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  1. MusicGen_Gradio_Demo_v1_2_0.ipynb +759 -0
  2. main.py +64 -0
  3. requirements.txt +34 -0
MusicGen_Gradio_Demo_v1_2_0.ipynb ADDED
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+ {
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+ "cells": [
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {
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+ "id": "efhHAvBOgMnL"
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+ },
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+ "source": [
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+ "# MusicGen Gradio Demo\n",
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+ "\n",
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+ "Execute the first cell to install, the second one to run the demo.\n",
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+ "\n",
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+ "More info on our repository [facebookresearch/audiocraft](https://github.com/facebookresearch/audiocraft/) or our [research paper](https://arxiv.org/abs/2306.05284).\n",
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+ "\n",
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+ "First eval with a model will be slower because of the model download. Melody model should take 30 seconds for 15 seconds of audio."
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "metadata": {
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+ "colab": {
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+ "base_uri": "https://localhost:8080/"
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+ },
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+ "id": "NJXpj7lyYjve",
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+ "outputId": "b3b9cf14-0319-411d-ff3f-64a7cc83c377"
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+ },
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "Running stage git clone\n",
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+ "Running stage pip install\n",
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+ "Stage pip install failed, this is NOT expected, see logs hereafter.\n",
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+ "DEPRECATION: Loading egg at /opt/homebrew/lib/python3.11/site-packages/twisted-23.10.0-py3.11.egg is deprecated. pip 24.3 will enforce this behaviour change. A possible replacement is to use pip for package installation. Discussion can be found at https://github.com/pypa/pip/issues/12330\n",
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+ "Obtaining file:///Users/eemanmajumder/code_shit/sunnai/content/audiocraft\n",
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+ " Preparing metadata (setup.py): started\n",
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+ " Preparing metadata (setup.py): finished with status 'done'\n",
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+ "Collecting av==11.0.0 (from audiocraft==1.4.0a1)\n",
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+ " Downloading av-11.0.0-cp311-cp311-macosx_11_0_arm64.whl.metadata (4.5 kB)\n",
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+ "Requirement already satisfied: einops in /opt/homebrew/lib/python3.11/site-packages (from audiocraft==1.4.0a1) (0.6.1)\n",
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+ "Collecting flashy>=0.0.1 (from audiocraft==1.4.0a1)\n",
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+ " Downloading flashy-0.0.2.tar.gz (72 kB)\n",
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+ " Installing build dependencies: started\n",
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+ " Installing build dependencies: finished with status 'done'\n",
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+ " Getting requirements to build wheel: started\n",
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+ " Getting requirements to build wheel: finished with status 'done'\n",
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+ " Preparing metadata (pyproject.toml): started\n",
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+ " Preparing metadata (pyproject.toml): finished with status 'done'\n",
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+ "Collecting hydra-core>=1.1 (from audiocraft==1.4.0a1)\n",
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+ " Downloading hydra_core-1.3.2-py3-none-any.whl.metadata (5.5 kB)\n",
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+ "Collecting hydra_colorlog (from audiocraft==1.4.0a1)\n",
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+ " Downloading hydra_colorlog-1.2.0-py3-none-any.whl.metadata (949 bytes)\n",
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+ "Collecting julius (from audiocraft==1.4.0a1)\n",
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+ " Downloading julius-0.2.7.tar.gz (59 kB)\n",
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+ " Preparing metadata (setup.py): started\n",
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+ " Preparing metadata (setup.py): finished with status 'done'\n",
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+ "Collecting num2words (from audiocraft==1.4.0a1)\n",
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+ " Downloading num2words-0.5.13-py3-none-any.whl.metadata (12 kB)\n",
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+ "Requirement already satisfied: numpy<2.0.0 in /opt/homebrew/lib/python3.11/site-packages (from audiocraft==1.4.0a1) (1.26.4)\n",
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+ "Requirement already satisfied: sentencepiece in /opt/homebrew/lib/python3.11/site-packages (from audiocraft==1.4.0a1) (0.1.99)\n",
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+ "Collecting spacy>=3.6.1 (from audiocraft==1.4.0a1)\n",
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+ " Downloading spacy-3.7.5-cp311-cp311-macosx_11_0_arm64.whl.metadata (27 kB)\n",
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+ "Collecting torch==2.1.0 (from audiocraft==1.4.0a1)\n",
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+ " Downloading torch-2.1.0-cp311-none-macosx_11_0_arm64.whl.metadata (24 kB)\n",
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+ "Collecting torchaudio<2.1.2,>=2.0.0 (from audiocraft==1.4.0a1)\n",
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+ " Downloading torchaudio-2.1.1-cp311-cp311-macosx_11_0_arm64.whl.metadata (6.4 kB)\n",
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+ "Requirement already satisfied: huggingface_hub in /opt/homebrew/lib/python3.11/site-packages (from audiocraft==1.4.0a1) (0.22.2)\n",
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+ "Requirement already satisfied: tqdm in /opt/homebrew/lib/python3.11/site-packages (from audiocraft==1.4.0a1) (4.65.0)\n",
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+ "Requirement already satisfied: transformers>=4.31.0 in /opt/homebrew/lib/python3.11/site-packages (from audiocraft==1.4.0a1) (4.38.2)\n",
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+ "Collecting xformers<0.0.23 (from audiocraft==1.4.0a1)\n",
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+ " Downloading xformers-0.0.22.post7.tar.gz (3.8 MB)\n",
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+ " ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.8/3.8 MB 4.8 MB/s eta 0:00:00\n",
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+ " Preparing metadata (setup.py): started\n",
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+ " Preparing metadata (setup.py): finished with status 'done'\n",
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+ "Collecting demucs (from audiocraft==1.4.0a1)\n",
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+ " Downloading demucs-4.0.1.tar.gz (1.2 MB)\n",
