5_riva_korean_asr.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4a2c2896-2987-45c3-ad57-3334f174e310",
   "metadata": {},
   "source": [
    "# Korean ASR with Riva"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00faae4e-6848-4704-a79c-c49d2838338d",
   "metadata": {},
   "source": [
    "Refer to: https://docs.nvidia.com/deeplearning/riva/user-guide/docs/asr/asr-customizing.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b56d55a-aeb7-445b-9a37-4a4e6db2af5b",
   "metadata": {},
   "source": [
    "## Download Korean ASR models from NGC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1e597dfb-ebfa-418c-a2ee-0c4bb9e1d04d",
   "metadata": {},
   "outputs": [],
   "source": [
    "!mkdir -p models/korean\n",
    "!cd models/korean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5fd5f2b2-a48c-41fc-98ed-640491c3a66c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Acoustic models from NGC.\n",
    "# Note that \n",
    "#     1) NGC API is installed.\n",
    "#     2) The directory where being downloaded must have \"write\" authority.\n",
    "#     3) NGC CLI should be executed at the location where models are going to be downloaded.(i.e., at ./models/korean)\n",
    "#     4) It's OK to execute the NGC CLI outside the container(i.e., local workstation). However, make sure that the downloaded directory should be mounted to the container so that you can access to the models inside the container.\n",
    "\n",
    "# Conformer-CTC\n",
    "!ngc registry model download-version \"nvidia/tao/speechtotext_ko_kr_conformer:deployable_v1.0\"\n",
    "# Citrinet-1024\n",
    "!ngc registry model download-version \"nvidia/tao/speechtotext_ko_kr_citrinet:deployable_v1.0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f97f4bb1-f35d-4c33-a0d1-1ff262d795a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# N-gram decoder models from NGC\n",
    "# N-Gram\n",
    "!ngc registry model download-version \"nvidia/tao/speechtotext_ko_kr_lm:deployable_v1.0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7fee6f31-63f3-4e36-8600-dc60eee4df43",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Punctuation(optional)\n",
    "!ngc registry model download-version \"nvidia/tao/punctuationcapitalization_ko_kr_bert_base:deployable_v1.1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ce7318bc-523f-4596-a7c2-bcd3daafd5f7",
   "metadata": {},
   "outputs": [],
   "source": [
    "!cd ../.."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c8af13a-ad3b-449a-8450-5b06cb3a5742",
   "metadata": {},
   "source": [
    "## Build and deploy"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30311d92-c614-4127-a0a5-c44ee4554b55",
   "metadata": {},
   "source": [
    "Let's deploy Korean Citrinet-1024 as an example. The detailed pipeline configurations are specified in https://docs.nvidia.com/deeplearning/riva/user-guide/docs/asr/asr-pipeline-configuration.html.\n",
    "1. Launch Riva Servicemaker **at your workstation**.\n",
    "    - `./scripts/build_deploy/riva_servicemaker.sh`\n",
    "2. Build rmir file **inside the servicemaker container**.\n",
    "    - `cd /servicemaker-dev`\n",
    "    - `./scripts/build_deploy/korean_models/riva_asr_citrinet_kr_build.sh`\n",
    "    - This shell script consists of like:\n",
    "        ```sh\n",
    "        riva-build speech-recognition \\\n",
    "            /servicemaker-dev/<rmir_filename>:<encryption_key> \\\n",
    "            /servicemaker-dev/<riva_filename>:<encryption_key> \\\n",
    "            --name=<pipeline_name> \n",
    "            --decoder_type=flashlight \\\n",
    "            --decoding_language_model_binary=<KENLM_binary_filename> \\\n",
    "            --decoding_vocab=<decoder_vocab_file>\n",
    "            ...\n",
    "        ```\n",
    "3. Deploy models **inside the servicemaker container**. \n",
    "    - `./scripts/build_deploy/korean_models/riva_asr_citrinet_kr_deploy.sh`\n",
    "    \n",
