127 lines
4.6 KiB
Markdown
127 lines
4.6 KiB
Markdown
---
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license: other
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license_name: qwen-research
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license_link: https://huggingface.co/Qwen/Qwen2.5-3B-Instruct/blob/main/LICENSE
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language: [en]
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pipeline_tag: text-generation
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base_model: Qwen/Qwen2.5-3B-Instruct
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base_model_relation: finetune
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datasets: [Irfanuruchi/buildeng-v8-3b]
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tags: [civil-engineering, structural-engineering, building-engineering, construction, qwen, engineering, text-generation, conversational]
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---
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# BuildEng V8 3B — GGUF F16
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**BuildEng V8 3B GGUF F16** is the highest-precision GGUF release of BuildEng V8 3B, a domain-specialized language model focused on civil engineering, structural reasoning, construction workflows, and conservative engineering-assistant behavior.
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This release is converted from:
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`Irfanuruchi/qwen2.5-3b-buildeng`
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The BuildEng V8 3B source model is fine-tuned from:
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`Qwen/Qwen2.5-3B-Instruct`
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**Improved using Qwen.**
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## Model Information
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| Property | Value |
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| :--- | :--- |
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| **Model** | BuildEng V8 3B |
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| **Format** | GGUF |
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| **Precision** | F16 |
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| **BuildEng source model** | `Irfanuruchi/qwen2.5-3b-buildeng` |
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| **Upstream model** | `Qwen/Qwen2.5-3B-Instruct` |
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| **Domain** | Civil and structural engineering |
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| **Primary use** | High-precision local engineering-assistant inference |
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The F16 release preserves substantially more numerical precision than the quantized Q8_0 and Q4_K_M variants and is intended for users who prioritize model fidelity over storage size and memory efficiency.
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## Focus Areas
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BuildEng is designed around civil, structural, and construction-engineering workflows including:
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* reinforced concrete
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* masonry
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* foundations and settlement
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* retaining walls
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* slabs, beams, and columns
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* structural diagnostics
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* building defects and pathology
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* renovation and existing-structure uncertainty
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* temporary works
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* construction sequencing
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* structural inspection guidance
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* inspection-first reasoning
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* conservative engineering recommendations
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BuildEng is designed to function as an engineering assistant and to avoid presenting uncertain conclusions as established facts when important project information is missing.
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## Why This Version?
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The GGUF F16 release is intended for users who want the highest-precision GGUF representation of BuildEng V8 3B.
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Key characteristics include:
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* higher numerical precision than the Q8_0 and Q4_K_M GGUF releases
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* minimal loss from weight quantization
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* suitable for quality-focused local inference
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* useful as a high-precision GGUF reference release
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* compatibility with GGUF-capable inference runtimes such as llama.cpp
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For users who prioritize lower memory use and smaller model size, the Q8_0 and Q4_K_M releases are available separately.
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## BuildEng Model Family
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| Release | Repository |
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| :--- | :--- |
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| **Flagship 3B** | `Irfanuruchi/qwen2.5-3b-buildeng` |
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| **GGUF Q4_K_M** | `Irfanuruchi/qwen2.5-3b-buildeng-GGUF-Q4_K_M` |
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| **GGUF Q8_0** | `Irfanuruchi/qwen2.5-3b-buildeng-GGUF-Q8_0` |
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| **GGUF F16** | `Irfanuruchi/qwen2.5-3b-buildeng-GGUF-F16` |
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| **MLX 4-bit** | `Irfanuruchi/qwen2.5-3b-buildeng-mlx-4bit` |
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| **MLX 8-bit** | `Irfanuruchi/qwen2.5-3b-buildeng-mlx-8bit` |
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| **OpenVINO INT8** | `Irfanuruchi/qwen2.5-3b-buildeng-openvino-int8` |
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| **OpenVINO FP16** | `Irfanuruchi/qwen2.5-3b-buildeng-openvino-fp16` |
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### Training Dataset
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`Irfanuruchi/buildeng-v8-3b`
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## Engineering Use Notice
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BuildEng is an engineering-assistant model and is **not a substitute for professional engineering judgment**.
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Model output should not be treated as:
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* final structural approval
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* construction authorization
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* engineering certification or sign-off
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* a substitute for calculations required by applicable codes or standards
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* a substitute for inspection of actual site conditions
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* a replacement for review by a qualified or licensed engineer where required
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Engineering decisions should be independently verified using appropriate calculations, standards, drawings, site information, project-specific constraints, and professional review.
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## Modifications and Model Lineage
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This repository contains an **F16 GGUF conversion** of the fine-tuned BuildEng V8 3B model.
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**Model lineage:**
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`Qwen/Qwen2.5-3B-Instruct`
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↓
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`Irfanuruchi/qwen2.5-3b-buildeng`
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↓
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`Irfanuruchi/qwen2.5-3b-buildeng-GGUF-F16`
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The first stage represents the upstream Qwen model. The second stage represents the BuildEng V8 3B domain fine-tune. The final stage represents the F16 GGUF conversion distributed in this repository.
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BuildEng-specific fine-tuning, engineering specialization, dataset development, evaluation, documentation, and related project contributions were produced by **Irfan Uruchi**.
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## Author
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**Irfan Uruchi**
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*BuildEng Project* |