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from functools import lru_cache
import re
import traceback
from typing import Optional

import gradio as gr
from huggingface_hub import HfApi, hf_hub_url
from huggingface_hub.utils import HfHubHTTPError


DEFAULT_REPO_ID = "mlfoundations-cua-dev/human_eval"
IMAGE_EXTENSIONS = (
    ".jpg",
    ".jpeg",
    ".png",
    ".bmp",
    ".gif",
    ".webp",
    ".tif",
    ".tiff",
)
INIT_SCREENSHOT_NAMES = {"intial_screenshot", "initial_screenshot"}
STEP_FILENAME_PATTERN = re.compile(r"^step_(\d+)(?:\.[^.]+)?$", re.IGNORECASE)


api = HfApi()


@lru_cache(maxsize=16)
def _list_repo_files(repo_id: str) -> list[str]:
    """Return all file paths contained in a Hugging Face dataset repository."""
    return api.list_repo_files(repo_id=repo_id, repo_type="dataset")


def _extract_top_level(repo_id: str) -> tuple[list[str], list[str]]:
    """Split top-level folders and files for the given repository."""
    files = _list_repo_files(repo_id)
    top_level_dirs = sorted({path.split("/", 1)[0] for path in files if "/" in path})
    top_level_files = sorted(path for path in files if "/" not in path)
    return top_level_dirs, top_level_files


def _get_subdirectories(repo_id: str, directory: str) -> list[str]:
    """Return the direct subdirectories of the given directory."""
    if not directory:
        return []

    files = [path for path in _list_repo_files(repo_id) if path.startswith(f"{directory}/")]
    relative_paths = [path[len(directory) + 1 :] for path in files]
    
    # Get immediate subdirectories (first level only)
    child_dirs = sorted({rel.split("/", 1)[0] for rel in relative_paths if "/" in rel})
    
    return child_dirs


def _build_path(*parts) -> str:
    """Join path parts while skipping empty values."""
    return "/".join(part for part in parts if part)


def _get_image_urls(repo_id: str, directory: str) -> list[str]:
    """Return URLs for image files directly within the given directory."""
    if not directory:
        return []

    prefix = f"{directory}/"
    files = [path for path in _list_repo_files(repo_id) if path.startswith(prefix)]

    image_files = [
        path
        for path in files
        if "/" not in path[len(prefix) :]
        and path.lower().endswith(IMAGE_EXTENSIONS)
    ]

    sorted_files = sorted(image_files, key=_image_sort_key)

    return [
        hf_hub_url(repo_id=repo_id, filename=path, repo_type="dataset")
        for path in sorted_files
    ]


def _image_sort_key(path: str):
    filename = path.rsplit("/", 1)[-1]
    lower_name = filename.lower()

    if any(lower_name.startswith(name) for name in INIT_SCREENSHOT_NAMES):
        return (0, 0)

    match = STEP_FILENAME_PATTERN.match(lower_name)
    if match:
        return (1, int(match.group(1)))

    return (2, lower_name)


def _dropdown_update(
    *,
    choices: list[str],
    value: Optional[str],
    label: str,
    filled_info: str,
    empty_info: str,
):
    has_choices = bool(choices)
    return gr.update(
        choices=choices,
        value=value if has_choices else None,
        interactive=has_choices,
        label=label,
        info=filled_info if has_choices else empty_info,
    )


def refresh_repo(repo_id: str):
    try:
        top_dirs, top_files = _extract_top_level(repo_id)
    except HfHubHTTPError as error:
        print(f"[refresh_repo] Hub HTTP error for {repo_id}: {error}", flush=True)
        print(traceback.format_exc(), flush=True)
        return (
            gr.update(choices=[], value=None, interactive=False),
            gr.update(choices=[], value=None, interactive=False),
            gr.update(choices=[], value=None, interactive=False),
            gr.update(choices=[], value=None, interactive=False),
            gr.update(value=[]),
            gr.update(value=f"❌ Unable to load repo `{repo_id}`: {error}"),
        )
    except Exception as error:  # pragma: no cover - network and auth edge cases
        print(f"[refresh_repo] Unexpected error for {repo_id}: {error}", flush=True)
        print(traceback.format_exc(), flush=True)
        return (
            gr.update(choices=[], value=None, interactive=False),
            gr.update(choices=[], value=None, interactive=False),
            gr.update(choices=[], value=None, interactive=False),
            gr.update(choices=[], value=None, interactive=False),
            gr.update(value=[]),
            gr.update(value=f"❌ Unexpected error loading `{repo_id}`: {error}"),
        )

    status_lines = [
        f"✅ Loaded `{repo_id}`",
        f"• Top-level folders: {len(top_dirs)}",
    ]

    if top_files:
        status_lines.append(f"• Loose files at root: {len(top_files)}")
    if not top_dirs:
        status_lines.append("• No sub-folders found at root.")