    "You can also deploy Conformer-CTC for Korean with the same procedure using those scripts:\n",
    "- `./scripts/build_deploy/korean_models/riva_asr_conformer_kr_build.sh`\n",
    "- `./scripts/build_deploy/korean_models/riva_asr_conformer_kr_deploy.sh`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79215f98-d115-4dfa-882d-4343e3373104",
   "metadata": {},
   "source": [
    "For reference, **building and deploying each model takes approximately over 30 mins(Citrinet-1024 takes especially much longer), respectively.** After the deployment is done, restart the riva server at your local workstation.\n",
    "```bash \n",
    "bash resources/riva_quickstart_v2.8.1/riva_stop.sh\n",
    "bash resources/riva_quickstart_v2.8.1/riva_start.sh\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cecde2b-f153-46d3-8531-1803c421b070",
   "metadata": {},
   "source": [
    "## Check whether your model is successfully deployed using Trtion APIs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c692f7eb-d3a2-424a-a694-ebd8f2793a0a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n",
      "Requirement already satisfied: tritonclient in /usr/local/lib/python3.8/dist-packages (2.29.0)\n",
      "Requirement already satisfied: numpy>=1.19.1 in /usr/local/lib/python3.8/dist-packages (from tritonclient) (1.23.5)\n",
      "Requirement already satisfied: python-rapidjson>=0.9.1 in /usr/local/lib/python3.8/dist-packages (from tritonclient) (1.9)\n"
     ]
    }
   ],
   "source": [
    "# install triton client\n",
    "!pip install tritonclient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a292803b-e6ee-4fe7-9a70-a3bc8d9d7e24",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "server live: true\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import grpc\n",
    "from tritonclient.grpc import service_pb2\n",
    "from tritonclient.grpc import service_pb2_grpc\n",
    "\n",
    "trt_channel = grpc.insecure_channel(\"riva-speech:8001\")\n",
    "# trt_channel = grpc.insecure_channel(\"localhost:8001\")\n",
    "grpc_stub = service_pb2_grpc.GRPCInferenceServiceStub(trt_channel)\n",
    "\n",
    "try:\n",
    "    request = service_pb2.ServerLiveRequest()\n",
    "    response = grpc_stub.ServerLive(request)\n",
    "    print(\"server {}\".format(response))\n",
    "except Exception as ex:\n",
    "    print(ex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c1fc3cf-a803-4090-b6b6-bfdb70a9b5bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num models: 35\n",
      "\n",
      "[name: \"riva-trt-woojin-citrinet-1024-ko-KR-asr-streaming-am-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-woojin-conformer-ko-KR-asr-streaming-am-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"woojin-citrinet-1024-ko-KR-asr-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"woojin-citrinet-1024-ko-KR-asr-streaming-ctc-decoder-cpu-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"woojin-citrinet-1024-ko-KR-asr-streaming-endpointing-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"woojin-citrinet-1024-ko-KR-asr-streaming-feature-extractor-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"woojin-conformer-ko-KR-asr-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"woojin-conformer-ko-KR-asr-streaming-ctc-decoder-cpu-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"woojin-conformer-ko-KR-asr-streaming-endpointing-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"woojin-conformer-ko-KR-asr-streaming-feature-extractor-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      "]\n"
     ]
    }
   ],
   "source": [
    "request = service_pb2.RepositoryIndexRequest()\n",
    "response = grpc_stub.RepositoryIndex(request)\n",
    "\n",
    "print(\"num models: {}\\n\".format(len(response.models)))\n",
    "print([i for i in response.models if \"woojin\" in i.name])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b42db6a8-0df4-4b03-902d-0ed0ce920c91",
   "metadata": {},
   "source": [
