augusto1024

augusto1024

Machine Learning in Elixir: Chapter 7 train_pipeline example error

In page 149 of the book, there’s an example of the output of running the CatsAndDogs.pipeline function. The ouptut shows that the image tensors have a type and shape of f32[channels: 3][height: 96][width: 96] but those are channels-first tensors and the StbImage library returns channels-last tensors.

First Post!

iprog4u

iprog4u

If you pattern match on the shape (and the type for good measure) of the %StbImage{…} your def pipeline(…) could read as:

  def pipeline(paths, batch_size, target_height, target_width) do
    paths
    |> Enum.shuffle()
    |> Task.async_stream(&parse_image/1)
    |> Stream.filter(fn
      # {:ok, {%StbImage{}, _}} -> true
      {:ok, {%StbImage{data: _, shape: {_, _, 3}, type: {:u, 8}}, _}} -> true
      _ -> false
    end)
    |> Stream.map(&to_tensors(&1, target_height, target_width))
    |> Stream.chunk_every(batch_size, batch_size, :discard)
    |> Stream.map(fn chunks ->
      {img_chunk, label_chunk} = Enum.unzip(chunks)
      {Nx.stack(img_chunk), Nx.stack(label_chunk)}
    end)
  end

The commented line is just to show what I changed. Cheers!

Where Next?

Popular Pragmatic Bookshelf topics Top

jeffmcompsci
Title: Design and Build Great Web APIs - typo “https://company-atk.herokuapp.com/2258ie4t68jv” (page 19, third bullet in URL list) Typo:...
New
herminiotorres
Hi! I know not the intentions behind this narrative when called, on page XI: mount() |> handle_event() |> render() but the correc...
New
joepstender
The generated iex result below should list products instead of product for the metadata. (page 67) iex> product = %Product{} %Pento....
New
cro
I am working on the “Your Turn” for chapter one and building out the restart button talked about on page 27. It recommends looking into ...
New
gilesdotcodes
In case this helps anyone, I’ve had issues setting up the rails source code. Here were the solutions: In Gemfile, change gem 'rails' t...
New
curtosis
Running mix deps.get in the sensor_hub directory fails with the following error: ** (Mix) No SSH public keys found in ~/.ssh. An ssh aut...
New
nicoatridge
Hi, I have just acquired Michael Fazio’s “Kotlin and Android Development” to learn about game programming for Android. I have a game in p...
New
brunogirin
When I run the coverage example to report on missing lines, I get: pytest --cov=cards --report=term-missing ch7 ERROR: usage: pytest [op...
New
Henrai
Hi, I’m working on the Chapter 8 of the book. After I add add the point_offset, I’m still able to see acne: In the image above, I re...
New
EdBorn
Title: Agile Web Development with Rails 7: (page 70) I am running windows 11 pro with rails 7.0.3 and ruby 3.1.2p20 (2022-04-12 revision...
New

Other popular topics Top

Devtalk
Hello Devtalk World! Please let us know a little about who you are and where you’re from :nerd_face:
New
Devtalk
Reading something? Working on something? Planning something? Changing jobs even!? If you’re up for sharing, please let us know what you’...
1051 21715 396
New
AstonJ
If it’s a mechanical keyboard, which switches do you have? Would you recommend it? Why? What will your next keyboard be? Pics always w...
New
AstonJ
Curious to know which languages and frameworks you’re all thinking about learning next :upside_down_face: Perhaps if there’s enough peop...
New
AstonJ
I’ve been hearing quite a lot of comments relating to the sound of a keyboard, with one of the most desirable of these called ‘thock’, he...
New
PragmaticBookshelf
Build highly interactive applications without ever leaving Elixir, the way the experts do. Let LiveView take care of performance, scalabi...
New
PragmaticBookshelf
Rails 7 completely redefines what it means to produce fantastic user experiences and provides a way to achieve all the benefits of single...
New
AstonJ
If you want a quick and easy way to block any website on your Mac using Little Snitch simply… File > New Rule: And select Deny, O...
New
New
AnfaengerAlex
Hello, I’m a beginner in Android development and I’m facing an issue with my project setup. In my build.gradle.kts file, I have the foll...
New

Sub Categories: