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| import gradio as gr | |
| import numpy as np | |
| from PIL import Image | |
| import requests | |
| import hopsworks | |
| import joblib | |
| project = hopsworks.login() | |
| fs = project.get_feature_store() | |
| mr = project.get_model_registry() | |
| model = mr.get_model("incident_modal", version=1) | |
| model_dir = model.download() | |
| model = joblib.load(model_dir + "/incident_model.pkl") | |
| def incident(dayofweek, reportcode, district, latitude, longitude, month, year, hour): | |
| input_list = [] | |
| if dayofweek == 'Friday': | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif dayofweek == 'Monday': | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif dayofweek == 'Saturday': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif dayofweek == 'Sunday': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif dayofweek == 'Thursday': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif dayofweek == 'Tuesday': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| elif dayofweek == 'Wednesday': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| else: | |
| print("ERROR!") | |
| exit() | |
| if reportcode == "II": | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif reportcode == "IS": | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif reportcode == "VI": | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| elif reportcode == "VS": | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| else: | |
| print("ERROR!") | |
| exit() | |
| if district == 'Bayview': | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'Central': | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'Ingleside': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'Mission': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'Northern': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'OutofSF': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'Park': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'Richmond': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'Southern': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| elif district == 'Traval': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| input_list.append(0.0) | |
| elif district == 'Tenderloin': | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(0.0) | |
| input_list.append(1.0) | |
| else: | |
| print("ERROR!") | |
| exit() | |
| input_list.append(latitude) | |
| input_list.append(longitude) | |
| input_list.append(month) | |
| input_list.append(year) | |
| input_list.append(hour) | |
| incident = model.predict(np.asarray(input_list).reshape(1, -1)) | |
| incident_url = "https://raw.githubusercontent.com/Hope-Liang/ID2223Project/main/images/" + incident[0] + ".png" | |
| img = Image.open(requests.get(incident_url, stream=True).raw) | |
| return img | |
| demo = gr.Interface( | |
| fn=incident, | |
| title="Incident Predictive Analytics", | |
| description="Experiment with incident features/attributes to predict what kind of incident category took place.", | |
| allow_flagging="never", | |
| inputs=[ | |
| gr.inputs.Textbox(default="Saturday", label="Incident Day of Week (Saturday, Sunday etc...)"), | |
| gr.inputs.Textbox(default="II", label="Report Type Code (II, IS, VI, VS)"), | |
| gr.inputs.Textbox(default="Northern", label="Police District (Northern, Bayview, Southern, Mission, Ingleside, Tenderloin, Taraval, Central, Richmond, Park, OutofSF)"), | |
| gr.inputs.Number(default=1.0, label="latitude"), | |
| gr.inputs.Number(default=1.0, label="longitude"), | |
| gr.inputs.Number(default=1, label="Incident Month (1-12)"), | |
| gr.inputs.Number(default=2023, label="Incident Year (e.g 2019)"), | |
| gr.inputs.Number(default=1, label="Incident Hour (0-23)"), | |
| ], | |
| outputs=gr.Image(type="pil")) | |
| demo.launch() |