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Create app.py
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app.py
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import json
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import requests
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import gradio as gr
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import random
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import time
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import os
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import datetime
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from datetime import datetime
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from PIL import Image
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from PIL import ImageOps
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from PIL import Image, ImageDraw, ImageFont
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import json
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import io
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from PIL import Image
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API_TOKEN = os.getenv("OPENAI_API_TOKEN")
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HRA_TOKEN=os.getenv("HRA_TOKEN")
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headers = {'Content-type': 'application/json', 'Accept': 'text/plain'}
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url_hraprompts='https://us-central1-createinsightsproject.cloudfunctions.net/gethrahfprompts'
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data={"prompt_type":'mindmap_prompt',"hra_token":HRA_TOKEN}
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try:
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r = requests.post(url_hraprompts, data=json.dumps(data), headers=headers)
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except requests.exceptions.ReadTimeout as e:
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print(e)
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#print(r.content)
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prompt_text=str(r.content, 'UTF-8')
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print(prompt_text)
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def getmindmap(topic,openapikey):
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dateforfilesave=datetime.today().strftime("%d-%m-%Y %I:%M%p")
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print(topic)
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print(dateforfilesave)
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os.environ['OPENAI_API_KEY'] = str(openapikey)
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prompt=prompt_text+topic
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resp=openai.Completion.create(
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model="text-davinci-003",
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prompt=prompt,
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max_tokens=4000,
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temperature=0
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)
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df=pd.DataFrame(json.loads(resp['choices'][0]['text']))
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df['level1']=df['children'].apply(lambda x: x['name'])
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df['level1_tmp']=df['children'].apply(lambda x: x['children'])
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s = df.pop('level1_tmp').explode().to_frame()
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df = pd.merge(df.reset_index(),
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s.reset_index(),on='index'
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)
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df['level2']=df['level1_tmp'].apply(lambda x: x['name'])
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df['count']=[1]*len(df)
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dot = Digraph()
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dot.graph_attr['rankdir'] = 'LR'
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for item in list(set(df['level1'].tolist())):
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dot.edge(str(list(set(df["name"].tolist()))[0]), str(item), label='')
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for item in list(set(df['level1'].tolist())):
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tempdf=df[df['level1']==item]
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for stuff in tempdf['level2'].tolist():
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dot.edge(str(item), str(stuff), label='',)
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r=requests.get('https://quickchart.io/graphviz?format=png&graph='+dot.source)
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dataBytesIO = io.BytesIO(r.content)
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img=Image.open(dataBytesIO)
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img.seek(0)
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name='temp.png'
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img.save(name)
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return img
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with gr.Blocks() as demo:
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gr.Markdown("<h1><center>Mind Map Generator</center></h1>")
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gr.Markdown(
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"""Enter a topic and get a quick Mind Map. Use examples as a guide. \n\nNote: Error typically occurs with wrong OpenAI API key & sometimes with ChatGPT's inability to give a structured mindmap"""
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)
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with gr.Row() as row:
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with gr.Column():
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textbox1 = gr.Textbox(placeholder="Enter topic for Mind Map...", lines=1,label='Your topic (Mandatory)')
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textbox2 = gr.Textbox(placeholder="Enter OpenAI API Key...", lines=1,label='Your API Key (Mandatory)')
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btn = gr.Button("Generate")
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examples = gr.Examples(examples=['English Premier League','Heavy metal music','Face recognition','Arsenal Football Club',],
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inputs=[textbox])
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with gr.Column():
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output_image1 = gr.components.Image(label="Your Mind Map")
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btn.click(getmindmap,inputs=[textbox1,textbox2], outputs=[output_image1,output_image2])
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demo.launch()
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