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README update for release
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lukstafi committed Apr 22, 2024
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OCANNL is sponsored by [Ahrefs](https://ocaml.org/success-stories/peta-byte-scale-web-crawler)! [Visit the Ahrefs website.](https://ahrefs.com/)

Note: due to a pending PR, OCANNL depends on a pin to https://github.com/lukstafi/npy-ocaml.

## OCANNL -- OCaml Compiles Algorithms for Neural Networks Learning

* A from-scratch, compiled Deep Learning framework.
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For more details, see [CHANGES](CHANGES.md).

* **v0.3 shape inference, jitted routines**: a major rewrite of the whole project; declarative shape inference; replaced the session interface with a "jitted code routines" API.
* **v0.3.1**: TODO
* **v0.3.2**: TODO
* **v0.2 inching toward GPU**. Abandoned design choices.
* **v0.3 shape inference, jitted routines**: a major rewrite of the whole project.
* **v0.3.2**: new shape inference feature: tracking leftmost axes -- complete inference for splicing, ellipsis-in-the-middle allowed in einsum notation.
* **v0.3.1**: sanitizing code inclusion (rootness checks).
* **v0.3.0**: declarative shape inference; replaced the session interface with a "jitted code routines" API. Cuda defunct.
* **v0.2 inching toward GPU**:
* **v0.2.1 naive-cuda**: a Cuda backend where blocks and threads are exposed via dedicated axis types.
* **v0.2.0 stack-as-device**: treating the C function stack as the "device memory".
* **v0.1 GCCJIT backend**:
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* **v0.1.0**: a `Gccjit` backend, single and double precision floats, code compiled as a monolithic update step function.
* **v0.0 untagged**: basic design around shape inference, high-level and low-level code representation. Now-abandoned Meta-OCaml and OCaml backends.


## Why not just use [OWL](https://ocaml.xyz/)?

OCANNL follows different design choices than [OWL](https://ocaml.xyz/). For example:
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