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from abc import ABC, abstractmethod |
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from typing import Callable, Optional, Dict |
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import pandas as pd |
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class ObjaverseSource(ABC): |
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@abstractmethod |
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def get_annotations(self, download_dir: str = "~/.objaverse") -> pd.DataFrame: |
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"""Loads the 3D object metadata as a Pandas DataFrame. |
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Args: |
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download_dir (str, optional): Directory to download the parquet metadata |
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file. Supports all file systems supported by fsspec. Defaults to |
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"~/.objaverse". |
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Returns: |
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pd.DataFrame: Metadata of the 3D objects as a Pandas DataFrame with columns |
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for the object "fileIdentifier", "license", "source", "fileType", |
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"sha256", and "metadata". |
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""" |
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@abstractmethod |
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def download_objects( |
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self, |
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objects: pd.DataFrame, |
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download_dir: str = "~/.objaverse", |
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processes: Optional[int] = None, |
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handle_found_object: Optional[Callable] = None, |
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handle_modified_object: Optional[Callable] = None, |
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handle_missing_object: Optional[Callable] = None, |
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**kwargs |
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) -> Dict[str, str]: |
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"""Downloads all objects from the source. |
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Args: |
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objects (pd.DataFrame): Objects to download. Must have columns for |
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the object "fileIdentifier" and "sha256". Use the `get_annotations` |
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function to get the metadata. |
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processes (Optional[int], optional): Number of processes to use for |
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downloading. If None, will use the number of CPUs on the machine. |
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Defaults to None. |
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download_dir (str, optional): Directory to download the objects to. |
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Supports all file systems supported by fsspec. Defaults to |
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"~/.objaverse". |
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save_repo_format (Optional[Literal["zip", "tar", "tar.gz", "files"]], |
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optional): Format to save the repository. If None, the repository will |
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not be saved. If "files" is specified, each file will be saved |
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individually. Otherwise, the repository can be saved as a "zip", "tar", |
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or "tar.gz" file. Defaults to None. |
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handle_found_object (Optional[Callable], optional): Called when an object is |
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successfully found and downloaded. Here, the object has the same sha256 |
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as the one that was downloaded with Objaverse-XL. If None, the object |
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will be downloaded, but nothing will be done with it. Args for the |
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function include: |
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- local_path (str): Local path to the downloaded 3D object. |
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- file_identifier (str): File identifier of the 3D object. |
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- sha256 (str): SHA256 of the contents of the 3D object. |
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- metadata (Dict[Hashable, Any]): Metadata about the 3D object, |
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including the GitHub organization and repo names. |
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Return is not used. Defaults to None. |
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handle_modified_object (Optional[Callable], optional): Called when a |
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modified object is found and downloaded. Here, the object is |
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successfully downloaded, but it has a different sha256 than the one that |
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was downloaded with Objaverse-XL. This is not expected to happen very |
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often, because the same commit hash is used for each repo. If None, the |
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object will be downloaded, but nothing will be done with it. Args for |
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the function include: |
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- local_path (str): Local path to the downloaded 3D object. |
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- file_identifier (str): File identifier of the 3D object. |
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- new_sha256 (str): SHA256 of the contents of the newly downloaded 3D |
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object. |
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- old_sha256 (str): Expected SHA256 of the contents of the 3D object as |
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it was when it was downloaded with Objaverse-XL. |
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- metadata (Dict[Hashable, Any]): Metadata about the 3D object, which is |
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particular to the souce. |
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Return is not used. Defaults to None. |
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handle_missing_object (Optional[Callable], optional): Called when an object |
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that is in Objaverse-XL is not found. Here, it is likely that the |
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repository was deleted or renamed. If None, nothing will be done with |
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the missing object. |
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Args for the function include: |
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- file_identifier (str): File identifier of the 3D object. |
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- sha256 (str): SHA256 of the contents of the original 3D object. |
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- metadata (Dict[Hashable, Any]): Metadata about the 3D object, which is |
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particular to the source. |
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Return is not used. Defaults to None. |
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Returns: |
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Dict[str, str]: Mapping of file identifiers to local paths of the downloaded |
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3D objects. |
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""" |
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pass |
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