1_riva_api_demo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cfda8b2a",
   "metadata": {},
   "source": [
    "## Prerequisite"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "75c48b90",
   "metadata": {},
   "outputs": [],
   "source": [
    "#  Download riva python api\n",
    "#  $ ngc registry resource download-version \"nvidia/riva/riva_quickstart:1.9.0-beta\"\n",
    "#  $ cd riva_quickstart_v1.9.0-beta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0c012476",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n",
      "Processing ./riva_api-1.9.0b0-py3-none-any.whl\n",
      "Collecting grpcio-tools\n",
      "  Downloading grpcio_tools-1.44.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (2.4 MB)\n",
      "\u001b[K     |████████████████████████████████| 2.4 MB 204 kB/s eta 0:00:01     |███████████████████████████████▉| 2.4 MB 204 kB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: setuptools in /opt/conda/lib/python3.8/site-packages (from grpcio-tools->riva-api==1.9.0b0) (58.2.0)\n",
      "Requirement already satisfied: protobuf<4.0dev,>=3.5.0.post1 in /opt/conda/lib/python3.8/site-packages (from grpcio-tools->riva-api==1.9.0b0) (3.18.1)\n",
      "Collecting grpcio>=1.44.0\n",
      "  Downloading grpcio-1.44.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (4.3 MB)\n",
      "\u001b[K     |████████████████████████████████| 4.3 MB 24.6 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: six>=1.5.2 in /opt/conda/lib/python3.8/site-packages (from grpcio>=1.44.0->grpcio-tools->riva-api==1.9.0b0) (1.16.0)\n",
      "Installing collected packages: grpcio, grpcio-tools, riva-api\n",
      "  Attempting uninstall: grpcio\n",
      "    Found existing installation: grpcio 1.41.0\n",
      "    Uninstalling grpcio-1.41.0:\n",
      "      Successfully uninstalled grpcio-1.41.0\n",
      "Successfully installed grpcio-1.44.0 grpcio-tools-1.44.0 riva-api-1.9.0b0\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# Install riva-api python wheel locally\n",
    "!mkdir -p ./resources\n",
    "!cd ./resources/riva_quickstart_v1.9.0-beta && pip install riva_api-1.9.0b0-py3-none-any.whl"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b718ef96",
   "metadata": {},
   "source": [
    "## What is Riva"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71185fa8",
   "metadata": {},
   "source": [
    "NVIDIA **Riva** is a GPU-accelerated SDK for developing speech AI applications. Riva is designed to help you access conversational AI functionalities easily and quickly. With a few commands, you can access the high-performance services through API operations and try demos. Task-specific AI services and gRPC endpoints provide out-of-the-box, high-performance ASR, NLP, and TTS. All these AI services are trained with thousands of hours of public and internal datasets to reach high accuracy. You can start using the pretrained models or fine-tune them with your own dataset to further improve model performance. \n",
    "\n",
    "The Riva text-to-speech or speech synthesis skill generates human-like speech and uses non-autoregressive models to deliver 12x higher performance on NVIDIA A100 GPUs when compared with Tacotron 2 and WaveGlow models on NVIDIA V100 GPUs. Furthermore, the service enables you to create a natural custom voice for every brand and virtual assistant with 30 mins of an actor’s data in a day."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e0bea74",
   "metadata": {},
   "source": [
    "![riva capabilities](https://developer-blogs.nvidia.com/wp-content/uploads/2021/11/riva-services-capabilities-2.png)\n",
    "![riva pipeline](https://developer-blogs.nvidia.com/wp-content/uploads/2021/11/riva-skills.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "600d824e",
   "metadata": {},
   "source": [
    "Riva services are exposed through API operations accessible by `gRPC` endpoints that hide all the complexity. The gRPC API operations are exposed by the API server running in a Docker container. They are responsible for processing all the speech and NLP incoming and outgoing data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "85452bee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# required imports\n",
    "\n",
    "import io\n",
    "import librosa\n",
    "from time import time\n",
    "import numpy as np\n",
    "import IPython.display as ipd\n",
    "import grpc\n",
    "import requests\n",
    "\n",
    "# NLP proto\n",
    "import riva_api.riva_nlp_pb2 as rnlp\n",
    "import riva_api.riva_nlp_pb2_grpc as rnlp_srv\n",
    "\n",
    "# ASR proto\n",
    "import riva_api.riva_asr_pb2 as rasr\n",
    "import riva_api.riva_asr_pb2_grpc as rasr_srv\n",
    "\n",
    "# TTS proto\n",
    "import riva_api.riva_tts_pb2 as rtts\n",
    "import riva_api.riva_tts_pb2_grpc as rtts_srv\n",
    "import riva_api.riva_audio_pb2 as ra\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bebf0a8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create Riva clients and connect to Riva Speech API server\n",
    "channel = grpc.insecure_channel(\"riva-speech:50051\")\n",
    "\n",
    "#server\n",
    "riva_asr = rasr_srv.RivaSpeechRecognitionStub(channel)\n",
    "riva_nlp = rnlp_srv.RivaLanguageUnderstandingStub(channel)\n",
    "riva_tts = rtts_srv.RivaSpeechSynthesisStub(channel)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "476b6772",
   "metadata": {},
   "source": [
