xav's Introduction

Xav

Elixir wrapper over FFmpeg for reading audio and video files.

See an interview with FFmpeg enthusiast: https://youtu.be/9kaIXkImCAM

Installation

Make sure you have installed FFMpeg (ver. 7.0) development packages on your system (see here for installation one-liners) and add Xav to the list of your dependencies:

def deps do
  [
    {:xav, "~> 0.3.0"}
  ]
end

Usage

Read from a file:

r = Xav.Reader.new!("./some_mp4_file.mp4")
{:ok, %Xav.Frame{} = frame} = Xav.Reader.next_frame(r)
tensor = Xav.Frame.to_nx(frame)
Kino.Image.new(tensor)

Read from a camera:

r = Xav.Reader.new!("/dev/video0", device?: true)
{:ok, %Xav.Frame{} = frame} = Xav.Reader.next_frame(r)
tensor = Xav.Frame.to_nx(frame)
Kino.Image.new(tensor)

Speech to text:

r = Xav.Reader.new!("../sample.mp3", read: :audio)

{:ok, whisper} = Bumblebee.load_model({:hf, "openai/whisper-tiny"})
{:ok, featurizer} = Bumblebee.load_featurizer({:hf, "openai/whisper-tiny"})
{:ok, tokenizer} = Bumblebee.load_tokenizer({:hf, "openai/whisper-tiny"})

serving =
  Bumblebee.Audio.speech_to_text(whisper, featurizer, tokenizer,
    max_new_tokens: 100,
    defn_options: [compiler: EXLA]
  )

# read a couple of frames
frames =
  for _i <- 0..200 do
    {:ok, frame} = Xav.Reader.next_frame(r)
    Xav.Frame.to_nx(frame)
  end

batch = Nx.Batch.concatenate(frames)
batch = Nx.Defn.jit_apply(&Function.identity/1, [batch])
Nx.Serving.run(serving, batch)