fixing ./app.py

Makefile

@@ -4,7 +4,8 @@ install:
 test : 
 	python -m pytest -vv -- cov=hello -- cov=greeting \
 		-cov=smath -cov=web tests
-	python -m pytest -- nbval notebook. ipynb #tests our jupyter notebook
+	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:

app.py

@@ -1,14 +1,24 @@
 from transformers import pipeline
 import gradio as gr
 
-model = pipeline("summarization")
+# Use a specific model and CPU
+model = pipeline(
+    "summarization",
+    model="facebook/bart-large-cnn",
+    device=-1  # forces CPU
+)
 
 def predict(prompt):
-    summary = model(prompt) [0] ["summary_text"]
+    summary = model(prompt)[0]["summary_text"]
     return summary
 
-with gr.Blocks() as demo:
-    textbox = gr.Textbox(placeholder="Enter text block to summarize", lines=4)
-    gr.Interface(fn=predict, inputs=textbox, outputs="text")
+# Simple Gradio interface
+demo = gr.Interface(
+    fn=predict,
+    inputs=gr.Textbox(placeholder="Enter text to summarize", lines=4),
+    outputs="text",
+    title="MLOps Pipeline Summarizer",
+    description="Enter text and get a summarized version using Hugging Face Transformers"
+)
 
-demo. launch() 
+demo.launch()

requirements.txt

@@ -1,3 +1,4 @@
 gradio == 6.2.0
 transformers == 4.57.3
 tensorflow ==2.20.0
+torch