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README.md
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---
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license: apache-2.0
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language:
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- en
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library_name: openvino
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tags:
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- openvino
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- qwen2
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- civil-engineering
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- structural-engineering
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- building-engineering
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- text-generation
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- conversational
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datasets:
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- Irfanuruchi/buildeng-v8-1.5b
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base_model:
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- Qwen/Qwen2.5-1.5B-Instruct
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---
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# BuildEng 1.5B OpenVINO (INT8)
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Intel optimized version of BuildEng 1.5B.
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This INT8 version keeps more precision than INT4 while still staying lightweight and practical for OpenVINO inference on Intel hardware.
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## What can it help with?
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- Building defects and pathology
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- Reinforced concrete and masonry
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- Foundation and settlement issues
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- Structural inspection guidance
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- Construction best practices
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- Civil and building engineering Q&A
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## Important
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BuildEng is an AI assistant. It should not replace professional engineering judgment, real site inspections, licensed structural assessments, or local building codes.
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Use it as support, not as final authority.
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---
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## Base Model
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- Qwen2.5-1.5B-Instruct
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## Fine-tuned by
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- Irfan Uruçi
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---
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## Why this version?
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- Higher precision than INT4
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- Still small and efficient
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- Good choice when quality matters more than smallest size
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---
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## Installation
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```bash
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pip install "optimum-intel[openvino]" openvino transformers
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```
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## Usage
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```python
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from optimum.intel.openvino import OVModelForCausalLM
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from transformers import AutoTokenizer
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model_id = "Irfanuruchi/qwen2.5-1.5b-buildeng-openvino-int8"
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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model = OVModelForCausalLM.from_pretrained(model_id, device="CPU", compile=True)
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messages = [
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{"role": "system", "content": "You are BuildEng. Give concise, inspection-first building engineering guidance."},
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{"role": "user", "content": "A homeowner reports diagonal cracks near a window corner. What should be inspected first?"}
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]
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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inputs = tokenizer(prompt, return_tensors="pt")
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output = model.generate(**inputs, max_new_tokens=160, do_sample=False)
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new_tokens = output[0][inputs["input_ids"].shape[-1]:]
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print(tokenizer.decode(new_tokens, skip_special_tokens=True))
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```
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## Devices
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- CPU
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- GPU
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- NPU, where supported by OpenVINO and the system
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---
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## Other Formats
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| 102 |
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| Format | Repository |
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|---|---|
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| 104 |
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| Hugging Face | `Irfanuruchi/qwen2.5-1.5b-buildeng` |
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| GGUF | `Irfanuruchi/qwen2.5-1.5b-buildeng-GGUF-Q4_K_M` |
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| MLX 4-bit | `Irfanuruchi/qwen2.5-1.5b-buildeng-mlx-4bit` |
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| MLX 8-bit | `Irfanuruchi/qwen2.5-1.5b-buildeng-mlx-8bit` |
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| OpenVINO INT4 | `Irfanuruchi/qwen2.5-1.5b-buildeng-openvino-int4` |
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---
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Built by **Irfan Uruçi**
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Computer Engineer
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