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TheBloke

Published quantized GGUF, GPTQ and AWQ versions of open language models on Hugging Face

TheBloke is a public handle on Hugging Face, where the profile lists quantisation and fine tuning as interests and hosts quantized versions of open language models in the GGUF, GPTQ and AWQ formats. TheBloke's repository for Meta's Llama 2 7B, for example, offers GGUF files at quantization levels from Q2_K to Q8_0 and lists llama.cpp among the local clients and libraries that can run them. Earlier GGML repositories, such as the one for Koala 7B, say some of their files were quantized with an older version of llama.cpp, and in May 2023 TheBloke authored a merged commit to llama.cpp that let its convert.py script handle models stored in a single pytorch_model.bin file.1234

At a glance

Current role
None confirmed in the sources
Sector
Independent
Work listed
2
Sources cited
9
Profile reviewed

Open-source work

TheBloke is the public handle of a Hugging Face account whose profile lists quantisation and fine tuning as interests. The account's repositories, created between April 2023 and January 2024, publish quantized versions of open language models so they can run on local hardware.156

Quantization formats

The earliest repositories, for models such as Koala 7B, used the GPTQ and GGML formats, and the Koala GGML card notes that some files were quantized with an older version of llama.cpp to stay compatible with an earlier commit. Later repositories adopted the GGUF format alongside GPTQ and AWQ: the Llama 2 7B GGUF repository, for example, offers files from Q2_K to Q8_0 and lists llama.cpp and LM Studio among the clients that can load them.732

Among the last repositories created, in January 2024, were GGUF, GPTQ and AWQ versions of Argilla's CapybaraHermes 2.5 Mistral 7B.68

Work and contributions

  • llama.cpp Open-source code

    Authored the May 16, 2023 commit "convert.py: Support models which are stored in a single pytorch_model.bin" (#1469). The repository is MIT-licensed.49

  • Quantized model repositories on Hugging Face Open weights

    Publishes GGUF, GPTQ and AWQ quantizations of open models under the TheBloke account. The Llama-2-7B-GGUF card says the repository contains GGUF files for Meta's Llama 2 7B under the llama2 license, and lists llama.cpp, LM Studio and other clients that support the format. The koala-7B-GGML card says its original quantisation methods were quantized using an older version of llama.cpp so that they stay compatible with llama.cpp as of commit 2d5db48.123

Timeline

  1. Created the first TheBloke repositories on Hugging Face, including koala-7B-GPTQ.57
  2. Created the Llama-2-7B-GGUF repository of GGUF quantizations of Meta's Llama 2 7B.52
  3. Created GGUF, GPTQ and AWQ repositories for CapybaraHermes 2.5 Mistral 7B, among the account's last uploads.68

Documented roles

The sources do not confirm a current role; these are the roles they document.

  • Contributor (convert.py, 2023), llama.cpp project4

Suggest a correction or removal

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References

9 sources · profile reviewed Oct 21, 2026 · data updated Oct 21, 2026

  1. TheBloke on Hugging FaceHugging Face · Official page · accessed Oct 21, 2026
  2. TheBloke/Llama-2-7B-GGUF model cardTheBloke (Hugging Face) · Model card · accessed Oct 21, 2026
  3. TheBloke/koala-7B-GGML model cardTheBloke (Hugging Face) · Model card · accessed Oct 21, 2026
  4. ggml-org/llama.cpp commits authored by TheBlokeggml-org (GitHub repository) · Repository · accessed Oct 13, 2026
  5. Hugging Face Hub API — models by TheBloke sorted by creation dateHugging Face · Documentation · accessed Oct 21, 2026
  6. Hugging Face Hub API — models by TheBloke, most recently created firstHugging Face · Documentation · accessed Oct 21, 2026
  7. TheBloke/koala-7B-GPTQ model pageHugging Face (TheBloke) · Model card · published Apr 7, 2023 · accessed Oct 21, 2026
  8. TheBloke/CapybaraHermes-2.5-Mistral-7B-GGUF model cardHugging Face (TheBloke) · Model card · published Jan 31, 2024 · accessed Oct 21, 2026
  9. ggml-org/llama.cpp LICENSE (MIT)ggml-org (GitHub repository) · License · accessed Oct 21, 2026