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August 6, 2024 05:16
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demo-whisper-medusa
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/sugatoray/f8d5dfa622d4db083ace596f0f4d1885/demo-whisper-medusa.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Install Whisper-Medusa from Source Code" | |
| ], | |
| "metadata": { | |
| "id": "1BAde451HIe_" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| }, | |
| "id": "lIYdn1woOS1n", | |
| "outputId": "45fe110d-0562-434c-def7-7cfbf6e5a31b" | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Collecting git+https://github.com/aiola-lab/whisper-medusa.git\n", | |
| " Cloning https://github.com/aiola-lab/whisper-medusa.git to /tmp/pip-req-build-to_2gzex\n", | |
| " Running command git clone --filter=blob:none --quiet https://github.com/aiola-lab/whisper-medusa.git /tmp/pip-req-build-to_2gzex\n", | |
| " Resolved https://github.com/aiola-lab/whisper-medusa.git to commit 735d3fc7cb26543fcd851d09095afa1edf426292\n", | |
| " Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n", | |
| "Collecting jiwer==3.0.3 (from medusa-whisper==0.1.0)\n", | |
| " Downloading jiwer-3.0.3-py3-none-any.whl.metadata (2.6 kB)\n", | |
| "Requirement already satisfied: numpy==1.26.4 in /usr/local/lib/python3.10/dist-packages (from medusa-whisper==0.1.0) (1.26.4)\n", | |
| "Collecting pandas==2.2.2 (from medusa-whisper==0.1.0)\n", | |
| " Downloading pandas-2.2.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (19 kB)\n", | |
| "Requirement already satisfied: soundfile==0.12.1 in /usr/local/lib/python3.10/dist-packages (from medusa-whisper==0.1.0) (0.12.1)\n", | |
| "Collecting torch==2.2.2 (from medusa-whisper==0.1.0)\n", | |
| " Downloading torch-2.2.2-cp310-cp310-manylinux1_x86_64.whl.metadata (26 kB)\n", | |
| "Collecting torchaudio==2.2.2 (from medusa-whisper==0.1.0)\n", | |
| " Downloading torchaudio-2.2.2-cp310-cp310-manylinux1_x86_64.whl.metadata (6.4 kB)\n", | |
| "Collecting transformers==4.39.0 (from medusa-whisper==0.1.0)\n", | |
| " Downloading transformers-4.39.0-py3-none-any.whl.metadata (134 kB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m10.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hRequirement already satisfied: click<9.0.0,>=8.1.3 in /usr/local/lib/python3.10/dist-packages (from jiwer==3.0.3->medusa-whisper==0.1.0) (8.1.7)\n", | |
| "Collecting rapidfuzz<4,>=3 (from jiwer==3.0.3->medusa-whisper==0.1.0)\n", | |
| " Downloading rapidfuzz-3.9.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (12 kB)\n", | |
| "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas==2.2.2->medusa-whisper==0.1.0) (2.8.2)\n", | |
| "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas==2.2.2->medusa-whisper==0.1.0) (2024.1)\n", | |
| "Requirement already satisfied: tzdata>=2022.7 in /usr/local/lib/python3.10/dist-packages (from pandas==2.2.2->medusa-whisper==0.1.0) (2024.1)\n", | |
| "Requirement already satisfied: cffi>=1.0 in /usr/local/lib/python3.10/dist-packages (from soundfile==0.12.1->medusa-whisper==0.1.0) (1.16.0)\n", | |
| "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch==2.2.2->medusa-whisper==0.1.0) (3.15.4)\n", | |
| "Requirement already satisfied: typing-extensions>=4.8.0 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.2->medusa-whisper==0.1.0) (4.12.2)\n", | |
| "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch==2.2.2->medusa-whisper==0.1.0) (1.13.1)\n", | |
| "Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch==2.2.2->medusa-whisper==0.1.0) (3.3)\n", | |
| "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch==2.2.2->medusa-whisper==0.1.0) (3.1.4)\n", | |
| "Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch==2.2.2->medusa-whisper==0.1.0) (2024.6.1)\n", | |
| "Collecting nvidia-cuda-nvrtc-cu12==12.1.105 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", | |
