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app.py

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+# Adapted from Prompt-aided Language Models [PAL](https://arxiv.org/pdf/2211.10435.pdf).
+
+import minichain
+
+# PAL Prompt
+
+class PalPrompt(minichain.TemplatePrompt):
+    template_file = "pal.pmpt.tpl"
+
+# Prompt to run and print python code.
+
+class PyPrompt(minichain.Prompt):
+    def prompt(self, inp):
+        return inp + "\nprint(solution())"
+
+    def parse(self, response, inp):
+        return int(response)
+
+# Chain the prompts.
+
+with minichain.start_chain("pal") as backend:
+    question = "Melanie is a door-to-door saleswoman. She sold a third of her ' \
+    'vacuum cleaners at the green house, 2 more to the red house, and half of ' \
+    'what was left at the orange house. If Melanie has 5 vacuum cleaners left, ' \
+    'how many did she start with?'"
+    prompt = PalPrompt(backend.OpenAI()).chain(PyPrompt(backend.Python()))
+    result = prompt({"question": question})
+    print(result)
+
+# View prompt examples.
+
+# + tags=["hide_inp"]
+PalPrompt().show(
+    {"question": "Joe has 10 cars and Bobby has 12. How many do they have together?"},
+    "def solution():\n\treturn 10 + 12",
+)
+# -
+
+# + tags=["hide_inp"]
+PyPrompt().show("def solution():\n\treturn 10 + 12", "22")
+# -
+
+# View the log.
+
+minichain.show_log("pal.log")

pal.pmpt.tpl

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+Q: Olivia has $23. She bought five bagels for $3 each. How much money does she have left?
+
+# solution in Python:
+
+
+def solution():
+    """Olivia has $23. She bought five bagels for $3 each. How much money does she have left?"""
+    money_initial = 23
+    bagels = 5
+    bagel_cost = 3
+    money_spent = bagels * bagel_cost
+    money_left = money_initial - money_spent
+    result = money_left
+    return result
+
+
+
+
+
+Q: Michael had 58 golf balls. On tuesday, he lost 23 golf balls. On wednesday, he lost 2 more. How many golf balls did he have at the end of wednesday?
+
+# solution in Python:
+
+
+def solution():
+    """Michael had 58 golf balls. On tuesday, he lost 23 golf balls. On wednesday, he lost 2 more. How many golf balls did he have at the end of wednesday?"""
+    golf_balls_initial = 58
+    golf_balls_lost_tuesday = 23
+    golf_balls_lost_wednesday = 2
+    golf_balls_left = golf_balls_initial - golf_balls_lost_tuesday - golf_balls_lost_wednesday
+    result = golf_balls_left
+    return result
+
+
+
+
+
+Q: There were nine computers in the server room. Five more computers were installed each day, from monday to thursday. How many computers are now in the server room?
+
+# solution in Python:
+
+
+def solution():
+    """There were nine computers in the server room. Five more computers were installed each day, from monday to thursday. How many computers are now in the server room?"""
+    computers_initial = 9
+    computers_per_day = 5
+    num_days = 4  # 4 days between monday and thursday
+    computers_added = computers_per_day * num_days
+    computers_total = computers_initial + computers_added
+    result = computers_total
+    return result
+
+
+
+
+
+Q: Shawn has five toys. For Christmas, he got two toys each from his mom and dad. How many toys does he have now?
+
+# solution in Python:
+
+
+def solution():
+    """Shawn has five toys. For Christmas, he got two toys each from his mom and dad. How many toys does he have now?"""
+    toys_initial = 5
+    mom_toys = 2
+    dad_toys = 2
+    total_received = mom_toys + dad_toys
+    total_toys = toys_initial + total_received
+    result = total_toys
+    return result
+
+
+
+
+
+Q: Jason had 20 lollipops. He gave Denny some lollipops. Now Jason has 12 lollipops. How many lollipops did Jason give to Denny?
+
+# solution in Python:
+
+
+def solution():
+    """Jason had 20 lollipops. He gave Denny some lollipops. Now Jason has 12 lollipops. How many lollipops did Jason give to Denny?"""
+    jason_lollipops_initial = 20
+    jason_lollipops_after = 12
+    denny_lollipops = jason_lollipops_initial - jason_lollipops_after
+    result = denny_lollipops
+    return result
+
+
+
+
+
+Q: Leah had 32 chocolates and her sister had 42. If they ate 35, how many pieces do they have left in total?
+
+# solution in Python:
+
+
+def solution():
+    """Leah had 32 chocolates and her sister had 42. If they ate 35, how many pieces do they have left in total?"""
+    leah_chocolates = 32
+    sister_chocolates = 42
+    total_chocolates = leah_chocolates + sister_chocolates
+    chocolates_eaten = 35
+    chocolates_left = total_chocolates - chocolates_eaten
+    result = chocolates_left
+    return result
+
+
+
+
+
+Q: If there are 3 cars in the parking lot and 2 more cars arrive, how many cars are in the parking lot?
+
+# solution in Python:
+
+
+def solution():
+    """If there are 3 cars in the parking lot and 2 more cars arrive, how many cars are in the parking lot?"""
+    cars_initial = 3
+    cars_arrived = 2
+    total_cars = cars_initial + cars_arrived
+    result = total_cars
+    return result
+
+
+
+
+
+Q: There are 15 trees in the grove. Grove workers will plant trees in the grove today. After they are done, there will be 21 trees. How many trees did the grove workers plant today?
+
+# solution in Python:
+
+
+def solution():
+    """There are 15 trees in the grove. Grove workers will plant trees in the grove today. After they are done, there will be 21 trees. How many trees did the grove workers plant today?"""
+    trees_initial = 15
+    trees_after = 21
+    trees_added = trees_after - trees_initial
+    result = trees_added
+    return result
+
+
+
+
+
+Q: {{question}}
+
+# solution in Python:

requirements.txt

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+gradio
+git+https://github.com/srush/minichain
+manifest-ml