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Model: DuoNeural/OLMo-2-7B-Instruct-GGUF Source: Original Platform
2026-06-20 23:51:20 +08:00
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+---
+license: apache-2.0
+base_model: allenai/OLMo-2-1124-7B-Instruct
+tags:
+- gguf
+- quantized
+- olmo
+- allenai
+- text-generation
+- fully-open
+language:
+- en
+pipeline_tag: text-generation
+---
+
+# OLMo-2-7B-Instruct — GGUF Quants
+
+Quantized GGUF versions of [allenai/OLMo-2-1124-7B-Instruct](https://huggingface.co/allenai/OLMo-2-1124-7B-Instruct) — the Allen Institute for AI's fully open 7B language model. OLMo-2 is released under Apache 2.0 with **full training data, code, intermediate checkpoints, and evaluation data** all publicly available — the most transparent large language model at this scale.
+
+## Available Files
+
+| File | Quant | Size | Use Case |
+|------|-------|------|----------|
+| `OLMo-2-7B-Instruct-Q8_0.gguf` | Q8_0 | ~7.4GB | Maximum quality |
+| `OLMo-2-7B-Instruct-Q6_K.gguf` | Q6_K | ~5.7GB | Near-lossless |
+| `OLMo-2-7B-Instruct-Q5_K_M.gguf` | Q5_K_M | ~5.0GB | High quality |
+| `OLMo-2-7B-Instruct-Q4_K_M.gguf` | Q4_K_M | ~4.2GB | **Recommended default** |
+| `OLMo-2-7B-Instruct-Q3_K_M.gguf` | Q3_K_M | ~3.5GB | Low VRAM |
+| `OLMo-2-7B-Instruct-IQ4_XS.gguf` | IQ4_XS | ~3.8GB | Imatrix 4-bit |
+| `OLMo-2-7B-Instruct-IQ3_XXS.gguf` | IQ3_XXS | ~2.7GB | Imatrix 3-bit |
+| `OLMo-2-7B-Instruct-IQ2_M.gguf` | IQ2_M | ~2.4GB | Imatrix 2-bit |
+| `OLMo-2-7B-Instruct-IQ1_S.gguf` | IQ1_S | ~1.6GB | Extreme compression |
+| `OLMo-2-7B-Instruct-fp16.gguf` | FP16 | ~14.0GB | Full precision |
+| `imatrix.dat` | — | — | Importance matrix |
+
+## Usage
+
+```bash
+# llama.cpp
+./llama-cli -m OLMo-2-7B-Instruct-Q4_K_M.gguf \
+  --ctx-size 4096 -n 512 \
+  -p "<|endoftext|><|user|>\nHello!<|assistant|>\n"
+
+# Ollama
+ollama run hf.co/DuoNeural/OLMo-2-7B-Instruct-GGUF:Q4_K_M
+```
+
+## About OLMo-2-7B
+
+- **Parameters**: 7B
+- **Context**: 4096 tokens
+- **Architecture**: Modified decoder-only transformer (RoPE, SwiGLU, QK-norm)
+- **Training Data**: Dolmino Mix 1124 — fully open dataset
+- **License**: Apache 2.0 (commercial use OK)
+- **Unique value**: All artifacts open — weights, data, code, evals, checkpoints
+
+OLMo-2 is the gold standard for research reproducibility in the 7B class. If you need a model where you can trace every decision back to first principles, this is it.
+
+---
+
+*Quantized by DuoNeural using llama.cpp on RTX 5090.*
+
+---
+
+## DuoNeural
+
+**DuoNeural** is an open AI research lab — human + AI in collaboration.
+
+| Platform | Link |
+|----------|------|
+| HuggingFace | [huggingface.co/DuoNeural](https://huggingface.co/DuoNeural) |
+| Website | [duoneural.com](https://duoneural.com) |
+| GitHub | [github.com/DuoNeural](https://github.com/DuoNeural) |
+| X / Twitter | [@DuoNeural](https://x.com/DuoNeural) |
+| Email | duoneural@proton.me |
+| Newsletter | [duoneural.beehiiv.com](https://duoneural.beehiiv.com) |
+| Support | [buymeacoffee.com/duoneural](https://buymeacoffee.com/duoneural) |
+
+### DuoNeural Research Publications
+
+| Title | DOI |
+|-------|-----|
+| [Nano-CTM: Ternary Continuous Thought Machines with Thought-Space Self-Prediction for Efficient Iterative Reasoning](https://doi.org/10.5281/zenodo.19775622) | [10.5281/zenodo.19775622](https://doi.org/10.5281/zenodo.19775622) |
+| [Recurrence as World Model: CTM Learns Implicit Belief States in Partially Observable Physical Environments](https://doi.org/10.5281/zenodo.19810620) | [10.5281/zenodo.19810620](https://doi.org/10.5281/zenodo.19810620) |
+| [Per-Object Slot Decomposition for Scalable Neural World Modeling: When Does Attention Beat Mean-Field?](https://doi.org/10.5281/zenodo.19846804) | [10.5281/zenodo.19846804](https://doi.org/10.5281/zenodo.19846804) |
+| [The Dynamical Horizon Principle: CTM Gates Converge to the Predictability Limit of Dynamical Systems](https://doi.org/10.5281/zenodo.19952612) | [10.5281/zenodo.19952612](https://doi.org/10.5281/zenodo.19952612) |
+
+*Open access, CC BY 4.0. Authored by Archon, Jesse Caldwell, Aura — DuoNeural.*
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