| "Collecting nvidia-cuda-runtime-cu12==12.1.105 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", | |
| "Collecting nvidia-cuda-cupti-cu12==12.1.105 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n", | |
| "Collecting nvidia-cudnn-cu12==8.9.2.26 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n", | |
| "Collecting nvidia-cublas-cu12==12.1.3.1 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", | |
| "Collecting nvidia-cufft-cu12==11.0.2.54 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", | |
| "Collecting nvidia-curand-cu12==10.3.2.106 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl.metadata (1.5 kB)\n", | |
| "Collecting nvidia-cusolver-cu12==11.4.5.107 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n", | |
| "Collecting nvidia-cusparse-cu12==12.1.0.106 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl.metadata (1.6 kB)\n", | |
| "Collecting nvidia-nccl-cu12==2.19.3 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Downloading nvidia_nccl_cu12-2.19.3-py3-none-manylinux1_x86_64.whl.metadata (1.8 kB)\n", | |
| "Collecting nvidia-nvtx-cu12==12.1.105 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl.metadata (1.7 kB)\n", | |
| "Collecting triton==2.2.0 (from torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Downloading triton-2.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (1.4 kB)\n", | |
| "Requirement already satisfied: huggingface-hub<1.0,>=0.19.3 in /usr/local/lib/python3.10/dist-packages (from transformers==4.39.0->medusa-whisper==0.1.0) (0.23.5)\n", | |
| "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers==4.39.0->medusa-whisper==0.1.0) (24.1)\n", | |
| "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.39.0->medusa-whisper==0.1.0) (6.0.1)\n", | |
| "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers==4.39.0->medusa-whisper==0.1.0) (2024.5.15)\n", | |
| "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers==4.39.0->medusa-whisper==0.1.0) (2.31.0)\n", | |
| "Collecting tokenizers<0.19,>=0.14 (from transformers==4.39.0->medusa-whisper==0.1.0)\n", | |
| " Downloading tokenizers-0.15.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (6.7 kB)\n", | |
| "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers==4.39.0->medusa-whisper==0.1.0) (0.4.3)\n", | |
| "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers==4.39.0->medusa-whisper==0.1.0) (4.66.4)\n", | |
| "Collecting nvidia-nvjitlink-cu12 (from nvidia-cusolver-cu12==11.4.5.107->torch==2.2.2->medusa-whisper==0.1.0)\n", | |
| " Using cached nvidia_nvjitlink_cu12-12.6.20-py3-none-manylinux2014_x86_64.whl.metadata (1.5 kB)\n", | |
| "Requirement already satisfied: pycparser in /usr/local/lib/python3.10/dist-packages (from cffi>=1.0->soundfile==0.12.1->medusa-whisper==0.1.0) (2.22)\n", | |
| "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas==2.2.2->medusa-whisper==0.1.0) (1.16.0)\n", | |
| "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch==2.2.2->medusa-whisper==0.1.0) (2.1.5)\n", | |
| "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.39.0->medusa-whisper==0.1.0) (3.3.2)\n", | |
| "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.39.0->medusa-whisper==0.1.0) (3.7)\n", | |
| "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.39.0->medusa-whisper==0.1.0) (2.0.7)\n", | |
| "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers==4.39.0->medusa-whisper==0.1.0) (2024.7.4)\n", | |
| "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /usr/local/lib/python3.10/dist-packages (from sympy->torch==2.2.2->medusa-whisper==0.1.0) (1.3.0)\n", | |
| "Downloading jiwer-3.0.3-py3-none-any.whl (21 kB)\n", | |
| "Downloading pandas-2.2.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.0 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m13.0/13.0 MB\u001b[0m \u001b[31m103.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hDownloading torch-2.2.2-cp310-cp310-manylinux1_x86_64.whl (755.5 MB)\n", | |