    "## Offline test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cbd6c53-9af7-4f6c-b065-bd80c50021cc",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# librosa and its dependency\n",
    "!apt-get install -y libsndfile1-dev\n",
    "!pip install librosa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "534e5fce-965d-42d6-aa1f-829a9b8418de",
   "metadata": {},
   "outputs": [
    {
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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": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "import io\n",
    "import librosa\n",
    "import riva.client\n",
    "\n",
    "# Create Riva clients and connect to Riva Speech API server\n",
    "auth =riva.client.Auth(uri=\"riva-speech:50051\")\n",
    "\n",
    "#server\n",
    "riva_asr = riva.client.ASRService(auth)\n",
    "# riva_nlp = riva.client.NLPService(auth)\n",
    "# riva_tts = riva.client.SpeechSynthesisService(auth)\n",
    "\n",
    "sample = \"./samples/korean_sample.wav\"\n",
    "audio, sr = librosa.core.load(sample, sr=None)\n",
    "with io.open(sample, 'rb') as fh:\n",
    "    content = fh.read()\n",
    "ipd.Audio(sample)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b1933ed-6f9b-4869-9366-6a1274359560",
   "metadata": {},
   "source": [
    "### Offline synchronous call"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d719e8dd-b6d1-4d46-98a5-62817709a691",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ASR Transcript: 안녕하세요 만나뵙게 돼서 반갑습니다. \n",
      "\n",
      "\n",
      "Full Response Message:\n",
      "results {\n",
      "  alternatives {\n",
      "    transcript: \"안녕하세요 만나뵙게 돼서 반갑습니다. \"\n",
      "    confidence: -0.525097251\n",
      "  }\n",
      "  channel_tag: 1\n",
      "  audio_processed: 3.68000054\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from copy import deepcopy\n",
    "offline_config = riva.client.RecognitionConfig(\n",
    "    encoding=riva.client.AudioEncoding.LINEAR_PCM,                     # Supports LINEAR_PCM, FLAC, MULAW and ALAW audio encodings\n",
    "    sample_rate_hertz = sr,                                            # Audio will be resampled if necessary\n",
    "    max_alternatives=1,                                                # How many top-N hypotheses to return\n",
    "    enable_automatic_punctuation=True,                                 # Add punctuation when end of VAD detected\n",
    "    audio_channel_count = 1,                                           # Mono channel\"\n",
    "    verbatim_transcripts=False,\n",
    "    model=\"woojin-citrinet-1024-ko-KR-asr-streaming\"                   #  In the case where multiple models might be able to fulfill the client request, one model is selected at random. Y\n",
    "    # model=\"woojin-conformer-ko-KR-asr-streaming\",\n",
    ")\n",
    "response = riva_asr.offline_recognize(content, offline_config)\n",
    "asr_best_transcript = response.results[0].alternatives[0].transcript\n",
    "print(\"ASR Transcript:\", asr_best_transcript)\n",
    "\n",
    "print(\"\\n\\nFull Response Message:\")\n",
    "print(response)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3902b9fd-6d18-4bec-a2d1-0337c5591369",
   "metadata": {},
   "source": [
    "### Offline asyncrnous call\n",
    "Just by adding the argument `future=True` in `ASRservice.offline_recognize()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "348e8a2c-7bbc-40b6-8b51-c085dc181c38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time spent on synchronous recognition: 1.18\n",
      "Time spent on async recognition: 0.49\n"
     ]
    }
   ],
   "source": [
    "from time import time\n",
    "num_repeats = 10\n",
    "\n",
    "#sync\n",
    "sync_transcripts = []\n",
    "start_time = time()\n",
    "for _ in range(num_repeats):\n",
    "    sync_transcripts.append(\n",
    "        riva_asr.offline_recognize(content, offline_config).results[0].alternatives[0].transcript\n",