    "## Check Server status via Triton API"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d2d2a34",
   "metadata": {},
   "source": [
    "For conversational AI applications, it is crucial to keep the latency below a given threshold. This latency requirement translates into the execution of inference requests as soon as they arrive. To saturate the GPUs and increase performance, you must increase the batch size and delay the inference execution until more requests are received and a bigger batch can be formed.\n",
    "\n",
    "Riva uses NVIDIA **Triton Inference Server** to serve multiple models for efficient and robust resource allocation, as well as to achieve high performance in terms of high throughput, low latency, and high accuracy. The API server sends inference requests to NVIDIA Triton and receives the results.\n",
    "\n",
    "**Triton Inference Server** provides a cloud and edge inferencing solution optimized for both CPUs and GPUs. Triton supports an HTTP/REST and GRPC protocol that allows remote clients to request inferencing for any model being managed by the server. For edge deployments, Triton is available as a shared library with a C API that allows the full functionality of Triton to be included directly in an application.\n",
    "\n",
    "![Triton](https://github.com/triton-inference-server/server/blob/main/docs/images/arch.jpg?raw=true)\n",
    "\n",
    "For more details: https://github.com/triton-inference-server/server"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4ec26611",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E0221 06:48:13.096669124     454 fork_posix.cc:70]           Fork support is only compatible with the epoll1 and poll polling strategies\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.org/simple, https://pypi.ngc.nvidia.com\n",
      "Collecting tritonclient\n",
      "  Downloading tritonclient-2.18.0-py3-none-manylinux1_x86_64.whl (7.8 MB)\n",
      "\u001b[K     |████████████████████████████████| 7.8 MB 1.1 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: numpy>=1.19.1 in /opt/conda/lib/python3.8/site-packages (from tritonclient) (1.20.3)\n",
      "Collecting python-rapidjson>=0.9.1\n",
      "  Downloading python_rapidjson-1.6-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.6 MB)\n",
      "\u001b[K     |████████████████████████████████| 1.6 MB 39.0 MB/s eta 0:00:01\n",
      "\u001b[?25hInstalling collected packages: python-rapidjson, tritonclient\n",
      "Successfully installed python-rapidjson-1.6 tritonclient-2.18.0\n",
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "# install tritonclient via pip\n",
    "!pip install tritonclient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2898b56e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "server live: true\n",
      "\n",
      "server ready: true\n",
      "\n"
     ]
    }
   ],
   "source": [
    "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",
    "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)\n",
    "\n",
    "request = service_pb2.ServerReadyRequest()\n",
    "response = grpc_stub.ServerReady(request)\n",
    "print(\"server {}\".format(response))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c0707072",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "num models: 43\n",
      "\n",
      "[name: \"citrinet-1024-en-US-asr-offline\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"citrinet-1024-en-US-asr-offline-ctc-decoder-cpu-streaming-offline\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"citrinet-1024-en-US-asr-offline-feature-extractor-streaming-offline\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"citrinet-1024-en-US-asr-offline-voice-activity-detector-ctc-streaming-offline\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"citrinet-1024-en-US-asr-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"citrinet-1024-en-US-asr-streaming-ctc-decoder-cpu-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"citrinet-1024-en-US-asr-streaming-feature-extractor-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"citrinet-1024-en-US-asr-streaming-voice-activity-detector-ctc-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"fastpitch_hifigan_ensemble-ljspeech\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"fastpitch_hifigan_ensemble-woojin\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"intent_slot_detokenizer\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"intent_slot_label_tokens_weather\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"intent_slot_tokenizer_weather\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"punctuation_punctuation_postprocessor\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"punctuation_tokenizer\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"qa_qa_postprocessor\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"qa_tokenizer\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-onnx-fastpitch_encoder-ljspeech\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-onnx-fastpitch_encoder-woojin\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-citrinet-1024-en-US-asr-offline-am-streaming-offline\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-citrinet-1024-en-US-asr-streaming-am-streaming\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-hifigan-ljspeech\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-hifigan-woojin\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-riva_intent_weather-nn-bert-base-