Spaces:
Runtime error
Runtime error
Update app.py
Browse files
app.py
CHANGED
|
@@ -13,7 +13,7 @@ model = sentence_transformers.SentenceTransformer(
|
|
| 13 |
dataset = datasets.load_dataset("json", data_files=["./dataset.json"], split="train")
|
| 14 |
dataset.load_faiss_index("embeddings", "index.faiss")
|
| 15 |
|
| 16 |
-
def search(query, k):
|
| 17 |
query_embedding = model.encode(query)
|
| 18 |
_, retrieved_examples = dataset.get_nearest_examples(
|
| 19 |
"embeddings",
|
|
@@ -38,21 +38,54 @@ def search(query, k):
|
|
| 38 |
results.append(result)
|
| 39 |
return results
|
| 40 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 41 |
iface = gr.Interface(
|
| 42 |
-
search,
|
| 43 |
inputs=[
|
| 44 |
-
gr.inputs.Textbox(
|
| 45 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
],
|
| 47 |
outputs=[
|
| 48 |
-
gr.outputs.
|
| 49 |
-
|
| 50 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 51 |
],
|
| 52 |
title="Camembert and Faiss-powered Search Engine",
|
| 53 |
description="Search through a dataset using Camembert and Faiss",
|
| 54 |
-
theme="
|
| 55 |
layout="vertical",
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 56 |
)
|
| 57 |
|
| 58 |
iface.launch()
|
|
|
|
| 13 |
dataset = datasets.load_dataset("json", data_files=["./dataset.json"], split="train")
|
| 14 |
dataset.load_faiss_index("embeddings", "index.faiss")
|
| 15 |
|
| 16 |
+
def search(query, k=3):
|
| 17 |
query_embedding = model.encode(query)
|
| 18 |
_, retrieved_examples = dataset.get_nearest_examples(
|
| 19 |
"embeddings",
|
|
|
|
| 38 |
results.append(result)
|
| 39 |
return results
|
| 40 |
|
| 41 |
+
# Add custom styles to the interface
|
| 42 |
+
styles = gr.Styles(
|
| 43 |
+
button_color="white",
|
| 44 |
+
label_font="Arial",
|
| 45 |
+
label_font_size=18,
|
| 46 |
+
label_color="black",
|
| 47 |
+
input_font="Arial",
|
| 48 |
+
input_font_size=18,
|
| 49 |
+
input_color="black",
|
| 50 |
+
output_font="Arial",
|
| 51 |
+
output_font_size=18,
|
| 52 |
+
output_color="black",
|
| 53 |
+
full_width=True,
|
| 54 |
+
background="#f2f2f2",
|
| 55 |
+
)
|
| 56 |
+
|
| 57 |
iface = gr.Interface(
|
| 58 |
+
fn=search,
|
| 59 |
inputs=[
|
| 60 |
+
gr.inputs.Textbox(
|
| 61 |
+
label="Query", placeholder="Type in a search query...", lines=3
|
| 62 |
+
),
|
| 63 |
+
gr.inputs.Number(
|
| 64 |
+
label="K",
|
| 65 |
+
default=3,
|
| 66 |
+
description="Number of results to return",
|
| 67 |
+
),
|
| 68 |
],
|
| 69 |
outputs=[
|
| 70 |
+
gr.outputs.Label(
|
| 71 |
+
label="Result 1", type="auto", default="Search results will appear here."
|
| 72 |
+
),
|
| 73 |
+
gr.outputs.Label(
|
| 74 |
+
label="Result 2", type="auto", default=""
|
| 75 |
+
),
|
| 76 |
+
gr.outputs.Link(
|
| 77 |
+
label="Result 3", type="auto", default=""
|
| 78 |
+
),
|
| 79 |
],
|
| 80 |
title="Camembert and Faiss-powered Search Engine",
|
| 81 |
description="Search through a dataset using Camembert and Faiss",
|
| 82 |
+
theme="default",
|
| 83 |
layout="vertical",
|
| 84 |
+
allow_flagging=False,
|
| 85 |
+
allow_screenshot=False,
|
| 86 |
+
allow_share=True,
|
| 87 |
+
allow_download=False,
|
| 88 |
+
style=styles,
|
| 89 |
)
|
| 90 |
|
| 91 |
iface.launch()
|