wav2vec2onnx.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?export=download&confirm=no_antivirus&id=1YlwAq9fCwM06vhdsVc3QIfKUKJpDfWvt\n",
      "To: /home/jovyan/project/wav2vec/wav2vec2_onnx.zip\n",
      " 19%|███████▌                                | 236M/1.25G [00:02<00:08, 117MB/s]^C\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/conda/bin/gdown\", line 8, in <module>\n",
      "    sys.exit(main())\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/gdown/cli.py\", line 160, in main\n",
      "    resume=args.continue_,\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/gdown/download.py\", line 258, in download\n",
      "    for chunk in res.iter_content(chunk_size=CHUNK_SIZE):\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/requests/models.py\", line 816, in generate\n",
      "    yield from self.raw.stream(chunk_size, decode_content=True)\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/urllib3/response.py\", line 496, in stream\n",
      "    data = self.read(amt=amt, decode_content=decode_content)\n",
      "  File \"/opt/conda/lib/python3.7/site-packages/urllib3/response.py\", line 444, in read\n",
      "    data = self._fp.read(amt)\n",
      "  File \"/opt/conda/lib/python3.7/http/client.py\", line 457, in read\n",
      "    n = self.readinto(b)\n",
      "  File \"/opt/conda/lib/python3.7/http/client.py\", line 501, in readinto\n",
      "    n = self.fp.readinto(b)\n",
      "  File \"/opt/conda/lib/python3.7/socket.py\", line 589, in readinto\n",
      "    return self._sock.recv_into(b)\n",
      "  File \"/opt/conda/lib/python3.7/ssl.py\", line 1071, in recv_into\n",
      "    return self.read(nbytes, buffer)\n",
      "  File \"/opt/conda/lib/python3.7/ssl.py\", line 929, in read\n",
      "    return self._sslobj.read(len, buffer)\n",
      "KeyboardInterrupt\n",
      " 19%|███████▋                                | 239M/1.25G [00:02<00:08, 114MB/s]\n"
     ]
    }
   ],
   "source": [
    "# wav2vec 簡體\n",
    "!gdown \"https://drive.google.com/uc?export=download&confirm=no_antivirus&id=1YlwAq9fCwM06vhdsVc3QIfKUKJpDfWvt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?export=download&confirm=no_antivirus&id=1sKUGYv6IDchKDApmtLbWmj3Zbwk_uJ_U\n",
      "To: /home/jovyan/project/dist/wav2vec/ars_wav2vec2_large-xlsr-52-tw.onnx\n",
      "100%|██████████████████████████████████████| 1.35G/1.35G [00:15<00:00, 89.1MB/s]\n"
     ]
    }
   ],
   "source": [
    "# wav2vec 繁體\n",
    "!gdown \"https://drive.google.com/uc?export=download&confirm=no_antivirus&id=1sKUGYv6IDchKDApmtLbWmj3Zbwk_uJ_U\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting soundfile\n",
      "  Using cached soundfile-0.11.0-py2.py3-none-any.whl (23 kB)\n",
      "Requirement already satisfied: cffi>=1.0 in /opt/conda/lib/python3.7/site-packages (from soundfile) (1.14.3)\n",
      "Requirement already satisfied: pycparser in /opt/conda/lib/python3.7/site-packages (from cffi>=1.0->soundfile) (2.20)\n",
      "Installing collected packages: soundfile\n",
      "Successfully installed soundfile-0.11.0\n"
     ]
    }
   ],
   "source": [
    "!pip install soundfile "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import onnx\n",
    "import onnxruntime\n",
    "import numpy as np\n",
    "import soundfile as sf\n",
    "from scipy.io import wavfile\n",
    "import scipy.signal as sps\n",
    "import os\n",
    "from pythainlp.util import normalize\n",
    "\n",
    "\n",
    "def _normalize(x):  #\n",
    "    \"\"\"You must call this before padding.\n",