uncased\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-riva_ner-nn-bert-base-uncased\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-riva_punctuation-nn-bert-base-uncased\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-riva_qa-nn-bert-base-uncased\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva-trt-riva_text_classification_domain-nn-bert-base-uncased\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva_intent_weather\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva_ner\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva_punctuation\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva_qa\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"riva_text_classification_domain\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"spectrogram_chunker-ljspeech\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"spectrogram_chunker-woojin\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"text_classification_tokenizer_domain\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"token_classification_detokenizer\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"token_classification_label_tokens\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"token_classification_tokenizer\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"tts_postprocessor-ljspeech\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"tts_postprocessor-woojin\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"tts_preprocessor-ljspeech\"\n",
      "version: \"1\"\n",
      "state: \"READY\"\n",
      ", name: \"tts_preprocessor-woojin\"\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(response.models)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e70b8f5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[name: \"citrinet-1024-en-US-asr-offline\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"citrinet-1024-en-US-asr-offline-ctc-decoder-cpu-streaming-offline\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"citrinet-1024-en-US-asr-offline-feature-extractor-streaming-offline\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"citrinet-1024-en-US-asr-offline-voice-activity-detector-ctc-streaming-offline\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"citrinet-1024-en-US-asr-streaming\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"citrinet-1024-en-US-asr-streaming-ctc-decoder-cpu-streaming\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"citrinet-1024-en-US-asr-streaming-feature-extractor-streaming\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"citrinet-1024-en-US-asr-streaming-voice-activity-detector-ctc-streaming\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"riva-trt-citrinet-1024-en-US-asr-offline-am-streaming-offline\"\n",
       " version: \"1\"\n",
       " state: \"READY\",\n",
       " name: \"riva-trt-citrinet-1024-en-US-asr-streaming-am-streaming\"\n",
       " version: \"1\"\n",
       " state: \"READY\"]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[i for i in response.models if \"asr\" in i.name]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ca6813c",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "671be468",
   "metadata": {},
   "source": [
    "Below examples are demonstration of: https://docs.nvidia.com/deeplearning/riva/user-guide/docs/notebooks/Riva_speech_API_demo.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cbe540c",
   "metadata": {},
   "source": [
    "## 1. Core NLP Service Examples\n",
    "- TransformText - map an input string to an output string\n",
    "- ClassifyText - return a single label for the input string\n",
    "- ClassifyTokens - return a label per input token"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3f5a0bef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TransformText Output:\n",
      " Add punctuation to this sentence.\n",
      " Do you have any red Nvidia shirts?\n",
      " I need one cpu, four gpus and lots of memory for my new computer. It's going to be very cool.\n"
     ]
    }
   ],
   "source": [
    "# Use the TextTransform API to run the punctuation model\n",
    "req = rnlp.TextTransformRequest()\n",
    "req.model.model_name = \"riva_punctuation\"\n",
    "req.text.append(\"add punctuation to this sentence\")\n",
    "req.text.append(\"do you have any red nvidia shirts\")\n",
    "req.text.append(\"i need one cpu four gpus and lots of memory \"\n",
    "                \"for my new computer it's going to be very cool\")\n",
    "\n",
    "nlp_resp = riva_nlp.TransformText(req)\n",
    "print(\"TransformText Output:\")\n",
    "print(\"\\n\".join([f\" {x}\" for x in nlp_resp.text]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "410db74e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Named Entities:\n",
      "  jensen huang (PER)\n",
      "  nvidia corporation (ORG)\n",
      "  santa clara (LOC)\n",
      "  california (LOC)\n"
     ]
    }
   ],
   "source": [
    "# Use the TokenClassification API to run a Named Entity Recognition (NER) model\n",
    "# Note: the model configuration of the NER model indicates that the labels are\n",
    "# in IOB format. Riva, subsequently, knows to:\n",
    "#   a) ignore 'O' labels\n",
    "#   b) Remove B- and I- prefixes from labels\n",
    "#   c) Collapse sequences of B- I- ... I- tokens into a single token\n",
    "\n",
    "req = rnlp.TokenClassRequest()\n",
    "req.model.model_name = \"riva_ner\"     # If you have deployed a custom model with the domain_name \n",
