update dependency and cloned agent checker from huggingface

.gitattributes

@@ -0,0 +1,35 @@
+*.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
+*.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

app.py

@@ -0,0 +1,196 @@
+import os
+import gradio as gr
+import requests
+import inspect
+import pandas as pd
+
+# (Keep Constants as is)
+# --- Constants ---
+DEFAULT_API_URL = "https://agents-course-unit4-scoring.hf.space"
+
+# --- Basic Agent Definition ---
+# ----- THIS IS WERE YOU CAN BUILD WHAT YOU WANT ------
+class BasicAgent:
+    def __init__(self):
+        print("BasicAgent initialized.")
+    def __call__(self, question: str) -> str:
+        print(f"Agent received question (first 50 chars): {question[:50]}...")
+        fixed_answer = "This is a default answer."
+        print(f"Agent returning fixed answer: {fixed_answer}")
+        return fixed_answer
+
+def run_and_submit_all( profile: gr.OAuthProfile | None):
+    """
+    Fetches all questions, runs the BasicAgent on them, submits all answers,
+    and displays the results.
+    """
+    # --- Determine HF Space Runtime URL and Repo URL ---
+    space_id = os.getenv("SPACE_ID") # Get the SPACE_ID for sending link to the code
+
+    if profile:
+        username= f"{profile.username}"
+        print(f"User logged in: {username}")
+    else:
+        print("User not logged in.")
+        return "Please Login to Hugging Face with the button.", None
+
+    api_url = DEFAULT_API_URL
+    questions_url = f"{api_url}/questions"
+    submit_url = f"{api_url}/submit"
+
+    # 1. Instantiate Agent ( modify this part to create your agent)
+    try:
+        agent = BasicAgent()
+    except Exception as e:
+        print(f"Error instantiating agent: {e}")
+        return f"Error initializing agent: {e}", None
+    # In the case of an app running as a hugging Face space, this link points toward your codebase ( usefull for others so please keep it public)
+    agent_code = f"https://huggingface.co/spaces/{space_id}/tree/main"
+    print(agent_code)
+
+    # 2. Fetch Questions
+    print(f"Fetching questions from: {questions_url}")
+    try:
+        response = requests.get(questions_url, timeout=15)
+        response.raise_for_status()
+        questions_data = response.json()
+        if not questions_data:
+             print("Fetched questions list is empty.")
+             return "Fetched questions list is empty or invalid format.", None
+        print(f"Fetched {len(questions_data)} questions.")
+    except requests.exceptions.RequestException as e:
+        print(f"Error fetching questions: {e}")
+        return f"Error fetching questions: {e}", None
+    except requests.exceptions.JSONDecodeError as e:
+         print(f"Error decoding JSON response from questions endpoint: {e}")
+         print(f"Response text: {response.text[:500]}")
+         return f"Error decoding server response for questions: {e}", None
+    except Exception as e:
+        print(f"An unexpected error occurred fetching questions: {e}")
+        return f"An unexpected error occurred fetching questions: {e}", None
+
+    # 3. Run your Agent
+    results_log = []
+    answers_payload = []
+    print(f"Running agent on {len(questions_data)} questions...")
+    for item in questions_data:
+        task_id = item.get("task_id")
+        question_text = item.get("question")
+        if not task_id or question_text is None:
+            print(f"Skipping item with missing task_id or question: {item}")
+            continue
+        try:
+            submitted_answer = agent(question_text)
+            answers_payload.append({"task_id": task_id, "submitted_answer": submitted_answer})
+            results_log.append({"Task ID": task_id, "Question": question_text, "Submitted Answer": submitted_answer})
+        except Exception as e:
+             print(f"Error running agent on task {task_id}: {e}")
+             results_log.append({"Task ID": task_id, "Question": question_text, "Submitted Answer": f"AGENT ERROR: {e}"})
+
+    if not answers_payload:
+        print("Agent did not produce any answers to submit.")
+        return "Agent did not produce any answers to submit.", pd.DataFrame(results_log)
+
+    # 4. Prepare Submission 
+    submission_data = {"username": username.strip(), "agent_code": agent_code, "answers": answers_payload}
+    status_update = f"Agent finished. Submitting {len(answers_payload)} answers for user '{username}'..."
+    print(status_update)
+
+    # 5. Submit
+    print(f"Submitting {len(answers_payload)} answers to: {submit_url}")
+    try:
