Text Generation
Transformers
GGUF
English
esper
esper-3
valiant
valiant-labs
qwen
qwen-3
qwen-3-4b
4b
reasoning
code
code-instruct
python
javascript
dev-ops
jenkins
terraform
scripting
powershell
azure
aws
gcp
cloud
problem-solving
architect
engineer
developer
creative
analytical
expert
rationality
conversational
chat
instruct
llama-cpp
gguf-my-repo
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README.md
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This model was converted to GGUF format from [`ValiantLabs/Qwen3-4B-Esper3`](https://huggingface.co/ValiantLabs/Qwen3-4B-Esper3) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
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Refer to the [original model card](https://huggingface.co/ValiantLabs/Qwen3-4B-Esper3) for more details on the model.
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## Use with llama.cpp
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Install llama.cpp through brew (works on Mac and Linux)
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This model was converted to GGUF format from [`ValiantLabs/Qwen3-4B-Esper3`](https://huggingface.co/ValiantLabs/Qwen3-4B-Esper3) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
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Refer to the [original model card](https://huggingface.co/ValiantLabs/Qwen3-4B-Esper3) for more details on the model.
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Esper 3 is a coding, architecture, and DevOps reasoning specialist built on Qwen 3.
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- Finetuned on our DevOps and architecture reasoning and code reasoning data generated with Deepseek R1!
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- Improved general and creative reasoning to supplement problem-solving and general chat performance.
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- Small model sizes allow running on local desktop and mobile, plus super-fast server inference!
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---
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## Use with llama.cpp
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Install llama.cpp through brew (works on Mac and Linux)
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