    "    )\n",
    "print(f\"Time spent on synchronous recognition: {time() - start_time:.2f}\")\n",
    "\n",
    "#async\n",
    "async_transcripts = []\n",
    "start_time = time()\n",
    "futures = []\n",
    "for _ in range(num_repeats):\n",
    "    futures.append(riva_asr.offline_recognize(content, offline_config, future=True))\n",
    "for f in futures:\n",
    "    async_transcripts.append(f.result().results[0].alternatives[0].transcript)\n",
    "print(f\"Time spent on async recognition: {time() - start_time:.2f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d40f9c43-87ae-4fdb-b5aa-29a76d726480",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Punctuation model test(optional)\n",
    "model_name = \"woojin-punctuation-KR\"\n",
    "response = riva_nlp.transform_text(input_strings=asr_best_transcript, model_name=model_name)\n",
    "\n",
    "print(\"Transformed results are:\")\n",
    "print(\"\\n\".join([i for i in response.text]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adc15ad8-dcd2-444a-becd-46d31947562e",
   "metadata": {},
   "source": [
    "## Streaming test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91ad13a0-6dd4-4cfd-adfe-157f160eed39",
   "metadata": {},
   "source": [
    "To imitate audio streaming, use `riva.client.AudioChunkFileIterator`. You can imitate realtime audio by providing a delay callback to the iterator."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fb6c0287-812b-4061-b5af-b048d69a6b27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 32000\n",
      "1 32000\n",
      "2 32000\n",
      "3 21418\n"
     ]
    }
   ],
   "source": [
    "streaming_config = riva.client.StreamingRecognitionConfig(config=deepcopy(offline_config), interim_results=True)\n",
    "wav_parameters = riva.client.get_wav_file_parameters(sample)\n",
    "chunk_size = wav_parameters['framerate'] #corresponds to 1 sec of audio\n",
    "\n",
    "with riva.client.AudioChunkFileIterator(\n",
    "    sample, chunk_size, delay_callback=riva.client.sleep_audio_length,\n",
    ") as audio_chunk_iterator:\n",
    "    for i, chunk in enumerate(audio_chunk_iterator):\n",
    "        print(i, len(chunk))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79063de4-e529-40f1-9cb4-e7a9620b31d8",
   "metadata": {},
   "source": [
    "Then audio chunks are passed to `ASRService.streaming_response_generator()` and response generator is created(response type: `StreamingRecognizeResponse`). For some descriptions regarding metrics in the response object, please refer to https://cloud.google.com/speech-to-text/docs/speech-to-text-requests."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3a8642ce-6c4d-40ab-a55e-82a2951a1305",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "안녕하세요 만나뵙게 돼서 반갑습니다. \n"
     ]
    }
   ],
   "source": [
    "audio_chunk_iterator = riva.client.AudioChunkFileIterator(sample, chunk_size)\n",
    "response_generator = riva_asr.streaming_response_generator(audio_chunk_iterator, streaming_config)\n",
    "pbToList = [res.results for res in response_generator]\n",
    "print(pbToList[-1][0].alternatives[0].transcript)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4ff06e8-f043-4d8c-b959-4fae0a6de147",
   "metadata": {},
   "source": [
    "Riva is providing the function `riva.client.print_streaming()` to show protobuf streaming results conveniently."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0d878f01-32df-4554-8e10-c2fc9fd8f7b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">>>Time 1673430265.44s: 안녕\n",
      ">>>Time 1673430265.44s: 안녕하세요\n",
      ">>>Time 1673430265.45s: 안녕하세요\n",
      ">>>Time 1673430265.45s: 안녕하세요\n",
      ">>>Time 1673430265.45s: 안녕하세요\n",
      ">>>Time 1673430265.45s: 안녕하세요 만나뵙\n",
      ">>>Time 1673430265.46s: 안녕하세요 만나뵙게 되\n",
      ">>>Time 1673430265.46s: 안녕하세요 만나뵙게 돼서\n",
      ">>>Time 1673430265.46s: 안녕하세요 만나 뵙게 돼서 반갑\n",
      ">>>Time 1673430265.47s: 안녕하세요 만나뵙게 돼서 반갑습니다\n",