+        response = requests.post(submit_url, json=submission_data, timeout=60)
+        response.raise_for_status()
+        result_data = response.json()
+        final_status = (
+            f"Submission Successful!\n"
+            f"User: {result_data.get('username')}\n"
+            f"Overall Score: {result_data.get('score', 'N/A')}% "
+            f"({result_data.get('correct_count', '?')}/{result_data.get('total_attempted', '?')} correct)\n"
+            f"Message: {result_data.get('message', 'No message received.')}"
+        )
+        print("Submission successful.")
+        results_df = pd.DataFrame(results_log)
+        return final_status, results_df
+    except requests.exceptions.HTTPError as e:
+        error_detail = f"Server responded with status {e.response.status_code}."
+        try:
+            error_json = e.response.json()
+            error_detail += f" Detail: {error_json.get('detail', e.response.text)}"
+        except requests.exceptions.JSONDecodeError:
+            error_detail += f" Response: {e.response.text[:500]}"
+        status_message = f"Submission Failed: {error_detail}"
+        print(status_message)
+        results_df = pd.DataFrame(results_log)
+        return status_message, results_df
+    except requests.exceptions.Timeout:
+        status_message = "Submission Failed: The request timed out."
+        print(status_message)
+        results_df = pd.DataFrame(results_log)
+        return status_message, results_df
+    except requests.exceptions.RequestException as e:
+        status_message = f"Submission Failed: Network error - {e}"
+        print(status_message)
+        results_df = pd.DataFrame(results_log)
+        return status_message, results_df
+    except Exception as e:
+        status_message = f"An unexpected error occurred during submission: {e}"
+        print(status_message)
+        results_df = pd.DataFrame(results_log)
+        return status_message, results_df
+
+
+# --- Build Gradio Interface using Blocks ---
+with gr.Blocks() as demo:
+    gr.Markdown("# Basic Agent Evaluation Runner")
+    gr.Markdown(
+        """
+        **Instructions:**
+
+        1.  Please clone this space, then modify the code to define your agent's logic, the tools, the necessary packages, etc ...
+        2.  Log in to your Hugging Face account using the button below. This uses your HF username for submission.
+        3.  Click 'Run Evaluation & Submit All Answers' to fetch questions, run your agent, submit answers, and see the score.
+
+        ---
+        **Disclaimers:**
+        Once clicking on the "submit button, it can take quite some time ( this is the time for the agent to go through all the questions).
+        This space provides a basic setup and is intentionally sub-optimal to encourage you to develop your own, more robust solution. For instance for the delay process of the submit button, a solution could be to cache the answers and submit in a seperate action or even to answer the questions in async.
+        """
+    )
+
+    gr.LoginButton()
+
+    run_button = gr.Button("Run Evaluation & Submit All Answers")
+
+    status_output = gr.Textbox(label="Run Status / Submission Result", lines=5, interactive=False)
+    # Removed max_rows=10 from DataFrame constructor
+    results_table = gr.DataFrame(label="Questions and Agent Answers", wrap=True)
+
+    run_button.click(
+        fn=run_and_submit_all,
+        outputs=[status_output, results_table]
+    )
+
+if __name__ == "__main__":
+    print("\n" + "-"*30 + " App Starting " + "-"*30)
+    # Check for SPACE_HOST and SPACE_ID at startup for information
+    space_host_startup = os.getenv("SPACE_HOST")
+    space_id_startup = os.getenv("SPACE_ID") # Get SPACE_ID at startup
+
+    if space_host_startup:
+        print(f"✅ SPACE_HOST found: {space_host_startup}")
+        print(f"   Runtime URL should be: https://{space_host_startup}.hf.space")
+    else:
+        print("ℹ️  SPACE_HOST environment variable not found (running locally?).")
+
+    if space_id_startup: # Print repo URLs if SPACE_ID is found
+        print(f"✅ SPACE_ID found: {space_id_startup}")
+        print(f"   Repo URL: https://huggingface.co/spaces/{space_id_startup}")
+        print(f"   Repo Tree URL: https://huggingface.co/spaces/{space_id_startup}/tree/main")
+    else:
+        print("ℹ️  SPACE_ID environment variable not found (running locally?). Repo URL cannot be determined.")
+
+    print("-"*(60 + len(" App Starting ")) + "\n")
+
+    print("Launching Gradio Interface for Basic Agent Evaluation...")
+    demo.launch(debug=True, share=False)

