jtomchak

jtomchak

Handling http response streaming

So I’m getting back a streaming response from a whisper api I set up to use fly.io GPU’s. So far I can call it, get back chunks as they come in using req’s into: parameter and put the text and timestamp on a Phoenix LiveView. What I’m struggling with is how to capture all the incoming chunks to a list so I can save the text segments to Postgres and/or to object storage so I don’t have to transcript that particular audio file again.

# calling transcribe_audio with the url
 
  def async_transcribe(%Episode{} = episode) do
    Task.Supervisor.start_child(NormanAi.TaskSupervisor, fn ->

      result =
        NormanAi.Audio.transcribe_audio(episode.enclosure_url, fn ss, text ->
          segment = %Episode.Transcript.Segment{ss: ss, text: text}
          broadcast!(episode.id, {segment, episode.id})
          IO.inspect("BROADCASTING")

          segment
        end)

      IO.inspect(result)
      # Repo.update_all(from(e in Episode, where: e.id == ^episode.id),
      #   set: [transcript: %Episode.Transcript{segments: segments}]
      # )
    end)
  end

Then the work is done here

  def transcribe_audio(url, callback) do
# internal fly.io url for making api requests to
    req =
      Req.new(
        url: "http://faster-whisper-server-patient-voice-8559.flycast/v1/audio/transcriptions",
        connect_options: [transport_opts: [inet6: true]],
        receive_timeout: 120_000
      )

# hard coded url with short sample audio
    file_path =
      file_path_from_url(
        "https://s3-us-west-2.amazonaws.com/staging-moth-social/media_attachments/files/113/041/865/730/367/819/original/9fd57c861d8f3fc7.mp3"
      )

    multipart =
      Multipart.new()
      |> Multipart.add_part(Multipart.Part.text_field("true", "stream"))
      |> Multipart.add_part(Multipart.Part.file_field(file_path, "file"))

    content_length = Multipart.content_length(multipart)
    content_type = Multipart.content_type(multipart, "multipart/form-data")

    headers = [
      {"Content-Type", content_type},
      {"Content-Length", to_string(content_length)}
    ]

    Req.post(
      req,
      headers: headers,
      body: Multipart.body_stream(multipart),
      into: fn {:data, data}, context ->
        # fn {:ok, {ss, %{chunks: [%{text: text}]}}} -> func.(ss, text) end
        results = parse(data)
        IO.inspect(results)
        IO.inspect(context, label: "CONTEXT")
        segment = Enum.at(results.segments, 0)
        callback.(trunc(segment.start), segment.text)
        {:cont, context}
      end
    )
  end

How could I gather up the incoming chunks in a list or collection so I have all the data to save to persistent?
Each returning data chunk looks like this:

%{
  text: " At Apple Park.",
  words: [],
  task: "transcribe",
  language: "en",
  duration: 0.8200000000000003,
  segments: [
    %{
      id: 14,
      start: 54.64,
      seek: 5736,
      tokens: [51695, 1711, 6373, 4964, 13, 51736],
      text: " At Apple Park.",
      end: 55.46,
      words: nil,
      temperature: 0.0,
      avg_logprob: -0.19924645728253304,
      compression_ratio: 1.7433962264150944,
      no_speech_prob: 1.9550323486328125e-5
    }
  ]
}

Marked As Solved

wojtekmach

wojtekmach

Hex Core Team

Yeah, sorry about that, it’s on my roadmap to improve documentation around this. req.private and resp.private exist solely so when writing steps and into: fun we can store intermediate state. The only restriction is private.req_* key names are reserved for Req for forward-compatibility.

Also Liked

garrison

garrison

I have never actually done this but my impression reading the docs is that you’re meant to use the response in the {req, resp} tuple (your context) as an accumulator. You could place the chunks in the :private field of resp under your own key. See :private under “Fields” at Req.Response.

Or you could use the response :body - not sure if it would get clobbered by anything else.

It would be nice if the docs for :into actually spelled this out as I was looking into this exact thing a couple weeks ago and had to infer that this was the intended approach. Seems like it would be a very common use case.

jtomchak

jtomchak

ok. so I should be able to use resp.private to append the chunks as they come back into a list. sweet. I’ll try it out and post the results. I tried with an Agent and managed to get the results back correctly, probably not idiomatic Elixir.

  def transcribe_audio(url, callback) do
    req =
      Req.new(
        url: "http://faster-whisper-server-patient-voice-8559.flycast/v1/audio/transcriptions",
        connect_options: [transport_opts: [inet6: true]],
        receive_timeout: 120_000
      )

    file_path =
      file_path_from_url(
        "https://s3-us-west-2.amazonaws.com/staging-moth-social/media_attachments/files/113/041/865/730/367/819/original/9fd57c861d8f3fc7.mp3"
      )

    multipart =
      Multipart.new()
      |> Multipart.add_part(Multipart.Part.text_field("true", "stream"))
      |> Multipart.add_part(Multipart.Part.file_field(file_path, "file"))

    content_length = Multipart.content_length(multipart)
    content_type = Multipart.content_type(multipart, "multipart/form-data")

    headers = [
      {"Content-Type", content_type},
      {"Content-Length", to_string(content_length)}
    ]

    # Initialize buffer state
    {:ok, agent} = Agent.start_link(fn -> [] end)

    Req.post(
      req,
      headers: headers,
      body: Multipart.body_stream(multipart),
      into: fn {:data, data}, context ->
        # fn {:ok, {ss, %{chunks: [%{text: text}]}}} -> func.(ss, text) end
        results = parse(data)
        segment = Enum.at(results.segments, 0)
        callback.(trunc(segment.start), segment.text)
        :ok = Agent.update(agent, fn state -> [results | state] end)
        {:cont, context}
      end
    )

    # Make sure we shut the agent down
    data_results = Agent.get(agent, & &1) |> Enum.reverse()
    :ok = Agent.stop(agent)
    data_results
  end
wojtekmach

wojtekmach

Hex Core Team

put_private, update_private, etc return updated response, you need to reassign the resp variable.

Btw you can nowadays drop Multipart dependency since we have this capability built in, see encode_body/1 step.

Last Post!

jtomchak

jtomchak

:man_facepalming: d’oh. There we go. Thank you for your help, and the tip on multi part. :+1:

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