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+ " ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.2/1.2 MB 44.9 MB/s eta 0:00:00\n",
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+ " Preparing metadata (setup.py): started\n",
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+ " Preparing metadata (setup.py): finished with status 'done'\n",
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+ "Collecting librosa (from audiocraft==1.4.0a1)\n",
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+ " Downloading librosa-0.10.2.post1-py3-none-any.whl.metadata (8.6 kB)\n",
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+ "Collecting soundfile (from audiocraft==1.4.0a1)\n",
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+ " Downloading soundfile-0.12.1-py2.py3-none-macosx_11_0_arm64.whl.metadata (14 kB)\n",
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+ "Requirement already satisfied: gradio in /opt/homebrew/lib/python3.11/site-packages (from audiocraft==1.4.0a1) (3.41.0)\n",
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+ "Collecting torchmetrics (from audiocraft==1.4.0a1)\n",
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+ " Downloading torchmetrics-1.4.0.post0-py3-none-any.whl.metadata (19 kB)\n",
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+ "Collecting encodec (from audiocraft==1.4.0a1)\n",
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+ " Downloading encodec-0.1.1.tar.gz (3.7 MB)\n",
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+ " ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.7/3.7 MB 31.5 MB/s eta 0:00:00\n",
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+ " Preparing metadata (setup.py): started\n",
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+ " Preparing metadata (setup.py): finished with status 'done'\n",
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+ "Requirement already satisfied: protobuf in /opt/homebrew/lib/python3.11/site-packages (from audiocraft==1.4.0a1) (4.25.3)\n",
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+ "Collecting torchvision==0.16.0 (from audiocraft==1.4.0a1)\n",
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+ " Downloading torchvision-0.16.0-cp311-cp311-macosx_11_0_arm64.whl.metadata (6.6 kB)\n",
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+ "Collecting torchtext==0.16.0 (from audiocraft==1.4.0a1)\n",
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+ " Downloading torchtext-0.16.0-cp311-cp311-macosx_11_0_arm64.whl.metadata (7.5 kB)\n",
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+ "Collecting pesq (from audiocraft==1.4.0a1)\n",
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+ " Downloading pesq-0.0.4.tar.gz (38 kB)\n",
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+ " Preparing metadata (setup.py): started\n",
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+ " Preparing metadata (setup.py): finished with status 'done'\n",
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+ "Collecting pystoi (from audiocraft==1.4.0a1)\n",
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+ " Downloading pystoi-0.4.1-py2.py3-none-any.whl.metadata (4.0 kB)\n",
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+ "Requirement already satisfied: filelock in /opt/homebrew/lib/python3.11/site-packages (from torch==2.1.0->audiocraft==1.4.0a1) (3.13.1)\n",
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+ "Requirement already satisfied: typing-extensions in /opt/homebrew/lib/python3.11/site-packages (from torch==2.1.0->audiocraft==1.4.0a1) (4.10.0)\n",
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+ "Requirement already satisfied: sympy in /opt/homebrew/lib/python3.11/site-packages (from torch==2.1.0->audiocraft==1.4.0a1) (1.12)\n",
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+ "Requirement already satisfied: networkx in /opt/homebrew/lib/python3.11/site-packages (from torch==2.1.0->audiocraft==1.4.0a1) (3.2.1)\n",
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+ "Requirement already satisfied: jinja2 in /opt/homebrew/lib/python3.11/site-packages (from torch==2.1.0->audiocraft==1.4.0a1) (3.1.3)\n",
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+ "Requirement already satisfied: fsspec in /opt/homebrew/lib/python3.11/site-packages (from torch==2.1.0->audiocraft==1.4.0a1) (2023.10.0)\n",
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+ "Requirement already satisfied: requests in /opt/homebrew/lib/python3.11/site-packages (from torchtext==0.16.0->audiocraft==1.4.0a1) (2.31.0)\n",
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+ "Collecting torchdata==0.7.0 (from torchtext==0.16.0->audiocraft==1.4.0a1)\n",
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+ " Downloading torchdata-0.7.0-cp311-cp311-macosx_11_0_arm64.whl.metadata (13 kB)\n",
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+ "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /opt/homebrew/lib/python3.11/site-packages (from torchvision==0.16.0->audiocraft==1.4.0a1) (10.0.0)\n",
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+ "Requirement already satisfied: urllib3>=1.25 in /opt/homebrew/lib/python3.11/site-packages (from torchdata==0.7.0->torchtext==0.16.0->audiocraft==1.4.0a1) (1.26.6)\n",
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+ "Collecting dora-search (from flashy>=0.0.1->audiocraft==1.4.0a1)\n",
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+ " Downloading dora_search-0.1.12.tar.gz (87 kB)\n",
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+ " Installing build dependencies: started\n",
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+ " Installing build dependencies: finished with status 'done'\n",
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+ " Getting requirements to build wheel: started\n",
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+ " Getting requirements to build wheel: finished with status 'done'\n",
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+ " Installing backend dependencies: started\n",
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+ " Installing backend dependencies: finished with status 'done'\n",
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+ " Preparing metadata (pyproject.toml): started\n",
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+ " Preparing metadata (pyproject.toml): finished with status 'done'\n",
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+ "Requirement already satisfied: colorlog in /opt/homebrew/lib/python3.11/site-packages (from flashy>=0.0.1->audiocraft==1.4.0a1) (6.8.2)\n",
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+ "Requirement already satisfied: omegaconf<2.4,>=2.2 in /opt/homebrew/lib/python3.11/site-packages (from hydra-core>=1.1->audiocraft==1.4.0a1) (2.3.0)\n",
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+ "Requirement already satisfied: antlr4-python3-runtime==4.9.* in /opt/homebrew/lib/python3.11/site-packages (from hydra-core>=1.1->audiocraft==1.4.0a1) (4.9.3)\n",
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+ "Requirement already satisfied: packaging in /opt/homebrew/lib/python3.11/site-packages (from hydra-core>=1.1->audiocraft==1.4.0a1) (23.1)\n",
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+ "Collecting spacy-legacy<3.1.0,>=3.0.11 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading spacy_legacy-3.0.12-py2.py3-none-any.whl.metadata (2.8 kB)\n",
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+ "Collecting spacy-loggers<2.0.0,>=1.0.0 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading spacy_loggers-1.0.5-py3-none-any.whl.metadata (23 kB)\n",