    "                                        # parameter in ServiceMaker's `riva-build` command then you should use \n",
    "                                        # \"riva_ner_<your_input_domain_name>\" where <your_input_domain_name>\n",
    "                                        # is the name you provided to the domain_name parameter.\n",
    "\n",
    "req.text.append(\"Jensen Huang is the CEO of NVIDIA Corporation, \"\n",
    "                \"located in Santa Clara, California\")\n",
    "resp = riva_nlp.ClassifyTokens(req)\n",
    "\n",
    "print(\"Named Entities:\")\n",
    "for result in resp.results[0].results:\n",
    "    print(f\"  {result.token} ({result.label[0].class_name})\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cf4ea62c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "results {\n",
      "  labels {\n",
      "    class_name: \"weather\"\n",
      "    score: 0.9975590109825134\n",
      "  }\n",
      "}\n",
      "results {\n",
      "  labels {\n",
      "    class_name: \"meteorology\"\n",
      "    score: 0.984375\n",
      "  }\n",
      "}\n",
      "results {\n",
      "  labels {\n",
      "    class_name: \"personality\"\n",
      "    score: 0.984375\n",
      "  }\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Submit a TextClassRequest for text classification.\n",
    "# Riva NLP comes with a default text_classification domain called \"domain_misty\" which consists of \n",
    "# 4 classes: meteorology, personality, weather and nomatch\n",
    "\n",
    "request = rnlp.TextClassRequest()\n",
    "request.model.model_name = \"riva_text_classification_domain\"       # If you have deployed a custom model  \n",
    "                                        # with the `--domain_name` parameter in ServiceMaker's `riva-build` command \n",
    "                                        # then you should use \"riva_text_classification_<your_input_domain_name>\"\n",
    "                                        # where <your_input_domain_name> is the name you provided to the \n",
    "                                        # domain_name parameter. In this case the domain_name is \"domain\"\n",
    "request.text.append(\"Is it going to snow in Burlington, Vermont tomorrow night?\")\n",
    "request.text.append(\"What causes rain?\")\n",
    "request.text.append(\"What is your favorite season?\")\n",
    "ct_response = riva_nlp.ClassifyText(request)\n",
    "print(ct_response)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c3f7cc3",
   "metadata": {},
   "source": [
    "## 2. ASR Examples\n",
    "Riva Speech API supports `.wav` files in PCM format, `.alaw`, `.mulaw` and `.flac` formats with single channel in this release. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7051883c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "                <audio  controls=\"controls\" >\n",
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KrAUUB/wDsAAABEwHvAGYAbv8l/tP8xvs/+1j7A/wX/WD+tP/5ACACHQPZAzkEIwSRA5YCZQE8AFD/v/6E/oH+j/6T/oP+a/5h/nL+ov7l/iv/bP+q//H/SwC7AC0BgwGbAWQB5AA7AJb/Gf/a/tf++/4u/13/gv+f/7n/0v/i/9z/s/9n/wX/rP6A/pL+3/5P/73/DAAzADwAPABFAFUAUwAZAIj/pP6m/fD86fzM/YP/sgHdA5YFoAbzBqcG3gWsBBcDKQH+/tH8+vrT+Zz5WvrS+539VP+yAKkBUAK/AgQDFAPgAmICqQHlAEkABgAmAIgA6AD/AKUA4//m/vH9Ov3W/MH86/xM/er9zv7v/zEBZAJKA60DeAPBAsUBywAHAIb/OP8C/9P+r/6n/sz+H/+D/87/4f+4/27/K/8S/zb/jf/4/1AAfgCAAGkAUgBFAEEAOAAeAO7/tP+L/4z/uf/4/yEAFgDR/2T/7P6I/kz+Qv5e/pL+0/4g/4D/7/9iAMUAAQEJAdoAgAAEAGb/pP7P/SL98vyI/e3+4QD3AscECgalBpcG8gXIBCwDNwEX/wn9WftN+hL6r/r7+6j9WP/CAM0BgQL0AicDDwOlAvYBJgFjANv/q//R/y0AhwCpAHcA+f9O/6L+GP6+/Y/9hf2r/Rv+6P4IAEoBZgIcA00DAANSAnQBkADI/yn/sf5i/kD+V/6r/jD/w/86AHcAbwAzAOj/qv+K/4D/gP98/3b/eP+L/7L/5v8WADUAOQAoABMAEAAqAFcAegB4AEYA8f+O/zL/5f6n/nb+UP49/kn+gP7j/mf/9P9wAMgA8ADpALsAcQAMAIH/yP4D/nn9gv1M/r//hgE9A5QEZAWsBXoF2QTGA0MCaABw/qr8ZvvY+hD79vtO/cn+IAAxAf4BlwL5Ag4DxAIbAjgBUwCm/1P/Xv+k//X/JwAoAP3/uP9r/yT/5v6r/nP+Tf5h/tD+nv+hAJUBOAJqAjECsAEUAYEABACU/yn/yv6S/pv+7v55/xQAkADIALEAZgAOAMj/mv90/0j/Fv/q/tj+8f45/5//BQBOAG4AcwByAH0AlgCvALIAjQBAAN3/fP8w//f+wP6C/kT+F/4U/kX+rv46/8n/OwB/AJoAmwCOAGsAIACe/+/+Rv7u/Sf+BP9ZANEBHwMZBLoECAX7BHoEcAPjAQEAGf6H/I77Svur+4P8oP3Y/gwAMAE0Av8CcANnA+QCCgIXAUkAw/+D/2//af9h/1X/Tv9T/13/Xf9F/xb/4P7C/tb+Lf/C/3kAKQGqAeUB3QGjAUwB4gBlANP/OP+v/mD+af7H/lr/7f9YAIsAkAB+AGIAQAAQAMv/d/8n/+/+3f7y/h//Uv99/5z/uP/g/x0AbAC3AOcA7ADKAJQAWQAdANf/fP8Q/6b+Wf4+/lf+lP7h/ir/Zv+W/8H/7f8RABoA6f9o/6f+5v2B/cb9zv5oADkC4QMmBfkFYAZQBqwFUgRHAsj/Qv0r+975ffnw+QX7gPw3/gMAwQFEA1cE1ASrBPMD4wK9AbgA8f9m/wb/xf6g/p3+uP7h/v3+8f68/nf+Uv5z/uz+qf+DAFQBAgKCAtEC4AKfAgACCwHn/83+9/2I/Yb92v1h/v7+n/85AMIAJwFOASoBwgA1AKv/Rv8W/xP/Jv86/0T/Sv9S/2T/ff+Y/7H/zf/x/yUAagCwAOEA6QC/AG4ACgCg/zj/2P6H/lT+TP5y/r3+Hf9+/8///f/6/7n/Q/+8/mX+df4H/wIANAFqAoQDcQQZBVYF/AT1A1YCYABu/tD8uPs0+z37xfu//BL+lf8XAWECRgOpA4kDAQM/AnMBvAApALz/df9T/1D/Y/95/3r/U/8G/6n+Y/5T/oP+5v5s/wkAugBxARsCmALHApMC/AEeASwAUv+r/kD+FP4o/nf+8/6H/xoAkwDcAOYAtQBfAAAAr/9z/0//Qf9E/1P/a/+M/7T/1v/j/9X/uf+k/6L/sP/F/9f/5P/r/+f/1/+8/5j/cv9S/z//Ov9A/1P/e/+7//z/EADX/1n/1P6U/sD+S/8FAMMAfAE+AhID1gNGBBwEQAPeAUwA3P64/en8bvxR/KH8Zv2Q/vX/VQFvAhMDMQPhAk8CowH0AEwAs/82/+/+8f44/6P/AgApABIA0/+Q/17/PP8i/xD/Gv9U/8f/ZwARAZsB6gHzAcIBYwHlAFIAu/85/+T+yf7m/ib/c/+3/+j/BAAQABAABADr/8n/rf+i/6//y//r//3//f/r/9D/t/+k/5v/mf+b/6H/q/+0/7n/tv+l/4T/Vv8l//r+3P7R/tr++v4t/2r/n/+z/5n/Xf8p/zH/mP9XAEkBPwIeA90DbwS2BIEErQM+AmwAif7j/Kr78fq7+g/77/tN/f/+wwBXAoUDLwRTBAUEZQOWArMBzQD3/0X/0P6k/rL+1P7j/s7+oP55/nT+mP7a/i7/mP8kANoApQFXAr0CvQJgAsUBDQFOAJn/+f6A/kb+V/6t/i//tv8jAGcAgwB9AFsAJADg/5j/Wv80/y//S/+E/8X/+f8NAAYA9v/v//j/BgAIAPr/5P/Y/9v/3P/H/5D/Q//3/r7+lf51/lz+Uf5V/ln+S/4u/i/+if5c/5UA/gFfA5oEpQVtBsEGYgYqBTMDzgBi/kD8lvp3+ff4Kvka+rD7tf3d/9sBcQNzBNcEswQuBHADkAKfAa4A4P9R/w3/Av8F/+3+q/5P/v39zf3E/dz9Gv6T/l//dQCsAb4CcQOtA3sD9gI1AksBRwA//1H+pv1f/YL9+v2Z/jf/vf8nAHkAtgDcAOgA1gCrAHIAPwAcAAUA6f+6/33/P/8P//T+8/4K/zX/cv/D/yAAeACuAKsAbwANAJr/If+l/jD+1/2r/a/90f36/Sf+Zv7W/oj/dQCLAbQC3gPvBMEFKgYIBk4FBARHAkMAMf5M/Mz62PmJ+eT52vpN/BL+9f+3ASUDGQSNBIsEJQRxA4kCkAGkAN3/Rv/f/pr+Yv4k/uL9p/2F/Yb9qf3x/Wf+Gf8LAC8BVgJFA9AD7QOoAxIDNgIkAfv/5P4I/ob9aP2n/Sb+wP5X/9n/PwCFAKkArQCVAGwAPgAdAA8AEQAVAA0A/P/l/8//uP+c/37/Zv9c/2z/l//R/wQAIQAqACMABwDJ/2X/7f57/iT+8P3a/dT90P3S/e/9P/7E/m7/NwAwAWkCyAMPBfoFZgZGBpgFYgS4AsMAtP7E/DT7PPrx+Uj6Jftl/N/9Z//WAAwC7QJnA3QDLgPCAlYC9AGXAUAB7gCZADYAw/87/5T+yP30/FH8EfxC/NP8s/3X/ikAhwHGAr4DRAQ8BLID3gL9ASoBXQCV/+v+f/5V/ln+dP6V/qr+s/7F/vv+UP+r//b/NQB4AL8AAAEqASoB9QCRACEAw/9+/0T/EP/2/hH/Xf+3//3/JgAvABEA0/+J/z3/5v6A/iv+Cf4e/lz+rP79/kj/jf/Q/xAARwBvAI4AywBPAREC1wJoA7MDugN7A+8CFwIAAcb/jf6K/ez8wPzz/GX9Bf7O/qz/eQAdAY0BvwGxAXgBOAEEAdcArACDAGEARgAqAAAAwf92/yL/yP5+/mD+bv6V/tT+NP+n/yAApgAuAYUBlwF8AU8BGAHiALAAdAAyABAAEAAIAOX/tf+A/0b/IP8f/yr/Lv9D/3f/vv8BADcAWQBjAGAAUQAzAA4A5//A/6j/qv+5/8P/zP/f//H/9//0/+H/uv+M/2//X/9M/zT/IP8V/x//Pf9c/3D/hf+j/8H/1P/W/8P/ov+N/5X/sv/V/wAAOgCSAAcBfQHLAecB6gHfAbMBXQHxAIIAGQDJ/5//jv99/2//eP+W/73/4P/1/wAAFgA+AGcAgQCNAIsAfwB0AGsATwAWANv/sP+S/33/c/9p/1z/bP+v/woAXQCZALgAvAC5AL4AsAB8ADoADwD9//X/9P/0/+j/0//K/9P/2//V/8n/x//U/+n/9v/u/9j/xf+1/6b/m/+W/5H/jP+Q/5v/of+g/57/mv+V/5X/m/+c/5z/o/+w/77/yP/H/7j/rf+w/6z/lv+K/5X/mv+S/53/sv+v/6j/v//V/8X/tf+4/6X/iP+v////HAAtAJIAFwFNAWMBowG7AXUBPQFGASsB2gC8AMsApQBqAG4AbAASALP/of+X/2r/Yv+R/6z/s//n/zIAVABcAG8AcQBUAD4AMwATAOT/yP/D/8z/5f/9/wwAIQA4ADoALQAoABwA/P/n//D/9f/s//b/DwAVABMAIgArABQA///7/+v/zv+//7z/rf+h/6r/sv+k/5T/jP99/2j/Yf9i/1n/Vv9t/4//rP/G/+X//v8OABkAGQAJAPD/2f/L/8b/x//P/+H/9P///wQAAgDs/8r/rf+g/57/jv+N/6z/xv/c/wUALAA2ADsAVQBjAFIASQBBACAAAgAIABQAAwD4/wQADgAKAA0AFgAKAP3/AAAVADgAUABgAIEArADBANQA9QDsAMQAtQCmAH0AXgA/ABsAGAAOAP//HwAuAA8AHwBDADwAQwBWAFwAXwBOAFsAbQA9ABsAHwAKAN//zP/H/63/l/+e/53/o/+6/6z/o//H/9r/rP+g/83/u/+W/7r/4v/N/5//ov/J/7r/bP9q/7X/lv9I/4//AwDk/3j/q/9UABUAeP/0/30A2P9Y/w8AYgCL/1n/7f/j/5D/if+n/xQA/P9G/9r/5gD6/yn/uQDjAEr/JwDdALH/CAB3ALD/7f9cAMD/nP9HACIAqv9AAGMAAABFADoAPgCcAAcA9P8SAXcAV//aAB4B7P7h/3wBVP/H/kMBQwAh/mEAegG7/kD/CgJZAML+nAHjAf3+egBCAlT/gP/aAdD/iv7WAKkAOP6Y/3AB/f5z/p0BOwAr/jEB6AB3/m4AjQE8/zH/twE1APL9LQFYAXr92/+lAYD+8f4tAW3/MP7FAJEAV/5IADUB3/7C/3YBj/9Q/ygBvf8Z/9gAFADo/icA/v9E/y4Aqv9c/2IATP+S/wwBDv8u/5EBXv/7/pQB8P+h/rIAjQA7/4T/mQAEADn/egA6AMn/IgDm/zEAvf9uAFcA+/7vAJcApv4qAZIA5v62ADYAdf9mAIH/bP9lANX/w/8kADYAoQCX/zMAxwFX/7v/mQHI/xUAbgDC/3MAmP+V/5oAq/9//9//LQAkAJD/MwAYAP3/fQDa/9H/6wAXACH/1QDAAF3/AwB7AB4Aqf/P/20Ac/87/5UA0P8p/xAArAD9/m7/ugEU/77+JAKC/5H+rQFQAJj+ygAMAbL+4v9tAXH+Iv+CAQn/5P6lAGkAAv+x/0IBzv/R/t0A5QBk/mMAQQHy/TwANQFQ/ioAtACf//b/sf8NAY//YP+XASj/nv8xATr/rv/UAEX/ov/NAN7/Bf8HAVQAs/76ADMA4f7rAOb/SP8PAbj/pP8XAQoAAQDe//UAvQA9/hkB3ABO/pIA/f+h/1kAK//3//MAef/z/4wA0P+XAKT/XACaACr/gQBpAGb/8P/yAEn/tP8YATT/4P/bAOX+bAA6AP3+vwCy/3X/iwDG/9b/RgANALf/KgDk/9D/5P+VAJX/OP/YANb/mP8UAOT/YwA2/yEA9ADk/hEA8gDc/ur/3wD//q7/wQB+/7P+SQHw/73+cQFq/23/cwFv/1L/LAHW/3D/eACcAHr/ev8iAb//9f44ATcAjf6OAL0AOf9o//0A3P/h/jwBQQBJ/4gAqQBu/zEAiwEH/zIA6QA7/xAAUABMAOb+uf8kAdP+3f9ZAXj+AgDaAcr+7P+ZAdf+EQAIAVP/GwCMABP/XgBLAIT/IwCl/14Ag/+//+8Agf+H/wQBdf+I/yEBi/99/xYBs/6y/98Bm/4Z/1YBjv9P/9MArv+F/8v/fQBFAA7/8QA9ALj+HwGSAIj+pwBWAMD+cACPACz/j/90AMn/rf9vAMn/CAAzAJr/swBuAAv/RwD/AKn+RQBBAQj+9v97AXz+9v4JA4f+C/6WA0L/3P22AjAA0f22AXsA8/6vAIX/RwDf/2X/0wBx/73/qQB+/xEAtQA8/x4AkgDl/zIA6f/W/7YAtP8hAGoA4v/g/1sAIADH//X/oP9CALj/vv+9/1UA5/93/7gAIgCg/18AOQAoACsA3v/A/4UAwf+H/5QAm/8//2oALADF/ggBZwC3/tMAygB4/4n/OwCkAPb+AgDeALf+ggCoAGb+XwAWAa7+CwCiADUAZ/86AO8Aw/68AF8Ap/6qAB4BJ/5AAFUBFv97/6QAkQAH/wz/RwHk/yr+KQGgAN7+7QByADL/0gBUAEr/BQGQAML+mgAnAav+V/95AKn/Jv9CACsA3P/M/+P/GAFs/6j/PgHD/6v/zQBrABP/gADXANj+RAC7AID/ov9UAMH/a/9bAJb/0P99ABX/wgBGAAv/HwEvAM/+UwG2AMz+ogBWAKr/PAAiAKf/cP9LAI//ef+wAMn/h/+FAIUAEwBV/+z/+wAe/2//0wA4AEf/SQD1AMX+LQCpACT/BgHS/wr/pgAGAH7/9v9eAKP/xP+QAK//QQD1/1X/bQBmAGz/JgAuALv/CAAXAPn/JQBz/xgAAAEb/yoAkABS/3gAgf89AHwA3P7JAEMAC/9gAC8AWf8gAPUATf9j/5AB0f+G/nQB0ABM/gAADAG3/0D/cACaAM7/j/8gAAIBPf87//sAEwAT/0UAdACz/w0AIAAFABQAIwCC/5UAeAAR/3gAqAAc/wQAjQCb/9L/EgBJAFQAbf9NAJj/qP+wAKn/iv+GAGoA/P6SAPwAP/9l/3kAkQAt/9X/iQBbACT/9/8JAXj/1P/O/5EANwAu/0MARwB7/4v//v9AAFAAB/+//6kBl/8V/+gAQwAEANz/CQAKAOv/GABp/10ANQBS/1gALQCe/wsA5f9l/4sA5v+T/78AoP8ZAGkA1v+l/8EAcQC7/vAAMwBG/x0AOwD+/3j/nQBG/+b/tQFF/n//RwI5/lX/3AHy/v3/vwBH/6UAp/9M//wAJQBG//AAOAAK//cAIQAO/0wAjABV/3r/bwBMAP/+WgCZAPj+xABEACn/gQCtAHn/0P95AEUA0f65AB0BfP72/10BSv/H/ngBTAD+/d4AEQFW/jQAIAFF/5P/rgBWAHL/6v8nASz/v/+eAD7/LgAxALH/EQD3/7QAeP89AIgAbf4pAN0Bmv4t/5QBSf/+/wkB5/5LACQAhP86APH/nwAX/yL/+QHZ/3D+KwF1APj+XQB6ACEAU/++/woBnv8pADYAcf/6/+//4P+DAIj/g/+4ALv/xP/RALb/BwDN/+X/uACK/2YA0P+1/2cAnwCw/jIAiQEc/msA5gDc/nEARQBR/wYAwgBt/1L/QwHT/6z+zgGmAHP9TQGNAYH9aQA1Ahv+9v6RAgH/Nf7AAhL/5v39Ad0A4P30/w8Cg/7a/iACRgCJ/kwAaAEq/3D/iwAiAMP/RP9RALMAOP80AJoAm/9n/5wAEQBu/zYARQCq/x0AUQDA/8X/0/9pAF8ALf+bAM0Aof5OADABav+0/pgAjgA3//P/zAAgALn+pQD1AML+WwA5AHf/XQAnAL//cwAAANr+GwHBAHf+jgDJAE//nP90AHUAJv+A/+sA2v9r/1AAcACv/7D/bQCBACr/5P8oAf7+oP+2AUz/pv6MAV8APv7uANcA+f5d/yQB5f8i/94Av/+J/0gAUgCt/2r/EAHg/+r+9gDaAJb+7v9jAcv+bQA5ADT/KgFA/5D/HAGZ/zT/TAB5ANX/Yf+fALcAof5TAG4BCP5kAGYBeP7o/4wBFP8//zYB8/9H/woAlQD3/0r/2gD//1P/rwCR/+r/2QAw/4T/VAFF/1j/iwEl/y3/PQGj/43/oADM/x4ABgBb/58BSP8P/3UBHP/t/9wAcv/N/wIANgD5/6T/lwCT/5L/fADc/9wAqP/g/kABCQA1