pdm.lock

@@ -5,11 +5,22 @@
 groups = ["default"]
 strategy = ["inherit_metadata"]
 lock_version = "4.5.0"
-content_hash = "sha256:da5747f1ee40700b81298a5464962761e4777d0a7790ba934a6c71bf4bb35d58"
+content_hash = "sha256:7d897c624862c0f5d78bd04991a5a3021c3254763618e02ec50e0e7c5d255944"
 
 [[metadata.targets]]
 requires_python = "==3.12.*"
 
+[[package]]
+name = "aiofiles"
+version = "24.1.0"
+requires_python = ">=3.8"
+summary = "File support for asyncio."
+groups = ["default"]
+files = [
+    {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
+    {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
+]
+
 [[package]]
 name = "aiohappyeyeballs"
 version = "2.6.1"
@@ -175,16 +186,17 @@ files = [
 
 [[package]]
 name = "click"
-version = "8.2.0"
-requires_python = ">=3.10"
+version = "8.1.8"
+requires_python = ">=3.7"
 summary = "Composable command line interface toolkit"
 groups = ["default"]
 dependencies = [
     "colorama; platform_system == \"Windows\"",
+    "importlib-metadata; python_version < \"3.8\"",
 ]
 files = [
-    {file = "click-8.2.0-py3-none-any.whl", hash = "sha256:6b303f0b2aa85f1cb4e5303078fadcbcd4e476f114fab9b5007005711839325c"},
-    {file = "click-8.2.0.tar.gz", hash = "sha256:f5452aeddd9988eefa20f90f05ab66f17fce1ee2a36907fd30b05bbb5953814d"},
+    {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
+    {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
 ]
 
 [[package]]
@@ -290,6 +302,33 @@ files = [
     {file = "duckduckgo_search-8.0.2.tar.gz", hash = "sha256:3109a99967b29cab8862823bbe320d140d5c792415de851b9d6288de2311b3ec"},
 ]
 
+[[package]]
+name = "fastapi"
+version = "0.115.12"
+requires_python = ">=3.8"
+summary = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
+groups = ["default"]
+dependencies = [
+    "pydantic!=1.8,!=1.8.1,!=2.0.0,!=2.0.1,!=2.1.0,<3.0.0,>=1.7.4",
+    "starlette<0.47.0,>=0.40.0",
+    "typing-extensions>=4.8.0",
+]
+files = [
+    {file = "fastapi-0.115.12-py3-none-any.whl", hash = "sha256:e94613d6c05e27be7ffebdd6ea5f388112e5e430c8f7d6494a9d1d88d43e814d"},
+    {file = "fastapi-0.115.12.tar.gz", hash = "sha256:1e2c2a2646905f9e83d32f04a3f86aff4a286669c6c950ca95b5fd68c2602681"},
+]
+
+[[package]]
+name = "ffmpy"
+version = "0.5.0"
+requires_python = "<4.0,>=3.8"
+summary = "A simple Python wrapper for FFmpeg"
+groups = ["default"]
+files = [
+    {file = "ffmpy-0.5.0-py3-none-any.whl", hash = "sha256:df3799cf5816daa56d4959a023630ee53c6768b66009dae6d131519ba4b80233"},
+    {file = "ffmpy-0.5.0.tar.gz", hash = "sha256:277e131f246d18e9dcfee9bb514c50749031c43582ce5ef82c57b51e3d3955c3"},
+]
+
 [[package]]
 name = "filelock"
 version = "3.18.0"
@@ -356,6 +395,67 @@ files = [
     {file = "fsspec-2025.3.0.tar.gz", hash = "sha256:a935fd1ea872591f2b5148907d103488fc523295e6c64b835cfad8c3eca44972"},
 ]
 
