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Hugging Face Transformers

Shares rank 12 of 19 machine learning libraries by recommenders

Core open source Python library for running machine learning models, valued for smooth setup. Critics note frequent breaking changes and trouble working offline.

Core open source Python library for running machine learning models, valued for smooth setup. Critics note frequent breaking changes and trouble working offline.

19 people gave an opinion

recommend it
8
criticize it
11
approval share
42%
Each figure is one person. RecommendsCriticizes

Recommended in 7 of 13 months

  1. November 2025: not recommended
  2. December 2025: not recommended
  3. January 2026: recommended
  4. February 2026: recommended
  5. March 2026: recommended
  6. April 2026: recommended
  7. May 2026: recommended
  8. June 2026: not recommended
  9. July 2026: recommended
  10. August 2026: not recommended
  11. September 2026: not recommended
  12. October 2026: recommended
  13. November 2026: not recommended (month in progress)

Why it doesn’t carry the badge

  • 8 people recommend itNeeds 10 or more, not met.
  • 0.7 recommenders for every criticNeeds 2 to 1 or better, not met.
  • Recommended in 7 of 13 monthsNeeds 4 or more, met.

The same three rules apply to every product, and the badge can’t be bought. How the badge works

What people say about it

The reasons people give, with the number of comments that give each one. Open a reason to read what they said.

Why people recommend it

Each mark is one comment

  • Works smoothly with little setup

    “you no longer needed to wrestle with anaconda and order of installation for all the deps”

    Comment from 3 Mar 2026 in “OpenClaw Surpasses React to Become the Most-Starred Software Project on GitHub”

    “The processor from the transformers library works fine though.”

    Comment from 5 May 2026 in “Accelerating Gemma 4: faster inference with multi-token prediction drafters”

    “had it work without three rounds of fiddling”

    Comment from 20 Sep 2026 in “Qwen Image 2.1”
  • Core, well-regarded open source library

    “pretty much the core library for how you interact with LLM models in the open source world”

    Comment from 21 Jul 2026 in “OpenAI and Hugging Face partner to address security incident”

    “Hugging Face have been a great open source steward of Transformers”

    Comment from 20 Feb 2026 in “Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI”

    “HF is super valuable with their transformers library”

    Comment from 20 Feb 2026 in “Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI”

What people warn about

Each mark is one comment

  • Breaking changes and stability worries

    “They break backwards compatibility constantly, even on APIs which are not underscore/dunder named”

    Comment from 20 Feb 2026 in “Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI”

    “If you want to look for a coming disaster, look no further than HuggingFace libraries”

    Comment from 1 May 2026 in “Shai-Hulud Themed Malware Found in the PyTorch Lightning AI Training Library”

    “velocity is a real risk to stability, dogfooding or not”

    Comment from 5 May 2026 in “I am worried about Bun”
  • Phones home and hard offline

    “I was surprised how hard it was to stop the Python transformers library from phoning home to Hugging Face.”

    Comment from 2 May 2026 in “Do_not_track”

    “HF is notorious for making it difficult to work offline”

    Comment from 2 May 2026 in “Do_not_track”

Other machine learning libraries people recommend

The four most recommended other machine learning libraries, with the same counts for each, so you can compare like for like. The tick on each bar marks the 2 to 1 line the badge needs.

Hugging Face Transformers compared with 4 alternatives
ProductRecommendCriticizeApprovalMonthsOwnedBadge
PyTorch1314774%12—Approved
MLX752476%12—Approved
JAX49689%12—Approved
OpenCV461674%11—Approved
Hugging Face TransformersThis page81142%7——
See all 19 machine learning libraries, ranked

What people said

All 20 comments that mention it, newest first. Each links to the original comment.

“completely devoid of suspense or consistency”

CriticizesComment from 27 Oct 2026 in “New iPad mini”

“while huggingface transformers supports it, it only can do f16 quant for MoEs like Diffusion Gemma”

MixedComment from 19 Oct 2026 in “Mercury 3: Diffusion at scale”

“had it work without three rounds of fiddling”

CriticizesComment from 20 Sep 2026 in “Qwen Image 2.1”

“Totally not sure why any one would use it for anything other then if they stumbled across it”

CriticizesComment from 27 Aug 2026 in “Nvidia agrees to acquire Hugging Face for $13B”

“It conflates so many different ideas into huge monoliths that it's barely usable”

CriticizesComment from 27 Aug 2026 in “Nvidia agrees to acquire Hugging Face for $13B”

“pretty much the core library for how you interact with LLM models in the open source world”

RecommendsComment from 21 Jul 2026 in “OpenAI and Hugging Face partner to address security incident”

“The processor from the transformers library works fine though.”

RecommendsComment from 5 May 2026 in “Accelerating Gemma 4: faster inference with multi-token prediction drafters”

“velocity is a real risk to stability, dogfooding or not”

CriticizesComment from 5 May 2026 in “I am worried about Bun”

“HF is notorious for making it difficult to work offline”

CriticizesComment from 2 May 2026 in “Do_not_track”

“I was surprised how hard it was to stop the Python transformers library from phoning home to Hugging Face.”

CriticizesComment from 2 May 2026 in “Do_not_track”

“If you want to look for a coming disaster, look no further than HuggingFace libraries”

CriticizesComment from 1 May 2026 in “Shai-Hulud Themed Malware Found in the PyTorch Lightning AI Training Library”

“the ending still gives me goosebumps in hope for future”

RecommendsComment from 7 Apr 2026 in “12k Tons of Dumped Orange Peel Grew into a Landscape Nobody Expected (2017)”

“even before Netflix blockbuster movies were done with a cookie cutter”

CriticizesComment from 15 Mar 2026 in “Hollywood Enters Oscars Weekend in Existential Crisis”

“you no longer needed to wrestle with anaconda and order of installation for all the deps”

RecommendsComment from 3 Mar 2026 in “OpenClaw Surpasses React to Become the Most-Starred Software Project on GitHub”

“Hugging Face have been a great open source steward of Transformers”

RecommendsComment from 20 Feb 2026 in “Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI”

“We just don’t have a choice due to their dominance of open source ML”

CriticizesComment from 20 Feb 2026 in “Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI”

“They break backwards compatibility constantly, even on APIs which are not underscore/dunder named”

CriticizesComment from 20 Feb 2026 in “Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI”

“HF is super valuable with their transformers library”

RecommendsComment from 20 Feb 2026 in “Ggml.ai joins Hugging Face to ensure the long-term progress of Local AI”

“Glad to see the tokenizer rewrite.”

RecommendsComment from 26 Jan 2026 in “Transformers v5 GA is out”

“The movie was awful because it looked filmed at a low frame rate and they cut between views every frame or two.”

CriticizesComment from 21 Jan 2026 in “Director Gore Verbinski: Unreal Engine is the greatest slip backwards for movie”

Counts come from 1,795,640 Hacker News comments, November 2025 to November 2026. How we count. Report a mistake.