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