burtenshaw
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Parent(s):
first commit
Browse files- .python-version +1 -0
- README.md +17 -0
- app.py +290 -0
- example.json +32 -0
- pyproject.toml +12 -0
- uv.lock +0 -0
.python-version
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3.11
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README.md
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---
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title: Dataset Quiz
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emoji: 🔥
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colorFrom: pink
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colorTo: blue
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sdk: gradio
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sdk_version: 5.13.1
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app_file: app.py
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pinned: false
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license: apache-2.0
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short_description: A quiz app for rows of a dataset
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hf_oauth: true
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---
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# Dataset Quiz
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A quiz app for rows of a dataset.
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app.py
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import os
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from datetime import datetime
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import random
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import gradio as gr
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from datasets import load_dataset, Dataset, DatasetDict
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from huggingface_hub import whoami, InferenceClient
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# Initialize the inference client
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client = InferenceClient(
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api_key=os.getenv("HF_API_KEY"), # Make sure to set this environment variable
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)
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# Load questions from Hugging Face dataset
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EXAM_MAX_QUESTIONS = os.getenv("EXAM_MAX_QUESTIONS") or 5 # We have 5 questions total
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EXAM_PASSING_SCORE = os.getenv("EXAM_PASSING_SCORE") or 0.0
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EXAM_DATASET_ID = "agents-course/dummy-code-quiz"
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# prep the dataset for the quiz
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ds = load_dataset(EXAM_DATASET_ID, split="train")
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quiz_data = ds.to_list()
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random.shuffle(quiz_data)
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def check_code(user_code, solution, challenge):
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"""
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Use LLM to evaluate if the user's code solution is correct.
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Returns True if the solution is correct, False otherwise.
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"""
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prompt = f"""You are an expert Python programming instructor evaluating a student's code solution.
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Challenge:
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{challenge}
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Reference Solution:
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{solution}
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| 36 |
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Student's Solution:
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{user_code}
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Evaluate if the student's solution is functionally equivalent to the reference solution.
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| 41 |
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Consider:
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| 42 |
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1. Does it solve the problem correctly?
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| 43 |
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2. Does it handle edge cases appropriately?
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| 44 |
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3. Does it follow the requirements of the challenge?
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| 45 |
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Respond with ONLY "CORRECT" or "INCORRECT" followed by a brief explanation.
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"""
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| 48 |
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| 49 |
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messages = [{"role": "user", "content": prompt}]
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| 50 |
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| 51 |
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try:
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| 52 |
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completion = client.chat.completions.create(
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| 53 |
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model="Qwen/Qwen2.5-Coder-32B-Instruct",
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| 54 |
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messages=messages,
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| 55 |
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max_tokens=500,
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)
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| 57 |
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| 58 |
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response = completion.choices[0].message.content.strip()
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| 59 |
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| 60 |
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# Extract the verdict from the response
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| 61 |
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is_correct = response.upper().startswith("CORRECT")
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| 62 |
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| 63 |
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# Add the explanation to the status text
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| 64 |
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explanation = response.split("\n", 1)[1] if "\n" in response else ""
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| 65 |
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gr.Info(explanation)
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| 67 |
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return is_correct
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| 68 |
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| 69 |
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except Exception as e:
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| 70 |
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gr.Warning(f"Error checking code: {str(e)}")
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| 71 |
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# Fall back to simple string comparison if LLM fails
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| 72 |
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return user_code.strip() == solution.strip()
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def on_user_logged_in(token: gr.OAuthToken | None):
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| 76 |
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"""Handle user login state"""
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| 77 |
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if token is not None:
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return gr.update(visible=False), gr.update(visible=True)
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| 79 |
+
else:
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| 80 |
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return gr.update(visible=True), gr.update(visible=False)
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| 81 |
+
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| 82 |
+
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| 83 |
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def push_results_to_hub(
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| 84 |
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user_answers: list, token: gr.OAuthToken | None, signed_in_message: str
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| 85 |
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):
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| 86 |
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"""Push results to Hugging Face Hub."""
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| 87 |
+
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| 88 |
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print(f"signed_in_message: {signed_in_message}")
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| 89 |
+
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| 90 |
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if not user_answers: # Check if there are any answers to submit
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| 91 |
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gr.Warning("No answers to submit!")
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| 92 |
+
return "No answers to submit!"
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| 93 |
+
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| 94 |
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if token is None:
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| 95 |
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gr.Warning("Please log in to Hugging Face before pushing!")
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| 96 |
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return "Please log in to Hugging Face before pushing!"
