Roadmap

[MatteoRobbiati]

Next steps with priorities ( High priority $\rightarrow$ 🔴 🟠 🟢 $\leftarrow$ low priority ):

Core developing

• [ ] merge model branch into main (🔴);
• [ ] clean up the main from old/unused files (🔴);
• [ ] merge PSR checking gradients (🔴);
• [ ] speed up tests (🔴):
  • [ ] reduce the tested combinations (🔴);
  • [ ] setup a wise test procedure (🟠);
• [ ] Keras interface (🟠);
• [ ] Jax backend improvements (🟠);
• [ ] Implement reuploading encoding and make the model more flexible to support trainable encoding (🟠);
• [ ] Jax (Flax) interface (🟢);
• [ ] test GPUs work with Pytorch, Tensorflow and Jax (🟢);
• [ ] support batch execution (🟢);
• [ ] real time error mitigation (🟢);
• [ ] support a set of hardware-compatible optimizers (🟢). Have a look to this repo of gradient-free optimizers;
• [ ] Add a function to draw the QuantumModel (just like Circuit.draw()) (🟢);

Support tasks

• [ ] migrate the pytorch backend from Qibo to Qiboml (🔴);
• [ ] merge docs draft (🔴);
• [ ] docs (🔴):
  • [ ] webpage (🟠);
  • [ ] tutorial (🔴);
• [ ] move variational examples from Qibo to Qiboml with tests (using Qiboml API) (🟠);