    top_value = top_dirs[0] if top_dirs else None

    second_dirs = _get_subdirectories(repo_id, top_value) if top_value else []
    second_value = second_dirs[0] if second_dirs else None

    third_dirs = (
        _get_subdirectories(repo_id, _build_path(top_value, second_value))
        if second_value
        else []
    )
    third_value = third_dirs[0] if third_dirs else None

    fourth_dirs = (
        _get_subdirectories(repo_id, _build_path(top_value, second_value, third_value))
        if third_value
        else []
    )
    fourth_value = fourth_dirs[0] if fourth_dirs else None

    image_urls = (
        _get_image_urls(
            repo_id, _build_path(top_value, second_value, third_value, fourth_value)
        )
        if fourth_value
        else []
    )

    first_dropdown_update = _dropdown_update(
        choices=top_dirs,
        value=top_value,
        label="Top-level folders",
        filled_info="Choose a folder to explore",
        empty_info="No folders found at the repository root",
    )

    second_dropdown_update = _dropdown_update(
        choices=second_dirs,
        value=second_value,
        label="Second-level folders",
        filled_info="Choose a second-level folder",
        empty_info="No subdirectories under the selected folder",
    )

    third_dropdown_update = _dropdown_update(
        choices=third_dirs,
        value=third_value,
        label="Third-level folders",
        filled_info="Choose a third-level folder",
        empty_info="No third-level folders under the selection",
    )

    fourth_dropdown_update = _dropdown_update(
        choices=fourth_dirs,
        value=fourth_value,
        label="Fourth-level folders",
        filled_info="Choose a fourth-level folder",
        empty_info="No fourth-level folders under the selection",
    )

    gallery_update = gr.update(value=image_urls)

    return (
        first_dropdown_update,
        second_dropdown_update,
        third_dropdown_update,
        fourth_dropdown_update,
        gallery_update,
        gr.update(value="\n".join(status_lines)),
    )


def update_second_dropdown(repo_id: str, top_level_dir: str):
    """Update downstream dropdowns when the top-level selection changes."""
    try:
        if not top_level_dir:
            empty_second = _dropdown_update(
                choices=[],
                value=None,
                label="Second-level folders",
                filled_info="Choose a second-level folder",
                empty_info="Select a top-level folder first",
            )
            empty_third = _dropdown_update(
                choices=[],
                value=None,
                label="Third-level folders",
                filled_info="Choose a third-level folder",
                empty_info="Select a higher-level folder first",
            )
            empty_fourth = _dropdown_update(
                choices=[],
                value=None,
                label="Fourth-level folders",
                filled_info="Choose a fourth-level folder",
                empty_info="Select a higher-level folder first",
            )
            return empty_second, empty_third, empty_fourth, gr.update(value=[])

        second_dirs = _get_subdirectories(repo_id, top_level_dir)
        second_value = second_dirs[0] if second_dirs else None

        third_dirs = (
            _get_subdirectories(repo_id, _build_path(top_level_dir, second_value))
            if second_value
            else []
        )
        third_value = third_dirs[0] if third_dirs else None

        fourth_dirs = (
            _get_subdirectories(repo_id, _build_path(top_level_dir, second_value, third_value))
            if third_value
            else []
        )
        fourth_value = fourth_dirs[0] if fourth_dirs else None

        image_urls = (
            _get_image_urls(
                repo_id,
                _build_path(top_level_dir, second_value, third_value, fourth_value),
            )
            if fourth_value
            else []
        )