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+ "Collecting murmurhash<1.1.0,>=0.28.0 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading murmurhash-1.0.10-cp311-cp311-macosx_11_0_arm64.whl.metadata (2.0 kB)\n",
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+ "Collecting cymem<2.1.0,>=2.0.2 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading cymem-2.0.8-cp311-cp311-macosx_11_0_arm64.whl.metadata (8.4 kB)\n",
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+ "Collecting preshed<3.1.0,>=3.0.2 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading preshed-3.0.9-cp311-cp311-macosx_11_0_arm64.whl.metadata (2.2 kB)\n",
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+ "Collecting thinc<8.3.0,>=8.2.2 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading thinc-8.2.5-cp311-cp311-macosx_11_0_arm64.whl.metadata (15 kB)\n",
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+ "Collecting wasabi<1.2.0,>=0.9.1 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading wasabi-1.1.3-py3-none-any.whl.metadata (28 kB)\n",
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+ "Collecting srsly<3.0.0,>=2.4.3 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading srsly-2.4.8-cp311-cp311-macosx_11_0_arm64.whl.metadata (20 kB)\n",
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+ "Collecting catalogue<2.1.0,>=2.0.6 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading catalogue-2.0.10-py3-none-any.whl.metadata (14 kB)\n",
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+ "Collecting weasel<0.5.0,>=0.1.0 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading weasel-0.4.1-py3-none-any.whl.metadata (4.6 kB)\n",
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+ "Requirement already satisfied: typer<1.0.0,>=0.3.0 in /opt/homebrew/lib/python3.11/site-packages (from spacy>=3.6.1->audiocraft==1.4.0a1) (0.12.3)\n",
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+ "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in /opt/homebrew/lib/python3.11/site-packages (from spacy>=3.6.1->audiocraft==1.4.0a1) (2.7.0)\n",
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+ "Requirement already satisfied: setuptools in /opt/homebrew/lib/python3.11/site-packages (from spacy>=3.6.1->audiocraft==1.4.0a1) (69.2.0)\n",
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+ "Collecting langcodes<4.0.0,>=3.2.0 (from spacy>=3.6.1->audiocraft==1.4.0a1)\n",
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+ " Downloading langcodes-3.4.0-py3-none-any.whl.metadata (29 kB)\n",
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+ "INFO: pip is looking at multiple versions of torchaudio to determine which version is compatible with other requirements. This could take a while.\n",
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+ "Collecting torchaudio<2.1.2,>=2.0.0 (from audiocraft==1.4.0a1)\n",
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+ " Downloading torchaudio-2.1.0-cp311-cp311-macosx_11_0_arm64.whl.metadata (5.7 kB)\n",
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+ "Requirement already satisfied: pyyaml>=5.1 in /opt/homebrew/lib/python3.11/site-packages (from transformers>=4.31.0->audiocraft==1.4.0a1) (6.0)\n",
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+ "Requirement already satisfied: regex!=2019.12.17 in /opt/homebrew/lib/python3.11/site-packages (from transformers>=4.31.0->audiocraft==1.4.0a1) (2023.12.25)\n",
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+ "Requirement already satisfied: tokenizers<0.19,>=0.14 in /opt/homebrew/lib/python3.11/site-packages (from transformers>=4.31.0->audiocraft==1.4.0a1) (0.15.2)\n",
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+ "Requirement already satisfied: safetensors>=0.4.1 in /opt/homebrew/lib/python3.11/site-packages (from transformers>=4.31.0->audiocraft==1.4.0a1) (0.4.2)\n",
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+ "Collecting lameenc>=1.2 (from demucs->audiocraft==1.4.0a1)\n",
163
+ " Downloading lameenc-1.7.0-cp311-cp311-macosx_11_0_arm64.whl.metadata (803 bytes)\n",
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+ "Collecting openunmix (from demucs->audiocraft==1.4.0a1)\n",
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+ " Downloading openunmix-1.3.0-py3-none-any.whl.metadata (17 kB)\n",
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+ "Requirement already satisfied: aiofiles<24.0,>=22.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (23.2.1)\n",
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+ "Requirement already satisfied: altair<6.0,>=4.2.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (5.3.0)\n",
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+ "Requirement already satisfied: fastapi in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (0.110.3)\n",
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+ "Requirement already satisfied: ffmpy in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (0.3.2)\n",
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+ "Requirement already satisfied: gradio-client==0.5.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (0.5.0)\n",
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+ "Requirement already satisfied: httpx in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (0.27.0)\n",
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+ "Requirement already satisfied: importlib-resources<7.0,>=1.3 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (6.3.1)\n",
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+ "Requirement already satisfied: markupsafe~=2.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (2.1.5)\n",
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+ "Requirement already satisfied: matplotlib~=3.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (3.8.3)\n",
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+ "Requirement already satisfied: orjson~=3.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (3.9.15)\n",
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+ "Requirement already satisfied: pandas<3.0,>=1.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (2.2.1)\n",
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+ "Requirement already satisfied: pydub in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (0.25.1)\n",
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+ "Requirement already satisfied: python-multipart in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (0.0.9)\n",
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+ "Requirement already satisfied: semantic-version~=2.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (2.10.0)\n",
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+ "Requirement already satisfied: uvicorn>=0.14.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (0.25.0)\n",
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+ "Requirement already satisfied: websockets<12.0,>=10.0 in /opt/homebrew/lib/python3.11/site-packages (from gradio->audiocraft==1.4.0a1) (11.0.3)\n",
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+ "Collecting audioread>=2.1.9 (from librosa->audiocraft==1.4.0a1)\n",
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+ " Using cached audioread-3.0.1-py3-none-any.whl.metadata (8.4 kB)\n",
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+ " Created wheel for flashy: filename=flashy-0.0.2-py3-none-any.whl size=34527 sha256=071ecb91bab2f2ed9e6e481bd14cdbcd4f1267f56bd07ee486d6913f8be55175\n",
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+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/f0/01/66/911f5086c7a7f21ca5c5bc32c8adb8cc6bd35359ea82eed99f\n",
323
+ " Building wheel for xformers (setup.py): started\n",
324
+ " Building wheel for xformers (setup.py): finished with status 'error'\n",
325
+ " error: subprocess-exited-with-error\n",
326
+ " \n",
327
+ " × python setup.py bdist_wheel did not run successfully.\n",