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| 97 |
+
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| 98 |
+
# Calculate grade
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| 99 |
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correct_count = sum(1 for answer in user_answers if answer["is_correct"])
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| 100 |
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total_questions = len(user_answers)
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| 101 |
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grade = correct_count / total_questions if total_questions > 0 else 0
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| 102 |
+
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| 103 |
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if grade < float(EXAM_PASSING_SCORE):
|
| 104 |
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gr.Warning(
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| 105 |
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f"Score {grade:.1%} below passing threshold of {float(EXAM_PASSING_SCORE):.1%}"
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| 106 |
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)
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| 107 |
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return f"You scored {grade:.1%}. Please try again to achieve at least {float(EXAM_PASSING_SCORE):.1%}"
|
| 108 |
+
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| 109 |
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gr.Info("Submitting answers to the Hub. Please wait...", duration=2)
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| 110 |
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| 111 |
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user_info = whoami(token=token.token)
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| 112 |
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username = user_info["name"]
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| 113 |
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repo_id = f"{EXAM_DATASET_ID}_responses"
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| 114 |
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submission_time = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
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| 115 |
+
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| 116 |
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# Create a dataset with the user's answers and metadata
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| 117 |
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submission_data = [
|
| 118 |
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{
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| 119 |
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"username": username,
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| 120 |
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"datetime": submission_time,
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| 121 |
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"grade": grade,
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| 122 |
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**answer, # Include all answer data
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| 123 |
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}
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| 124 |
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for answer in user_answers
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| 125 |
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]
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| 126 |
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| 127 |
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try:
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| 128 |
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# Try to load existing dataset
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| 129 |
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existing_ds = load_dataset(repo_id)
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| 130 |
+
# Convert to DatasetDict if it isn't already
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| 131 |
+
if not isinstance(existing_ds, dict):
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| 132 |
+
existing_ds = DatasetDict({"default": existing_ds})
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| 133 |
+
except Exception:
|
| 134 |
+
# If dataset doesn't exist, create empty DatasetDict
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| 135 |
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existing_ds = DatasetDict()
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| 136 |
+
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| 137 |
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# Create new dataset from submission
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| 138 |
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new_ds = Dataset.from_list(submission_data)
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| 139 |
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| 140 |
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# Add or update the split for this user
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| 141 |
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existing_ds[username] = new_ds
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| 142 |
+
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| 143 |
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# Push the updated dataset to the Hub
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| 144 |
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existing_ds.push_to_hub(
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| 145 |
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repo_id,
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| 146 |
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private=True, # Make it private by default since it contains student submissions
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| 147 |
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)
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| 148 |
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return f"Your responses have been submitted to the Hub! Final grade: {grade:.1%}"
|
| 150 |
+
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| 151 |
+
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| 152 |
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def handle_quiz(question_idx, user_answers, submitted_code, is_start):
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| 153 |
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"""Handle quiz state and progression"""
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| 154 |
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# Hide the start button once the first question is shown
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| 155 |
+
start_btn_update = gr.update(visible=False) if is_start else None
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| 156 |
+
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| 157 |
+
# If this is the first time (start=True), begin at question_idx=0
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| 158 |
+
if is_start:
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| 159 |
+
question_idx = 0
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| 160 |
+
else:
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| 161 |
+
# If not the first question and there's a submission, store the user's last submission
|
| 162 |
+
if (
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| 163 |
+
question_idx < len(quiz_data) and submitted_code.strip()
|
| 164 |
+
): # Only check if there's code
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| 165 |
+
current_q = quiz_data[question_idx]
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| 166 |
+
is_correct = check_code(
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| 167 |
+
submitted_code, current_q["solution"], current_q["challenge"]
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| 168 |
+
)
|
| 169 |
+
user_answers.append(
|
| 170 |
+
{
|
| 171 |
+
"challenge": current_q["challenge"],
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| 172 |
+
"submitted_code": submitted_code,
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| 173 |
+
"correct_solution": current_q["solution"],
|
| 174 |