        return (
            _dropdown_update(
                choices=second_dirs,
                value=second_value,
                label="Second-level folders",
                filled_info="Choose a second-level folder",
                empty_info="No subdirectories under the selected folder",
            ),
            _dropdown_update(
                choices=third_dirs,
                value=third_value,
                label="Third-level folders",
                filled_info="Choose a third-level folder",
                empty_info="No third-level folders under the selection",
            ),
            _dropdown_update(
                choices=fourth_dirs,
                value=fourth_value,
                label="Fourth-level folders",
                filled_info="Choose a fourth-level folder",
                empty_info="No fourth-level folders under the selection",
            ),
            gr.update(value=image_urls),
        )
    except Exception as error:
        print(f"[update_second_dropdown] Error for {repo_id}/{top_level_dir}: {error}", flush=True)
        print(traceback.format_exc(), flush=True)
        empty_second = _dropdown_update(
            choices=[],
            value=None,
            label="Second-level folders",
            filled_info="Choose a second-level folder",
            empty_info="Unable to load subdirectories",
        )
        empty_third = _dropdown_update(
            choices=[],
            value=None,
            label="Third-level folders",
            filled_info="Choose a third-level folder",
            empty_info="Unable to load subdirectories",
        )
        empty_fourth = _dropdown_update(
            choices=[],
            value=None,
            label="Fourth-level folders",
            filled_info="Choose a fourth-level folder",
            empty_info="Unable to load subdirectories",
        )
        return empty_second, empty_third, empty_fourth, gr.update(value=[])


def update_third_dropdown(repo_id: str, top_level_dir: str, second_level_dir: str):
    """Update the third and fourth dropdowns when the second-level changes."""
    try:
        if not top_level_dir or not second_level_dir:
            empty_third = _dropdown_update(
                choices=[],
                value=None,
                label="Third-level folders",
                filled_info="Choose a third-level folder",
                empty_info="Select higher-level folders first",
            )
            empty_fourth = _dropdown_update(
                choices=[],
                value=None,
                label="Fourth-level folders",
                filled_info="Choose a fourth-level folder",
                empty_info="Select higher-level folders first",
            )
            return empty_third, empty_fourth, gr.update(value=[])

        third_dirs = _get_subdirectories(
            repo_id, _build_path(top_level_dir, second_level_dir)
        )
        third_value = third_dirs[0] if third_dirs else None

        fourth_dirs = (
            _get_subdirectories(
                repo_id, _build_path(top_level_dir, second_level_dir, third_value)
            )
            if third_value
            else []
        )
        fourth_value = fourth_dirs[0] if fourth_dirs else None

        image_urls = (
            _get_image_urls(
                repo_id,
                _build_path(top_level_dir, second_level_dir, third_value, fourth_value),
            )
            if fourth_value
            else []
        )

        return (
            _dropdown_update(
                choices=third_dirs,
                value=third_value,
                label="Third-level folders",
                filled_info="Choose a third-level folder",
                empty_info="No third-level folders under the selection",
            ),
            _dropdown_update(
                choices=fourth_dirs,
                value=fourth_value,
                label="Fourth-level folders",
                filled_info="Choose a fourth-level folder",
                empty_info="No fourth-level folders under the selection",
            ),
            gr.update(value=image_urls),
        )
    except Exception as error:
        print(
            f"[update_third_dropdown] Error for {repo_id}/{top_level_dir}/{second_level_dir}: {error}",
            flush=True,
        )
        print(traceback.format_exc(), flush=True)
        empty_third = _dropdown_update(
            choices=[],
            value=None,
            label="Third-level folders",
            filled_info="Choose a third-level folder",
            empty_info="Unable to load subdirectories",
        )
        empty_fourth = _dropdown_update(
            choices=[],
            value=None,
            label="Fourth-level folders",
            filled_info="Choose a fourth-level folder",
            empty_info="Unable to load subdirectories",
        )
        return empty_third, empty_fourth, gr.update(value=[])


def update_fourth_dropdown(
    repo_id: str,
    top_level_dir: str,
    second_level_dir: str,
    third_level_dir: str,
):
    """Update the fourth dropdown and gallery when the third-level changes."""
    try:
        if not top_level_dir or not second_level_dir or not third_level_dir:
            empty_fourth = _dropdown_update(
                choices=[],
                value=None,
                label="Fourth-level folders",
                filled_info="Choose a fourth-level folder",
                empty_info="Select higher-level folders first",
            )
            return empty_fourth, gr.update(value=[])

        fourth_dirs = _get_subdirectories(
            repo_id,
            _build_path(top_level_dir, second_level_dir, third_level_dir),
        )
        fourth_value = fourth_dirs[0] if fourth_dirs else None