328
+ " │ exit code: 1\n",
329
+ " ╰─> [230 lines of output]\n",
330
+ " running bdist_wheel\n",
331
+ " /opt/homebrew/lib/python3.11/site-packages/torch/utils/cpp_extension.py:500: UserWarning: Attempted to use ninja as the BuildExtension backend but we could not find ninja.. Falling back to using the slow distutils backend.\n",
332
+ " warnings.warn(msg.format('we could not find ninja.'))\n",
333
+ " running build\n",
334
+ " running build_py\n",
335
+ " creating build\n",
336
+ " creating build/lib.macosx-14.0-arm64-cpython-311\n",
337
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
338
+ " copying xformers/_deprecation_warning.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
339
+ " copying xformers/version.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
340
+ " copying xformers/checkpoint.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
341
+ " copying xformers/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
342
+ " copying xformers/test.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
343
+ " copying xformers/utils.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
344
+ " copying xformers/_cpp_lib.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
345
+ " copying xformers/info.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers\n",
346
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
347
+ " copying xformers/triton/fused_linear_layer.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
348
+ " copying xformers/triton/sum_strided.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
349
+ " copying xformers/triton/vararg_kernel.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
350
+ " copying xformers/triton/k_activations.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
351
+ " copying xformers/triton/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
352
+ " copying xformers/triton/k_layer_norm.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
353
+ " copying xformers/triton/k_sum.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
354
+ " copying xformers/triton/utils.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
355
+ " copying xformers/triton/k_fused_matmul_fw.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
356
+ " copying xformers/triton/dropout.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
357
+ " copying xformers/triton/k_dropout.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
358
+ " copying xformers/triton/softmax.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
359
+ " copying xformers/triton/layer_norm.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
360
+ " copying xformers/triton/k_fused_matmul_bw.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
361
+ " copying xformers/triton/k_softmax.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/triton\n",
362
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
363
+ " copying xformers/components/simplicial_embedding.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
364
+ " copying xformers/components/residual.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
365
+ " copying xformers/components/reversible.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
366
+ " copying xformers/components/activations.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
367
+ " copying xformers/components/multi_head_dispatch.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
368
+ " copying xformers/components/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
369
+ " copying xformers/components/input_projection.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
370
+ " copying xformers/components/patch_embedding.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components\n",
371
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
372
+ " copying xformers/benchmarks/benchmark_mem_eff_attention.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
373
+ " copying xformers/benchmarks/benchmark_indexing.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
374
+ " copying xformers/benchmarks/benchmark_mlp.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
375
+ " copying xformers/benchmarks/benchmark_triton_stride_sum.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
376
+ " copying xformers/benchmarks/benchmark_blocksparse_transformers.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
377
+ " copying xformers/benchmarks/benchmark_mem_eff_attn_decoder.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
378
+ " copying xformers/benchmarks/benchmark_transformer.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
379
+ " copying xformers/benchmarks/benchmark_revnet.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
380
+ " copying xformers/benchmarks/benchmark_swiglu.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
381
+ " copying xformers/benchmarks/benchmark_triton_layernorm.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
382
+ " copying xformers/benchmarks/benchmark_causal_blocksparse.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
383
+ " copying xformers/benchmarks/benchmark_triton_fused_linear.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
384
+ " copying xformers/benchmarks/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
385
+ " copying xformers/benchmarks/benchmark_triton_blocksparse.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
386
+ " copying xformers/benchmarks/benchmark_triton_softmax.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
387
+ " copying xformers/benchmarks/utils.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
388
+ " copying xformers/benchmarks/benchmark_triton_dropout.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
389
+ " copying xformers/benchmarks/benchmark_nystrom_utils.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
390
+ " copying xformers/benchmarks/benchmark_attn_decoding.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
391
+ " copying xformers/benchmarks/benchmark_multi_head_dispatch.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
392
+ " copying xformers/benchmarks/benchmark_sddmm.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
393
+ " copying xformers/benchmarks/benchmark_core.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks\n",
394
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/ops\n",
395
+ " copying xformers/ops/rmsnorm.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops\n",
396
+ " copying xformers/ops/swiglu_op.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops\n",
397
+ " copying xformers/ops/unbind.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops\n",
398
+ " copying xformers/ops/rope_padded.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops\n",
399
+ " copying xformers/ops/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops\n",
400
+ " copying xformers/ops/common.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops\n",
401
+ " copying xformers/ops/indexing.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops\n",
402
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/profiler\n",
403
+ " copying xformers/profiler/device_limits.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/profiler\n",
404
+ " copying xformers/profiler/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/profiler\n",
405
+ " copying xformers/profiler/api.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/profiler\n",
406
+ " copying xformers/profiler/slow_ops_profiler.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/profiler\n",
407
+ " copying xformers/profiler/profiler.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/profiler\n",
408
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/sparse\n",
409
+ " copying xformers/sparse/_csr_ops.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/sparse\n",