+
"is_correct": is_correct,
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| 175 |
+
}
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| 176 |
+
)
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| 177 |
+
question_idx += 1
|
| 178 |
+
|
| 179 |
+
# If we've reached the end, show final results
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| 180 |
+
if question_idx >= len(quiz_data):
|
| 181 |
+
correct_count = sum(1 for answer in user_answers if answer["is_correct"])
|
| 182 |
+
grade = correct_count / len(user_answers)
|
| 183 |
+
results_text = (
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| 184 |
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f"**Quiz Complete!**\n\n"
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| 185 |
+
f"Your score: {grade:.1%}\n"
|
| 186 |
+
f"Passing score: {float(EXAM_PASSING_SCORE):.1%}\n\n"
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| 187 |
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f"Your answers:\n\n"
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| 188 |
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)
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| 189 |
+
for idx, answer in enumerate(user_answers):
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| 190 |
+
results_text += (
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| 191 |
+
f"Question {idx + 1}: {'✅' if answer['is_correct'] else '❌'}\n"
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| 192 |
+
)
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| 193 |
+
results_text += (
|
| 194 |
+
f"Your code:\n```python\n{answer['submitted_code']}\n```\n\n"
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| 195 |
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)
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| 196 |
+
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| 197 |
+
return (
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| 198 |
+
"", # question_text becomes blank
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| 199 |
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gr.update(value="", visible=False), # clear and hide code input
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| 200 |
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f"{'✅ Passed!' if grade >= float(EXAM_PASSING_SCORE) else '❌ Did not pass'}",
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question_idx,
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| 202 |
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user_answers,
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| 203 |
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start_btn_update,
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| 204 |
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gr.update(value=results_text, visible=True), # show final_markdown
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| 205 |
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)
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| 206 |
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else:
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| 207 |
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# Show the next question
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| 208 |
+
q = quiz_data[question_idx]
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| 209 |
+
challenge_text = f"## Question {question_idx + 1} \n### {q['challenge']}"
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| 210 |
+
return (
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| 211 |
+
challenge_text,
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| 212 |
+
gr.update(value=q["placeholder"], visible=True),
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| 213 |
+
"Submit your code solution and click 'Next' to continue.",
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| 214 |
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question_idx,
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| 215 |
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user_answers,
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| 216 |
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start_btn_update,
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| 217 |
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gr.update(visible=False), # Hide final_markdown
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| 218 |
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)
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| 219 |
+
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| 220 |
+
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| 221 |
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with gr.Blocks() as demo:
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| 222 |
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demo.title = f"Coding Quiz: {EXAM_DATASET_ID}"
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| 223 |
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# State variables
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| 224 |
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question_idx = gr.State(value=0)
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user_answers = gr.State(value=[])
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| 226 |
+
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| 227 |
+
with gr.Row(variant="compact"):
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| 228 |
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gr.Markdown(f"## Welcome to the {EXAM_DATASET_ID} Quiz")
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| 229 |
+
with gr.Row(variant="compact"):
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| 230 |
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gr.Markdown(
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| 231 |
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"Log in first, then click 'Start' to begin. Complete each coding challenge, click 'Next', "
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| 232 |
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"and finally click 'Submit' to publish your results to the Hugging Face Hub."
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| 233 |
+
)
|
| 234 |
+
|
| 235 |
+
with gr.Row(variant="panel"):
|
| 236 |
+
question_text = gr.Markdown("")
|
| 237 |
+
code_input = gr.Code(language="python", label="Your Solution", visible=False)
|
| 238 |
+
|
| 239 |
+
with gr.Row(variant="compact"):
|
| 240 |
+
status_text = gr.Markdown("")
|
| 241 |
+
|
| 242 |
+
with gr.Row(variant="compact"):
|
| 243 |
+
final_markdown = gr.Markdown("", visible=False)
|
| 244 |
+
|
| 245 |
+
next_btn = gr.Button("Next ⏭️")
|
| 246 |
+
submit_btn = gr.Button("Submit ✅")
|
| 247 |
+
|
| 248 |
+
with gr.Row(variant="compact"):
|
| 249 |
+
login_btn = gr.LoginButton()
|
| 250 |
+
start_btn = gr.Button("Start", visible=False)
|
| 251 |
+
|
| 252 |
+
login_btn.click(fn=on_user_logged_in, inputs=None, outputs=[login_btn, start_btn])
|
| 253 |
+
|
| 254 |
+
start_btn.click(
|
| 255 |
+
fn=handle_quiz,
|
| 256 |
+
inputs=[question_idx, user_answers, code_input, gr.State(True)],
|
| 257 |
+
outputs=[
|
| 258 |
+
question_text,
|
| 259 |
+
code_input,
|
| 260 |
+
status_text,
|
| 261 |
+
question_idx,
|
| 262 |
+
user_answers,
|
| 263 |
+
start_btn,
|
| 264 |
+
final_markdown,
|
| 265 |
+
],
|
| 266 |
+
)
|
| 267 |
+
|
| 268 |
+
next_btn.click(
|
| 269 |
+
fn=handle_quiz,
|
| 270 |
+
inputs=[question_idx, user_answers, code_input, gr.State(False)],
|
| 271 |
+
outputs=[
|
| 272 |
+
question_text,
|
| 273 |
+
code_input,
|
| 274 |
+
status_text,
|
| 275 |
+
question_idx,
|
| 276 |
+
user_answers,
|
| 277 |
+
start_btn,
|
| 278 |
+
final_markdown,
|
| 279 |
+
],
|
| 280 |
+
)
|
| 281 |
+
|
| 282 |
+
submit_btn.click(
|
| 283 |
+
fn=push_results_to_hub,
|
| 284 |
+
inputs=[user_answers, login_btn],
|
| 285 |
+
outputs=status_text,
|
| 286 |
+
)
|
| 287 |
+
|
| 288 |
+
|
| 289 |
+
if __name__ == "__main__":
|
| 290 |
+
demo.launch()
|
example.json
ADDED
|
@@ -0,0 +1,32 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
"challenge": "Complete the function to calculate the factorial of a number using recursion",
|
| 4 |
+
"solution": "if n <= 1:\n return 1\nreturn n * factorial(n-1)",
|
| 5 |
+
"placeholder": "def factorial(n):\n # TODO: Implement recursive factorial calculation\n pass",
|
| 6 |
+
"context": "Factorial is the product of all positive integers less than or equal to n. For example, factorial(5) = 5 * 4 * 3 * 2 * 1 = 120. Base case is n=1 or n=0 which returns 1."
