Create app.py

app.py

@@ -0,0 +1,130 @@
+import gradio as gr
+import torch, numpy as np, pandas as pd
+import skimage 
+import pickle
+
+defaultColumns = [
+ 'assists',
+ 'boosts',
+ 'damageDealt',
+ 'DBNOs',
+ 'headshotKills',
+ 'heals',
+ 'killPlace',
+ 'killPoints',
+ 'kills',
+ 'killStreaks',
+ 'longestKill',
+ 'matchDuration',
+ 'matchType',
+ 'maxPlace',
+ 'numGroups',
+ 'rankPoints',
+ 'revives',
+ 'rideDistance',
+ 'roadKills',
+ 'swimDistance',
+ 'teamKills',
+ 'vehicleDestroys',
+ 'walkDistance',
+ 'weaponsAcquired',
+ 'winPoints']
+
+with open("model.pkl", "rb") as f:
+    model = pickle.load(f)
+
+def win_position(assists, boosts, damageDealt, DBNOs, headshotKills, heals, killPlace, killPoints, kills, killStreaks, longestKill, matchDuration, matchType, maxPlace, numGroups, rankPoints, revives, rideDistance, roadKills, swimDistance, teamKills, vehicleDestroys, walkDistance, weaponsAcquired, winPoints):
+
+    f_assists = float(assists) 
+    f_boosts = float(boosts) 
+    f_damageDealt = float(damageDealt) 
+    f_DBNOs = float(DBNOs) 
+    f_headshotKills = float(headshotKills) 
+    f_heals = float(heals) 
+    f_killPlace = float(killPlace)
+    f_killPoints = float(killPoints) 
+    f_kills = float(kills) 
+    f_killStreaks = float(killStreaks) 
+    f_longestKill = float(longestKill) 
+    f_matchDuration = float(matchDuration) 
+    f_matchType = float(matchType) 
+    f_maxPlace = float(maxPlace) 
+    f_numGroups = float(numGroups) 
+    f_rankPoints = float(rankPoints) 
+    f_revives = float(revives) 
+    f_rideDistance = float(rideDistance)
+    f_roadKills = float(roadKills) 
+    f_swimDistance = float(swimDistance) 
+    f_teamKills = float(teamKills) 
+    f_vehicleDestroys = float(vehicleDestroys) 
+    f_walkDistance = float(walkDistance) 
+    f_weaponsAcquired = float(weaponsAcquired)
+    f_winPoints = float(winPoints)
+
+    default = [
+        f_assists,
+        f_boosts,
+        f_damageDealt,
+        f_DBNOs,
+        f_headshotKills,
+        f_heals,
+        f_killPlace,
+        f_killPoints,
+        f_kills,
+        f_killStreaks,
+        f_longestKill,
+        f_matchDuration,
+        f_matchType,
+        f_maxPlace,
+        f_numGroups,
+        f_rankPoints,
+        f_revives,
+        f_rideDistance,
+        f_roadKills,
+        f_swimDistance,
+        f_teamKills,
+        f_vehicleDestroys,
+        f_walkDistance,
+        f_weaponsAcquired,
+        f_winPoints
+    ]
+
+    df=pd.DataFrame([default], columns = defaultColumns)
+
+    predictions = model.predict(df)
+
+    return predictions[0]
+
+iface = gr.Interface(
+    fn=win_position,
+    title="Win Predict",
+    allow_flagging="never",
+    inputs=[
+        gr.inputs.Number(default= 0,  label="assists"),
+        gr.inputs.Number(default= 8, label="boosts"),
+        gr.inputs.Number(default= 501.5, label="damageDealt"),
+        gr.inputs.Number(default= 3,  label="DBNOs"),
+        gr.inputs.Number(default= 1,  label="headshotKills"),
+        gr.inputs.Number(default= 9,  label="heals"),
+        gr.inputs.Number(default= 3,  label="killPlace"),
+        gr.inputs.Number(default= 1551, label="killPoints"),
+        gr.inputs.Number(default= 4, label="kills"),
+        gr.inputs.Number(default= 2, label="killStreaks"),
+        gr.inputs.Number(default= 115.9, label="longestKill"),
+        gr.inputs.Number(default= 1810, label="matchDuration"),
+        gr.inputs.Number(default= 'squad-fpp', label="matchType"),
+        gr.inputs.Number(default= 30, label="maxPlace"),
+        gr.inputs.Number(default= 30, label="numGroups"),
+        gr.inputs.Number(default= -1, label="rankPoints"),
+        gr.inputs.Number(default= 1, label="revives"),
+        gr.inputs.Number(default= 7958.0, label="rideDistance"),
+        gr.inputs.Number(default= 0, label="roadKills"),
+        gr.inputs.Number(default= 0.0, label="swimDistance"),
+        gr.inputs.Number(default= 0, label="teamKills"),
+        gr.inputs.Number(default= 0, label="vehicleDestroys"),
+        gr.inputs.Number(default= 2923.0, label="walkDistance"),
+        gr.inputs.Number(default= 8, label="weaponsAcquired"),
+        gr.inputs.Number(default= 1516 label="winPoints")
+    ],
+    outputs="text")
+iface.launch()