        image_urls = (
            _get_image_urls(
                repo_id,
                _build_path(
                    top_level_dir,
                    second_level_dir,
                    third_level_dir,
                    fourth_value,
                ),
            )
            if fourth_value
            else []
        )

        return (
            _dropdown_update(
                choices=fourth_dirs,
                value=fourth_value,
                label="Fourth-level folders",
                filled_info="Choose a fourth-level folder",
                empty_info="No fourth-level folders under the selection",
            ),
            gr.update(value=image_urls),
        )
    except Exception as error:
        print(
            "[update_fourth_dropdown] Error for "
            f"{repo_id}/{top_level_dir}/{second_level_dir}/{third_level_dir}: {error}",
            flush=True,
        )
        print(traceback.format_exc(), flush=True)
        empty_fourth = _dropdown_update(
            choices=[],
            value=None,
            label="Fourth-level folders",
            filled_info="Choose a fourth-level folder",
            empty_info="Unable to load subdirectories",
        )
        return empty_fourth, gr.update(value=[])


def update_gallery(
    repo_id: str,
    top_level_dir: str,
    second_level_dir: str,
    third_level_dir: str,
    fourth_level_dir: str,
):
    """Update the image gallery when the fourth-level selection changes."""
    try:
        if not all([top_level_dir, second_level_dir, third_level_dir, fourth_level_dir]):
            return gr.update(value=[])

        image_urls = _get_image_urls(
            repo_id,
            _build_path(
                top_level_dir,
                second_level_dir,
                third_level_dir,
                fourth_level_dir,
            ),
        )
        return gr.update(value=image_urls)
    except Exception as error:
        print(
            "[update_gallery] Error for "
            f"{repo_id}/{top_level_dir}/{second_level_dir}/{third_level_dir}/{fourth_level_dir}: {error}",
            flush=True,
        )
        print(traceback.format_exc(), flush=True)
        return gr.update(value=[])


with gr.Blocks(title="HF Dataset Explorer") as demo:
    gr.Markdown(
        """# Hugging Face Dataset Explorer

Provide a dataset repository ID (e.g. `org/dataset`) to list its top-level folders."""
    )

    with gr.Row():
        repo_id_input = gr.Textbox(
            value=DEFAULT_REPO_ID,
            label="Dataset repo ID",
            placeholder="owner/dataset",
            info="Any public dataset on the Hugging Face Hub"
        )
        reload_button = gr.Button("Load repo", variant="primary")

    status_display = gr.Markdown()
    folder_dropdown = gr.Dropdown(label="Top-level folders", interactive=False)
    second_level_dropdown = gr.Dropdown(label="Second-level folders", interactive=False)
    third_level_dropdown = gr.Dropdown(label="Third-level folders", interactive=False)
    fourth_level_dropdown = gr.Dropdown(label="Fourth-level folders", interactive=False)
    image_gallery = gr.Gallery(label="Images", columns=4)

    reload_button.click(
        refresh_repo,
        inputs=repo_id_input,
        outputs=[
            folder_dropdown,
            second_level_dropdown,
            third_level_dropdown,
            fourth_level_dropdown,
            image_gallery,
            status_display,
        ],
    )

    folder_dropdown.change(
        update_second_dropdown,
        inputs=[repo_id_input, folder_dropdown],
        outputs=[
            second_level_dropdown,
            third_level_dropdown,
            fourth_level_dropdown,
            image_gallery,
        ],
    )

    second_level_dropdown.change(
        update_third_dropdown,
        inputs=[repo_id_input, folder_dropdown, second_level_dropdown],
        outputs=[third_level_dropdown, fourth_level_dropdown, image_gallery],
    )

    third_level_dropdown.change(
        update_fourth_dropdown,
        inputs=[
            repo_id_input,
            folder_dropdown,
            second_level_dropdown,
            third_level_dropdown,
        ],
        outputs=[fourth_level_dropdown, image_gallery],
    )

    fourth_level_dropdown.change(
        update_gallery,
        inputs=[
            repo_id_input,
            folder_dropdown,
            second_level_dropdown,
            third_level_dropdown,
            fourth_level_dropdown,
        ],
        outputs=[image_gallery],
    )

    demo.load(
        refresh_repo,
        inputs=repo_id_input,
        outputs=[
            folder_dropdown,
            second_level_dropdown,
            third_level_dropdown,
            fourth_level_dropdown,
            image_gallery,
            status_display,
        ],
    )

if __name__ == "__main__":
    demo.launch()