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exllama

A more memory-efficient rewrite of the HF transformers implementation of Llama for use with quantized weights.

Our verdict

Not reviewed yet

We have not reviewed exllama yet

No one at Enterprise DNA has checked this listing against its sources. The description comes from public listings gathered automatically. Any fact below shows where it came from and when it was last checked.

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About exllama

ExLlama is a memory-efficient reimplementation of Hugging Face Transformers' Llama model, optimized for quantized weights. It reduces memory usage during inference, enabling larger models to run on consumer GPUs. The tool is written in Python and maintained by the open-source community.

Best for

Developers running quantized Llama models on resource-constrained hardware

Use cases

  • Running quantized Llama models on limited VRAM
  • Local inference of Llama-based chatbots or text generators
  • Benchmarking memory-optimized transformer inference

Notes

2,922 stars on GitHub. Last updated 2023-09-30. Licensed MIT.

Pros

  • Significantly lower memory footprint than Hugging Face Transformers
  • Fast inference with quantized weights
  • Active community development and frequent updates

Cons

  • Only supports Llama architecture, not other transformer models
  • Requires specific quantization formats (e.g., GPTQ)
  • Less feature-rich than full Hugging Face Transformers ecosystem

Key facts

What we have checked

GitHub stars
2,946
Checked github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438

Each value shows when we last confirmed it and where it came from. Values we have not confirmed are left out, never guessed.

Stars and usage

How exllama is growing

GitHub stars

2,922 to 2,946

stars. 12 July 2026 to 26 Sept 2026, 2 readings.

Source: github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438. Checked .

Alternatives

Alternatives to exllama

RecordTypeHow we knowChecked
llama.cppThis is an alternative to itAppNamed in the listingNot dated
vLLMThis is an alternative to itOpen sourceNamed in the listingNot dated

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Sources

Where this comes from

  • github api via nightly crawl, recovered from git history 20e874270887c1008f860ee0198e461a23c9e438Registry

    Checked · GitHub stars

A source shows what was published when we checked it. It does not certify security, performance or a working installation. Read our method.

Changelog

What changed

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