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app.py

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+from minichain import prompt, Mock, show
+import minichain
+
+@prompt(Mock(["hello"]))
+def prompt_function1(model, x):
+    return model(x)
+
+@prompt(Mock(["b"]), template_file="test.pmpt.tpl")
+def prompt_function2(model, x):
+    return model(dict(x=x))
+    
+def run(query):
+    x = prompt_function1(query)
+    return prompt_function2(prompt_function2(x))
+
+
+demo = show(run,
+            examples=["a"],
+            subprompts=[prompt_function1, prompt_function2, prompt_function2])
+
+if __name__ == "__main__":
+    demo.launch()

requirements.txt

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+gradio==3.21.0
+git+https://github.com/srush/minichain@gradio
+manifest-ml
+faiss-cpu

test.pmpt.tpl

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+Hello there! {{x}}