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Model: prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF Source: Original Platform
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---
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license: other
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license_name: falcon-llm-license
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license_link: https://falconllm.tii.ae/falcon-terms-and-conditions.html
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language:
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- ar
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- cs
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- de
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- en
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- es
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- fr
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- hi
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- it
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- ja
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- ko
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- nl
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- pl
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- pt
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- ro
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- ru
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- sv
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- ur
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- zh
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tags:
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- falcon-h1r
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- text-generation-inference
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base_model:
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- tiiuae/Falcon-H1R-7B
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pipeline_tag: text-generation
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library_name: transformers
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---
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# **tiiuae_Falcon-H1R-7B-GGUF**
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> Falcon-H1R-7B from TII (Technology Innovation Institute) is a 7-billion-parameter reasoning-specialized causal decoder-only model built on the Falcon-H1-7B-Base foundation, featuring a hybrid Transformer + Mamba2 architecture trained via cold-start supervised fine-tuning with long reasoning traces and scaled RL using GRPO (Generalized Reward Preference Optimization) for exceptional performance in mathematics, programming, instruction following, and general logic. It achieves state-of-the-art results among <8B models across benchmarks like 88.1% on AIME24 (96.7% with test-time scaling), 68.6% on LiveCodeBench v5-v6, 61.3% on GPQA-Diamond, 72.1% on MMLU-Pro, and 53.4% on IFBench—often matching or exceeding 14B-47B competitors like Qwen3-32B, Phi-4-14B, and Nemotron-H-47B while enabling 2x faster inference (e.g., ~1800 tokens/s/GPU at batch=64) and up to 262k context length with low memory footprint. Optimized for multilingual use (English primary, trained on 18 languages including Arabic, Hindi, Chinese) under Falcon-LLM License, it generates structured <think>...</think> reasoning blocks followed by final answers, deployable via Transformers (temperature=0.6, top_p=0.95, max_new_tokens=65536), vLLM (>=0.11.0, --reasoning-parser deepseek_r1), or SGLang for efficient real-world applications on TP=2 setups.
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## Quick Start with llama-cpp-python
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```py
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from llama_cpp import Llama
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llm = Llama.from_pretrained(
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repo_id="prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF",
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filename="Falcon-H1R-7B.Q4_K_M.gguf",
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)
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```
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```py
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llm.create_chat_completion(
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messages = [
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{
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"role": "user",
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"content": "What is the capital of France?"
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}
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]
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)
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```
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## Falcon-H1R-7B [GGUF]
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| File Name | Quant Type | File Size | File Link |
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| - | - | - | - |
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| Falcon-H1R-7B-bf16.gguf | BF16 | 15.2 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B-bf16.gguf) |
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| Falcon-H1R-7B-f32.gguf | F32 | 30.3 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B-f32.gguf) |
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| Falcon-H1R-7B.IQ4_XS.gguf | IQ4_XS | 4.19 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.IQ4_XS.gguf) |
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| Falcon-H1R-7B.Q2_K.gguf | Q2_K | 2.89 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q2_K.gguf) |
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| Falcon-H1R-7B.Q3_K_L.gguf | Q3_K_L | 3.92 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q3_K_L.gguf) |
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| Falcon-H1R-7B.Q3_K_M.gguf | Q3_K_M | 3.69 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q3_K_M.gguf) |
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| Falcon-H1R-7B.Q3_K_S.gguf | Q3_K_S | 3.43 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q3_K_S.gguf) |
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| Falcon-H1R-7B.Q4_K_M.gguf | Q4_K_M | 4.6 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q4_K_M.gguf) |
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| Falcon-H1R-7B.Q4_K_S.gguf | Q4_K_S | 4.4 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q4_K_S.gguf) |
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| Falcon-H1R-7B.Q5_K_M.gguf | Q5_K_M | 5.39 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q5_K_M.gguf) |
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| Falcon-H1R-7B.Q5_K_S.gguf | Q5_K_S | 5.28 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q5_K_S.gguf) |
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| Falcon-H1R-7B.Q6_K.gguf | Q6_K | 6.23 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q6_K.gguf) |
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| Falcon-H1R-7B.Q8_0.gguf | Q8_0 | 8.07 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.Q8_0.gguf) |
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| Falcon-H1R-7B.f16.gguf | F16 | 15.2 GB | [Download](https://huggingface.co/prithivMLmods/tiiuae_Falcon-H1R-7B-GGUF/blob/main/Falcon-H1R-7B.f16.gguf) |
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## Quants Usage
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(sorted by size, not necessarily quality. IQ-quants are often preferable over similar sized non-IQ quants)
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Here is a handy graph by ikawrakow comparing some lower-quality quant
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types (lower is better):
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1
configuration.json
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{"framework": "pytorch", "task": "text-generation", "allow_remote": true}
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