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Makefile.txt

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+install:
+	pip install --upgrade pip &&\
+		pip install -r requirements.txt
+
+test:
+	python -m pytest -vvv --cov=hello --cov=greeting \
+		--cov=smath --cov=web tests
+	python -m pytest --nbval notebook.ipynb	#tests our jupyter notebook
+	#python -m pytest -v tests/test_web.py #if you just want to test web
+
+debug:
+	python -m pytest -vv --pdb	#Debugger is invoked
+
+one-test:
+	python -m pytest -vv tests/test_greeting.py::test_my_name4
+
+debugthree:
+	#not working the way I expect
+	python -m pytest -vv --pdb --maxfail=4  # drop to PDB for first three failures
+
+format:
+	black *.py
+
+lint:
+	pylint --disable=R,C *.py
+
+all: install lint test format

app.py

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+from transformers import pipeline
+import gradio as gr
+
+
+model = pipeline(
+    "summarization",
+)
+
+def predict(prompt):
+    summary = model(prompt)[0]["summary_text"]
+    return summary
+
+
+# create an interface for the model
+with gr.Interface(predict, "textbox", "text") as interface:
+    interface.launch()

requirements.txt

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+gradio
+transformers
+tensorflow