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| "\u001b[?25hDownloading torchaudio-2.2.2-cp310-cp310-manylinux1_x86_64.whl (3.3 MB)\n", | |
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| "\u001b[?25hDownloading transformers-4.39.0-py3-none-any.whl (8.8 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.8/8.8 MB\u001b[0m \u001b[31m112.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hUsing cached nvidia_cublas_cu12-12.1.3.1-py3-none-manylinux1_x86_64.whl (410.6 MB)\n", | |
| "Using cached nvidia_cuda_cupti_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (14.1 MB)\n", | |
| "Using cached nvidia_cuda_nvrtc_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (23.7 MB)\n", | |
| "Using cached nvidia_cuda_runtime_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (823 kB)\n", | |
| "Using cached nvidia_cudnn_cu12-8.9.2.26-py3-none-manylinux1_x86_64.whl (731.7 MB)\n", | |
| "Using cached nvidia_cufft_cu12-11.0.2.54-py3-none-manylinux1_x86_64.whl (121.6 MB)\n", | |
| "Using cached nvidia_curand_cu12-10.3.2.106-py3-none-manylinux1_x86_64.whl (56.5 MB)\n", | |
| "Using cached nvidia_cusolver_cu12-11.4.5.107-py3-none-manylinux1_x86_64.whl (124.2 MB)\n", | |
| "Using cached nvidia_cusparse_cu12-12.1.0.106-py3-none-manylinux1_x86_64.whl (196.0 MB)\n", | |
| "Downloading nvidia_nccl_cu12-2.19.3-py3-none-manylinux1_x86_64.whl (166.0 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m166.0/166.0 MB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hUsing cached nvidia_nvtx_cu12-12.1.105-py3-none-manylinux1_x86_64.whl (99 kB)\n", | |
| "Downloading triton-2.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (167.9 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m167.9/167.9 MB\u001b[0m \u001b[31m13.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hDownloading rapidfuzz-3.9.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.4 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.4/3.4 MB\u001b[0m \u001b[31m94.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hDownloading tokenizers-0.15.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.6 MB)\n", | |
| "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m3.6/3.6 MB\u001b[0m \u001b[31m97.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n", | |
| "\u001b[?25hUsing cached nvidia_nvjitlink_cu12-12.6.20-py3-none-manylinux2014_x86_64.whl (19.7 MB)\n", | |
| "Building wheels for collected packages: medusa-whisper\n", | |
| " Building wheel for medusa-whisper (setup.py) ... \u001b[?25l\u001b[?25hdone\n", | |
| " Created wheel for medusa-whisper: filename=medusa_whisper-0.1.0-py3-none-any.whl size=28726 sha256=15a1d0b35a0baad7a6b3989917c2ad76d63767c53f12994b0c06b5cb8a889272\n", | |
| " Stored in directory: /tmp/pip-ephem-wheel-cache-ne0vh78v/wheels/e0/f9/51/d9945d357a3b0b649bbeeb371329a79fa54f006fd891a77505\n", | |
| "Successfully built medusa-whisper\n", | |
| "Installing collected packages: triton, rapidfuzz, nvidia-nvtx-cu12, nvidia-nvjitlink-cu12, nvidia-nccl-cu12, nvidia-curand-cu12, nvidia-cufft-cu12, nvidia-cuda-runtime-cu12, nvidia-cuda-nvrtc-cu12, nvidia-cuda-cupti-cu12, nvidia-cublas-cu12, pandas, nvidia-cusparse-cu12, nvidia-cudnn-cu12, jiwer, tokenizers, nvidia-cusolver-cu12, transformers, torch, torchaudio, medusa-whisper\n", | |
| " Attempting uninstall: triton\n", | |
| " Found existing installation: triton 2.3.1\n", | |
| " Uninstalling triton-2.3.1:\n", | |
| " Successfully uninstalled triton-2.3.1\n", | |
| " Attempting uninstall: pandas\n", | |
| " Found existing installation: pandas 2.1.4\n", | |
| " Uninstalling pandas-2.1.4:\n", | |
| " Successfully uninstalled pandas-2.1.4\n", | |
| " Attempting uninstall: tokenizers\n", | |
| " Found existing installation: tokenizers 0.19.1\n", | |
| " Uninstalling tokenizers-0.19.1:\n", | |
| " Successfully uninstalled tokenizers-0.19.1\n", | |
| " Attempting uninstall: transformers\n", | |