410
+ " copying xformers/sparse/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/sparse\n",
411
+ " copying xformers/sparse/utils.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/sparse\n",
412
+ " copying xformers/sparse/blocksparse_tensor.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/sparse\n",
413
+ " copying xformers/sparse/csr_tensor.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/sparse\n",
414
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/helpers\n",
415
+ " copying xformers/helpers/test_utils.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/helpers\n",
416
+ " copying xformers/helpers/hierarchical_configs.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/helpers\n",
417
+ " copying xformers/helpers/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/helpers\n",
418
+ " copying xformers/helpers/timm_sparse_attention.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/helpers\n",
419
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
420
+ " copying xformers/_flash_attn/fused_softmax.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
421
+ " copying xformers/_flash_attn/flash_blocksparse_attn_interface.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
422
+ " copying xformers/_flash_attn/flash_blocksparse_attention.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
423
+ " copying xformers/_flash_attn/bert_padding.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
424
+ " copying xformers/_flash_attn/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
425
+ " copying xformers/_flash_attn/flash_attn_triton_og.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
426
+ " copying xformers/_flash_attn/flash_attn_triton.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
427
+ " copying xformers/_flash_attn/flash_attn_interface.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn\n",
428
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/factory\n",
429
+ " copying xformers/factory/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/factory\n",
430
+ " copying xformers/factory/hydra_helper.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/factory\n",
431
+ " copying xformers/factory/block_factory.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/factory\n",
432
+ " copying xformers/factory/model_factory.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/factory\n",
433
+ " copying xformers/factory/block_configs.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/factory\n",
434
+ " copying xformers/factory/weight_init.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/factory\n",
435
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
436
+ " copying xformers/components/attention/global_tokens.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
437
+ " copying xformers/components/attention/ortho.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
438
+ " copying xformers/components/attention/blocksparse.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
439
+ " copying xformers/components/attention/local.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
440
+ " copying xformers/components/attention/compositional.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
441
+ " copying xformers/components/attention/pooling.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
442
+ " copying xformers/components/attention/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
443
+ " copying xformers/components/attention/_sputnik_sparse.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
444
+ " copying xformers/components/attention/core.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
445
+ " copying xformers/components/attention/lambda_layer.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
446
+ " copying xformers/components/attention/random.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
447
+ " copying xformers/components/attention/fourier_mix.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
448
+ " copying xformers/components/attention/scaled_dot_product.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
449
+ " copying xformers/components/attention/utils.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
450
+ " copying xformers/components/attention/attention_mask.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
451
+ " copying xformers/components/attention/linformer.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
452
+ " copying xformers/components/attention/attention_patterns.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
453
+ " copying xformers/components/attention/visual.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
454
+ " copying xformers/components/attention/sparsity_config.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
455
+ " copying xformers/components/attention/nystrom.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
456
+ " copying xformers/components/attention/favor.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
457
+ " copying xformers/components/attention/base.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention\n",
458
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/components/feedforward\n",
459
+ " copying xformers/components/feedforward/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/feedforward\n",
460
+ " copying xformers/components/feedforward/mixture_of_experts.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/feedforward\n",
461
+ " copying xformers/components/feedforward/mlp.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/feedforward\n",
462
+ " copying xformers/components/feedforward/conv_mlp.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/feedforward\n",
463
+ " copying xformers/components/feedforward/fused_mlp.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/feedforward\n",
464
+ " copying xformers/components/feedforward/base.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/feedforward\n",
465
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/components/positional_embedding\n",
466
+ " copying xformers/components/positional_embedding/vocab.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/positional_embedding\n",
467
+ " copying xformers/components/positional_embedding/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/positional_embedding\n",
468
+ " copying xformers/components/positional_embedding/param.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/positional_embedding\n",
469
+ " copying xformers/components/positional_embedding/sine.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/positional_embedding\n",
470
+ " copying xformers/components/positional_embedding/rotary.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/positional_embedding\n",
471
+ " copying xformers/components/positional_embedding/base.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/positional_embedding\n",
472
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention/feature_maps\n",
473
+ " copying xformers/components/attention/feature_maps/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention/feature_maps\n",
474
+ " copying xformers/components/attention/feature_maps/softmax.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention/feature_maps\n",
475
+ " copying xformers/components/attention/feature_maps/base.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/components/attention/feature_maps\n",
476
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA\n",
477
+ " copying xformers/benchmarks/LRA/batch_submit.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA\n",
478
+ " copying xformers/benchmarks/LRA/batch_fetch_results.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA\n",
479
+ " copying xformers/benchmarks/LRA/run_with_submitit.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA\n",