      ">>>Time 1673430265.47s: 안녕하세요 만나뵙게 돼서 반갑습니다\n",
      ">>>Time 1673430265.47s: 하세요 만나뵙게 돼서 반갑습니다\n",
      ">>>Time 1673430265.48s: 세요 만나뵙게 돼서 반갑습니다\n",
      ">>>Time 1673430265.48s: 만나뵙게 돼서 반갑습니다\n",
      ">>>Time 1673430265.48s: 많나게 돼서 반갑습니다\n",
      "Time 0.13s: Transcript 0: 안녕하세요 만나뵙게 돼서 반갑습니다. \n"
     ]
    }
   ],
   "source": [
    "audio_chunk_iterator = riva.client.AudioChunkFileIterator(sample, chunk_size)\n",
    "response_generator = riva_asr.streaming_response_generator(audio_chunk_iterator, streaming_config)\n",
    "riva.client.print_streaming(response_generator, additional_info='time')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f43666d1-92a6-4cf5-a429-e65f3d9a0b13",
   "metadata": {},
   "source": [
    "If you set a delay callback in audio chunk iterator and `show_intermediate=True` in `riva.client.print_streaming()`, you will be able watch transcript forming."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "dda69c71-bdca-40c1-babd-569ff3bd0416",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## 안녕하세요 만나뵙게 돼서 반갑습니다.  \n"
     ]
    }
   ],
   "source": [
    "audio_chunk_iterator = riva.client.AudioChunkFileIterator(sample, chunk_size, riva.client.sleep_audio_length)\n",
    "response_generator = riva_asr.streaming_response_generator(audio_chunk_iterator, streaming_config)\n",
    "riva.client.print_streaming(response_generator, show_intermediate=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf439aa1-4320-4e84-ba94-4514ea3d3e71",
   "metadata": {},
   "source": [
    "It is also possible to print streaming results in several places, e.g. in STDOUT and a file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "34e39028-201b-4ae0-93df-57da5096e2d8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> 안녕\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요 만나뵙\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요 만나뵙게 되\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요 만나뵙게 돼서\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요 만나 뵙게 돼서 반갑\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요 만나뵙게 돼서 반갑습니다\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 안녕하세요 만나뵙게 돼서 반갑습니다\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 하세요 만나뵙게 돼서 반갑습니다\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 세요 만나뵙게 돼서 반갑습니다\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 만나뵙게 돼서 반갑습니다\n",
      "Stability:    0.1000\n",
      "----\n",
      ">> 많나게 돼서 반갑습니다\n",
      "Stability:    0.1000\n",
      "----\n",
      "## 안녕하세요 만나뵙게 돼서 반갑습니다. \n",
      "Confidence:   -0.5250\n",
      "----\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "output_file = \"./outputs/kr_asr_streaming_test_results.txt\"\n",
    "audio_chunk_iterator = riva.client.AudioChunkFileIterator(sample, chunk_size)\n",
    "response_generator = riva_asr.streaming_response_generator(audio_chunk_iterator, streaming_config)\n",
    "riva.client.print_streaming(response_generator, additional_info='confidence', output_file=[sys.stdout, output_file])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cd12ea0-c019-4e9a-93d0-9d93c963c60e",
   "metadata": {},
   "source": [
    "## Audio input/output test"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9297e4a-b1b1-4a02-9446-dc57ffcd8802",
   "metadata": {},
   "source": [
    "It has depedency on **PyAudio**. Please install it. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae84f92f-371d-48ff-a524-2326999d6448",
   "metadata": {},
   "outputs": [],
   "source": [
    "!apt-get install -y libasound2-dev portaudio19-dev libportaudio2 libportaudiocpp0 python3-pyaudio\n",
    "!pip install pyaudio\n",
    "# For some errors: https://stackoverflow.com/questions/59006083/how-to-install-portaudio-on-pi-properly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b35e44ae-349e-4f86-b0e4-54c81cdf33e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import riva.client.audio_io"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62cdc152-4b34-4beb-a567-7afc54f572ab",
