init app

app.py

@@ -1,6 +1,12 @@
+import os.path
+import shutil
+
 import gradio as gr
 import random
 
+import requests
+
+from configs.config import cfg
 from ml.model import base_df, ml_model
 from ml.predictor import Predictor
 from ml.utils import load_pickle
@@ -13,6 +19,40 @@ def function(team1, team2):
     :param team2:
     :return:
     """
+
+    response = requests.get(cfg.live_prediction)
+    if response.status_code == 200:
+        five_thirty_eight_predict = response.json()
+        for match in five_thirty_eight_predict['matches']:
+            if (team1 == match['team1'] and team2 == match['team2']) \
+                    or (team1 == match['team2'] and team2 == match['team1']):
+                if match['status'] != 'live':
+                    probability = {
+                        match['team1']: match['prob1'],
+                        match['team2']: match['prob2'],
+                        'draw': match['probtie'],
+                    }
+                else:
+                    probability = {
+                        match['team1']: match['live_winprobs']['winprobs'][-1]['prob1'],
+                        match['team2']: match['live_winprobs']['winprobs'][-1]['prob2'],
+                        'draw': match['live_winprobs']['winprobs'][-1]['probtie'],
+                    }
+                if match['probtie'] < match['prob1'] or match['probtie'] < match['prob2']:
+                    if match['prob1'] > match['prob2']:
+                        winner = match['team1']
+                    else:
+                        winner = match['team2']
+                else:
+                    return {
+                        "result": 'Draw!',
+                        "probability": probability
+                    }
+                return {
+                    "winner": winner,
+                    "probability": probability
+                }
+
     draw, winner, winner_proba = predictor.predict(team1, team2)
     if draw:
         return {
@@ -26,6 +66,12 @@ def function(team1, team2):
         }
 
 
+shutil.copytree("static", os.path.abspath(os.path.join(
+    os.path.dirname(gr.__file__), "templates/frontend/static")), dirs_exist_ok=True)
+shutil.copy("templates/asset.html", os.path.abspath(os.path.join(
+    os.path.dirname(gr.__file__), "templates/frontend/static/asset.html")))
+shutil.copytree("templates/asset", os.path.abspath(os.path.join(
+    os.path.dirname(gr.__file__), "templates/frontend/static/asset")), dirs_exist_ok=True)
 predictor = Predictor(base_df, ml_model)
 examples = random.choices([x[1:3] for x in load_pickle("data/table_match.pkl")['matches']], k=20)
 examples = [list(x) for x in examples]
@@ -34,7 +80,8 @@ iface = gr.Interface(fn=function,
                      outputs="json",
                      title="WorldCup-Prediction \n\n "
                            "Predicting the 2022 FIFA World Cup results with Machine Learning!",
-                     examples=examples
+                     examples=examples,
+                     article=f'<iframe style="width: 100%; height: 2000px" src=\'./static/asset.html\' ></iframe>',
                      )
 iface.queue(concurrency_count=5)
 iface.launch()

configs/base.yaml

@@ -5,4 +5,5 @@ data:
   table_matches: table_match.pkl
 
 day_get_rank: 2020-1-1  # Format: YYYY-MM-DD
-day_get_result: 2018-1-1
+day_get_result: 2018-1-1
+live_prediction: https://projects.fivethirtyeight.com/soccer-api/international/2022/world-cup/summary.json

ml/predictor.py

@@ -4,12 +4,28 @@ from typing import Text, Tuple
 
 import numpy as np
 import pandas as pd
+import requests
 
 from configs.config import cfg
 from configs.constants import DATA_ROOT
 from ml.model import MLModel
 from ml.utils import load_pickle
 
+from datetime import tzinfo, timedelta, datetime
+
+ZERO = timedelta(0)
+
+
+class UTC(tzinfo):
+    def utcoffset(self, dt):
+        return ZERO
+
+    def tzname(self, dt):
+        return "UTC"
+
+    def dst(self, dt):
+        return ZERO
+
 
 class Predictor:
     """

templates/asset/13338772c896ca57363f55467619bf21.js

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templates/asset/5c0ec23f08fd76443a02ba34f049b87b.js

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