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Model: Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16-Q6_K-GGUF
Source: Original Platform

README.md

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+---
+license: apache-2.0
+base_model: Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16
+library_name: transformers
+pipeline_tag: text-generation
+tags:
+- qwen3
+- qwen
+- qwen3-4b
+- merged
+- lora
+- fp16
+- no-4bit
+- transformers
+- text-generation
+- instruction-tuned
+- llama-cpp
+- gguf-my-repo
+datasets:
+- TeichAI/claude-haiku-4.5-1700x
+language:
+- en
+---
+
+# Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16-Q6_K-GGUF
+This model was converted to GGUF format from [`Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16`](https://huggingface.co/Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
+Refer to the [original model card](https://huggingface.co/Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16) for more details on the model.
+
+## Use with llama.cpp
+Install llama.cpp through brew (works on Mac and Linux)
+
+```bash
+brew install llama.cpp
+
+```
+Invoke the llama.cpp server or the CLI.
+
+### CLI:
+```bash
+llama-cli --hf-repo Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16-Q6_K-GGUF --hf-file qwen3-2507-4b-instruct-haiku-4.5-merged-fp16-q6_k.gguf -p "The meaning to life and the universe is"
+```
+
+### Server:
+```bash
+llama-server --hf-repo Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16-Q6_K-GGUF --hf-file qwen3-2507-4b-instruct-haiku-4.5-merged-fp16-q6_k.gguf -c 2048
+```
+
+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.
+
+Step 1: Clone llama.cpp from GitHub.
+```
+git clone https://github.com/ggerganov/llama.cpp
+```
+
+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).
+```
+cd llama.cpp && LLAMA_CURL=1 make
+```
+
+Step 3: Run inference through the main binary.
+```
+./llama-cli --hf-repo Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16-Q6_K-GGUF --hf-file qwen3-2507-4b-instruct-haiku-4.5-merged-fp16-q6_k.gguf -p "The meaning to life and the universe is"
+```
+or
+```
+./llama-server --hf-repo Tralalabs/Qwen3-2507-4B-Instruct-Haiku-4.5-Merged-FP16-Q6_K-GGUF --hf-file qwen3-2507-4b-instruct-haiku-4.5-merged-fp16-q6_k.gguf -c 2048
+```