|
| 7 |
+
},
|
| 8 |
+
{
|
| 9 |
+
"challenge": "Implement a function to reverse a string without using built-in reverse methods",
|
| 10 |
+
"solution": "reversed_str = ''\nfor i in range(len(s)-1, -1, -1):\n reversed_str += s[i]\nreturn reversed_str",
|
| 11 |
+
"placeholder": "def reverse_string(s):\n # TODO: Implement string reversal\n pass",
|
| 12 |
+
"context": "String reversal can be done by iterating from the end to the beginning or using slicing with a negative step. This tests understanding of string manipulation and iteration."
|
| 13 |
+
},
|
| 14 |
+
{
|
| 15 |
+
"challenge": "Write a list comprehension that filters out all even numbers from the input list",
|
| 16 |
+
"solution": "return [num for num in numbers if num % 2 != 0]",
|
| 17 |
+
"placeholder": "def get_odd_numbers(numbers):\n # TODO: Filter odd numbers using list comprehension\n pass",
|
| 18 |
+
"context": "List comprehensions provide a concise way to create lists based on existing lists. The modulo operator % is used to test for odd/even numbers."
|
| 19 |
+
},
|
| 20 |
+
{
|
| 21 |
+
"challenge": "Complete the function to find the first non-repeating character in a string",
|
| 22 |
+
"solution": "char_count = {}\nfor char in s:\n char_count[char] = char_count.get(char, 0) + 1\nfor char in s:\n if char_count[char] == 1:\n return char\nreturn None",
|
| 23 |
+
"placeholder": "def first_non_repeating(s):\n # TODO: Find first non-repeating character\n pass",
|
| 24 |
+
"context": "This problem tests dictionary usage and string iteration. The solution involves counting character frequencies and then finding the first character with count 1."
|
| 25 |
+
},
|
| 26 |
+
{
|
| 27 |
+
"challenge": "Implement a function that checks if a string is a valid palindrome",
|
| 28 |
+
"solution": "s = ''.join(char.lower() for char in s if char.isalnum())\nreturn s == s[::-1]",
|
| 29 |
+
"placeholder": "def is_palindrome(s):\n # TODO: Check if string is palindrome (ignoring spaces and punctuation)\n pass",
|
| 30 |
+
"context": "Palindrome check requires string cleaning (removing spaces/punctuation), case normalization, and comparison. String slicing with [::-1] provides an efficient way to reverse strings in Python."
|
| 31 |
+
}
|
| 32 |
+
]
|
pyproject.toml
ADDED
|
@@ -0,0 +1,12 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
[project]
|
| 2 |
+
name = "code-assignment-app"
|
| 3 |
+
version = "0.1.0"
|
| 4 |
+
description = "Add your description here"
|
| 5 |
+
readme = "README.md"
|
| 6 |
+
requires-python = ">=3.11"
|
| 7 |
+
dependencies = [
|
| 8 |
+
"datasets>=3.2.0",
|
| 9 |
+
"gradio[oauth]>=5.13.2",
|
| 10 |
+
"huggingface-hub>=0.28.0",
|
| 11 |
+
"ipykernel>=6.29.5",
|
| 12 |
+
]
|
uv.lock
ADDED
|
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|
|
|