+[[package]]
+name = "gradio"
+version = "5.29.1"
+requires_python = ">=3.10"
+summary = "Python library for easily interacting with trained machine learning models"
+groups = ["default"]
+dependencies = [
+    "aiofiles<25.0,>=22.0",
+    "anyio<5.0,>=3.0",
+    "audioop-lts<1.0; python_version >= \"3.13\"",
+    "fastapi<1.0,>=0.115.2",
+    "ffmpy",
+    "gradio-client==1.10.1",
+    "groovy~=0.1",
+    "httpx>=0.24.1",
+    "huggingface-hub>=0.28.1",
+    "jinja2<4.0",
+    "markupsafe<4.0,>=2.0",
+    "numpy<3.0,>=1.0",
+    "orjson~=3.0",
+    "packaging",
+    "pandas<3.0,>=1.0",
+    "pillow<12.0,>=8.0",
+    "pydantic<2.12,>=2.0",
+    "pydub",
+    "python-multipart>=0.0.18",
+    "pyyaml<7.0,>=5.0",
+    "ruff>=0.9.3; sys_platform != \"emscripten\"",
+    "safehttpx<0.2.0,>=0.1.6",
+    "semantic-version~=2.0",
+    "starlette<1.0,>=0.40.0; sys_platform != \"emscripten\"",
+    "tomlkit<0.14.0,>=0.12.0",
+    "typer<1.0,>=0.12; sys_platform != \"emscripten\"",
+    "typing-extensions~=4.0",
+    "urllib3~=2.0; sys_platform == \"emscripten\"",
+    "uvicorn>=0.14.0; sys_platform != \"emscripten\"",
+]
+files = [
+    {file = "gradio-5.29.1-py3-none-any.whl", hash = "sha256:e6fb5e984c514a8a863feaa7a6d56a8c5ded16e14c301bb3716ebe2c1ca0556c"},
+    {file = "gradio-5.29.1.tar.gz", hash = "sha256:34a39d1d2d21e73f01912ec59d15a507d6501b158840ebf63696b5cff1a9d8a6"},
+]
+
+[[package]]
+name = "gradio-client"
+version = "1.10.1"
+requires_python = ">=3.10"
+summary = "Python library for easily interacting with trained machine learning models"
+groups = ["default"]
+dependencies = [
+    "fsspec",
+    "httpx>=0.24.1",
+    "huggingface-hub>=0.19.3",
+    "packaging",
+    "typing-extensions~=4.0",
+    "websockets<16.0,>=10.0",
+]
+files = [
+    {file = "gradio_client-1.10.1-py3-none-any.whl", hash = "sha256:fcff53f6aad3dfa9dd082adedb94256172d6b20666b1ef66480d82023e1907db"},
+    {file = "gradio_client-1.10.1.tar.gz", hash = "sha256:550662eae8dc0d06d44cb8d42be74f214db1e793ad4d789d7b7ecb42e82ca045"},
+]
+
 [[package]]
 name = "greenlet"
 version = "3.2.2"
@@ -376,6 +476,17 @@ files = [
     {file = "greenlet-3.2.2.tar.gz", hash = "sha256:ad053d34421a2debba45aa3cc39acf454acbcd025b3fc1a9f8a0dee237abd485"},
 ]
 
+[[package]]
+name = "groovy"
+version = "0.1.2"
+requires_python = ">3.9"
+summary = "A small Python library created to help developers protect their applications from Server Side Request Forgery (SSRF) attacks."
+groups = ["default"]
+files = [
+    {file = "groovy-0.1.2-py3-none-any.whl", hash = "sha256:7f7975bab18c729a257a8b1ae9dcd70b7cafb1720481beae47719af57c35fa64"},
+    {file = "groovy-0.1.2.tar.gz", hash = "sha256:25c1dc09b3f9d7e292458aa762c6beb96ea037071bf5e917fc81fb78d2231083"},
+]
+
 [[package]]
 name = "h11"
 version = "0.16.0"
@@ -762,6 +873,21 @@ files = [
     {file = "lxml-5.4.0.tar.gz", hash = "sha256:d12832e1dbea4be280b22fd0ea7c9b87f0d8fc51ba06e92dc62d52f804f78ebd"},
 ]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+requires_python = ">=3.8"
+summary = "Python port of markdown-it. Markdown parsing, done right!"
+groups = ["default"]
+marker = "sys_platform != \"emscripten\""
+dependencies = [
+    "mdurl~=0.1",
+]
+files = [
+    {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
+]
+
 [[package]]
 name = "markupsafe"
 version = "3.0.2"
@@ -796,6 +922,18 @@ files = [
     {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
 ]
 
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+requires_python = ">=3.7"
+summary = "Markdown URL utilities"
+groups = ["default"]
+marker = "sys_platform != \"emscripten\""
+files = [
+    {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
+    {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
+]
+
 [[package]]
 name = "mpmath"
 version = "1.3.0"
@@ -1127,7 +1265,6 @@ version = "3.10.18"
 requires_python = ">=3.9"
 summary = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 groups = ["default"]
-marker = "platform_python_implementation != \"PyPy\" or python_version < \"4.0\""
 files = [
     {file = "orjson-3.10.18-cp312-cp312-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:50c15557afb7f6d63bc6d6348e0337a880a04eaa9cd7c9d569bcb4e760a24753"},
     {file = "orjson-3.10.18-cp312-cp312-macosx_15_0_arm64.whl", hash = "sha256:356b076f1662c9813d5fa56db7d63ccceef4c271b1fb3dd522aca291375fcf17"},
@@ -1358,6 +1495,28 @@ files = [
     {file = "pydantic_settings-2.9.1.tar.gz", hash = "sha256:c509bf79d27563add44e8446233359004ed85066cd096d8b510f715e6ef5d268"},
 ]
 
