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cc1dbdd
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Parent(s):
857499b
Upload 3 files
Browse files- app.py +47 -0
- index.html +71 -18
- requirements.txt +3 -0
app.py
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from flask import Flask, render_template, request
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from transformers import BlenderbotTokenizer, BlenderbotForConditionalGeneration
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# Load the Blenderbot-400M-distill model
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mname = "facebook/blenderbot-400M-distill"
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model = BlenderbotForConditionalGeneration.from_pretrained(mname)
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tokenizer = BlenderbotTokenizer.from_pretrained(mname)
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app = Flask(__name__)
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# Create an empty tuple to store the user_input data
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history = ("")
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ui_history = []
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# Create a function to generate a response to a user"s input
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def generate_response(history):
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# Encode the user"s input
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inputs = tokenizer(history, return_tensors="pt")
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# Generate a response
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reply_ids = model.generate(**inputs, max_length=60)
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# Decode the response
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return tokenizer.batch_decode(reply_ids, skip_special_tokens=True)[0]
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@app.route("/", methods=["GET", "POST"])
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def index():
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if request.method == "POST":
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global history
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user_input = request.form["user_input"]
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history += tokenizer.bos_token + user_input + tokenizer.eos_token + " "
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response = generate_response(history)
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history += tokenizer.bos_token + response + tokenizer.eos_token + " "
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ui_history.append(user_input)
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ui_history.append(response)
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else:
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user_input = ""
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response = ""
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return render_template("index.html", ui_history=ui_history)
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if __name__ == "__main__":
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app.run("0.0.0.0", port=80)
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index.html
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<!DOCTYPE html>
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<html>
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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>Blenderbot</title>
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/materialize/1.0.0/css/materialize.min.css">
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</head>
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<style>
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body {
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font-family: Arial, Helvetica, sans-serif;
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background-color: rgb(59, 59, 59);
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color: white;
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}
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input {
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color: white;
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font-size: large;
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}
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ul {
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list-style-type: none;
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}
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li {
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color: white;
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}
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li:nth-child(even) {
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color:rgb(0, 200, 200);
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}
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#title {
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font-size: large;
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margin-top: 5%;
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margin-left: 17%;
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margin-right: 17%;
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margin-bottom: 2%;
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}
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#chat {
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font-size: large;
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margin-top: 5%;
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margin-left: 17%;
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margin-right: 17%;
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margin-bottom: 7%;
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}
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</style>
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<body>
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<div id="title">
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<h1>Blenderbot🚀🚀🚀</h1>
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</div>
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<div id="chat">
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<ul>
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{% for item in ui_history %}
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<li>{{ item }}</li>
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{% endfor %}
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</ul>
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<form action="/" id="chat-form" method="post" class="input-field">
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<input type="text" name="user_input" placeholder="Enter your response">
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<button type="submit" class="btn">Send</button>
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</form>
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</div>
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</body>
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</html>
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requirements.txt
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Flask==2.3.2
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transformers==4.30.1
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torch==2.0.*
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