Update app.py
Browse files
app.py
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@@ -2,7 +2,7 @@ import streamlit as st
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import textgrad as tg
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import os
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tg.set_backward_engine(tg.get_engine("gpt-4o")
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# Hardcoded examples
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default_initial_solution = """To solve the equation 3x^2 - 7x + 2 = 0, we use the quadratic formula:
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@@ -29,21 +29,23 @@ initial_solution = st.text_area("Initial Solution", st.session_state.get("initia
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loss_system_prompt = st.text_area("Loss System Prompt", st.session_state.get("loss_system_prompt", ""))
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num_epochs = st.number_input("Epochs", min_value=1, value=1)
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import textgrad as tg
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import os
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tg.set_backward_engine(tg.get_engine("gpt-4o"))
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# Hardcoded examples
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default_initial_solution = """To solve the equation 3x^2 - 7x + 2 = 0, we use the quadratic formula:
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loss_system_prompt = st.text_area("Loss System Prompt", st.session_state.get("loss_system_prompt", ""))
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num_epochs = st.number_input("Epochs", min_value=1, value=1)
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# Enter button
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if st.button("Enter"):
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# Set up the textgrad variables
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solution = tg.Variable(initial_solution,
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requires_grad=True,
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role_description="solution to the math question")
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loss_fn = tg.TextLoss(tg.Variable(loss_system_prompt,
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requires_grad=False,
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role_description="system prompt"))
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optimizer = tg.TGD([solution])
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# Training loop
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for i in range(num_epochs):
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loss = loss_fn(solution)
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loss.backward()
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optimizer.step()
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# Output box
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st.text_area("Result", solution.value)
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