| import gradio as gr | |
| from transformers import pipeline | |
| article = '''<img src="https://corporateweb-v3-corporatewebv3damstrawebassetbuck-1lruglqypgb84.s3-ap-southeast-2.amazonaws.com/public/cta-2.jpg"/> ''' | |
| examples = [ | |
| [''' | |
| A large screen was being lifted into the plant when the crane operator observed someone walk directly under the suspended load. \ | |
| The drop zone underneath the load had not been adequately barricaded | |
| ''' | |
| ], | |
| [''' | |
| While building scaffold to access a pipe for repairs a worker was observed not wearing fall protection while the scaffold \ | |
| was still being constructed. There was a potential for him to fall over 5 metres from the side of the plant | |
| ''' | |
| ], | |
| [''' | |
| A worker was using a grinder in a confined space when he became dizzy from the fumes in the area and had to be helped out. \ | |
| The gas monitor he was using was found to be faulty and when the area was assessed with another monitor there was an \ | |
| unacceptably high level of CO2 in the area | |
| ''' | |
| ], | |
| [ | |
| ''' | |
| Henry Winkler tripped over some rocks that had overflowed from the discharge chute of screen 1011. He had been walking past the screen \ | |
| on the way to the control room. He suffered a bruised hip and broken wrist and had to be transported to Mackay Base Hospital \ | |
| for treatment. | |
| ''' | |
| ], | |
| [ | |
| ''' | |
| Susan Lauper experienced a mild electrical shock while operating an arc welder in the plant today. It was discovered that the earth \ | |
| was not effectively grounded due to corrosion and buildup in the work area. She was treated according to site procedures and was \ | |
| given a medical clearance to return to work by her GP later that day. | |
| ''' | |
| ], | |
| [ | |
| ''' | |
| While conducting regular inspections of the ground floor, guarding was noticed to be missing on the main drive of pump 1330. \ | |
| This pump had been serviced during the previous maintenance day and it appears that the guard was not replaced prior to startup \ | |
| and was found nearby. This is a potential breach of isolation procedure and requires further investigation. | |
| ''' | |
| ] | |
| ] | |
| title = "Safety Hazard Classifier" | |
| description = "Using zero shot classification to determine which critical hazard an incident belongs to" | |
| classifier = pipeline("zero-shot-classification", model="Narsil/deberta-large-mnli-zero-cls") | |
| def predict(text): | |
| preds = classifier(text, candidate_labels=["electrical", "confined space", "unguarded machinery", \ | |
| "spills and tripping hazards", "working from heights", "suspended loads", "machinery related"]) | |
| return dict(zip(preds['labels'], preds['scores'])) | |
| gradio_ui = gr.Interface( | |
| fn=predict, | |
| title=title, | |
| description=description, | |
| inputs=[ | |
| gr.inputs.Textbox(lines=5, label="Paste some text here"), | |
| ], | |
| outputs=[ | |
| gr.outputs.Label(num_top_classes=3) | |
| ], | |
| examples=examples, | |
| article=article | |
| ) | |
| gradio_ui.launch(debug=True) | |