/5MAiwAh/4P/hgFY//T/mwDY/kEAiQC5/7r/BwAoAI//NwCVAIX/3P9hAGv/owCuAIz+lQD7AGD+VwCQAYj+N//UAVr/GP8aAQkALv8hAIQAWv9CAFQAN//6/+8AiP9I/0MBuP8d/+EACgCK/zcAUwB//3P/OwHL/wP/gwCJADr/EwCJAMn/iv8WAIEAkf+//60AqP9//2wASQD//8D/7/86ABAA4/9KAND/dP/5AFP/zP89Aev+4f+vACP/iwBAAEb/+v85ABkAOwCe//D/sACa/9f/igAtAM3/WP98AIwAVP/K/0kAGwBx/zkAHgG0/mn//gEo/2z+PQKk/z/+YgGcAM/+fwCKAPT+nQB3AFD/RAAvAJT/+f9nANP/5v9t/zEA7gAG/+b/IAEN/7X/MgGP/2//6gBw/5X/0gAoAGH/w/+ZAMP/3v9sAJL/xv+OAGv/0/8vATH/Fv8HAXoAKv/v/8QAyf95/5wAUQBH/x0AZQCa/4L/zgAhABb/UgAzAA0AAQC9/0AAv//w/00A8/8LAMf/HAA2ANX/MwDm/+H/KQDt/xYAQgC6/63/XgALAML/GwAPAKv/FwCtAFj//v/TACj/rv8OAdD/N/+ZABAAp/86ACMAIACr/1YAtf/V/4MA6P8dAPL+4wAFAQ3+mABBAUz+AQCVAQj/a/9QAX7/Gv/fAKIABv/o/6sAwv/S/2oATgD6/k8A6QDe/vL/DgHF/7T+iwBMAXH+GgBHAbH+BQA+AUz/dP/NAAQAZf9AACQAJgDr/6X/FQBUAP3/uf8KAN//NQDa/83/WwAUAMD/n/9hAK0ARP+2/78A+v97/zIAQwDA/0YAfP/m/7YA1/+h/y8A9P+9/1oAHgC0//r/SgDl/43/vwAVABn/bQBMAMP/6v+NAJH/R/+iAKAAgP+X/5sAk//M/+UA3/81/xgAuQCm/1v/4AB8AJf+EABEAVn/rP/GAC7/FwCdAFL/RQBpAGT/FwBNAAoAHgCu//L/GwDa/xMASQCv/+H/OACK/3YAsgAw/8n/XwDt/xUAEgDD/wAAQgCX/xwA+ABk/+n+DQFfAPn+oABAABj//P/lALf/lf/EAIv/i/+VAGgAtv9R/2IAYwCm/+b/SwAFAMv/qf8dABUBNv8+/wQBzP+e/5cAwf/N/xcANADo/7b/zwCl/zD/wgApAL7/+v/D/zIAAADn/wgAFwA+AIv/y//hANn/YP+BAOT/bf/pAPP/XP8WAFUAbQAR/w0ADQEV/4L/5wAKAEn/PwCrAGf/bP9/AfL/eP7ZAKIAC//o//IAav9m/yABgf+9/1MA6P8ZAM//9P8xAO3/3/9JAMz/JQAtAMD/IQAoALv/wP+zAMP/2f5OASQAk/7jAL0A3v7F/3EBVv87/+sAGgB0/wUAcQDk/5v/OwAqAPv/qv9WACIALf+YADwAb/8bACwA0f8+APD/7/9KAMz/CQBBAKX/BQBNAL3/z/8WABoAGAC8/+j/jACO/+X/1wAg/9L/KwE0/5P/2QDv/7P/5P9MAFcAVv85AEEAdf9AABkAsv///1UAq/8EAIMAwf/A/wEAmwDK/3n/xACc/3T/5AC6/7r/SgCb/0EAIACm/4YAnP+1/34A3/8JACEAuf/h/4MA9f+k/z4ABQC9/xwAIAA0AK//iv+qAPf/b/+AADcAU/9eABMA2/9oAO7/a/8QAK4Axv/y/8P/y/+KALr/FgAPAOH/5//m/4IAn/8oAF0AIf89AGUA7v8dAMT/9P8UAAUA+v/9/1QAiP9o/xwBBQAz/2oAIACc/y0AegCc/6H/lwDh/5n/VAA/ALL/zf88AAMAMQDR/8P/cQDn/1n/lwBHAEv/WAAFAOn/VQDz/9T/r/9eACgAxP/4/8b/PwBRAI3/vv/QAA4A5/6UAKMAHP88AIQAQf8VAJgAyf+T/y0AwgAR/7X/UQFQ/2n/yQCy/9z/fQDb/5T/BwDDAID/l/98AFMAff+w/+0Aqf9m/6kA5f+u/0IA9P8zAH//EAC4AGn/JADH/x0AXACj/9r/hQCs/9r/QgDS/ykAFADQ//H/AQAaAH4AsP/8/tUAvADe/hYAwQCs/3v/XAB5AIv/HgDc/7n/ZwARAOr/8P/F/0YARwBz/y0AoQBL/2v/5gB1AEb/2P9TABAA2P8KABgAxv8+AMj/nf+3AFoAcf8o//wAwABB/qYAKQF3/vf/KwGs/4j/OAAYAMj/9/9dAB8Afv/L/7sA2/9i/7wA8P8//4kAQQCA/xIAfQCv/4z/rQAlAAj/rgBwALb+eAApAcj+FgDOAAP/iwBLAF3/MgDv/zYAMQAt/1IAHgHp/lr/WwG9/zn/gwA9AJD/VgAEAHP/rQAtACb/3P8nAcf/6f7GAIgADP8/AJwAEf8KAAwBJv93//UAQQCZ/1H/lAALAdf+Jv+BAW8AKf58ADYBFP/a/z0AHQCj/y8AsQAN/8j/JgEOAJn+zgCYAOv+wwCb/+b/twAL/2cAqwDH/mYA1QDD/ikADAFq/yX/EwG+AJD+1P+nAXD/tf4MAUYAJP9LACIAxv8pAJf/gwBrAND+agDWAJj/pv/p/80A7v/k/qMA6gCv/vn/BQEy/8v/xADj/07/TgBPAOf/9f+p/3AAXwAu/1kAkQCL/8P/PwCu/z4ASQD9/rQABgDB/2gAb//xAGX/Sv9BAbf/WP/JANz/Mv/wAAEAkf8HANf/eACs/2b/+wBlAH7+VACIAYX+t//IAfv+qP7KAVMAsv58AEYAov/0/yYAVgBj/wcAYACl/2cAEwCg/yIA1v/o/2UA+f+A/5UA6f+U/3kApgDa/r//jAGm/on/ywFN/+L+BwE1AI3/1/96AAUACf+/AJ4AK/9mAJz//P/vANz+EQAuAaT+AQApAUf/8f8nAM//ewB+/7f/vQBYAAD/mf/GAaj/T/5eAc0AC/6AAEEBEP9B/9wAaAAE/xkAPwE3/9/+zwHm/27+6wDjALn+3/8WAdz/iv+E/7sAswA1/j4A6gHK/sr+mwFyACL+lQDhAc39i//lAkD+0/5kAv/+Bv94AUz/uv+NAMn/tP8LAMUAkv8S/wIBoAB//kwAZQHd/nT/NQG9/yj/uACFAAr/KwCLAJr/9v+2/z8AiAAJ/9H/xQEf/5X+MQKk/+z99gGUAMj9CgFTAYL+wf8KAdf/GP85AKsAlf/P/2EAVAAb/1AAAwGS/gAAfgET/wj/qgH7/23+iQHl/zz+ggGWAPn9OQEOAdT9mAHz/8X+QQEe/zMAogBD/0AAiwCj/4D/ugDR/zj/PAH+/nP/MgKn/lL/fQGa//X+egDcADX/gv9WAd7/p/6oAD0Bw/7c/skBuQC0/XQASgL3/YL/bAGE/5f/TwAiANn/LwCS/9IAvf8D/gMDFACD/KICjgF2/EgA2ALl/fz+lgIi/7H+7AGb/xL/vwDk/9T/+v/L/2oAHwBc//z/mQAnAHf/a/8iAWEAU/7gAMgAmf7bAEYAqf4bAYwApf5dALEAN/9PAA8ATf8SAQMA3v6NAMUAcP8e/1YB5P+H/lYBpgD9/SEBLQH0/UIAWwF6/w//WgC3ABMA/f4sABAB5P83/kYBVgHD/Q8AsQE8/73+TAHWAG7+4//JASD/cf6ZAUYBkf1q/ywD1/6n/eMBIgFL/or/wAHq/1f+3gDQAED/h/8iAHEBBP+E/mQCz/9N/QACdwGx/SH/BQOt//T8RAJbAYz9yf/0Ab7/7v3dAF0Cmv3K/lUDWf8u/QMC0gHQ/DcA5QL6/cr+HAIdACH+2QAnAaH+u/9MAYj/q/8iANL/iQALAAH/jwD4AGv+MwCQAeT+N/8+AW4AV/7x/yMCP//I/QcCUgHs/P0AJwK3/aH/jgHC/3D/RADa/xEAPgB+/5IA/v+q/lIBfACI/qcA4gDd/jQAtQD1/psAQADy/v4A7v/g/gUBhwCB/uQAIwHc/XEAhAGr/tH/vQD5/87/+P+M/+QASABW/uAAxAAN/x0A4f9MADYAjf8TAKcAsv8B/74A3QDO/s//qAGz/rD+DQNp/wv9AwL2AUD9KP/nAn7/K/7RAKEA4P/Q/4L/egDnAF3+CQCSAdz/vP5n/78BHwCM/nkAtABj/5//4QDY//T+KwGSAOD9qwDQAjv9tf6yA2X+Ov45Atr/hP6uAKoAdP/b/+cA5v6k/14B7/8i/w4ARAG+/qP/pQEG/zz/XAFN/xj/BQJa/67+UAGP/8r/9wB5/2//mgDk/27/SQHw/7H9bgGSAeH9vv8kAjP/pv5aAdj/Xv8TAdD++v/OAYP+hP8RArf+SP4+AoMA3/0KAEQCZf+E/ekBGAII/Yv/TwJb/6j+1wAGAc7+l/9WAQ4A0v66/xkBHAAN/8T/QQGEAL79LQBjA879mf2WAxkAvvxiAQsC+P0x/5kBwABV/k3/MAI5ANz9OADAAYP/wv5MAGcB8f4n/9UBef/8/r0AawCb/w//BwGlAKP+1P+GAe7/7/0aAXMB9f7W/pAAvgHn/kv+lwFyAd/9pP/pASb/Qf8QAdj/N/9XANQAEv+W//AAhABG/w//qgGi/8D+2gDs/xQAbQA+/6j/MAIc/yf9zAJdATf82QCGApj+xv49ATQBnv7f/rYBJQCg/nYAfgADADj/uwCLAI/+PQBzAW7+o/9JAs7+wf61ARIArP7kACYABP+9ADUAOf8WAMAAcf+9/6EA1v+AAI7/EP9eAV8Acf7//0kBg//u/vMAtQAa/9H/nQBZ/zIA5gCy/lsAGgEI/4H/kwGA/1z+9gATAZb+mf+nATD/fP92Ac/+6P8CAUT/6v9SAPr/CwBt/1IAMQGZ/nz/YgG9/1r/vf+8ADQAqf7KANYA5P5+AN4Atf4gANYAlv9o/zUA1v9OALkAi/5gAFEBQv/t/hUA7QET/7L9kgLPASz8WgB6A+v91f2GAsgAA/2TAEkCAf4AANkBhf7V//EAzf+L/zYANwCH/xgATwANAED/WADIANr+XQDNAEX/qf9SAMwAbP9K/6gANACQ/x8AQQC9/4AA4//2/sgA4gAm/1T/vgA+ALz/BACw/0EAiwBX/53/EwHq//L+4wA5AAn//wD1/7P+NAHPAKD+PACbAFb/CwDl/7MA2v/+/goBGQCc/2YAK/9lAC4BX/6c/0sCHP8i/8oAt/9WABwAJv/4/wABgf+u/3oADwARABz/JgBVAZn/5f4mAF4Bcv8p//cAvv/A/3sAjf9v/+oAdACi/u7/YAGd/xT/0gABAA7/4ABRABT/JgCvANT/Bv/+AKUAgf4bAA0BM//+/ygAhf/DAKT/eP8aAdv/E/+MAN//rv/uACj/fv+UAUH/6v7UARcA9/3hAHsBEv52/24CDf+s/U4CBgGO/XIAygGS/jD/LgKR/wn+rAGTAK39GAGyAeT9Vv9LAlX/bf62AQMAy/6gAFMAvP/V/zEAOwCd/83/PwCuAIT/HP/EAIEAcP/P/0EA3//x/yMA7/9NAOL/Tf+aAGwAYf8UAHYAhP/0/50Agv+4//AA0P8g/iUBqAFI/hH/swFhAJH+cQAQAQf/ev/JABkAsP/p/w8ACADJ/0UAWgCd/6X/HQBpAAEAxv/S/y8ACAB8/4IAlwAs/5H/7AA/AAD/TwDtAN7+d/8wAUoA+P7s/88AgP/x/5UAfv/L/4QA3/95/7IASAD6/gcA+ACp/3b/pwCi/7b/nACW//b/ZQCM/7X/wwB+APj+zP8HAQEA1/5MACABNP9l/54ANwDE/xkAFAB0/zoA7QBU/0f/2wAzAGz/xv9vAF0Anf98/5oA7gDp/lT/PAELABf/PQCjAKz/ef9wAHYAoP+J/1YAVwDK/93/KAA4AKz/HAANAIX/iACIANz+tv+4Ac3/Uv7QABEB4v69/+kAx//B/x0A0v8mABAA4v/o/xcALQD0/wcA7P8KAEIAov98/9cAVQDt/vr/FgH1/+P+LwAeAan/7/5dAO4Aqf9n/w4AXwAnAKL/AgA1ABMAEQC1/7z/cwB5ADX/Vf8VAXIABf/a/3YAcQC7/x3/twDhAPP+hv8FAQ8ATv8kAC8A3P8XABgAwf/J/5MADgA1/1UAsACf/3D/eAB7AF//sf94AFYAkv+3/2wAGgDQ/+z/DQAJANj//v9PAPL/o/9EAAwAqP92ACIAeP8wAGIAqf/K/30A5/9j//r/lAA8AGj/5/91AO3/9P8hAOj/1f8lADIAvP/5/1UAzf+X/ygAeADl/6b/GAAXABwA/P/d/wEA3v8VACcA//8RAOv/6v8bAAsA4P8hAAEAov8vADkA3f/7/+z/8f84AAcAyP86ACsApP/p/0wAHACk/9j/UAAJAO//HADq//H/NAD7/7P/BABNAO7/qv8iAFgA2P+0/x4AQgAIAOD/4v8QADkA+P+t//H/SQD+/67/JABrAMD/uf9LAAQA3/8dAOP/3v86ABEAwv8YADkAu//T/1AALQDR/9b/CgAmAAYA1//n/ycAFQDW//7/PQAXAMH/y/8qAC0A6P/h/wQADAAJAA0A8v/0/ycA7//D/zsAOwC6/93/IwDz//n/JQD0//T/FgDw//z/KQD0/8H/EgA0ANT/7/86APP/yv8QABwA9f8KAA0A5v/9/yMA8//f/xQACADn/w4AGAADAAQA3v/k/zEACADI/w4ALgDp/+P/EwANAPf/6v/8/x8AFQD8//z////z//n/CQD6//f/FgALAOf/BAAjAPP/zP/7/yEAAgDx/wcAFQDu/+L/FwAOAOn/BwAOAPX/AgAdAAwA2P/t/xUA/v/7/xkAEgDr/+r/EAAbAPH/3P8IAA4A6/8MAB8A9f/k/+//AQAKAAQACAD5/+7/EwAcAPv/9P/+/wEA/f8FACIAFwDi/+b/FAAGAOP/AwALAN3/+v8hAPf/8P8RAPD/2f8WACQA8//+/xcA+v/6/xMABgD8/wEA8//7/xoACwDx//T/+v/8//3/AgAEAPn//v////b/EwAUAOX/6f8JAAoACwAAAPb/CAD//+//FAAaAOb/7v8UAAUABQAfAPX/2/8SABUA7f/+/wYA6f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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": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This example uses a .wav file with LINEAR_PCM encoding.\n",
    "path = \"./samples/en-US_sample.wav\"\n",
    "audio, sr = librosa.core.load(path, sr=None)\n",
    "with io.open(path, 'rb') as fh:\n",
    "    content = fh.read()\n",
    "ipd.Audio(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f89963d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ASR Transcript: What is natural language processing? \n",
      "\n",
      "\n",
      "Full Response Message:\n",
      "results {\n",
      "  alternatives {\n",
      "    transcript: \"What is natural language processing? \"\n",
      "    confidence: 1.0\n",
      "  }\n",
      "  channel_tag: 1\n",
      "  audio_processed: 4.1519999504089355\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Set up an offline/batch recognition request\n",
    "req = rasr.RecognizeRequest()\n",
    "req.audio = content                                   # raw bytes\n",
    "req.config.encoding = ra.AudioEncoding.LINEAR_PCM     # Supports LINEAR_PCM, FLAC, MULAW and ALAW audio encodings\n",
    "req.config.sample_rate_hertz = sr                     # Audio will be resampled if necessary\n",
    "req.config.language_code = \"en-US\"                    # Ignored, will route to correct model in future release\n",
    "req.config.max_alternatives = 1                       # How many top-N hypotheses to return\n",
    "req.config.enable_automatic_punctuation = True        # Add punctuation when end of VAD detected\n",
    "req.config.audio_channel_count = 1                    # Mono channel\"\n",
    "#req.config.model=\"citrinet-1024-en-US-asr-offline\"   #  In the case where multiple models might be able to fulfill the client request, one model is selected at random. Y\n",
    "\n",
    "response = riva_asr.Recognize(req)\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": "4e8ed991",
   "metadata": {},
   "source": [
    "## 3. TTS Service Example\n",
    "\n",
    "Subsequent releases will include added features, including model registration to support multiple languages/voices with the same API. Support for resampling to alternative sampling rates will also be added."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "611337bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "req = rtts.SynthesizeSpeechRequest()\n",
    "req.text = \"My name is Woojin from South Korea\"\n",
    "req.language_code = \"en-US\"                    # currently required to be \"en-US\"\n",
    "req.encoding = ra.AudioEncoding.LINEAR_PCM     # Supports LINEAR_PCM, FLAC, MULAW and ALAW audio encodings\n",
    "req.sample_rate_hz = 22050                     # ignored, audio returned will be 22.05KHz\n",
    "req.voice_name = \"ljspeech\"                    # ignored\n",
    "\n",
    "resp = riva_tts.Synthesize(req)\n",
    "audio_samples = np.frombuffer(resp.audio, dtype=np.float32)\n",
    "ipd.Audio(audio_samples, rate=22050)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f80c377c",
   "metadata": {},
   "source": [
    "## 4. Riva NLP Service Examples\n",
    "\n",
    "The NLP Service contains higher-level/more application-specific NLP APIs. This\n",
    "guide demonstrates how the AnalyzeIntent API can be used for queries across\n",
    "both known and unknown domains."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0a696854",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "intent {\n",
      "  class_name: \"weather.humidity\"\n",
      "  score: 0.9833980202674866\n",
      "}\n",
      "slots {\n",
      "  token: \"san francisco\"\n",
      "  label {\n",
      "    class_name: \"weatherplace\"\n",
      "    score: 0.9821460247039795\n",
      "  }\n",
      "}\n",
      "slots {\n",
      "  token: \"?\"\n",
