sparkastML/forced-alignment/probs_distribution.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "104d435d-3b18-48d8-9571-d98ff2da94db",
"metadata": {},
"source": [
"# Forced Alignment with Wav2Vec2"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "b721fbcd-bfe0-4ff3-8cb0-e4d1658d65bb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.5.1\n",
"2.5.1\n",
"cpu\n"
]
}
],
"source": [
"import torch\n",
"import torchaudio\n",
"\n",
"print(torch.__version__)\n",
"print(torchaudio.__version__)\n",
"\n",
"\n",
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
"print(device)\n",
"import IPython\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c05a95f8-14a3-42ba-97e1-74009573e286",
"metadata": {},
"outputs": [],
"source": [
"from torchaudio.transforms import Resample\n",
"waveform, sample_rate = torchaudio.load(\"data/sample3.mp3\")\n",
"\n",
"waveform = waveform[0:1]\n",
"resampler = Resample(orig_freq=sample_rate, new_freq=16000)\n",
"waveform = resampler(waveform)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "a33c5447-319b-462f-b5bc-df6b4cee2bc9",
"metadata": {},
"outputs": [],
"source": [
"from torchaudio.pipelines import MMS_FA as bundle\n",
"\n",
"model = bundle.get_model()\n",
"model.to(device)\n",
"\n",
"labels = bundle.get_labels()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "e581a85f-6860-4b34-8552-42e388adc8b9",
"metadata": {},
"outputs": [],
"source": [
"emissions, _ = model(waveform.to(device))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "091729e7-9287-42ef-9a82-2ffee8c2f1e4",
"metadata": {},
"outputs": [],
"source": [
"emissions = torch.log_softmax(emissions, dim=-1)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d1a58f3e-5061-4be1-8bd4-9a419036dcee",
"metadata": {},
"outputs": [],
"source": [
"emission = emissions[0].cpu().detach()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "3ffb9d66-655f-4b76-96b3-451570eea5bc",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import torch.nn.functional as F\n",
"\n",
"probs = F.softmax(emission, dim=1)\n",
"\n",
"# 计算 ratio\n",
"ratio = waveform.size(1) / emission.size()[0] / 16000\n",
"\n",
"# 获取 x 轴数据\n",
"x_values = [i * ratio for i in range(probs.size()[0])]\n",
"\n",
"# 获取 y 轴数据\n",
"y_values_8 = [probs[i][8] for i in range(probs.size()[0])]\n",
"y_values_1 = [probs[i][1] for i in range(probs.size()[0])]\n",
"y_values_4 = [probs[i][4] for i in range(probs.size()[0])]\n",
"y_values_3 = [probs[i][0] for i in range(probs.size()[0])]\n",
"\n",
"# 创建图表\n",
"plt.figure(figsize=(10, 6))\n",
"\n",
"# 绘制四条线\n",
"plt.plot(x_values, y_values_8, label='s', color='green')\n",
"plt.plot(x_values, y_values_1, label='a', color='red')\n",
"plt.plot(x_values, y_values_3, label='e', color='orange')\n",
"plt.plot(x_values, y_values_4, label='n', color='purple')\n",
"\n",
"# 添加标题和标签\n",
"plt.title('Probabilities Over Time')\n",
"plt.xlabel('Time (s)')\n",
"plt.ylabel('Emission Value')\n",
"import numpy as np\n",
"x_ticks = np.arange(0, 2.70, 0.2)\n",
"plt.xticks(x_ticks)\n",
"plt.xlim(0,2.7)\n",
"\n",
"# 添加图例\n",
"plt.legend()\n",
"\n",
"# 显示图表\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "6fa7021d-876f-4302-9b11-24e1046bf9b6",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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",
"version": "3.11.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}