{
  "id": "deployment",
  "concept": "Deployment & Spaces",
  "fiction": "The knight's journey concludes as they build a grand pavilion in the Hub, showcasing their forged artifacts to the entire Realm.",
  "questions": [
    {
      "id": "dep_q1",
      "shown": {
        "question": "What is the name of the Hugging Face service that allows you to easily host and share interactive machine learning portfolios and web apps?",
        "concept_brief": "What are the grand pavilions called where knights display their living artifacts for the public to marvel at?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "spaces",
            "hugging face spaces",
            "hf spaces"
          ]
        }
      },
      "reveal": "Hugging Face Spaces."
    },
    {
      "id": "dep_q2",
      "shown": {
        "question": "What is the most popular Python library used within Spaces to instantly build web interfaces for machine learning models?",
        "concept_brief": "What is the specific architectural magic used to quickly erect the walls and windows of the pavilion?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "gradio"
          ]
        }
      },
      "reveal": "Gradio."
    },
    {
      "id": "dep_q3",
      "shown": {
        "question": "What is the name of the default Python file that a Hugging Face Space looks for to start running your Gradio application?",
        "concept_brief": "What is the name of the master scroll that the pavilion requires to open its doors to the public?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "app.py"
          ]
        }
      },
      "reveal": "`app.py`."
    },
    {
      "id": "dep_q4",
      "shown": {
        "question": "When building a Space, you must declare all external Python libraries your app needs to run. In what specific file are these listed?",
        "concept_brief": "The pavilion needs supplies from other guilds to stand. What is the manifest that lists these required supplies?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "requirements.txt",
            "requirements"
          ]
        }
      },
      "reveal": "`requirements.txt`."
    },
    {
      "id": "dep_q5",
      "shown": {
        "question": "If Gradio is not flexible enough, Spaces also supports a technology that lets you run any custom environment using a container. What is this called?",
        "concept_brief": "If the knight wishes to bring their own forge entirely encased in a magical box, what is the name of this container magic?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "docker",
            "docker container",
            "dockerfile"
          ]
        }
      },
      "reveal": "Docker."
    },
    {
      "id": "dep_q6",
      "shown": {
        "question": "What high-level Gradio class is used to wrap a machine learning function and automatically generate a UI with inputs and outputs?",
        "concept_brief": "What is the specific Gradio enchantment that instantly binds a spirit to a window where mortals can speak to it?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "interface",
            "gr.interface",
            "Interface()"
          ]
        }
      },
      "reveal": "The `Interface` class (`gr.Interface`)."
    },
    {
      "id": "dep_q7",
      "shown": {
        "question": "If your Space requires an API key (like an OpenAI key) to function, where in the Space settings should you securely store it?",
        "concept_brief": "Where does the knight safely hide the secret passwords needed to unlock allied powers, away from prying eyes?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "secrets",
            "variables and secrets",
            "environment variables"
          ]
        }
      },
      "reveal": "In the Secrets (or Environment Variables) tab."
    },
    {
      "id": "dep_q8",
      "shown": {
        "question": "By default, free Spaces run on standard CPU hardware. What feature allows you to upgrade your Space to run on powerful GPUs for heavy models?",
        "concept_brief": "If the pavilion needs more raw power to sustain the artifacts, what must the knight upgrade?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "hardware",
            "hardware upgrade",
            "accelerator",
            "space hardware"
          ]
        }
      },
      "reveal": "Hardware upgrades (or Space Hardware settings)."
    },
    {
      "id": "dep_q9",
      "shown": {
        "question": "If a company wants to deploy a model as a scalable, secure API rather than a visual web app, what enterprise Hugging Face service is used?",
        "concept_brief": "If the king demands the artifact be bound as a silent, endless fountain of power for the castle, what service is used instead of a pavilion?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "inference endpoints",
            "endpoints"
          ]
        }
      },
      "reveal": "Inference Endpoints."
    },
    {
      "id": "dep_q10",
      "shown": {
        "question": "Once any model, dataset, or code is ready locally, what specific Hugging Face method is called in Python to upload it directly to your repository?",
        "concept_brief": "By what ultimate command does the knight cast their finished creation into the skies of the Hub to be preserved forever?"
      },
      "check": {
        "strategy": "keyword",
        "spec": {
          "correct_any": [
            "push_to_hub",
            "push to hub",
            "push_to_hub()"
          ]
        }
      },
      "reveal": "The `push_to_hub` method."
    }
  ]
}