480
+ " copying xformers/benchmarks/LRA/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA\n",
481
+ " copying xformers/benchmarks/LRA/run_tasks.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA\n",
482
+ " copying xformers/benchmarks/LRA/run_grid_search.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA\n",
483
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA/code\n",
484
+ " copying xformers/benchmarks/LRA/code/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA/code\n",
485
+ " copying xformers/benchmarks/LRA/code/model_wrapper.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA/code\n",
486
+ " copying xformers/benchmarks/LRA/code/dataset.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/benchmarks/LRA/code\n",
487
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/_triton\n",
488
+ " copying xformers/ops/_triton/k_scaled_index_add.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/_triton\n",
489
+ " copying xformers/ops/_triton/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/_triton\n",
490
+ " copying xformers/ops/_triton/rope_padded_kernels.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/_triton\n",
491
+ " copying xformers/ops/_triton/k_index_select_cat.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/_triton\n",
492
+ " copying xformers/ops/_triton/rmsnorm_kernels.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/_triton\n",
493
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
494
+ " copying xformers/ops/fmha/decoder.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
495
+ " copying xformers/ops/fmha/triton.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
496
+ " copying xformers/ops/fmha/dispatch.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
497
+ " copying xformers/ops/fmha/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
498
+ " copying xformers/ops/fmha/attn_bias.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
499
+ " copying xformers/ops/fmha/common.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
500
+ " copying xformers/ops/fmha/flash.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
501
+ " copying xformers/ops/fmha/small_k.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
502
+ " copying xformers/ops/fmha/cutlass.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
503
+ " copying xformers/ops/fmha/triton_splitk.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/ops/fmha\n",
504
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/losses\n",
505
+ " copying xformers/_flash_attn/losses/cross_entropy.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/losses\n",
506
+ " copying xformers/_flash_attn/losses/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/losses\n",
507
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/layers\n",
508
+ " copying xformers/_flash_attn/layers/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/layers\n",
509
+ " copying xformers/_flash_attn/layers/patch_embed.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/layers\n",
510
+ " copying xformers/_flash_attn/layers/rotary.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/layers\n",
511
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/utils\n",
512
+ " copying xformers/_flash_attn/utils/pretrained.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/utils\n",
513
+ " copying xformers/_flash_attn/utils/generation.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/utils\n",
514
+ " copying xformers/_flash_attn/utils/benchmark.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/utils\n",
515
+ " copying xformers/_flash_attn/utils/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/utils\n",
516
+ " copying xformers/_flash_attn/utils/distributed.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/utils\n",
517
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
518
+ " copying xformers/_flash_attn/models/bigcode.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
519
+ " copying xformers/_flash_attn/models/gptj.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
520
+ " copying xformers/_flash_attn/models/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
521
+ " copying xformers/_flash_attn/models/opt.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
522
+ " copying xformers/_flash_attn/models/llama.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
523
+ " copying xformers/_flash_attn/models/vit.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
524
+ " copying xformers/_flash_attn/models/baichuan.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
525
+ " copying xformers/_flash_attn/models/bert.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
526
+ " copying xformers/_flash_attn/models/falcon.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
527
+ " copying xformers/_flash_attn/models/gpt_neox.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
528
+ " copying xformers/_flash_attn/models/gpt.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/models\n",
529
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops\n",
530
+ " copying xformers/_flash_attn/ops/activations.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops\n",
531
+ " copying xformers/_flash_attn/ops/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops\n",
532
+ " copying xformers/_flash_attn/ops/fused_dense.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops\n",
533
+ " copying xformers/_flash_attn/ops/rms_norm.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops\n",
534
+ " copying xformers/_flash_attn/ops/layer_norm.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops\n",
535
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/modules\n",
536
+ " copying xformers/_flash_attn/modules/embedding.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/modules\n",
537
+ " copying xformers/_flash_attn/modules/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/modules\n",
538
+ " copying xformers/_flash_attn/modules/mlp.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/modules\n",
539
+ " copying xformers/_flash_attn/modules/block.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/modules\n",
540
+ " copying xformers/_flash_attn/modules/mha.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/modules\n",
541
+ " creating build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops/triton\n",
542
+ " copying xformers/_flash_attn/ops/triton/cross_entropy.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops/triton\n",
543
+ " copying xformers/_flash_attn/ops/triton/linear.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops/triton\n",
544
+ " copying xformers/_flash_attn/ops/triton/k_activations.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops/triton\n",
545
+ " copying xformers/_flash_attn/ops/triton/__init__.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops/triton\n",
546
+ " copying xformers/_flash_attn/ops/triton/mlp.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops/triton\n",
547
+ " copying xformers/_flash_attn/ops/triton/rotary.py -> build/lib.macosx-14.0-arm64-cpython-311/xformers/_flash_attn/ops/triton\n",
548
+ " running build_ext\n",
549
+ " building 'xformers._C' extension\n",
550
+ " creating build/temp.macosx-14.0-arm64-cpython-311\n",
551
+ " creating build/temp.macosx-14.0-arm64-cpython-311/xformers\n",
552
+ " creating build/temp.macosx-14.0-arm64-cpython-311/xformers/csrc\n",
553
+ " creating build/temp.macosx-14.0-arm64-cpython-311/xformers/csrc/attention\n",
554
+ " creating build/temp.macosx-14.0-arm64-cpython-311/xformers/csrc/attention/autograd\n",
555
+ " creating build/temp.macosx-14.0-arm64-cpython-311/xformers/csrc/attention/cpu\n",
556
+ " creating build/temp.macosx-14.0-arm64-cpython-311/xformers/csrc/swiglu\n",
557
