harris1 commited on
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db90e84
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1 Parent(s): 46d5c13

Update app.py

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Files changed (1) hide show
  1. app.py +166 -5
app.py CHANGED
@@ -490,8 +490,170 @@
490
 
491
  # if __name__ == "__main__":
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  # app.run(host='0.0.0.0', port=7860)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
493
  from http.server import HTTPServer, SimpleHTTPRequestHandler
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- from pyngrok import ngrok
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  import os
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  from mistralai.client import MistralClient
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  from mistralai.models.chat_completion import ChatMessage
@@ -646,8 +808,7 @@ class MyHandler(SimpleHTTPRequestHandler):
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  self.send_error(404)
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  if __name__ == '__main__':
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- port = 7860
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- server = HTTPServer(('', port), MyHandler)
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- public_url = ngrok.connect(port).public_url
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- print(f" * ngrok tunnel \"{public_url}\" -> \"http://127.0.0.1:{port}\"")
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  server.serve_forever()
 
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  # if __name__ == "__main__":
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  # app.run(host='0.0.0.0', port=7860)
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+ # from http.server import HTTPServer, SimpleHTTPRequestHandler
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+ # from pyngrok import ngrok
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+ # import os
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+ # from mistralai.client import MistralClient
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+ # from mistralai.models.chat_completion import ChatMessage
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+ # import json
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+
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+ # # Mistral AI setup
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+ # api_key = os.getenv("MISTRAL_API_KEY")
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+ # if not api_key:
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+ # raise ValueError("MISTRAL_API_KEY environment variable not set")
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+
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+ # model = "mistral-tiny"
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+ # client = MistralClient(api_key=api_key)
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+
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+ # def generate_goals(input_var):
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+ # messages = [
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+ # ChatMessage(role="user", content=f"Generate 5 specific, industry relevant goals for {input_var} using Python and Pandas in exam data analysis. Each goal should include a brief name and a one-sentence description of the task or skill.")
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+ # ]
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+ # try:
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+ # response = client.chat(model=model, messages=messages)
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+ # return response.choices[0].message.content
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+ # except Exception as e:
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+ # return f"An error occurred: {str(e)}"
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+
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+ # html_content = """
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+ # <!DOCTYPE html>
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+ # <html lang="en">
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+ # <head>
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+ # <meta charset="UTF-8">
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+ # <meta name="viewport" content="width=device-width, initial-scale=1.0">
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+ # <title>Exam Data Analysis Goals Generator</title>
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+ # <script src="https://d3js.org/d3.v7.min.js"></script>
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+ # <style>
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+ # #visualization { width: 100%; height: 600px; border: 1px solid #ccc; }
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+ # #generatedGoals { margin-top: 20px; padding: 10px; border: 1px solid #ccc; }
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+ # </style>
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+ # </head>
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+ # <body>
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+ # <h1>Exam Data Analysis Goals Generator</h1>
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+ # <div id="visualization"></div>
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+ # <div id="generatedGoals"></div>
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+ # <script>
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+ # const width = 1200;
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+ # const height = 800;
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+ # const goals = [
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+ # { id: 1, x: 100, y: 400, name: "Automate Data Import", description: "Develop scripts to automate exam data extraction from various sources (CSV, Excel, databases) using Pandas read_* functions." },
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+ # { id: 2, x: 200, y: 300, name: "Data Cleaning", description: "Implement robust data cleaning processes to handle missing values, outliers, and inconsistencies in exam data using Pandas methods like dropna(), fillna(), and apply()." },
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+ # { id: 3, x: 300, y: 200, name: "Data Transformation", description: "Utilize Pandas for complex data transformations such as pivoting exam results, melting question-wise scores, and creating derived features for analysis." },
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+ # { id: 4, x: 400, y: 300, name: "Statistical Analysis", description: "Develop functions to automate statistical analysis of exam results, including descriptive statistics, hypothesis testing, and correlation analysis using Pandas and SciPy." },
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+ # { id: 5, x: 500, y: 400, name: "Performance Metrics", description: "Create custom functions to calculate industry-standard exam performance metrics like item difficulty, discrimination index, and reliability coefficients using Pandas operations." },
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+ # // Add more goals here...
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+ # ];
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+ # const connections = [
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+ # { source: 1, target: 2 },
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+ # { source: 2, target: 3 },
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+ # { source: 3, target: 4 },
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+ # { source: 4, target: 5 },
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+ # // Add more connections here...
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+ # ];
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+ # const svg = d3.select("#visualization")
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+ # .append("svg")
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+ # .attr("width", width)
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+ # .attr("height", height);
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+ # const simulation = d3.forceSimulation(goals)
