/spectrum.py:239\u001b[39m, in \u001b[36mstft\u001b[39m\u001b[34m(y, n_fft, hop_length, win_length, window, center, dtype, pad_mode, out)\u001b[39m\n\u001b[32m 236\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m ParameterError(\u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mhop_length=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mhop_length\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m must be a positive integer\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 238\u001b[39m \u001b[38;5;66;03m# Check audio is valid\u001b[39;00m\n\u001b[32m--> \u001b[39m\u001b[32m239\u001b[39m \u001b[43mutil\u001b[49m\u001b[43m.\u001b[49m\u001b[43mvalid_audio\u001b[49m\u001b[43m(\u001b[49m\u001b[43my\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 241\u001b[39m fft_window = get_window(window, win_length, fftbins=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m 243\u001b[39m \u001b[38;5;66;03m# Pad the window out to n_fft size\u001b[39;00m\n",
"\u001b[36mFile \u001b[39m\u001b[32m/nix/store/xb3jssmf8ghkxa2sib291dggp9m78rml-python3.12-librosa-0.11.0/lib/python3.12/site-packages/librosa/util/utils.py:298\u001b[39m, in \u001b[36mvalid_audio\u001b[39m\u001b[34m(y)\u001b[39m\n\u001b[32m 293\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m ParameterError(\n\u001b[32m 294\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mAudio data must be at least one-dimensional, given y.shape=\u001b[39m\u001b[38;5;132;01m{\u001b[39;00my.shape\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m\"\u001b[39m\n\u001b[32m 295\u001b[39m )\n\u001b[32m 297\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m np.isfinite(y).all():\n\u001b[32m--> \u001b[39m\u001b[32m298\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m ParameterError(\u001b[33m\"\u001b[39m\u001b[33mAudio buffer is not finite everywhere\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 300\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
"\u001b[31mParameterError\u001b[39m: Audio buffer is not finite everywhere"
]
}
],
"source": [
"for epoch in range(num_epochs):\n",
" epoch_loss = 0.0\n",
" indices = np.random.permutation(num_samples)\n",
" \n",
" for batch_idx in range(num_batches):\n",
" start = batch_idx * batch_size\n",
" end = start + batch_size\n",
" batch_x = Tensor(x_np[indices[start:end]])\n",
" batch_y = Tensor(y_np[indices[start:end]])\n",
" \n",
" loss = jit_step(batch_x, batch_y,(batch_idx % 4 == 0))\n",
" epoch_loss += loss.item()\n",
" \n",
" avg_epoch_loss = epoch_loss / num_batches\n",
" print(f\"Epoch {epoch+1}/{num_epochs}, Loss: {avg_epoch_loss:.4f}\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "753ebcea-310b-43a0-a8d2-67994328d74a",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"nn.state.safe_save(nn.state.get_state_dict(model), \"vae_weights.safetensors\")"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
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