Upload 6 files

README.md

@@ -1,13 +1,12 @@
 ---
-title: PythonCodeExplainer
-emoji: 🏃
-colorFrom: yellow
-colorTo: yellow
+title: CodeExplainerPython
+emoji: 🐨
+colorFrom: gray
+colorTo: red
 sdk: gradio
-sdk_version: 3.21.0
+sdk_version: 3.19.1
 app_file: app.py
 pinned: false
-license: mit
 ---
 
 Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

app.py

@@ -0,0 +1,49 @@
+import gradio as gr
+
+from transformers import (
+    AutoModelForSeq2SeqLM,
+    AutoTokenizer,
+    AutoConfig,
+    pipeline,
+)
+
+model_name = "sagard21/python-code-explainer"
+
+tokenizer = AutoTokenizer.from_pretrained(model_name, padding=True)
+
+model = AutoModelForSeq2SeqLM.from_pretrained(model_name)
+
+config = AutoConfig.from_pretrained(model_name)
+
+model.eval()
+
+pipe = pipeline("summarization", model=model_name, config=config, tokenizer=tokenizer)
+
+def generate_text(text_prompt):
+  response = pipe(text_prompt)
+  return response[0]['summary_text']
+
+textbox1 = gr.Textbox(value = """
+class Solution(object):
+    def isValid(self, s):
+        stack = []
+        mapping = {")": "(", "}": "{", "]": "["}
+        for char in s:
+            if char in mapping:
+                top_element = stack.pop() if stack else '#'
+                if mapping[char] != top_element:
+                    return False
+            else:
+                stack.append(char)
+        return not stack""")
+
+textbox2 = gr.Textbox()
+
+if __name__ == "__main__":
+    gr.Textbox("The Inference Takes about 1 min 30 seconds")
+    with gr.Blocks() as demo:
+        gr.Interface(fn = generate_text, inputs = textbox1, outputs = textbox2)
+        with gr.Row():
+            gr.Image(value = "output.jpg", label = "Sample Explaination in Natural Language")
+            gr.Image(value = "code.jpg", label = "Sample Code for Checking if a Binary Tree is Mirrored")
+    demo.launch()

gitattributes.txt

@@ -0,0 +1,34 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text

requirements.txt

@@ -0,0 +1,3 @@
+torch
+transformers
+gradio