Show HN: depot.ai – easily embed ML / AI models in your Dockerfile

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

Our great sponsors
  • WorkOS - The modern identity platform for B2B SaaS
  • InfluxDB - Power Real-Time Data Analytics at Scale
  • SaaSHub - Software Alternatives and Reviews
  • stargz-snapshotter

    Fast container image distribution plugin with lazy pulling

  • To optimize build speed, cache hits, and registry storage, we're building each image reproducibly and indexing the contents with eStargz[0]. The image is stored on Cloudflare R2, and served via a Cloudflare Worker. Everything is open source[1]!

    Compared to alternatives like `git lfs clone` or downloading your model at runtime, embedding it with `COPY` produces layers that are cache-stable, with identical hash digests across rebuilds. This means they can be fully cached, even if your base image or source code changes.

    And for Docker builders that enable eStargz, copying single files from the image will download only the requested files. eStargz can be enabled in a variety of image builders[2], and we’ve enabled it by default on Depot[3].

    Here’s an announcement post with more details: https://depot.dev/blog/depot-ai.

    We’d love to hear any feedback you may have!

    [0] https://github.com/containerd/stargz-snapshotter/blob/main/docs/estargz.md

    [1] https://github.com/depot/depot.ai

    [2] https://github.com/containerd/stargz-snapshotter/blob/main/docs/integration.md#image-builders

    [3] https://depot.dev

  • cli

    🖥️ Depot CLI, build your Docker images in the cloud (by depot)

  • To optimize build speed, cache hits, and registry storage, we're building each image reproducibly and indexing the contents with eStargz[0]. The image is stored on Cloudflare R2, and served via a Cloudflare Worker. Everything is open source[1]!

    Compared to alternatives like `git lfs clone` or downloading your model at runtime, embedding it with `COPY` produces layers that are cache-stable, with identical hash digests across rebuilds. This means they can be fully cached, even if your base image or source code changes.

    And for Docker builders that enable eStargz, copying single files from the image will download only the requested files. eStargz can be enabled in a variety of image builders[2], and we’ve enabled it by default on Depot[3].

    Here’s an announcement post with more details: https://depot.dev/blog/depot-ai.

    We’d love to hear any feedback you may have!

    [0] https://github.com/containerd/stargz-snapshotter/blob/main/docs/estargz.md

    [1] https://github.com/depot/depot.ai

    [2] https://github.com/containerd/stargz-snapshotter/blob/main/docs/integration.md#image-builders

    [3] https://depot.dev

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

    WorkOS logo
  • depot.ai

    Embed machine learning models in your Dockerfile

  • To optimize build speed, cache hits, and registry storage, we're building each image reproducibly and indexing the contents with eStargz[0]. The image is stored on Cloudflare R2, and served via a Cloudflare Worker. Everything is open source[1]!

    Compared to alternatives like `git lfs clone` or downloading your model at runtime, embedding it with `COPY` produces layers that are cache-stable, with identical hash digests across rebuilds. This means they can be fully cached, even if your base image or source code changes.

    And for Docker builders that enable eStargz, copying single files from the image will download only the requested files. eStargz can be enabled in a variety of image builders[2], and we’ve enabled it by default on Depot[3].

    Here’s an announcement post with more details: https://depot.dev/blog/depot-ai.

    We’d love to hear any feedback you may have!

    [0] https://github.com/containerd/stargz-snapshotter/blob/main/docs/estargz.md

    [1] https://github.com/depot/depot.ai

    [2] https://github.com/containerd/stargz-snapshotter/blob/main/docs/integration.md#image-builders

    [3] https://depot.dev

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

Suggest a related project

Related posts