      "  label {\n",
      "    class_name: \"weatherplace\"\n",
      "    score: 0.6485490202903748\n",
      "  }\n",
      "}\n",
      "domain_str: \"weather\"\n",
      "domain {\n",
      "  class_name: \"weather\"\n",
      "  score: 1.0\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# The AnalyzeIntent API can be used to query a Intent Slot classifier. The API can leverage a\n",
    "# text classification model to classify the domain of the input query and then route to the \n",
    "# appropriate intent slot model.\n",
    "\n",
    "# Lets first see an example where the domain is known. This skips execution of the domain classifier\n",
    "# and proceeds directly to the intent/slot model for the requested domain.\n",
    "\n",
    "req = rnlp.AnalyzeIntentRequest()\n",
    "req.query = \"How is the humidity in San Francisco?\"\n",
    "req.options.domain = \"weather\"  # The <domain_name> is appended to \"riva_intent_\" to look for a \n",
    "                                # model \"riva_intent_<domain_name>\". So in this e.g., the model \"riva_intent_weather\"\n",
    "                                # needs to be preloaded in riva server. If you would like to deploy your \n",
    "                                # custom Joint Intent and Slot model use the `--domain_name` parameter in \n",
    "                                # ServiceMaker's `riva-build intent_slot` command.\n",
    "\n",
    "resp = riva_nlp.AnalyzeIntent(req)\n",
    "print(resp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "0cc8d3d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "intent {\n",
      "  class_name: \"weather.rainfall\"\n",
      "  score: 0.9663090109825134\n",
      "}\n",
      "slots {\n",
      "  token: \"tomorrow\"\n",
      "  label {\n",
      "    class_name: \"weatherforecastdaily\"\n",
      "    score: 0.5346879959106445\n",
      "  }\n",
      "}\n",
      "slots {\n",
      "  token: \"?\"\n",
      "  label {\n",
      "    class_name: \"weatherplace\"\n",
      "    score: 0.6896839737892151\n",
      "  }\n",
      "}\n",
      "domain_str: \"weather\"\n",
      "domain {\n",
      "  class_name: \"weather\"\n",
      "  score: 0.9975590109825134\n",
      "}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Below is an example where the input domain is not provided.\n",
    "\n",
    "req = rnlp.AnalyzeIntentRequest()\n",
    "req.query = \"Is it going to rain tomorrow?\"\n",
    "\n",
    "        # The input query is first routed to the a text classification model called \"riva_text_classification_domain\"\n",
    "        # The output class label of \"riva_text_classification_domain\" is appended to \"riva_intent_\"\n",
    "        # to get the appropriate Intent Slot model to execute for the input query.\n",
    "        # Note: The model \"riva_text_classification_domain\" needs to be loaded into Riva server and have the appropriate\n",
    "        # class labels that would invoke the corresponding intent slot model.\n",
    "\n",
    "resp = riva_nlp.AnalyzeIntent(req)\n",
    "print(resp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "3b4c4db6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[weather.cloudy]\tIs it currently cloudy in Tokyo?\n",
      "[weather.rainfall]\tWhat is the annual rainfall in Pune?\n",
      "[weather.humidity]\tWhat is the humidity going to be tomorrow?\n"
     ]
    }
   ],
   "source": [
    "# Some weather Intent queries\n",
    "queries = [\n",
    "    \"Is it currently cloudy in Tokyo?\",\n",
    "    \"What is the annual rainfall in Pune?\",\n",
    "    \"What is the humidity going to be tomorrow?\"\n",
    "]\n",
    "for q in queries:\n",
    "    req = rnlp.AnalyzeIntentRequest()\n",
    "    req.query = q\n",
    "    start = time()\n",
    "    resp = riva_nlp.AnalyzeIntent(req)\n",
    "\n",
    "    print(f\"[{resp.intent.class_name}]\\t{req.query}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a8d64676",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time to complete 10 synchronous requests: 0.03712058067321777 sec.\n",
      "Time to complete 10 asynchronous requests: 0.019395828247070312 sec.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Demonstrate latency by calling repeatedly.\n",
    "# NOTE: this is a synchronous API call, so request #N will not be sent until\n",
    "# response #N-1 is returned. This means latency and throughput will be negatively\n",
    "# impacted by long-distance & VPN connections\n",
    "\n",
    "req = rnlp.TextTransformRequest()\n",
    "req.text.append(\"i need one cpu four gpus and lots of memory for my new computer it's going to be very cool\")\n",
    "\n",
    "iterations = 10\n",
    "# Demonstrate synchronous performance\n",
    "start_time = time()\n",
    "for _ in range(iterations):\n",
    "    nlp_resp = riva_nlp.PunctuateText(req)\n",
    "end_time = time()\n",
    "print(f\"Time to complete {iterations} synchronous requests: {end_time-start_time} sec.\")\n",
    "\n",
    "# Demonstrate async performance\n",
    "start_time = time()\n",
    "futures = []\n",
    "for _ in range(iterations):\n",
    "    futures.append(riva_nlp.PunctuateText.future(req))\n",
    "for f in futures:\n",
    "    f.result()\n",
    "end_time = time()\n",
    "print(f\"Time to complete {iterations} asynchronous requests: {end_time-start_time} sec.\\n\")\n"
   ]
  }
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