    "    Code from https://github.com/vasudevgupta7/gsoc-wav2vec2/blob/main/src/wav2vec2/processor.py#L101\n",
    "    Fork TF to numpy\n",
    "    \"\"\"\n",
    "    # -> (1, seqlen)\n",
    "    mean = np.mean(x, axis=-1, keepdims=True)\n",
    "    var = np.var(x, axis=-1, keepdims=True)\n",
    "    return np.squeeze((x - mean) / np.sqrt(var + 1e-5))\n",
    "\n",
    "\n",
    "def remove_adjacent(item):  # code from https://stackoverflow.com/a/3460423\n",
    "    nums = list(item)\n",
    "    a = nums[:1]\n",
    "    for item in nums[1:]:\n",
    "        if item != a[-1]:\n",
    "            a.append(item)\n",
    "    return \"\".join(a)\n",
    "\n",
    "\n",
    "def asr(path):\n",
    "    \"\"\"\n",
    "    Code from https://github.com/vasudevgupta7/gsoc-wav2vec2/blob/main/notebooks/wav2vec2_onnx.ipynb\n",
    "    Fork TF to numpy\n",
    "    \"\"\"\n",
    "    sampling_rate, data = wavfile.read(path)\n",
    "    samples = round(len(data) * float(new_rate) / sampling_rate)\n",
    "    new_data = sps.resample(data, samples)\n",
    "    speech = np.array(new_data, dtype=np.float32)\n",
    "    speech = _normalize(speech)[None]\n",
    "    padding = np.zeros((speech.shape[0], AUDIO_MAXLEN - speech.shape[1]))\n",
    "    speech = np.concatenate([speech, padding], axis=-1).astype(np.float32)\n",
    "    ort_inputs = {\"modelInput\": speech}\n",
    "    ort_outs = ort_session.run(None, ort_inputs)\n",
    "    prediction = np.argmax(ort_outs, axis=-1)\n",
    "    # Text post processing\n",
    "    _t1 = \"\".join([res[i] for i in list(prediction[0][0])])\n",
    "    return normalize(\"\".join([remove_adjacent(j) for j in _t1.split(\"[PAD]\")]))\n",
    "\n",
    "with open(\"./data/vocab.json\", \"r\", encoding=\"utf-8-sig\") as f:\n",
    "    d = eval(f.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "麥克風測是我今天早上起床吃了一個蛋餅|\n"
     ]
    }
   ],
   "source": [
    "input_size = 100000\n",
    "new_rate = 16000\n",
    "AUDIO_MAXLEN = input_size\n",
    "ort_session = onnxruntime.InferenceSession('./data/ars_wav2vec2_large-xlsr-52-tw.onnx') # load onnx model\n",
    "res = dict((v,k) for k,v in d.items())\n",
    "res[69]=\"[PAD]\"\n",
    "res[68]=\"[UNK]\"\n",
    "FILENAME = \"./data/zh/test3.wav\"\n",
    "print(asr(FILENAME))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reference\n",
    "- [wav2vec_onnx](https://drive.google.com/file/d/1YlwAq9fCwM06vhdsVc3QIfKUKJpDfWvt/view)\n",
    "- [中文版](https://drive.google.com/file/d/1sKUGYv6IDchKDApmtLbWmj3Zbwk_uJ_U/view)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "def _normalize(x):  #\n",
    "    \"\"\"You must call this before padding.\n",
    "    Code from https://github.com/vasudevgupta7/gsoc-wav2vec2/blob/main/src/wav2vec2/processor.py#L101\n",
    "    Fork TF to numpy\n",
    "    \"\"\"\n",
    "    # -> (1, seqlen)\n",
    "    mean = np.mean(x, axis=-1, keepdims=True)\n",
    "    var = np.var(x, axis=-1, keepdims=True)\n",
    "    return np.squeeze((x - mean) / np.sqrt(var + 1e-5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'下我去百後公司買了一雙協子跟一個皮包|'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import onnxruntime\n",
    "import soundfile as sf\n",
    "from scipy.io import wavfile\n",
    "import scipy.signal as sps\n",
    "import os\n",
    "from pythainlp.util import normalize\n",
    "\n",
    "input_size = 100000\n",
    "new_rate = 16000\n",
    "AUDIO_MAXLEN = input_size\n",
    "# 初始化模型\n",
    "ort_session = onnxruntime.InferenceSession('./data/ars_wav2vec2_large-xlsr-52-tw.onnx') # load onnx model\n",
