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+ ---
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+ language:
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+ - en
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+ license: apache-2.0
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+ tags:
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+ - llm
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+ - tool-calling
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+ - lightweight
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+ - agentic-tasks
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+ - react
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+ - mlx
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+ - dft
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+ - llama-cpp
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+ - gguf-my-repo
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+ datasets:
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+ - microsoft/orca-agentinstruct-1M-v1
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+ - microsoft/orca-math-word-problems-200k
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+ - allenai/tulu-3-sft-personas-instruction-following
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+ - xingyaoww/code-act
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+ - m-a-p/Code-Feedback
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+ - weijie210/gsm8k_decomposed
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+ - Locutusque/function-calling-chatml
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+ - HuggingFaceTB/smoltalk
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+ base_model: quwsarohi/NanoAgent-135M
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+ pipeline_tag: text-generation
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+ model-index:
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+ - name: NanoAgent
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+ results: []
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+ ---
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+
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+ # matrixportalx/NanoAgent-135M-Q8_0-GGUF
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+ This model was converted to GGUF format from [`quwsarohi/NanoAgent-135M`](https://huggingface.co/quwsarohi/NanoAgent-135M) 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/quwsarohi/NanoAgent-135M) for more details on the model.
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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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+
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+ ```bash
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+ brew install llama.cpp
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+
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+ ```
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+ Invoke the llama.cpp server or the CLI.
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+
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+ ### CLI:
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+ ```bash
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+ llama-cli --hf-repo matrixportalx/NanoAgent-135M-Q8_0-GGUF --hf-file nanoagent-135m-q8_0.gguf -p "The meaning to life and the universe is"
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+ ```
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+
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+ ### Server:
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+ ```bash
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+ llama-server --hf-repo matrixportalx/NanoAgent-135M-Q8_0-GGUF --hf-file nanoagent-135m-q8_0.gguf -c 2048
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+ ```
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+
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+ Note: You can also use this checkpoint directly through the [usage steps](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#usage) listed in the Llama.cpp repo as well.
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+
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+ Step 1: Clone llama.cpp from GitHub.
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+ ```
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+ git clone https://github.com/ggerganov/llama.cpp
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+ ```
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+
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+ Step 2: Move into the llama.cpp folder and build it with `LLAMA_CURL=1` flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).
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+ ```
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+ cd llama.cpp && LLAMA_CURL=1 make
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+ ```
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+
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+ Step 3: Run inference through the main binary.
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+ ```
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+ ./llama-cli --hf-repo matrixportalx/NanoAgent-135M-Q8_0-GGUF --hf-file nanoagent-135m-q8_0.gguf -p "The meaning to life and the universe is"
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+ ```
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+ or
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+ ```
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+ ./llama-server --hf-repo matrixportalx/NanoAgent-135M-Q8_0-GGUF --hf-file nanoagent-135m-q8_0.gguf -c 2048
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+ ```