{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "WsO8XRN6uuwD",
"outputId": "a588e0f4-97fe-425b-c1ca-f3b53b394046"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Collecting audiocraft\n",
" Cloning https://github.com/facebookresearch/audiocraft to /tmp/pip-install-tksaf3gc/audiocraft_f424e34c03114aed9cb8b0615089f477\n",
" Running command git clone --filter=blob:none --quiet https://github.com/facebookresearch/audiocraft /tmp/pip-install-tksaf3gc/audiocraft_f424e34c03114aed9cb8b0615089f477\n",
" Resolved https://github.com/facebookresearch/audiocraft to commit d874966c6cd5b790d7749b332ee5f001817a3ffe\n",
" Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting av (from audiocraft)\n",
" Downloading av-10.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (31.0 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m31.0/31.0 MB\u001b[0m \u001b[31m49.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting einops (from audiocraft)\n",
" Downloading einops-0.6.1-py3-none-any.whl (42 kB)\n",
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"\u001b[?25hCollecting flashy>=0.0.1 (from audiocraft)\n",
" Downloading flashy-0.0.2.tar.gz (72 kB)\n",
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"\u001b[?25h Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting hydra-core>=1.1 (from audiocraft)\n",
" Downloading hydra_core-1.3.2-py3-none-any.whl (154 kB)\n",
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"\u001b[?25hCollecting hydra_colorlog (from audiocraft)\n",
" Downloading hydra_colorlog-1.2.0-py3-none-any.whl (3.6 kB)\n",
"Collecting julius (from audiocraft)\n",
" Downloading julius-0.2.7.tar.gz (59 kB)\n",
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"\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting num2words (from audiocraft)\n",
" Downloading num2words-0.5.12-py3-none-any.whl (125 kB)\n",
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"\u001b[?25hRequirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from audiocraft) (1.22.4)\n",
"Collecting sentencepiece (from audiocraft)\n",
" Downloading sentencepiece-0.1.99-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m74.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting spacy==3.5.2 (from audiocraft)\n",
" Downloading spacy-3.5.2-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (6.6 MB)\n",
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"\u001b[?25hRequirement already satisfied: torch>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from audiocraft) (2.0.1+cu118)\n",
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"Collecting huggingface_hub (from audiocraft)\n",
" Downloading huggingface_hub-0.15.1-py3-none-any.whl (236 kB)\n",
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"\u001b[?25hRequirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from audiocraft) (4.65.0)\n",
"Collecting transformers (from audiocraft)\n",
" Downloading transformers-4.30.2-py3-none-any.whl (7.2 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.2/7.2 MB\u001b[0m \u001b[31m110.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting xformers (from audiocraft)\n",
" Downloading xformers-0.0.20-cp310-cp310-manylinux2014_x86_64.whl (109.1 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m109.1/109.1 MB\u001b[0m \u001b[31m1.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hCollecting demucs (from audiocraft)\n",
" Downloading demucs-4.0.0.tar.gz (1.2 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.2/1.2 MB\u001b[0m \u001b[31m83.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Requirement already satisfied: librosa in /usr/local/lib/python3.10/dist-packages (from audiocraft) (0.10.0.post2)\n",
"Collecting gradio (from audiocraft)\n",
" Downloading gradio-3.35.2-py3-none-any.whl (19.7 MB)\n",
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"\u001b[?25hRequirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /usr/local/lib/python3.10/dist-packages (from spacy==3.5.2->audiocraft) (3.0.12)\n",
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"Requirement already satisfied: pydantic!=1.8,!=1.8.1,<1.11.0,>=1.7.4 in /usr/local/lib/python3.10/dist-packages (from spacy==3.5.2->audiocraft) (1.10.9)\n",
"Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from spacy==3.5.2->audiocraft) (3.1.2)\n",
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"Collecting dora-search (from flashy>=0.0.1->audiocraft)\n",
" Downloading dora_search-0.1.12.tar.gz (87 kB)\n",
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"\u001b[?25h Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
" Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
" Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting colorlog (from flashy>=0.0.1->audiocraft)\n",
" Downloading colorlog-6.7.0-py2.py3-none-any.whl (11 kB)\n",
"Collecting omegaconf<2.4,>=2.2 (from hydra-core>=1.1->audiocraft)\n",
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"\u001b[?25hCollecting antlr4-python3-runtime==4.9.* (from hydra-core>=1.1->audiocraft)\n",
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"\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
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"Collecting diffq>=0.2.1 (from demucs->audiocraft)\n",
" Downloading diffq-0.2.4-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (418 kB)\n",
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"\u001b[?25hCollecting lameenc>=1.2 (from demucs->audiocraft)\n",
" Downloading lameenc-1.5.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.manylinux_2_24_x86_64.whl (180 kB)\n",
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"\u001b[?25hCollecting openunmix (from demucs->audiocraft)\n",
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" Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"Collecting gradio-client>=0.2.7 (from gradio->audiocraft)\n",
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" Downloading mypy_extensions-1.0.0-py3-none-any.whl (4.7 kB)\n",
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"Building wheels for collected packages: audiocraft, flashy, antlr4-python3-runtime, demucs, julius, docopt, dora-search, ffmpy, treetable\n",
" Building wheel for audiocraft (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Created wheel for audiocraft: filename=audiocraft-0.0.2a2-py3-none-any.whl size=113545 sha256=b31aa9275cca0430fcb7f9c44ed753e58080d3f1e201ccf6ff863622c668b9a3\n",
" Stored in directory: /tmp/pip-ephem-wheel-cache-w4hrca6j/wheels/a9/8f/0c/ef9c3d100be6da60c382a0287a00027dc7c4911eb881a15f46\n",
" Building wheel for flashy (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
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" Stored in directory: /root/.cache/pip/wheels/07/bd/3d/16c6bc059203299f37b6014643b739afb7f6d1be13a94fc2f7\n",
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" Stored in directory: /root/.cache/pip/wheels/64/fc/2e/a8e874bba1518a336f21a94085013fba17cb86658ce18ec1c7\n",
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" Created wheel for ffmpy: filename=ffmpy-0.3.0-py3-none-any.whl size=4694 sha256=a9735b2d38da14fbf7d5303920285be479f0180b18804b0d20d980de5cf54e24\n",
" Stored in directory: /root/.cache/pip/wheels/0c/c2/0e/3b9c6845c6a4e35beb90910cc70d9ac9ab5d47402bd62af0df\n",
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" Created wheel for treetable: filename=treetable-0.2.5-py3-none-any.whl size=7332 sha256=42f73c7b2b8b916a6c2f5c9e07dba3f7ffcfe795eb15917900bbe988188428b9\n",
" Stored in directory: /root/.cache/pip/wheels/72/55/0e/91c3655bdb162446f8a7cd477579397544454a63ae7c599c0c\n",
"Successfully built audiocraft flashy antlr4-python3-runtime demucs julius docopt dora-search ffmpy treetable\n",
"Installing collected packages: tokenizers, sentencepiece, safetensors, pydub, lameenc, ffmpy, docopt, av, antlr4-python3-runtime, websockets, uc-micro-py, treetable, submitit, semantic-version, retrying, python-multipart, orjson, omegaconf, num2words, mypy-extensions, markdown-it-py, h11, einops, colorlog, aiofiles, uvicorn, typing-inspect, starlette, mdit-py-plugins, linkify-it-py, hydra-core, huggingface_hub, httpcore, transformers, pyre-extensions, hydra_colorlog, httpx, fastapi, spacy, gradio-client, gradio, openunmix, julius, dora-search, diffq, xformers, flashy, demucs, audiocraft\n",
