diff --git a/app.py b/app.py
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index 0000000000000000000000000000000000000000..4f95c2b3b766e146294183d4b3d56712282928d2
--- /dev/null
+++ b/app.py
@@ -0,0 +1,41 @@
+import os
+import streamlit as st
+import json
+import tarfile
+
+st.set_page_config(layout="wide")
+
+PARENT_PATH: str = os.path.join(os.path.dirname(os.path.abspath(__file__)))
+EVAL_DIR: str = os.path.join(PARENT_PATH, "eval-results")
+st.title("K2 Evaluation Gallery")
+st.markdown("""The K2 gallery allows one to browse the output of various evaluations on intermediate K2 checkpoints, which provides an intuitive understanding on how the model develops and improves over time.""")
+
+with st.sidebar:
+    html = f"<img src='https://www.llm360.ai/images/logo-highres.png' width='100' /><img src='https://huggingface.co/spaces/LLM360/k2-gallery/blob/main/k2-logo.svg' width='100' />"
+    st.markdown(html, unsafe_allow_html=True)
+
+    metric = st.radio(
+        "Choose a metric", options=os.listdir(os.path.join(EVAL_DIR))
+    )
+
+    n_shot = st.radio(
+        "Selece an n-shot number", os.listdir(os.path.join(EVAL_DIR, metric))
+    )
+
+col1, col2 = st.columns(2)
+
+with col1:
+    st.header("Checkpoint A")
+    ckpt = st.selectbox('Select a checkpoint', sorted(os.listdir(os.path.join(EVAL_DIR, metric, n_shot))), key="A1")
+    st.write(f'Veiwing Evaluation Results for Checkpoint: `{ckpt}`')
+    file = st.selectbox("Select a file", sorted(os.listdir(os.path.join(EVAL_DIR, metric, n_shot, ckpt))), key="A2")
+    with tarfile.open(os.path.join(EVAL_DIR, metric, n_shot, ckpt, file), "r:gz") as f:
+        st.json(json.load(f.extractfile(f.next())))
+
+with col2:
+    st.header("Checkpoint B")
+    ckpt = st.selectbox('Select a checkpoint', sorted(os.listdir(os.path.join(EVAL_DIR, metric, n_shot))), key="B1")
+    st.write(f'Veiwing Evaluation Results for Checkpoint: `{ckpt}`')
+    file = st.selectbox("Select a file", sorted(os.listdir(os.path.join(EVAL_DIR, metric, n_shot, ckpt))), key="B2")
+    with tarfile.open(os.path.join(EVAL_DIR, metric, n_shot, ckpt, file), "r:gz") as f:
+        st.json(json.load(f.extractfile(f.next())))
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