+[[package]]
+name = "pydub"
+version = "0.25.1"
+summary = "Manipulate audio with an simple and easy high level interface"
+groups = ["default"]
+files = [
+    {file = "pydub-0.25.1-py2.py3-none-any.whl", hash = "sha256:65617e33033874b59d87db603aa1ed450633288aefead953b30bded59cb599a6"},
+    {file = "pydub-0.25.1.tar.gz", hash = "sha256:980a33ce9949cab2a569606b65674d748ecbca4f0796887fd6f46173a7b0d30f"},
+]
+
+[[package]]
+name = "pygments"
+version = "2.19.1"
+requires_python = ">=3.8"
+summary = "Pygments is a syntax highlighting package written in Python."
+groups = ["default"]
+marker = "sys_platform != \"emscripten\""
+files = [
+    {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
+    {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
+]
+
 [[package]]
 name = "python-dateutil"
 version = "2.9.0.post0"
@@ -1383,6 +1542,17 @@ files = [
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 ]
 
+[[package]]
+name = "python-multipart"
+version = "0.0.20"
+requires_python = ">=3.8"
+summary = "A streaming multipart parser for Python"
+groups = ["default"]
+files = [
+    {file = "python_multipart-0.0.20-py3-none-any.whl", hash = "sha256:8a62d3a8335e06589fe01f2a3e178cdcc632f3fbe0d492ad9ee0ec35aab1f104"},
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+]
+
 [[package]]
 name = "pytz"
 version = "2025.2"
@@ -1481,6 +1651,65 @@ files = [
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
 ]
 
+[[package]]
+name = "rich"
+version = "14.0.0"
+requires_python = ">=3.8.0"
+summary = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+groups = ["default"]
+marker = "sys_platform != \"emscripten\""
+dependencies = [
+    "markdown-it-py>=2.2.0",
+    "pygments<3.0.0,>=2.13.0",
+    "typing-extensions<5.0,>=4.0.0; python_version < \"3.11\"",
+]
+files = [
+    {file = "rich-14.0.0-py3-none-any.whl", hash = "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0"},
+    {file = "rich-14.0.0.tar.gz", hash = "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725"},
+]
+
+[[package]]
+name = "ruff"
+version = "0.11.10"
+requires_python = ">=3.7"
+summary = "An extremely fast Python linter and code formatter, written in Rust."
+groups = ["default"]
+marker = "sys_platform != \"emscripten\""
+files = [
+    {file = "ruff-0.11.10-py3-none-linux_armv6l.whl", hash = "sha256:859a7bfa7bc8888abbea31ef8a2b411714e6a80f0d173c2a82f9041ed6b50f58"},
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+    {file = "ruff-0.11.10-py3-none-musllinux_1_2_x86_64.whl", hash = "sha256:3afead355f1d16d95630df28d4ba17fb2cb9c8dfac8d21ced14984121f639bad"},
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+    {file = "ruff-0.11.10-py3-none-win_amd64.whl", hash = "sha256:5cc725fbb4d25b0f185cb42df07ab6b76c4489b4bfb740a175f3a59c70e8a224"},
+    {file = "ruff-0.11.10-py3-none-win_arm64.whl", hash = "sha256:ef69637b35fb8b210743926778d0e45e1bffa850a7c61e428c6b971549b5f5d1"},
+    {file = "ruff-0.11.10.tar.gz", hash = "sha256:d522fb204b4959909ecac47da02830daec102eeb100fb50ea9554818d47a5fa6"},
+]
+
+[[package]]
+name = "safehttpx"
+version = "0.1.6"
+requires_python = ">3.9"
+summary = "A small Python library created to help developers protect their applications from Server Side Request Forgery (SSRF) attacks."
+groups = ["default"]
+dependencies = [
+    "httpx",
+]
+files = [
+    {file = "safehttpx-0.1.6-py3-none-any.whl", hash = "sha256:407cff0b410b071623087c63dd2080c3b44dc076888d8c5823c00d1e58cb381c"},
+    {file = "safehttpx-0.1.6.tar.gz", hash = "sha256:b356bfc82cee3a24c395b94a2dbeabbed60aff1aa5fa3b5fe97c4f2456ebce42"},
+]
+
 [[package]]
 name = "safetensors"
 version = "0.5.3"
@@ -1548,6 +1777,17 @@ files = [
     {file = "scipy-1.15.3.tar.gz", hash = "sha256:eae3cf522bc7df64b42cad3925c876e1b0b6c35c1337c93e12c0f366f55b0eaf"},
 ]
 