   "metadata": {},
   "source": [
    "### Playing audio during transcribing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdd488b9-ae5f-4bf1-9ba5-b5e9f5821ebf",
   "metadata": {},
   "source": [
    "For playing audio simultaneously with transcribing, provide an instance of `riva.client.audio_io.SoundCallBack` as a `delay_callback` to `riva.client.AudioChunkFileIterator`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d72b7fa-6130-4b7d-9185-4d69f8589698",
   "metadata": {},
   "outputs": [],
   "source": [
    "# show available output devices\n",
    "riva.client.audio_io.list_output_devices()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "bad88ca6-7653-4273-95c7-222b3650f069",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ALSA lib pcm.c:2642:(snd_pcm_open_noupdate) Unknown PCM cards.pcm.rear\n",
      "ALSA lib pcm.c:2642:(snd_pcm_open_noupdate) Unknown PCM cards.pcm.center_lfe\n",
      "ALSA lib pcm.c:2642:(snd_pcm_open_noupdate) Unknown PCM cards.pcm.side\n",
      "ALSA lib pcm_route.c:869:(find_matching_chmap) Found no matching channel map\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "## 안녕하세요 만나뵙게 돼서 반갑습니다.  \n"
     ]
    }
   ],
   "source": [
    "output_device = None  # use default device\n",
    "wav_parameters = riva.client.get_wav_file_parameters(sample)\n",
    "sound_callback = riva.client.audio_io.SoundCallBack(\n",
    "    output_device, wav_parameters['sampwidth'], wav_parameters['nchannels'], wav_parameters['framerate'],\n",
    ")\n",
    "audio_chunk_iterator = riva.client.AudioChunkFileIterator(sample, chunk_size, sound_callback)\n",
    "response_generator = riva_asr.streaming_response_generator(audio_chunk_iterator, streaming_config)\n",
    "riva.client.print_streaming(response_generator, show_intermediate=True)\n",
    "sound_callback.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a21e358-b250-4102-a988-94eb3f6099e7",
   "metadata": {},
   "source": [
    "### Streaming from microphone"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "47c4750f-7569-46c9-97d6-52a5a3fe4b49",
   "metadata": {},
   "outputs": [],
   "source": [
    "riva.client.audio_io.list_input_devices()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe83cd8a-5995-4b35-9b12-d6ba61e0eb69",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_device = None  # default device\n",
    "with riva.client.audio_io.MicrophoneStream(\n",
    "    rate=streaming_config.config.sample_rate_hertz,\n",
    "    chunk=streaming_config.config.sample_rate_hertz // 10,\n",
    "    device=input_device,\n",
    ") as audio_chunk_iterator:\n",
    "    riva.client.print_streaming(\n",
    "        responses=riva_asr.streaming_response_generator(\n",
    "            audio_chunks=audio_chunk_iterator,\n",
    "            streaming_config=streaming_config,\n",
    "        ),\n",
    "        show_intermediate=True,\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afc9f6e6-2a6d-4fa0-8dc0-f34723c15130",
   "metadata": {},
   "source": [
    "## Simple Korean ASR Application from microphone"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77c8f082-b2c1-49e9-beaa-612d3d51574d",
   "metadata": {},
   "source": [
    "A simple web application for Korean ASR.\n",
    "1. It receives your voice via microphone while recording\n",
    "2. Store your voice into the server.\n",
    "3. Transcribe your voice to text through riva"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "75080d4e-c326-4e35-81fd-ad682859a276",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Install dependencies\n",
    "!apt-get install -y libsndfile1-dev\n",
    "!pip install flask librosa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6ef4a14-b06c-423a-bb2a-575163cde042",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python3 ./samples/simple_kr_asr/app.py"
   ]
  }
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