{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "import torch\n",
    "import torchaudio\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_decay(\n",
    "    audio_tensor: torch.Tensor, \n",
    "    sample_rate: float, \n",
    "    n_fft=2048, \n",
    "    hop_length=1024, \n",
    "    win_length=2048, \n",
    "    plot=False\n",
    "):\n",
    "    \"\"\" Compute the fidelity decay of the spectrum of the audio tensor.\n",
    "    \n",
    "    Args:\n",
    "        audio_tensor: torch.Tensor shape (2, seq_len)\n",
    "        sample_rate: float \n",
    "        \n",
    "    Returns:\n",
    "        float\n",
    "    \"\"\"\n",
    "\n",
    "    # convert to mono\n",
    "    audio_tensor = audio_tensor.mean(dim=0)\n",
    "\n",
    "    # start by computing the stft using torch\n",
    "    stft_tensor = torch.stft(\n",
    "        audio_tensor, \n",
    "        n_fft=n_fft, \n",
    "        hop_length=hop_length, \n",
    "        win_length=win_length, \n",
    "        window=torch.hann_window(win_length), \n",
    "        return_complex=True\n",
    "    )\n",
    "\n",
    "    # compute the magnitude spectrum\n",
    "    mag_spec = torch.abs(stft_tensor)\n",
    "    mag_spec_db = 20 * torch.log10(mag_spec + 1e-8)\n",
    "\n",
    "    # to reduce boundary remove the first and last frames\n",
    "    #mag_spec_db = mag_spec_db[1000:-1000, :]\n",
    "\n",
    "    # now measure the power of the spectrum from 3khz to 4khz\n",
    "    # first get the indices of the 3khz and 4khz using freqs\n",
    "    freqs = torch.fft.fftfreq(n_fft, d=1/sample_rate)\n",
    "    mid_lower = torch.where(freqs >= 3000)[0][0]\n",
    "    mid_upper = torch.where(freqs >= 4000)[0][0]\n",
    "\n",
    "    bass_lower = torch.where(freqs >= 20)[0][0]\n",
    "    bass_upper = torch.where(freqs >= 120)[0][0]\n",
    "\n",
    "    # lets compure the ratio between the bass and the mid range\n",
    "    bass_power = mag_spec[bass_lower:bass_upper, :].mean(dim=0)\n",
    "    mid_power = mag_spec[mid_lower:mid_upper, :].mean(dim=0)\n",
    "\n",
    "    total_power = mag_spec.mean(dim=0)\n",
    "\n",
    "    power_ratio = mid_power / total_power.clamp(1e-8)\n",
    "\n",
    "    # apply some smoothing to the power\n",
    "    power_ratio = torch.nn.functional.avg_pool1d(power_ratio.unsqueeze(0), kernel_size=255, stride=1).squeeze(0)\n",
    "\n",
    "    # crop the power ratio\n",
    "    power_ratio = power_ratio[1000:-1000]\n",
    "\n",
    "    # Create x coordinates (time steps) \n",
    "    x_coords = torch.arange(power_ratio.shape[0], dtype=torch.float32)\n",
    "\n",
    "    from sklearn.linear_model import LinearRegression\n",
    "\n",
    "    # Convert to numpy for scikit-learn\n",
    "    X_np = x_coords.numpy().reshape(-1, 1)\n",
    "    y_np = power_ratio.numpy()\n",
    "\n",
    "    # Fit linear regression\n",
    "    model = LinearRegression()\n",
    "    model.fit(X_np, y_np)\n",
    "\n",
    "    # Extract parameters\n",
    "    slope = model.coef_[0]\n",
    "    intercept = model.intercept_\n",
    "\n",
    "    # Plot the power ratio and regression line\n",
    "    if plot:\n",
    "        plt.figure(figsize=(10,6))\n",
    "        plt.plot(x_coords.numpy(), power_ratio.numpy(), label='Power Ratio')\n",
    "\n",
    "        # Plot regression line\n",
    "        y_pred = slope * x_coords + intercept\n",
    "        plt.plot(x_coords.numpy(), y_pred.numpy(), 'r--', label=f'Regression Line (slope={slope:.6f}, intercept={intercept:.6f})')\n",
    "        plt.xlabel('Time Steps')\n",
    "        plt.ylabel('Power Ratio (dB)')\n",
    "        plt.title('Power Ratio Over Time with Linear Regression')\n",
    "        plt.legend()\n",
    "        plt.grid(True)\n",
    "        plt.show()\n",
    "\n",
    "    return slope * 10_000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1025, 14091])\n",
      "tensor(140) tensor(186)\n",
      "tensor(1) tensor(6)\n",
      "torch.Size([14091]) torch.Size([14091])\n",
      "Slope: -0.000027, Intercept: 0.735294\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.26849040295928717\n"
     ]
    }
   ],
   "source": [
    "x, sr = torchaudio.load(\"/home/christian/audio/reference-audio-wav/02 Take Five.wav\")\n",
    "#x, sr = torchaudio.load(\"/home/christian/audio/reference-audio-wav/02 Scary Monsters And Nice Sprites.wav\")\n",
    "#x, sr = torchaudio.load(\"/home/christian/audio/reference-audio-wav/02 Dreams.wav\")\n",
    "\n",
    "x /= x.abs().max().clamp(1e-8)\n",