" Attempting uninstall: markdown-it-py\n",
" Found existing installation: markdown-it-py 3.0.0\n",
" Uninstalling markdown-it-py-3.0.0:\n",
" Successfully uninstalled markdown-it-py-3.0.0\n",
" Attempting uninstall: spacy\n",
" Found existing installation: spacy 3.5.3\n",
" Uninstalling spacy-3.5.3:\n",
" Successfully uninstalled spacy-3.5.3\n",
"Successfully installed aiofiles-23.1.0 antlr4-python3-runtime-4.9.3 audiocraft-0.0.2a2 av-10.0.0 colorlog-6.7.0 demucs-4.0.0 diffq-0.2.4 docopt-0.6.2 dora-search-0.1.12 einops-0.6.1 fastapi-0.99.1 ffmpy-0.3.0 flashy-0.0.2 gradio-3.35.2 gradio-client-0.2.7 h11-0.14.0 httpcore-0.17.2 httpx-0.24.1 huggingface_hub-0.15.1 hydra-core-1.3.2 hydra_colorlog-1.2.0 julius-0.2.7 lameenc-1.5.1 linkify-it-py-2.0.2 markdown-it-py-2.2.0 mdit-py-plugins-0.3.3 mypy-extensions-1.0.0 num2words-0.5.12 omegaconf-2.3.0 openunmix-1.2.1 orjson-3.9.1 pydub-0.25.1 pyre-extensions-0.0.29 python-multipart-0.0.6 retrying-1.3.4 safetensors-0.3.1 semantic-version-2.10.0 sentencepiece-0.1.99 spacy-3.5.2 starlette-0.27.0 submitit-1.4.5 tokenizers-0.13.3 transformers-4.30.2 treetable-0.2.5 typing-inspect-0.9.0 uc-micro-py-1.0.2 uvicorn-0.22.0 websockets-11.0.3 xformers-0.0.20\n"
]
}
],
"source": [
"!python3 -m pip install -U git+https://github.com/facebookresearch/audiocraft#egg=audiocraft\n",
"# !python3 -m pip install -U audiocraft"
]
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"source": [
"# code at bottom of page: https://github.com/facebookresearch/audiocraft\n",
"import torchaudio\n",
"from audiocraft.models import MusicGen\n",
"from audiocraft.data.audio import audio_write\n",
"\n",
"model = MusicGen.get_pretrained('melody')\n",
"model.set_generation_params(duration=10)"
]
},
{
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" \n",
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"text": [
"Saving 10. cKz! JUNGLE C#min 140 bpm @crushed_keyz.mp3 to 10. cKz! JUNGLE C#min 140 bpm @crushed_keyz.mp3\n",
"Playing the shortened 10 second audio:\n"
]
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"\n",
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"CLIPPING 0 happening with proba (a bit of clipping is okay): 6.24999984211172e-06 maximum scale: 1.0358595848083496\n"
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"source": [
"from google.colab import files\n",
"from pydub import AudioSegment\n",
"import torchaudio\n",
"import io\n",
"from IPython.display import Audio\n",
"\n",
"# Upload the MP3 file\n",
"uploaded = files.upload()\n",
"\n",
"# Get the name of the uploaded file\n",
"file_name = next(iter(uploaded))\n",
"\n",
"# Load the MP3 file\n",
"waveform, sample_rate = torchaudio.load(file_name)\n",
"\n",
"# Truncate or shorten the waveform to 10 seconds\n",
"# We calculate the number of samples by doing sample_rate * duration\n",
"ten_seconds_in_samples = sample_rate * 10\n",
"waveform = waveform[:, :ten_seconds_in_samples]\n",
"\n",
"# Save the 10 second audio to disk\n",
"torchaudio.save(\"shortened_audio.wav\", waveform, sample_rate)\n",
"\n",
"# Play the 10 second audio\n",
"print(\"Playing the shortened 10 second audio:\")\n",
"display(Audio(\"shortened_audio.wav\"))\n",
"\n",
"# Process the audio using the melody and descriptions\n",
"descriptions = ['vintage ukulele with emotional vocals',\n",
" 'simple catchy spacey flute',\n",
" 'beautiful piano melodies']\n",
"\n",
"# Apply to triplet bounce: emotional acoustic organic vintage guitar\n",
"# vintage ukulele with emotional vocals\n",
"# Jupiter simple catchy vinage spacey flute - download 10\n",
"# vintage analog flute - download 11\n",
"\n",
"melody = waveform\n",
"sr = sample_rate\n",
"wav = model.generate_with_chroma(descriptions, melody[None].expand(3, -1, -1), sr)\n",
"\n",
"# Save and play the generated audio files\n",
"for idx, one_wav in enumerate(wav):\n",
" # Will save under {idx}.wav, with loudness normalization at -14 db LUFS.\n",
" audio_write(f'{idx}', one_wav.cpu(), model.sample_rate, strategy=\"loudness\")\n",
"\n",
" # Play the generated audio\n",
" audio_path = f'{idx}.wav'\n",
" audio = Audio(audio_path)\n",
" display(audio)"
]
}
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