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README.md

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----
-license: apache-2.0
----
+---
+pipeline_tag: text-generation
+library_name: transformers
+tags:
+- mining
+- fp8
+license: apache-2.0
+language:
+- ru
+base_model: nn-tech/MetalGPT-1
+---
+
+## Description
+
+**MetalGPT-1** is a model built upon the Qwen/Qwen3-32B and incorporates both continual pre-training and supervised fine-tuning on domain-specific data from the mining and metallurgy industry.
+
+---
+
+### Quantization
+
+For convenience and improved performance, we also provide this FP8 checkpoint of the nn-tech/MetalGPT-1 model. Using FP8 precision enables faster inference and lower memory usage, while preserving model quality and numerical stability.
+
+---
+
+### VLLM usage
+
+```bash
+vllm serve nn-tech/MetalGPT-1-FP8 --reasoning-parser qwen3
+
+```
+
+```python
+
+from openai import OpenAI
+
+client = OpenAI(
+    base_url="http://localhost:8000/v1",
+    api_key="dummy"  
+)
+
+response = client.chat.completions.create(
+    model="nn-tech/MetalGPT-1-FP8",
+    messages=[
+        {"role": "system", "content": "Ты специалист в области металлургии."},
+        {"role": "user", "content": "Назови плюсы и минусы хлоридной и сульфатной технологии производства никеля."}
+    ],
+    temperature=0.7,
+    max_tokens=1024
+)
+
+print(response.choices[0].message.content)
+
+```
+