    "# 載入字典\n",
    "with open(\"./data/vocab.json\", \"r\", encoding=\"utf-8-sig\") as f:\n",
    "    d = eval(f.read())\n",
    "res = dict((v,k) for k,v in d.items())\n",
    "\n",
    "sampling_rate, data = wavfile.read(\"./data/zh/test4.wav\") # 讀取音檔\n",
    "samples = round(len(data) * float(new_rate) / sampling_rate)\n",
    "new_data = sps.resample(data, samples)\n",
    "speech = np.array(new_data, dtype=np.float32)\n",
    "speech = _normalize(speech)[None]\n",
    "padding = np.zeros((speech.shape[0], AUDIO_MAXLEN - speech.shape[1]))\n",
    "speech = np.concatenate([speech, padding], axis=-1).astype(np.float32)\n",
    "\n",
    "ort_inputs = {\"modelInput\": speech}\n",
    "ort_outs = ort_session.run(None, ort_inputs)\n",
    "prediction = np.argmax(ort_outs, axis=-1)\n",
    "# Text post processing\n",
    "_t1 = \"\".join([res[i] for i in list(prediction[0][0])])\n",
    "normalize(\"\".join([remove_adjacent(j) for j in _t1.split(\"[PAD]\")]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 手動降採樣"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(77760,)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sampling_rate: 48000\n",
      "resampling_frames: (87722,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'麥克風測試我今天早上起床吃了一個蛋餅|'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_data=[]\n",
    "sampling_rate, data = wavfile.read(\"./data/zh/test4(2ch).wav\") # 讀取音檔\n",
    "print(f'sampling_rate: {sampling_rate}')\n",
    "for i in range(len(data)):\n",
    "    if((i+1)%3==0):\n",
    "        new_data.append(data[i])\n",
    "new_data = np.array(new_data)\n",
    "print(f'resampling_frames: {new_data.shape}')   \n",
    "speech = np.array(new_data, dtype=np.float32)\n",
    "speech = _normalize(speech)[None]\n",
    "padding = np.zeros((speech.shape[0], AUDIO_MAXLEN - speech.shape[1]))\n",
    "speech = np.concatenate([speech, padding], axis=-1).astype(np.float32)\n",
    "\n",
    "ort_inputs = {\"modelInput\": speech}\n",
    "ort_outs = ort_session.run(None, ort_inputs)\n",
    "prediction = np.argmax(ort_outs, axis=-1)\n",
    "# Text post processing\n",
    "_t1 = \"\".join([res[i] for i in list(prediction[0][0])])\n",
    "normalize(\"\".join([remove_adjacent(j) for j in _t1.split(\"[PAD]\")]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(8, 3))\n",
    "plt.figure(1)\n",
    "plt.title(\"Signal Wave\")\n",
    "plt.plot(data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 3))\n",
    "plt.figure(1)\n",
    "plt.title(\"Signal Wave\")\n",
    "plt.plot(new_data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 套件降採樣"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'麥克風測是我今天早上起床吃了一個蛋餅|'"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import onnxruntime\n",
    "import soundfile as sf\n",
    "import librosa\n",
    "import scipy.signal as sps\n",
    "import os\n",
    "from pythainlp.util import normalize\n",
    "\n",
    "input_size = 100000\n",
    "new_rate = 16000\n",
    "AUDIO_MAXLEN = input_size\n",
    "# 初始化模型\n",
    "ort_session = onnxruntime.InferenceSession('./data/ars_wav2vec2_large-xlsr-52-tw.onnx') # load onnx model\n",
    "# 載入字典\n",
    "with open(\"./data/vocab.json\", \"r\", encoding=\"utf-8-sig\") as f:\n",
    "    d = eval(f.read())\n",
    "res = dict((v,k) for k,v in d.items())\n",
    "\n",
    "\n",
    "speech, rate = librosa.load('./data/zh/test3.wav', sr=16000)\n",
    "speech = _normalize(speech)[None]\n",
    "padding = np.zeros((speech.shape[0], AUDIO_MAXLEN - speech.shape[1]))\n",
