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| title: Alloy Maintenance AI | |
| emoji: 🏭 | |
| colorFrom: blue | |
| colorTo: indigo | |
| sdk: gradio | |
| sdk_version: 4.44.1 | |
| app_file: app.py | |
| pinned: false | |
| license: mit | |
| python_version: "3.11" | |
| # 🏭 Alloy Maintenance AI Assistant | |
| Fine-tuned Phi-3 model specialized for steel manufacturing equipment maintenance, diagnostics, and safety procedures. | |
| ## Features | |
| - **Equipment Diagnostics**: Analyze sensor data and identify issues | |
| - **Root Cause Analysis**: Determine failure modes and causes | |
| - **Maintenance Procedures**: Step-by-step repair and safety guides | |
| - **Domain Expertise**: Trained on steel manufacturing maintenance data | |
| ## Usage | |
| ### Web Interface | |
| Simply type your maintenance query in the text box and click Submit. | |
| ### API Access | |
| You can call this model programmatically from your application: | |
| ```python | |
| import requests | |
| response = requests.post( | |
| "https://huggingface.co/spaces/YOUR_USERNAME/alloy-maintenance-ai/api/predict", | |
| json={ | |
| "data": [ | |
| "What causes bearing failure?", # prompt | |
| 500, # max_tokens | |
| 0.3 # temperature | |
| ] | |
| } | |
| ) | |
| result = response.json() | |
| answer = result["data"][0] | |
| ``` | |
| ### Python Gradio Client | |
| ```python | |
| from gradio_client import Client | |
| client = Client("YOUR_USERNAME/alloy-maintenance-ai") | |
| result = client.predict( | |
| "What causes high vibration in compressors?", # prompt | |
| 500, # max_tokens | |
| 0.3, # temperature | |
| api_name="/predict" | |
| ) | |
| print(result) | |
| ``` | |
| ## Model Details | |
| - **Base Model**: microsoft/Phi-3-mini-4k-instruct | |
| - **Fine-tuned On**: Steel manufacturing maintenance procedures, fault diagnostics, safety protocols | |
| - **Training Data**: Equipment manuals, maintenance logs, incident reports | |
| - **Specialization**: Air compressors, rolling mills, cooling systems, blast furnaces | |
| ## Example Queries | |
| - "What causes bearing failure in air compressors?" | |
| - "Diagnose: high temperature, low pressure, normal vibration" | |
| - "Safety procedure for emergency compressor shutdown" | |
| - "Root cause of shaft misalignment" | |
| ## License | |
| MIT License - Free for commercial and non-commercial use | |