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+ # .force("link", d3.forceLink(connections).id(d => d.id))
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+ # .force("charge", d3.forceManyBody().strength(-400))
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+ # .force("center", d3.forceCenter(width / 2, height / 2));
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+ # const link = svg.append("g")
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+ # .selectAll("line")
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+ # .data(connections)
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+ # .enter().append("line")
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+ # .attr("stroke", "#999")
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+ # .attr("stroke-opacity", 0.6);
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+ # const node = svg.append("g")
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+ # .selectAll("circle")
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+ # .data(goals)
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+ # .enter().append("circle")
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+ # .attr("r", 10)
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+ # .attr("fill", d => d.color || "#69b3a2")
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+ # .call(d3.drag()
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+ # .on("start", dragstarted)
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+ # .on("drag", dragged)
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+ # .on("end", dragended));
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+ # const text = svg.append("g")
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+ # .selectAll("text")
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+ # .data(goals)
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+ # .enter().append("text")
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+ # .text(d => d.name)
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+ # .attr("font-size", "12px")
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+ # .attr("dx", 12)
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+ # .attr("dy", 4);
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+ # node.on("click", async function(event, d) {
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+ # const response = await fetch('/generate_goals', {
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+ # method: 'POST',
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+ # headers: { 'Content-Type': 'application/json' },
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+ # body: JSON.stringify({ input_var: d.name })
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+ # });
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+ # const data = await response.json();
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+ # document.getElementById("generatedGoals").innerHTML = `<h2>Generated Goals for ${d.name}</h2><pre>${data.goals}</pre>`;
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+ # });
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+ # simulation.on("tick", () => {
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+ # link
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+ # .attr("x1", d => d.source.x)
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+ # .attr("y1", d => d.source.y)
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+ # .attr("x2", d => d.target.x)
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+ # .attr("y2", d => d.target.y);
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+ # node
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+ # .attr("cx", d => d.x)
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+ # .attr("cy", d => d.y);
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+ # text
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+ # .attr("x", d => d.x)
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+ # .attr("y", d => d.y);
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+ # });
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+ # function dragstarted(event) {
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+ # if (!event.active) simulation.alphaTarget(0.3).restart();
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+ # event.subject.fx = event.subject.x;
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+ # event.subject.fy = event.subject.y;
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+ # }
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+ # function dragged(event) {
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+ # event.subject.fx = event.x;
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+ # event.subject.fy = event.y;
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+ # }
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+ # function dragended(event) {
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+ # if (!event.active) simulation.alphaTarget(0);
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+ # event.subject.fx = null;
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+ # event.subject.fy = null;
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+ # }
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+ # </script>
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+ # </body>
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+ # </html>
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+ # """
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+
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+ # class MyHandler(SimpleHTTPRequestHandler):
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+ # def do_GET(self):
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+ # self.send_response(200)
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+ # self.send_header('Content-type', 'text/html')
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+ # self.end_headers()
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+ # self.wfile.write(html_content.encode())
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+
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+ # def do_POST(self):
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+ # if self.path == '/generate_goals':
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+ # content_length = int(self.headers['Content-Length'])
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+ # post_data = self.rfile.read(content_length)
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+ # data = json.loads(post_data.decode('utf-8'))
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+ # input_var = data['input_var']
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+ # goals = generate_goals(input_var)
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+
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+ # self.send_response(200)
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+ # self.send_header('Content-type', 'application/json')
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+ # self.end_headers()
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+ # self.wfile.write(json.dumps({'goals': goals}).encode())
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+ # else:
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+ # self.send_error(404)
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+
648
+ # if __name__ == '__main__':
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+ # port = 7860
650
+ # server = HTTPServer(('', port), MyHandler)
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+ # public_url = ngrok.connect(port).public_url
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+ # print(f" * ngrok tunnel \"{public_url}\" -> \"http://127.0.0.1:{port}\"")
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+ # server.serve_forever()
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+
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+ # here
656
  from http.server import HTTPServer, SimpleHTTPRequestHandler
 
657
  import os
658
  from mistralai.client import MistralClient
659
  from mistralai.models.chat_completion import ChatMessage
 
808
  self.send_error(404)
809
 
810
  if __name__ == '__main__':
811
+ port = int(os.environ.get("PORT", 7860))
812
+ server = HTTPServer(('0.0.0.0', port), MyHandler)
813
+ print(f"Server running on port {port}")
 
814
  server.serve_forever()