+[[package]]
+name = "semantic-version"
+version = "2.10.0"
+requires_python = ">=2.7"
+summary = "A library implementing the 'SemVer' scheme."
+groups = ["default"]
+files = [
+    {file = "semantic_version-2.10.0-py2.py3-none-any.whl", hash = "sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177"},
+    {file = "semantic_version-2.10.0.tar.gz", hash = "sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c"},
+]
+
 [[package]]
 name = "sentence-transformers"
 version = "4.1.0"
@@ -1581,6 +1821,18 @@ files = [
     {file = "setuptools-80.7.1.tar.gz", hash = "sha256:f6ffc5f0142b1bd8d0ca94ee91b30c0ca862ffd50826da1ea85258a06fd94552"},
 ]
 
+[[package]]
+name = "shellingham"
+version = "1.5.4"
+requires_python = ">=3.7"
+summary = "Tool to Detect Surrounding Shell"
+groups = ["default"]
+marker = "sys_platform != \"emscripten\""
+files = [
+    {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
+    {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
+]
+
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -1627,6 +1879,21 @@ files = [
     {file = "sqlalchemy-2.0.41.tar.gz", hash = "sha256:edba70118c4be3c2b1f90754d308d0b79c6fe2c0fdc52d8ddf603916f83f4db9"},
 ]
 
+[[package]]
+name = "starlette"
+version = "0.46.2"
+requires_python = ">=3.9"
+summary = "The little ASGI library that shines."
+groups = ["default"]
+dependencies = [
+    "anyio<5,>=3.6.2",
+    "typing-extensions>=3.10.0; python_version < \"3.10\"",
+]
+files = [
+    {file = "starlette-0.46.2-py3-none-any.whl", hash = "sha256:595633ce89f8ffa71a015caed34a5b2dc1c0cdb3f0f1fbd1e69339cf2abeec35"},
+    {file = "starlette-0.46.2.tar.gz", hash = "sha256:7f7361f34eed179294600af672f565727419830b54b7b084efe44bb82d2fccd5"},
+]
+
 [[package]]
 name = "sympy"
 version = "1.14.0"
@@ -1710,6 +1977,17 @@ files = [
     {file = "tokenizers-0.21.1.tar.gz", hash = "sha256:a1bb04dc5b448985f86ecd4b05407f5a8d97cb2c0532199b2a302a604a0165ab"},
 ]
 
+[[package]]
+name = "tomlkit"
+version = "0.13.2"
+requires_python = ">=3.8"
+summary = "Style preserving TOML library"
+groups = ["default"]
+files = [
+    {file = "tomlkit-0.13.2-py3-none-any.whl", hash = "sha256:7a974427f6e119197f670fbbbeae7bef749a6c14e793db934baefc1b5f03efde"},
+    {file = "tomlkit-0.13.2.tar.gz", hash = "sha256:fff5fe59a87295b278abd31bec92c15d9bc4a06885ab12bcea52c71119392e79"},
+]
+
 [[package]]
 name = "torch"
 version = "2.7.0"
@@ -1797,6 +2075,24 @@ files = [
     {file = "triton-3.3.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:b68c778f6c4218403a6bd01be7484f6dc9e20fe2083d22dd8aef33e3b87a10a3"},
 ]
 
+[[package]]
+name = "typer"
+version = "0.15.4"
+requires_python = ">=3.7"
+summary = "Typer, build great CLIs. Easy to code. Based on Python type hints."
+groups = ["default"]
+marker = "sys_platform != \"emscripten\""
+dependencies = [
+    "click<8.2,>=8.0.0",
+    "rich>=10.11.0",
+    "shellingham>=1.3.0",
+    "typing-extensions>=3.7.4.3",
+]
+files = [
+    {file = "typer-0.15.4-py3-none-any.whl", hash = "sha256:eb0651654dcdea706780c466cf06d8f174405a659ffff8f163cfbfee98c0e173"},
+    {file = "typer-0.15.4.tar.gz", hash = "sha256:89507b104f9b6a0730354f27c39fae5b63ccd0c95b1ce1f1a6ba0cfd329997c3"},
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.13.2"
@@ -1859,6 +2155,45 @@ files = [
     {file = "urllib3-2.4.0.tar.gz", hash = "sha256:414bc6535b787febd7567804cc015fee39daab8ad86268f1310a9250697de466"},
 ]
 