    "speech = np.concatenate([speech, padding], axis=-1).astype(np.float32)\n",
    "\n",
    "ort_inputs = {\"modelInput\": speech}\n",
    "ort_outs = ort_session.run(None, ort_inputs)\n",
    "prediction = np.argmax(ort_outs, axis=-1)\n",
    "# Text post processing\n",
    "_t1 = \"\".join([res[i] for i in list(prediction[0][0])])\n",
    "normalize(\"\".join([remove_adjacent(j) for j in _t1.split(\"[PAD]\")]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.01588652, -0.03040547, -0.01538414, ...,  0.        ,\n",
       "         0.        ,  0.        ]], dtype=float32)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "speech"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 手刻 _normalize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
       "                    <source src=\"data:audio/x-wav;base64,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\" type=\"audio/x-wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Audio\n",
    "\n",
    "Audio(\"./data/zh/test3.wav\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-1.0801331615120275 3374480.0804987084\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "46141.04668120808"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sampling_rate, data = wavfile.read(\"./data/zh/test3.wav\")\n",
    "# 計算平均與變異數\n",
    "_mean=0.0\n",
    "_var=0.0\n",
    "for i in range(len(data)):\n",
    "    _mean+=data[i]\n",
    "_mean/=len(data)\n",
    "for i in range(len(data)):\n",
    "    _var+=(data[i]-_mean)*(data[i]-_mean)\n",
    "_var/=len(data)\n",
    "print(_mean, _var)\n",
    "# 標準化\n",
    "tempArray=[]\n",
    "for i in range(100000):\n",
    "    if(i<samples):\n",
    "        tempArray.append((data[i]-_mean)/np.sqrt(_var+1e-5));\n",
    "    else:\n",
    "        tempArray.append(0);\n",
    "sum(abs(np.array(tempArray)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-1.08013316] [3374480.08049878]\n",
      "[-1.08013316] [3374480.08049878]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "46141.04668120763"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 使用 numpy 標準化\n",
    "def _normalize(x):\n",
    "    mean = np.mean(x, axis=-1, keepdims=True)\n",
    "    var = np.var(x, axis=-1, keepdims=True)\n",
    "    print(mean, var)\n",
    "    return np.squeeze((x - mean) / np.sqrt(var + 1e-5))\n",
    "speech = _normalize(data)[None]\n",
    "sum(abs(_normalize(data)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'麥克風測是我今天早上起床吃了一個蛋餅|'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sampling_rate, data = wavfile.read(\"./data/zh/test3.wav\") # 讀取音檔\n",
    "samples = round(len(data) * float(new_rate) / sampling_rate)\n",
    "new_data = sps.resample(data, samples)\n",
    "speech = np.array(new_data, dtype=np.float32)\n",
    "speech = _normalize(speech)[None]\n",
    "padding = np.zeros((speech.shape[0], AUDIO_MAXLEN - speech.shape[1]))\n",
    "speech = np.concatenate([speech, padding], axis=-1).astype(np.float32)\n",
    "\n",
    "ort_inputs = {\"modelInput\": speech}\n",
    "ort_outs = ort_session.run(None, ort_inputs)\n",
    "prediction = np.argmax(ort_outs, axis=-1)\n",
    "# Text post processing\n",
    "_t1 = \"\".join([res[i] for i in list(prediction[0][0])])\n",
    "normalize(\"\".join([remove_adjacent(j) for j in _t1.split(\"[PAD]\")]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "np.set_printoptions(precision=6, threshold=8, edgeitems=4, linewidth=75, suppress=True, nanstr='nan', infstr='inf')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}