+ " clang -Wsign-compare -Wunreachable-code -fno-common -dynamic -DNDEBUG -g -fwrapv -O3 -Wall -isysroot /Library/Developer/CommandLineTools/SDKs/MacOSX14.sdk -I/private/var/folders/nd/89shfd6n6lscx28vkg3ytv1c0000gn/T/pip-install-h1jkmh5u/xformers_dd209e6000d94aa695c3b8c8053776cd/xformers/csrc -I/opt/homebrew/lib/python3.11/site-packages/torch/include -I/opt/homebrew/lib/python3.11/site-packages/torch/include/torch/csrc/api/include -I/opt/homebrew/lib/python3.11/site-packages/torch/include/TH -I/opt/homebrew/lib/python3.11/site-packages/torch/include/THC -I/opt/homebrew/opt/[email protected]/Frameworks/Python.framework/Versions/3.11/include/python3.11 -c xformers/csrc/attention/attention.cpp -o build/temp.macosx-14.0-arm64-cpython-311/xformers/csrc/attention/attention.o -O3 -std=c++17 -fopenmp -DTORCH_API_INCLUDE_EXTENSION_H -DPYBIND11_COMPILER_TYPE=\\\"_clang\\\" -DPYBIND11_STDLIB=\\\"_libcpp\\\" -DPYBIND11_BUILD_ABI=\\\"_cxxabi1002\\\" -DTORCH_EXTENSION_NAME=_C -D_GLIBCXX_USE_CXX11_ABI=0\n",
558
+ " clang: error: unsupported option '-fopenmp'\n",
559
+ " error: command '/usr/bin/clang' failed with exit code 1\n",
560
+ " [end of output]\n",
561
+ " \n",
562
+ " note: This error originates from a subprocess, and is likely not a problem with pip.\n",
563
+ " ERROR: Failed building wheel for xformers\n",
564
+ " Running setup.py clean for xformers\n",
565
+ " Building wheel for demucs (setup.py): started\n",
566
+ " Building wheel for demucs (setup.py): finished with status 'done'\n",
567
+ " Created wheel for demucs: filename=demucs-4.0.1-py3-none-any.whl size=78391 sha256=a434bc7d0c07a784c87395ea2df1e39447052c26b3e8285c7ba53a1965eee46c\n",
568
+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/bb/06/a3/83489d50c9f015fa981a2a7bb08fcede75120a0de56775353f\n",
569
+ " Building wheel for julius (setup.py): started\n",
570
+ " Building wheel for julius (setup.py): finished with status 'done'\n",
571
+ " Created wheel for julius: filename=julius-0.2.7-py3-none-any.whl size=21870 sha256=934f4f3f9b370e198960de4c27007b0704168a5122928bd1cc7d19d4587f3281\n",
572
+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/16/15/d4/edd724cefe78050a6ba3344b8b0c6672db829a799dbb9f81ff\n",
573
+ " Building wheel for encodec (setup.py): started\n",
574
+ " Building wheel for encodec (setup.py): finished with status 'done'\n",
575
+ " Created wheel for encodec: filename=encodec-0.1.1-py3-none-any.whl size=45762 sha256=0ee4d9521716dc1911ec92f6890822d831ae978c76b6b7783707a52113c3f0b9\n",
576
+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/b4/a4/88/480018a664e58ca7ce6708759193ee51b017b3b72aa3df8a85\n",
577
+ " Building wheel for pesq (setup.py): started\n",
578
+ " Building wheel for pesq (setup.py): finished with status 'done'\n",
579
+ " Created wheel for pesq: filename=pesq-0.0.4-cp311-cp311-macosx_14_0_arm64.whl size=120676 sha256=640c2b52e01cfc30fb1fbed75e604d1cb14d21c3ebae9c00fd418cf322a06d85\n",
580
+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/ae/f1/23/2698d0bf31eec2b2aa50623b5d93b6206c49c7155d0e31345d\n",
581
+ " Building wheel for docopt (setup.py): started\n",
582
+ " Building wheel for docopt (setup.py): finished with status 'done'\n",
583
+ " Created wheel for docopt: filename=docopt-0.6.2-py2.py3-none-any.whl size=13706 sha256=cdb74a1b54578dba892327c2677efd799864ef7ef5e403f46a87fc757259473e\n",
584
+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/1a/b0/8c/4b75c4116c31f83c8f9f047231251e13cc74481cca4a78a9ce\n",
585
+ " Building wheel for dora-search (pyproject.toml): started\n",
586
+ " Building wheel for dora-search (pyproject.toml): finished with status 'done'\n",
587
+ " Created wheel for dora-search: filename=dora_search-0.1.12-py3-none-any.whl size=75093 sha256=a6168a33da1b503a82e0480b41bae8625e188bbbe744eb6140fdc19990292c44\n",
588
+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/e3/f3/a9/2fd1ebbd64c4b2a1e53c81bf25282567a80802ceedfedcab4a\n",
589
+ " Building wheel for treetable (setup.py): started\n",
590
+ " Building wheel for treetable (setup.py): finished with status 'done'\n",
591
+ " Created wheel for treetable: filename=treetable-0.2.5-py3-none-any.whl size=7333 sha256=572513c7b367f074f063e77c4571a6a054b01518e27238c2a1554db71d8a89f0\n",
592
+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/6c/c9/6a/3ee58e3f4ed63e61de2a515cdb75438521f0372a1f0086be79\n",
593
+ "Successfully built flashy demucs julius encodec pesq docopt dora-search treetable\n",
594
+ "Failed to build xformers\n",
595
+ "ERROR: ERROR: Failed to build installable wheels for some pyproject.toml based projects (xformers)\n",
596
+ "\n",
597
+ "INSTALLATION FAILED...\n"
598
+ ]
599
+ }
600
+ ],
601
+ "source": [
602
+ "# @title Execute first for installing AudioCraft\n",
603
+ "# @markdown Execute this cell to install AudioCraft. (**Note:** the `pip install` stage might take a while.)\n",
604
+ "from pathlib import Path\n",
605
+ "import subprocess as sp\n",
606
+ "from shutil import rmtree\n",
607
+ "import re\n",
608
+ "import time\n",
609
+ "\n",
610
+ "def run_log_on_fail(name, *args, **kwargs):\n",
611
+ " log = log_folder / (name + \".log\")\n",
612
+ " print(\"Running stage\", name)\n",
613
+ " try:\n",
614
+ " sp.run(*args, **kwargs, stdout=open(log, 'w'), stderr=sp.STDOUT, check=True)\n",
615
+ " except sp.CalledProcessError:\n",
616
+ " print(f\"Stage {name} failed, this is NOT expected, see logs hereafter.\")\n",
617
+ " print(open(log, 'r').read())\n",
618
+ " raise\n",
619
+ " else:\n",
620
+ " return log\n",
621
+ "\n",
622
+ "def install():\n",
623
+ " global log_folder\n",
624
+ " ac_folder = Path('./content/audiocraft')\n",
625
+ " log_folder = Path('./content/logs')\n",
626
+ " log_folder.mkdir(exist_ok=True, parents=True)\n",
627
+ " if ac_folder.exists():\n",
628
+ " rmtree(ac_folder)\n",
629
+ " try:\n",
630
+ " run_log_on_fail(\"git clone\", [\"git\", \"clone\", \"https://github.com/facebookresearch/audiocraft\"], cwd=ac_folder.parent)\n",
631
+ " run_log_on_fail(\"pip install\", [\"pip\", \"install\", \"-e\", \".\"], cwd=ac_folder)\n",
632
+ " pass\n",
633
+ " except sp.CalledProcessError:\n",
634
+ " print(\"INSTALLATION FAILED...\")\n",
635
+ " return\n",
636
+ "\n",
637
+ "install()"
638
+ ]
639
+ },
640
+ {
641
+ "cell_type": "code",
642
+ "execution_count": 24,
643
+ "metadata": {},
644
+ "outputs": [
645
+ {
646
+ "name": "stdout",
647
+ "output_type": "stream",
648
+ "text": [
649
+ "\u001b[33mDEPRECATION: Configuring installation scheme with distutils config files is deprecated and will no longer work in the near future. If you are using a Homebrew or Linuxbrew Python, please see discussion at https://github.com/Homebrew/homebrew-core/issues/76621\u001b[0m\u001b[33m\n",
650
+ "\u001b[0mRequirement already satisfied: einops in /opt/homebrew/lib/python3.9/site-packages (0.6.1)\n",
651
+ "Collecting julius\n",
652
+ " Using cached julius-0.2.7.tar.gz (59 kB)\n",
653
+ " Preparing metadata (setup.py) ... \u001b[?25ldone\n",
654
+ "\u001b[?25hRequirement already satisfied: torch>=1.7.0 in /opt/homebrew/lib/python3.9/site-packages (from julius) (2.1.2)\n",
655
+ "\u001b[31mERROR: Could not install packages due to an OSError: [Errno 2] No such file or directory: '/opt/homebrew/lib/python3.9/site-packages/torch-2.1.2.dist-info/METADATA'\n",
656
+ "\u001b[0m\u001b[31m\n",
657
+ "\u001b[0m"
658
+ ]
659
+ }
660
+ ],
661
+ "source": [
662
+ "!pip3 install einops julius"
663
+ ]
664
+ },
665
+ {
666
+ "cell_type": "code",
667
+ "execution_count": 3,
668
+ "metadata": {
669
+ "colab": {
670
+ "base_uri": "https://localhost:8080/"
671
+ },
672
+ "id": "0mFH0Nma65RU",
673
+ "outputId": "2174c9f0-975d-43ba-834e-7b4450c826d2"
674
+ },
675
+ "outputs": [
676
+ {
677
+ "name": "stdout",
678
+ "output_type": "stream",
679
+ "text": [
680
+ "Requirement already satisfied: einops in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (0.6.1)\n",
