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Python Recommender.predict方法代碼示例

本文整理匯總了Python中recommender.Recommender.predict方法的典型用法代碼示例。如果您正苦於以下問題:Python Recommender.predict方法的具體用法?Python Recommender.predict怎麽用?Python Recommender.predict使用的例子?那麽, 這裏精選的方法代碼示例或許可以為您提供幫助。您也可以進一步了解該方法所在recommender.Recommender的用法示例。


在下文中一共展示了Recommender.predict方法的1個代碼示例,這些例子默認根據受歡迎程度排序。您可以為喜歡或者感覺有用的代碼點讚,您的評價將有助於係統推薦出更棒的Python代碼示例。

示例1: predict

# 需要導入模塊: from recommender import Recommender [as 別名]
# 或者: from recommender.Recommender import predict [as 別名]
def predict():

    if request.method == 'GET':
        return redirect(url_for('hello'))

    # get data from request form, the key is the name you set in your form
    url = request.form['url']
    if not url:
        return render_template("error.html")

    url = str(url)

    extensions = ['jpg','png','jpeg']
    image = False
    for ext in extensions:
        if ext in url.split('.')[-1].lower():
            image = True
    if not image:
        return render_template("error.html")


    r = requests.get(url, headers = {'User-agent': 'Mozilla/5.0'})

    if r.status_code != 200:
    	return render_template("error.html")

    img_features = extract_all_features(url, scaler)


    text = request.form['title']
    max_price = float(request.form['max_price'])
    weight = float(request.form['weight'])/100


    if text:
        label = clf.predict_one(text)
    else: 
        label = -1

    if max_price:
        price = int(max_price)
    else:
        price = 1000

    features = ['color_pca', 'top_scaled']
    weights = [1- weight, weight] 

    new_image_data = image_data[image_data['price']<=max_price]
    if label >= 0:
        new_image_data = new_image_data[new_image_data['cluster']==label]

    rec = Recommender(new_image_data)
    valid = rec.predict(img_features, features, weights)

    if not valid:
        return render_template("error.html")

    rec.top_unique(k=3)
    rec_url = rec.similar_img_files
    rec_dress = rec.similar_dress_urls
    rec_title = rec.similar_titles
    rec_price = [format(price,'.2f') for price in rec.similar_price]

    similar = zip(rec_url, rec_title, rec_dress, rec_price)

    return render_template("predict.html", org_url = url, similar = similar)
開發者ID:ttwoodbury,項目名稱:dress_recommender,代碼行數:68,代碼來源:application.py


注:本文中的recommender.Recommender.predict方法示例由純淨天空整理自Github/MSDocs等開源代碼及文檔管理平台,相關代碼片段篩選自各路編程大神貢獻的開源項目,源碼版權歸原作者所有,傳播和使用請參考對應項目的License;未經允許,請勿轉載。