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How do I run open LLMs on a consumer GPU with GGUF quantization?
Choose a GGUF file supported by your app, then check its size and your available GPU memory. Quantization and file size alone do not establish quality, speed or fit at your chosen context length.
License terms and download availability are separate. Read the exact upstream license before using a model.
Answer response assembled as of . This dates the returned rows, not an upstream model update or a successful model run. Check each linked file record for current availability.
1 hosted file. Inspect the file record for current availability. 30 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: text generation. Listed formats: gguf. This listing does not measure quality or prove runtime support.
Model from Hugging Face for text generation: AnkitAI/Parable-Qwen3-8B-Claude-Fable-5-GGUF · gguf
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
1 hosted file. Inspect the file record for current availability. 7 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: text generation. Listed formats: gguf. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
1 hosted file. Inspect the file record for current availability. 15 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: text generation. Listed formats: gguf. This listing does not measure quality or prove runtime support.
1 hosted file. Inspect the file record for current availability. 15 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: text generation. Listed formats: gguf. This listing does not measure quality or prove runtime support.
1 hosted file. Inspect the file record for current availability. 9 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: object detection. Listed formats: gguf. This listing does not measure quality or prove runtime support.
Model from Hugging Face for text generation: ornith-ai/Ornith-1.0-35B-GGUF · transformers
License
mit. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
7 hosted files. Inspect the file record for current availability. 9 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: text generation. Listed formats: gguf. Recorded license: mit. This listing does not measure quality or prove runtime support.
1 hosted file. Inspect the file record for current availability. 7 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Listed formats: gguf. This listing does not measure quality or prove runtime support.
Model from Hugging Face for llm: unsloth/Qwen3-30B-A3B-Instruct-2507-GGUF · transformers
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
32 hosted files. Inspect the file record for current availability. 33 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Listed formats: gguf. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for text generation: prism-ml/Bonsai-27B-gguf · llama.cpp
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
9 hosted files. Inspect the file record for current availability. 14 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: text generation. Listed formats: gguf. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
Model from Hugging Face for automatic speech recognition: handy-computer/parakeet-unified-en-0.6b-gguf · transcribe.cpp
License
cc-by-4.0. cc-by-4.0: commercial use, modification, and redistribution are permitted with attribution. License details
Hosting
1 hosted file. Inspect the file record for current availability. 7 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: automatic speech recognition. Listed formats: gguf. Recorded license: cc-by-4.0. This listing does not measure quality or prove runtime support.
1 hosted file. Inspect the file record for current availability. 8 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: automatic speech recognition. Listed formats: gguf. This listing does not measure quality or prove runtime support.
Model from Hugging Face for text generation: prism-ml/Ternary-Bonsai-27B-gguf · llama.cpp
License
apache-2.0. Permissive open license: commercial use, modification, and redistribution are permitted. License details
Hosting
15 hosted files. Inspect the file record for current availability. 16 files listed upstream.
File evidence
No exact file name or SHA-256 is recorded in this answer row. Open the file record for current file-level evidence; unknown availability is unconfirmed.
Why listed
The catalog returned it for the search "gguf". Recorded task: text generation. Listed formats: gguf. Recorded license: apache-2.0. This listing does not measure quality or prove runtime support.
How do I run open LLMs on a consumer GPU with GGUF quantization?
It depends on your task, available memory, file format and license. The records below match this guide’s filters. Check the linked file evidence before choosing: a catalog match does not prove runtime support, safety or answer quality.
An answer pack is a question-specific filter over catalog records. It is not a benchmark, safety review or guarantee that a model will run.