681
+ "Collecting julius\n",
682
+ " Downloading julius-0.2.7.tar.gz (59 kB)\n",
683
+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m59.6/59.6 kB\u001b[0m \u001b[31m1.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
684
+ "\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25ldone\n",
685
+ "\u001b[?25hRequirement already satisfied: torch>=1.7.0 in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (from julius) (2.0.1)\n",
686
+ "Requirement already satisfied: filelock in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (from torch>=1.7.0->julius) (3.12.2)\n",
687
+ "Requirement already satisfied: typing-extensions in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (from torch>=1.7.0->julius) (4.6.3)\n",
688
+ "Requirement already satisfied: sympy in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (from torch>=1.7.0->julius) (1.12)\n",
689
+ "Requirement already satisfied: networkx in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (from torch>=1.7.0->julius) (3.1)\n",
690
+ "Requirement already satisfied: jinja2 in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (from torch>=1.7.0->julius) (3.1.2)\n",
691
+ "Requirement already satisfied: MarkupSafe>=2.0 in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (from jinja2->torch>=1.7.0->julius) (2.1.3)\n",
692
+ "Requirement already satisfied: mpmath>=0.19 in /Users/eemanmajumder/miniforge3/envs/env_tf/lib/python3.9/site-packages (from sympy->torch>=1.7.0->julius) (1.3.0)\n",
693
+ "Building wheels for collected packages: julius\n",
694
+ " Building wheel for julius (setup.py) ... \u001b[?25ldone\n",
695
+ "\u001b[?25h Created wheel for julius: filename=julius-0.2.7-py3-none-any.whl size=21878 sha256=337431d70ba78c644f8e521c875d27e4910eb1414a295425dd1f07b2dc6892cd\n",
696
+ " Stored in directory: /Users/eemanmajumder/Library/Caches/pip/wheels/53/0a/a7/fc08f97438f4969d86afa7904336c2eb7eb422101359f3ad11\n",
697
+ "Successfully built julius\n",
698
+ "Installing collected packages: julius\n",
699
+ "Successfully installed julius-0.2.7\n",
700
+ "Traceback (most recent call last):\n",
701
+ " File \"/opt/homebrew/Cellar/[email protected]/3.9.18/Frameworks/Python.framework/Versions/3.9/lib/python3.9/runpy.py\", line 197, in _run_module_as_main\n",
702
+ " return _run_code(code, main_globals, None,\n",
703
+ " File \"/opt/homebrew/Cellar/[email protected]/3.9.18/Frameworks/Python.framework/Versions/3.9/lib/python3.9/runpy.py\", line 87, in _run_code\n",
704
+ " exec(code, run_globals)\n",
705
+ " File \"/Users/eemanmajumder/code_shit/sunnai/content/audiocraft/demos/musicgen_app.py\", line 26, in <module>\n",
706
+ " from audiocraft.data.audio_utils import convert_audio\n",
707
+ " File \"/Users/eemanmajumder/code_shit/sunnai/content/audiocraft/audiocraft/__init__.py\", line 24, in <module>\n",
708
+ " from . import data, modules, models\n",
709
+ " File \"/Users/eemanmajumder/code_shit/sunnai/content/audiocraft/audiocraft/data/__init__.py\", line 10, in <module>\n",
710
+ " from . import audio, audio_dataset, info_audio_dataset, music_dataset, sound_dataset\n",
711
+ " File \"/Users/eemanmajumder/code_shit/sunnai/content/audiocraft/audiocraft/data/audio.py\", line 25, in <module>\n",
712
+ " from .audio_utils import f32_pcm, normalize_audio\n",
713
+ " File \"/Users/eemanmajumder/code_shit/sunnai/content/audiocraft/audiocraft/data/audio_utils.py\", line 14, in <module>\n",
714
+ " import julius\n",
715
+ "ModuleNotFoundError: No module named 'julius'\n"
716
+ ]
717
+ }
718
+ ],
719
+ "source": [
720
+ "#@title Execute then to launch the demo\n",
721
+ "#@markdown Wait until you see `Running on public URL: ` in the link with a *.gradio.live url. Click on the URL, and enjoy!\n",
722
+ "!pip3 install einops julius\n",
723
+ "!cd ./content/audiocraft && /opt/homebrew/bin/python3.9 -m demos.musicgen_app --share"
724
+ ]
725
+ },
726
+ {
727
+ "cell_type": "code",
728
+ "execution_count": null,
729
+ "metadata": {},
730
+ "outputs": [],
731
+ "source": []
732
+ }
733
+ ],
734
+ "metadata": {
735
+ "accelerator": "GPU",
736
+ "colab": {
737
+ "gpuType": "T4",
738
+ "provenance": []
739
+ },
740
+ "kernelspec": {
741
+ "display_name": "Python 3",
742
+ "name": "python3"
743
+ },
744
+ "language_info": {
745
+ "codemirror_mode": {
746
+ "name": "ipython",
747
+ "version": 3
748
+ },
749
+ "file_extension": ".py",
750
+ "mimetype": "text/x-python",
751
+ "name": "python",
752
+ "nbconvert_exporter": "python",
753
+ "pygments_lexer": "ipython3",
754
+ "version": "3.9.16"
755
+ }
756
+ },
757
+ "nbformat": 4,
758
+ "nbformat_minor": 0
759
+ }
main.py ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import streamlit as st
2
+ import torch
3
+ import torchaudio
4
+ from audiocraft.models import MusicGen
5
+ from audiocraft.data.audio import audio_write
6
+ import os
7
+ import base64
8
+
9
+ def generate_music(model, description, duration):
10
+ model.set_generation_params(duration=duration)
11
+ wav = model.generate([description]) # Generate 1 sample
12
+ return wav[0]
13
+
14
+ def get_audio_player(audio_data):
15
+ audio_file = "temp_audio.wav"
16
+ torchaudio.save(audio_file, audio_data.cpu(), sample_rate=32000)
17
+
18
+ with open(audio_file, "rb") as f:
19
+ audio_bytes = f.read()
20
+
21
+ os.remove(audio_file)
22
+
23
+ b64 = base64.b64encode(audio_bytes).decode()
24
+ return f'<audio controls><source src="data:audio/wav;base64,{b64}" type="audio/wav"></audio>'
25
+
26
+ def main():
27
+ st.set_page_config(page_title="SunnAI - Music Generation", page_icon="🎵")
28
+ st.title("SunnAI - AI Music Generation")
29
+
30
+ st.sidebar.header("Model Settings")
31
+ model_size = st.sidebar.selectbox("Select model size", ["small", "medium", "large"])
32
+
33
+ @st.cache_resource
34
+ def load_model(model_size):
35
+ return MusicGen.get_pretrained(f'facebook/musicgen-{model_size}')
36
+
37
+ model = load_model(model_size)
38
+
39
+ st.write("Welcome to SunnAI! Generate music using AI with just a text description.")
40
+
41
+ description = st.text_area("Enter a description for your music:", "A happy rock song with electric guitar and drums")
42
+ duration = st.slider("Select music duration (in seconds):", min_value=1, max_value=30, value=10)
43
+
44
+ if st.button("Generate Music"):
45
+ with st.spinner("Generating music... This may take a moment."):
46
+ generated_audio = generate_music(model, description, duration)
47
+
48
+ st.success("Music generated successfully!")
49
+ st.markdown(get_audio_player(generated_audio), unsafe_allow_html=True)
50
+
51
+ # Option to download the generated audio
52
+ audio_file = "generated_music.wav"
53
+ torchaudio.save(audio_file, generated_audio.cpu(), sample_rate=32000)
54
+ with open(audio_file, "rb") as f:
55
+ st.download_button(
56
+ label="Download generated music",
57
+ data=f,
58
+ file_name="sunnai_generated_music.wav",
59
+ mime="audio/wav"
60
+ )
61
+ os.remove(audio_file)
62
+
63
+ if __name__ == "__main__":
64
+ main()
requirements.txt ADDED
@@ -0,0 +1,34 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ av==11.0.0
2
+ dac==0.4.2
3
+ demucs==4.0.1
4
+ dora==0.0.3
5
+ einops==0.8.0
6
+ flashy==0.0.2
7
+ Flask==2.2.3
8
+ gradio==4.42.0
9
+ hear21passt==0.0.26
10
+ huggingface_hub==0.24.5
11
+ hydra-core==1.3.2
12
+ ipython==8.26.0
13
+ julius==0.2.7
14
+ laion_clap==1.1.6
15
+ librosa==0.10.1
16
+ matplotlib==3.7.1
17
+ num2words==0.5.13
18
+ numpy==2.1.0
19
+ omegaconf==2.3.0
20
+ pytest==7.3.1
21
+ requests==2.32.3
22
+ setuptools==69.0.2
23
+ soundfile==0.12.1
24
+ spacy==3.3.1
25
+ streamlit==1.28.1
26
+ submitit==1.5.1
27
+ torch==2.2.2
28
+ torchaudio==2.2.2
29
+ torchmetrics==1.4.1
30
+ tqdm==4.66.5
31
+ transformers==4.22.2
32
+ treetable==0.2.5
33
+ typing_extensions==4.12.2
34
+ xformers==0.0.27.post2