| " Found existing installation: transformers 4.42.4\n", | |
| " Uninstalling transformers-4.42.4:\n", | |
| " Successfully uninstalled transformers-4.42.4\n", | |
| " Attempting uninstall: torch\n", | |
| " Found existing installation: torch 2.3.1+cu121\n", | |
| " Uninstalling torch-2.3.1+cu121:\n", | |
| " Successfully uninstalled torch-2.3.1+cu121\n", | |
| " Attempting uninstall: torchaudio\n", | |
| " Found existing installation: torchaudio 2.3.1+cu121\n", | |
| " Uninstalling torchaudio-2.3.1+cu121:\n", | |
| " Successfully uninstalled torchaudio-2.3.1+cu121\n", | |
| "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n", | |
| "cudf-cu12 24.4.1 requires pandas<2.2.2dev0,>=2.0, but you have pandas 2.2.2 which is incompatible.\n", | |
| "google-colab 1.0.0 requires pandas==2.1.4, but you have pandas 2.2.2 which is incompatible.\n", | |
| "torchtext 0.18.0 requires torch>=2.3.0, but you have torch 2.2.2 which is incompatible.\n", | |
| "torchvision 0.18.1+cu121 requires torch==2.3.1, but you have torch 2.2.2 which is incompatible.\u001b[0m\u001b[31m\n", | |
| "\u001b[0mSuccessfully installed jiwer-3.0.3 medusa-whisper-0.1.0 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.19.3 nvidia-nvjitlink-cu12-12.6.20 nvidia-nvtx-cu12-12.1.105 pandas-2.2.2 rapidfuzz-3.9.5 tokenizers-0.15.2 torch-2.2.2 torchaudio-2.2.2 transformers-4.39.0 triton-2.2.0\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "pip install git+https://github.com/aiola-lab/whisper-medusa.git" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Download Sample `.wav` File:\n", | |
| "\n", | |
| "Source:\n", | |
| "https://www.kaggle.com/datasets/pavanelisetty/sample-audio-files-for-speech-recognition/data?select=harvard.wav\n", | |
| "\n", | |
| "Then upload the zip file to Colab. Once uploaded, run the following three code cells." | |
| ], | |
| "metadata": { | |
| "id": "JZzHChBXF2Hf" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "!ls" | |
| ], | |
| "metadata": { | |
| "id": "15sptQBdC9RR", | |
| "outputId": "6b378357-bb3a-4928-d39e-71280bb228a5", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| } | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "harvard.wav.zip sample_data\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "!unzip harvard.wav.zip" | |
| ], | |
| "metadata": { | |
| "id": "_LHESEmECn1Y", | |
| "outputId": "9c31c56d-9f28-43a8-ac3a-9220229850a7", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| } | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Archive: harvard.wav.zip\n", | |
| " inflating: harvard.wav \n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "WAV_FILE_PATH = \"harvard.wav\"" | |
| ], | |
| "metadata": { | |
| "id": "z0WxSvkuDGN5" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Load Model" | |
| ], | |
| "metadata": { | |
| "id": "h6GAFCsPGscn" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "import torch\n", | |
| "import torchaudio\n", | |
| "\n", | |
| "from whisper_medusa import WhisperMedusaModel\n", | |
| "from transformers import WhisperProcessor\n", | |
| "\n", | |
| "model_name = \"aiola/whisper-medusa-v1\"\n", | |
| "model = WhisperMedusaModel.from_pretrained(model_name)\n", | |
| "processor = WhisperProcessor.from_pretrained(model_name)" | |
| ], | |
| "metadata": { | |
| "id": "7GELCC1oDVJu", | |
| "outputId": "ae94ac19-e9c0-4870-da28-2d36c63f3319", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 742, | |
| "referenced_widgets": [ | |
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| ] | |
| } | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stderr", | |
| "text": [ | |
| "/usr/local/lib/python3.10/dist-packages/huggingface_hub/file_download.py:1132: FutureWarning: `resume_download` is deprecated and will be removed in version 1.0.0. Downloads always resume when possible. If you want to force a new download, use `force_download=True`.\n", | |
| " warnings.warn(\n", | |
