Spaces:
Runtime error
Runtime error
| import gradio as gr | |
| from PIL import Image | |
| import requests | |
| import hopsworks | |
| import joblib | |
| import pandas as pd | |
| project = hopsworks.login() | |
| fs = project.get_feature_store() | |
| mr = project.get_model_registry() | |
| model = mr.get_model("wine_model", version=1) | |
| model_dir = model.download() | |
| model = joblib.load(model_dir + "/wine_model.pkl") | |
| print("Model downloaded") | |
| def wine(type, fixed_acidity, volatile_acidity, citric_acid, residual_sugar, chlorides, free_sulfur_dioxide, | |
| total_sulfur_dioxide, density, ph, sulphates, alcohol): | |
| print("Calling function") | |
| # df = pd.DataFrame([[sepal_length],[sepal_width],[petal_length],[petal_width]], | |
| df = pd.DataFrame([[type, fixed_acidity, volatile_acidity, citric_acid, residual_sugar, chlorides, free_sulfur_dioxide, | |
| total_sulfur_dioxide, density, ph, sulphates, alcohol]], | |
| columns=['type', 'fixed_acidity', 'volatile_acidity', 'citric_acid', 'residual_sugar', 'chlorides', 'free_sulfur_dioxide', | |
| 'total_sulfur_dioxide', 'density', 'ph', 'sulphates', 'alcohol']) | |
| print("Predicting") | |
| print(df) | |
| # 'res' is a list of predictions returned as the label. | |
| res = "Wine Quality is " + str(model.predict(df)) | |
| # We add '[0]' to the result of the transformed 'res', because 'res' is a list, and we only want | |
| # the first element. | |
| # print("Res: {0}").format(res) | |
| return res | |
| # flower_url = "https://raw.githubusercontent.com/featurestoreorg/serverless-ml-course/main/src/01-module/assets/" + res[0] + ".png" | |
| # img = Image.open(requests.get(flower_url, stream=True).raw) | |
| # return img | |
| demo = gr.Interface( | |
| fn=wine, | |
| title="Wine Predictive Analytics", | |
| description="Experiment with various wine components to predict its quality.", | |
| allow_flagging="never", | |
| inputs=[ | |
| gr.inputs.Number(default=0, label="Type (0 for red, 1 for white)"), | |
| gr.inputs.Number(default=0.0, label="fixed acidity"), | |
| gr.inputs.Number(default=0.0, label="volatile acidity"), | |
| gr.inputs.Number(default=0.0, label="citric acid"), | |
| gr.inputs.Number(default=0.0, label="residual sugar"), | |
| gr.inputs.Number(default=0.0, label="chlorides"), | |
| gr.inputs.Number(default=0.0, label="free sulfur dioxide"), | |
| gr.inputs.Number(default=0.0, label="total sulfur dioxide"), | |
| gr.inputs.Number(default=0.0, label="density"), | |
| gr.inputs.Number(default=0.0, label="pH"), | |
| gr.inputs.Number(default=0.0, label="sulphates"), | |
| gr.inputs.Number(default=0.0, label="alcohol") | |
| ], | |
| outputs="text") | |
| demo.launch(debug=True) | |