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Containers for machine learning

17 mentions on Hacker News by 11 people: 3 stories, 14 comments · first 2021-09-09 · latest 2026-05-01

Mentions per year 17 mentions · busiest year 2022 (8)
20082026
  1. …AI Tooling: https://blog.cloudflare.com/internal-ai-engineering-stack/ - Release Cog v0.19: https://github.com/replicate/cog/releases/tag/v0.19.0 - Dynamic Worker Sandboxes: https://blog.cloudflare.com/dynamic-workers/ - Dynamic Workflows:…
    comment by kflansburg · 2026-05-01 · in Ask HN: Who is hiring? (May 2026)
  2. …entire AI stack. Here are some exciting things that we have launched recently: - Release Cog v0.17: https://github.com/replicate/cog/releases/tag/v0.17.0 - Dynamic Worker Sandboxes: https://blog.cloudflare.com/dynamic-workers/ - Kimi K2.5:…
    comment by kflansburg · 2026-04-01 · in Ask HN: Who is hiring? (April 2026)
  3. …I've found quite useful for local deployments of models (as well as to Replicate's servers). [0] https://github.com/replicate/cog
    comment by pancakemouse · 2025-11-17 · in Replicate is joining Cloudflare
  4. I knew about Replicate but not about Cog, so linky if others are similarly interested https://github.com/replicate/cog#how-it-works (Apache 2)
    comment by mdaniel · 2025-04-15 · in Docker Model Runner
  5. …it does seem to make things a lot smoother Even with lambalabs' lambdastack I still hit cuda hell https://github.com/replicate/cog
    comment by dcsan · 2024-02-14 · in Fly.io has GPUs now
  6. …the author gets full credit. :) [0] https://github.com/Vaibhavs10/insanely-fast-whisper/pull/42 [1] https://github.com/replicate/cog
    comment by bfirsh · 2023-11-14 · in Insanely Fast Whisper
  7. I'm in the same situation. I found this cog project to dockerise ML https://github.com/replicate/cog : you write just one python class and a yaml file, and it takes care of the "CUDA hell" and deps. It even creates a flask app in front of…
    comment by pnocera · 2023-11-03 · in Talk-Llama
  8. …to make it super simple to deploy llama-v2 on any infrastructure of your choosing! More about cog https://github.com/replicate/cog Our thinking was just that a bunch of folks will want to fine-tune right away, then deploy the fine-tunes,…
    comment by rajko_rad · 2023-07-18 · in Llama 2
  9. …to setup a container in the cloud these days. They even have a tool to customize the container: https://github.com/replicate/cog
    comment by bzxcvbn · 2022-09-02 · in Animating Prompts with Stable Diffusion
  10. …and spent a bit of time looking into this...) [0] https://tvm.apache.org/ [1] https://onnx.ai/ [2] https://github.com/replicate/cog
  11. You can run it with Cog: https://github.com/replicate/cog cog predict r8.im/stability-ai/stable-diffusion -i prompt="cow flying in space" Or you can run the Docker image directly. More details under "run on your own computer" here:…
    comment by bfirsh · 2022-08-23 · in Stable Diffusion Public Release
  12. …how new offerings innovate on existing solutions. [1] https://github.com/dokku/lambda-builder [2] https://github.com/replicate/cog [3] https://github.com/railwayapp/nixpacks
    comment by josegonzalez · 2022-04-27 · in Why companies move off Heroku (besides the cost)
  13. …is used to define a model’s inputs/outputs. Dominic and some other contributors have since joined! https://github.com/replicate/cog#contributors- It’s still early days, so expect a few rough edges, but it’s ready to use for deploying…
    comment by bfirsh · 2022-04-21 · in Cog: Containers for Machine Learning
  14. …which is used to define a model’s inputs/outputs. And, many other contributors have since joined! https://github.com/replicate/cog#contributors- It’s still early days, so expect a few rough edges, but it’s ready to use for deploying…