+[[package]]
+name = "uvicorn"
+version = "0.34.2"
+requires_python = ">=3.9"
+summary = "The lightning-fast ASGI server."
+groups = ["default"]
+marker = "sys_platform != \"emscripten\""
+dependencies = [
+    "click>=7.0",
+    "h11>=0.8",
+    "typing-extensions>=4.0; python_version < \"3.11\"",
+]
+files = [
+    {file = "uvicorn-0.34.2-py3-none-any.whl", hash = "sha256:deb49af569084536d269fe0a6d67e3754f104cf03aba7c11c40f01aadf33c403"},
+    {file = "uvicorn-0.34.2.tar.gz", hash = "sha256:0e929828f6186353a80b58ea719861d2629d766293b6d19baf086ba31d4f3328"},
+]
+
+[[package]]
+name = "websockets"
+version = "15.0.1"
+requires_python = ">=3.9"
+summary = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
+groups = ["default"]
+files = [
+    {file = "websockets-15.0.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:3e90baa811a5d73f3ca0bcbf32064d663ed81318ab225ee4f427ad4e26e5aff3"},
+    {file = "websockets-15.0.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:592f1a9fe869c778694f0aa806ba0374e97648ab57936f092fd9d87f8bc03665"},
+    {file = "websockets-15.0.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:0701bc3cfcb9164d04a14b149fd74be7347a530ad3bbf15ab2c678a2cd3dd9a2"},
+    {file = "websockets-15.0.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e8b56bdcdb4505c8078cb6c7157d9811a85790f2f2b3632c7d1462ab5783d215"},
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+    {file = "websockets-15.0.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:64dee438fed052b52e4f98f76c5790513235efaa1ef7f3f2192c392cd7c91b65"},
+    {file = "websockets-15.0.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:d5f6b181bb38171a8ad1d6aa58a67a6aa9d4b38d0f8c5f496b9e42561dfc62fe"},
+    {file = "websockets-15.0.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:5d54b09eba2bada6011aea5375542a157637b91029687eb4fdb2dab11059c1b4"},
+    {file = "websockets-15.0.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3be571a8b5afed347da347bfcf27ba12b069d9d7f42cb8c7028b5e98bbb12597"},
+    {file = "websockets-15.0.1-cp312-cp312-win32.whl", hash = "sha256:c338ffa0520bdb12fbc527265235639fb76e7bc7faafbb93f6ba80d9c06578a9"},
+    {file = "websockets-15.0.1-cp312-cp312-win_amd64.whl", hash = "sha256:fcd5cf9e305d7b8338754470cf69cf81f420459dbae8a3b40cee57417f4614a7"},
+    {file = "websockets-15.0.1-py3-none-any.whl", hash = "sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f"},
+    {file = "websockets-15.0.1.tar.gz", hash = "sha256:82544de02076bafba038ce055ee6412d68da13ab47f0c60cab827346de828dee"},
+]
+
 [[package]]
 name = "xxhash"
 version = "3.5.0"

pyproject.toml

@@ -5,7 +5,7 @@ description = "Default template for PDM package"
 authors = [
     {name = "Supphawit_Golf", email = "supphawit.n@gmail.com"},
 ]
-dependencies = ["langchain>=0.3.25", "huggingface-hub>=0.31.2", "pandas>=2.2.3", "langgraph>=0.4.5", "langchain-openai>=0.3.17", "dotenv>=0.9.9", "datasets>=3.6.0", "langchain-community>=0.3.24", "rank-bm25>=0.2.2", "langchain-huggingface>=0.2.0", "duckduckgo-search>=8.0.2", "requests>=2.32.3"]
+dependencies = ["langchain>=0.3.25", "huggingface-hub>=0.31.2", "pandas>=2.2.3", "langgraph>=0.4.5", "langchain-openai>=0.3.17", "dotenv>=0.9.9", "datasets>=3.6.0", "langchain-community>=0.3.24", "rank-bm25>=0.2.2", "langchain-huggingface>=0.2.0", "duckduckgo-search>=8.0.2", "requests>=2.32.3", "gradio>=5.29.1"]
 requires-python = "==3.12.*"
 readme = "README.md"
 license = {text = "MIT"}