    "power_delta = compute_decay(x, sr)\n",
    "print(power_delta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1025, 12889])\n",
      "tensor(140) tensor(186)\n",
      "tensor(1) tensor(6)\n",
      "torch.Size([12889]) torch.Size([12889])\n",
      "Slope: 0.000098, Intercept: 1.191990\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9772286284714937\n"
     ]
    }
   ],
   "source": [
    "x, sr = torchaudio.load(\"/home/christian/code/christian/notebooks/audio/decay-1.mp3\")\n",
    "x /= x.abs().max().clamp(1e-8)\n",
    "power_delta = compute_decay(x, sr)\n",
    "print(power_delta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "55\n",
      "3478\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# lets compute distribution over reference tracks\n",
    "import glob\n",
    "reference_filepaths = glob.glob(\"/home/christian/audio/reference-audio-wav/*.wav\")\n",
    "print(len(reference_filepaths))\n",
    "\n",
    "reference_filepaths = glob.glob(\"/app/suno/christian/data/interesting_clips_v3_c10_t25_gens_exp_20250126_full/*.mp3\")\n",
    "print(len(reference_filepaths))\n",
    "#reference_filepaths = reference_filepaths[:1000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 45%|████▌     | 1568/3478 [00:28<00:39, 48.00it/s]/home/christian/miniconda3/envs/suno_gpt45/lib/python3.10/site-packages/joblib/externals/loky/process_executor.py:752: UserWarning: A worker stopped while some jobs were given to the executor. This can be caused by a too short worker timeout or by a memory leak.\n",
      "  warnings.warn(\n",
      "100%|██████████| 3478/3478 [01:10<00:00, 49.59it/s]\n"
     ]
    }
   ],
   "source": [
    "from joblib import Parallel, delayed\n",
    "\n",
    "def process_file(filepath):\n",
    "    \n",
    "    x, sr = torchaudio.load(filepath)\n",
    "    if x.shape[-1] < sr * 120:\n",
    "        return filepath, None\n",
    "\n",
    "    slope = compute_decay(x, sr)\n",
    "\n",
    "    return filepath, slope\n",
    "\n",
    "results = Parallel(n_jobs=-1)(\n",
    "    delayed(process_file)(filepath) \n",
    "    for filepath in tqdm(reference_filepaths)\n",
    ")\n",
    "results = [result for result in results if result[1] is not None]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 315,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Top 5 highest slopes:\n",
      "Slope: 6.1696, File: /app/suno/christian/data/interesting_clips_v3_c10_t25_gens_exp_20250126_full/36fd0ed2-dea6-432e-9b29-21b4d22458bb.mp3\n",
      "Slope: 3.4860, File: /app/suno/christian/data/interesting_clips_v3_c10_t25_gens_exp_20250126_full/c4f6088b-0f15-4165-a5dc-bb41ffc9bb50.mp3\n",
      "Slope: 3.2915, File: /app/suno/christian/data/interesting_clips_v3_c10_t25_gens_exp_20250126_full/43c1fb49-5552-449b-aa66-7f36aa34e91b.mp3\n",
      "Slope: 2.8888, File: /app/suno/christian/data/interesting_clips_v3_c10_t25_gens_exp_20250126_full/00a9034d-8129-4d70-8b83-b0d8e78cd6b0.mp3\n",
      "Slope: 2.6558, File: /app/suno/christian/data/interesting_clips_v3_c10_t25_gens_exp_20250126_full/d534b133-4ac9-4519-8928-aebe3c63a9c6.mp3\n"
     ]
    }
   ],
   "source": [
    "# sort the results by the slope (descending order for highest slopes)\n",
    "results = sorted(results, key=lambda x: x[1], reverse=True)\n",
    "slopes = [r[1] for r in results]\n",
    "filepaths = [r[0] for r in results]\n",
    "\n",
    "# print top 5 results\n",
    "print(\"\\nTop 5 highest slopes:\")\n",
    "for filepath, slope in list(zip(filepaths, slopes))[:5]:\n",
    "    print(f\"Slope: {slope:.4f}, File: {filepath}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 314,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot histogram \n",
    "plt.hist(slopes, bins=120)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot histogram \n",
    "plt.hist(slopes, bins=120)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model_name\n",
      "chirp-v4-h-s-32            1672\n",
      "chirp-v4-h-s-32-u-4-7      1639\n",
      "chirp-v4-h-s-32-u-4-7-1    1599\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "\n",
    "pkl_filepath = \"/home/tony/Data/Preference/13b_v32/interesting_clips_exp_20250221_full.pkl\"\n",
    "\n",
    "df = pd.read_pickle(pkl_filepath)\n",
    "df[\"id_x\"] = df[\"id\"]\n",
    "df = df.reset_index(drop=True)\n",
    "print(df[\"model_name\"].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "suno_gpt45",
   "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": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