| "/usr/local/lib/python3.10/dist-packages/huggingface_hub/utils/_token.py:89: UserWarning: \n", | |
| "The secret `HF_TOKEN` does not exist in your Colab secrets.\n", | |
| "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n", | |
| "You will be able to reuse this secret in all of your notebooks.\n", | |
| "Please note that authentication is recommended but still optional to access public models or datasets.\n", | |
| " warnings.warn(\n" | |
| ] | |
| }, | |
| { | |
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| "Special tokens have been added in the vocabulary, make sure the associated word embeddings are fine-tuned or trained.\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Set Parameters" | |
| ], | |
| "metadata": { | |
| "id": "Ht_TEbAEG4FD" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "path_to_audio = WAV_FILE_PATH # \"path/to/audio.wav\"\n", | |
| "SAMPLING_RATE = 16000\n", | |
| "language = \"en\"\n", | |
| "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", | |
| "print(f\"Using device: {device}\")" | |
| ], | |
| "metadata": { | |
| "id": "eWJ3yh0sDapo", | |
| "outputId": "bc2446da-9f88-4e13-8f90-504abacae7a6", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| } | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "Using device: cuda\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Apply Model Inference" | |
| ], | |
| "metadata": { | |
| "id": "lCyylHMrG7gZ" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "input_speech, sr = torchaudio.load(path_to_audio)\n", | |
| "if input_speech.shape[0] > 1: # If stereo, average the channels\n", | |
| " input_speech = input_speech.mean(dim=0, keepdim=True)\n", | |
| "\n", | |
| "if sr != SAMPLING_RATE:\n", | |
| " input_speech = torchaudio.transforms.Resample(sr, SAMPLING_RATE)(input_speech)\n", | |
| "\n", | |
| "input_features = processor(input_speech.squeeze(), return_tensors=\"pt\", sampling_rate=SAMPLING_RATE).input_features\n", | |
| "input_features = input_features.to(device)\n", | |
| "\n", | |
| "model = model.to(device)\n", | |
| "model_output = model.generate(\n", | |
| " input_features,\n", | |
| " language=language,\n", | |
| ")\n", | |
| "predict_ids = model_output[0]\n", | |
| "pred = processor.decode(predict_ids, skip_special_tokens=True)\n", | |
| "print(pred)\n" | |
| ], | |
| "metadata": { | |
| "id": "5SLcip9a7Pm3", | |
| "outputId": "6d35552c-c198-47b3-aad7-b444ccdda36f", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| } | |
| }, | |
| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "The stale smell of old beer lingers. It takes heat to bring out the odor. A cold dip restores health and zest. A salt pickle tastes fine with ham. Taco's All Pasture are my favorite. A zestful food is the hot cross bun.\n" | |
| ] | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "## Preview Model Output" | |
| ], | |
| "metadata": { | |
| "id": "UrriS05qG_vR" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "from textwrap import wrap" | |
| ], | |
| "metadata": { | |
| "id": "8baR0K3o7y43" | |
| }, | |
| "execution_count": null, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "wrapped_text = \"\\n\".join(wrap(pred, 80))\n", | |
| "print(wrapped_text)" | |
| ], | |
| "metadata": { | |
| "id": "HUOMz_yRFZGV", | |
| "outputId": "cb8b5eac-40ef-45f7-cc19-9955d93ae5fd", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/" | |
| } | |
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| "execution_count": null, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "name": "stdout", | |
| "text": [ | |
| "The stale smell of old beer lingers. It takes heat to bring out the odor. A cold\n", | |
| "dip restores health and zest. A salt pickle tastes fine with ham. Taco's All\n", | |
| "Pasture are my favorite. A zestful food is the hot cross bun.\n" | |
| ] | |
| } | |
| ] | |
| }, | |
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