requirements.txt

@@ -0,0 +1,136 @@
+# This file is @generated by PDM.
+# Please do not edit it manually.
+
+aiofiles==24.1.0
+aiohappyeyeballs==2.6.1
+aiohttp==3.11.18
+aiosignal==1.3.2
+annotated-types==0.7.0
+anyio==4.9.0
+attrs==25.3.0
+certifi==2025.4.26
+cffi==1.17.1; platform_python_implementation == "PyPy"
+charset-normalizer==3.4.2
+click==8.1.8
+colorama==0.4.6; platform_system == "Windows"
+dataclasses-json==0.6.7
+datasets==3.6.0
+dill==0.3.8
+distro==1.9.0
+dotenv==0.9.9
+duckduckgo-search==8.0.2
+fastapi==0.115.12
+ffmpy==0.5.0
+filelock==3.18.0
+frozenlist==1.6.0
+fsspec[http]==2025.3.0
+gradio==5.29.1
+gradio-client==1.10.1
+greenlet==3.2.2; (platform_machine == "win32" or platform_machine == "WIN32" or platform_machine == "AMD64" or platform_machine == "amd64" or platform_machine == "x86_64" or platform_machine == "ppc64le" or platform_machine == "aarch64") and python_version < "3.14"
+groovy==0.1.2
+h11==0.16.0
+httpcore==1.0.9
+httpx==0.28.1
+httpx-sse==0.4.0
+huggingface-hub==0.31.2
+idna==3.10
+jinja2==3.1.6
+jiter==0.9.0
+joblib==1.5.0
+jsonpatch==1.33
+jsonpointer==3.0.0
+langchain==0.3.25
+langchain-community==0.3.24
+langchain-core==0.3.60
+langchain-huggingface==0.2.0
+langchain-openai==0.3.17
+langchain-text-splitters==0.3.8
+langgraph==0.4.5
+langgraph-checkpoint==2.0.26
+langgraph-prebuilt==0.1.8; python_version < "4.0"
+langgraph-sdk==0.1.69; python_version < "4.0"
+langsmith==0.3.42
+lxml==5.4.0
+markdown-it-py==3.0.0; sys_platform != "emscripten"
+markupsafe==3.0.2
+marshmallow==3.26.1
+mdurl==0.1.2; sys_platform != "emscripten"
+mpmath==1.3.0
+multidict==6.4.3
+multiprocess==0.70.16
+mypy-extensions==1.1.0
+networkx==3.4.2
+numpy==2.2.5
+nvidia-cublas-cu12==12.6.4.1; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cuda-cupti-cu12==12.6.80; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cuda-nvrtc-cu12==12.6.77; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cuda-runtime-cu12==12.6.77; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cudnn-cu12==9.5.1.17; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cufft-cu12==11.3.0.4; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cufile-cu12==1.11.1.6; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-curand-cu12==10.3.7.77; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cusolver-cu12==11.7.1.2; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cusparse-cu12==12.5.4.2; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-cusparselt-cu12==0.6.3; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-nccl-cu12==2.26.2; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-nvjitlink-cu12==12.6.85; platform_system == "Linux" and platform_machine == "x86_64"
+nvidia-nvtx-cu12==12.6.77; platform_system == "Linux" and platform_machine == "x86_64"
+openai==1.79.0
+orjson==3.10.18
+ormsgpack==1.9.1
+packaging==24.2
+pandas==2.2.3
+pillow==11.2.1
+primp==0.15.0
+propcache==0.3.1
+pyarrow==20.0.0
+pycparser==2.22; platform_python_implementation == "PyPy"
+pydantic==2.11.4
+pydantic-core==2.33.2
+pydantic-settings==2.9.1
+pydub==0.25.1
+pygments==2.19.1; sys_platform != "emscripten"
+python-dateutil==2.9.0.post0
+python-dotenv==1.1.0
+python-multipart==0.0.20
+pytz==2025.2
+pyyaml==6.0.2
+rank-bm25==0.2.2
+regex==2024.11.6
+requests==2.32.3
+requests-toolbelt==1.0.0
+rich==14.0.0; sys_platform != "emscripten"
+ruff==0.11.10; sys_platform != "emscripten"
+safehttpx==0.1.6
+safetensors==0.5.3
+scikit-learn==1.6.1
+scipy==1.15.3
+semantic-version==2.10.0
+sentence-transformers==4.1.0
+setuptools==80.7.1; platform_system == "Linux" and platform_machine == "x86_64" or python_version >= "3.12"
+shellingham==1.5.4; sys_platform != "emscripten"
+six==1.17.0
+sniffio==1.3.1
+sqlalchemy==2.0.41
+starlette==0.46.2
+sympy==1.14.0
+tenacity==9.1.2
+threadpoolctl==3.6.0
+tiktoken==0.9.0
+tokenizers==0.21.1
+tomlkit==0.13.2
+torch==2.7.0
+tqdm==4.67.1
+transformers==4.51.3
+triton==3.3.0; platform_system == "Linux" and platform_machine == "x86_64"
+typer==0.15.4; sys_platform != "emscripten"
+typing-extensions==4.13.2
+typing-inspect==0.9.0
+typing-inspection==0.4.0
+tzdata==2025.2
+urllib3==2.4.0
+uvicorn==0.34.2; sys_platform != "emscripten"
+websockets==15.0.1
+xxhash==3.5.0
+yarl==1.20.0
+zstandard==0.23.0