mattdeitke
commited on
Commit
•
ac3e938
1
Parent(s):
8f7b31b
smithsonian refactor
Browse files- objaverse_xl/smithsonian.py +296 -155
objaverse_xl/smithsonian.py
CHANGED
@@ -2,9 +2,9 @@
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import multiprocessing
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import os
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from functools import partial
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from multiprocessing import Pool
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from typing import Dict,
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import fsspec
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import pandas as pd
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from loguru import logger
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from tqdm import tqdm
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from objaverse_xl.utils import get_uid_from_str
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urls_to_download,
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),
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total=len(urls_to_download),
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desc="Downloading Smithsonian Objects",
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)
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)
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]
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import multiprocessing
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import os
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from multiprocessing import Pool
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from typing import Dict, Optional, Tuple, Callable
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import tempfile
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import fsspec
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import pandas as pd
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from loguru import logger
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from tqdm import tqdm
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from objaverse_xl.utils import get_uid_from_str, get_file_hash
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from objaverse_xl.abstract import ObjaverseSource
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class SmithsonianDownloader(ObjaverseSource):
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def load_annotations(self, download_dir: str = "~/.objaverse") -> pd.DataFrame:
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"""Loads the Smithsonian Object Metadata dataset as a Pandas DataFrame.
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Args:
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download_dir (str, optional): Directory to download the parquet metadata file.
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Supports all file systems supported by fsspec. Defaults to "~/.objaverse".
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Returns:
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pd.DataFrame: Smithsonian Object Metadata dataset as a Pandas DataFrame with
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columns for the object "title", "url", "quality", "file_type", "uid", and
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"license". The quality is always Medium and the file_type is always glb.
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"""
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filename = os.path.join(download_dir, "smithsonian", "object-metadata.parquet")
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fs, path = fsspec.core.url_to_fs(filename)
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fs.makedirs(os.path.dirname(path), exist_ok=True)
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# download the parquet file if it doesn't exist
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if not fs.exists(path):
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url = "https://huggingface.co/datasets/allenai/objaverse-xl/resolve/main/smithsonian/object-metadata.parquet"
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response = requests.get(url)
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response.raise_for_status()
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with fs.open(path, "wb") as file:
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file.write(response.content)
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# load the parquet file with fsspec
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with fs.open(path) as f:
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df = pd.read_parquet(f)
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return df
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def _download_smithsonian_object(
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self,
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file_identifier: str,
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download_dir: Optional[str],
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expected_sha256: str,
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handle_found_object: Optional[Callable],
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handle_modified_object: Optional[Callable],
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handle_missing_object: Optional[Callable],
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) -> Tuple[str, Optional[str]]:
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"""Downloads a Smithsonian Object from a URL.
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Overwrites the file if it already exists and assumes this was previous checked.
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Args:
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file_identifier (str): URL to download the Smithsonian Object from.
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download_dir (Optional[str]): Directory to download the Smithsonian Object
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to. Supports all file systems supported by fsspec. If None, the
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Smithsonian Object will be deleted after it is downloaded and processed
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with the handler functions.
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expected_sha256 (str): The expected SHA256 of the contents of the downloade
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object.
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handle_found_object (Optional[Callable]): 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): GitHub URL of the 3D object.
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- sha256 (str): SHA256 of the contents of the 3D object.
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- metadata (Dict[str, Any]): Metadata about the 3D object, including the
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GitHub organization and repo names.
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Return is not used.
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handle_modified_object (Optional[Callable]): Called when a modified object
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is found and downloaded. Here, the object is successfully downloaded,
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but it has a different sha256 than the one that was downloaded with
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Objaverse-XL. This is not expected to happen very often, because the
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same commit hash is used for each repo. If None, the object will be
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downloaded, but nothing will be done with it. Args for the function
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include:
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- local_path (str): Local path to the downloaded 3D object.
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- file_identifier (str): GitHub URL 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[str, Any]): Metadata about the 3D object, including the
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GitHub organization and repo names.
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Return is not used.
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handle_missing_object (Optional[Callable]): Called when an object that is in
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Objaverse-XL is not found. Here, it is likely that the repository was
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deleted or renamed. If None, nothing will be done with the missing
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object. Args for the function include:
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- file_identifier (str): GitHub URL 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[str, Any]): Metadata about the 3D object, including the
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GitHub organization and repo names.
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Return is not used.
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Returns:
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Tuple[str, Optional[str]]: Tuple of the URL and the path to the downloaded
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Smithsonian Object. If the Smithsonian Object was not downloaded, the path
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will be None.
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"""
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uid = get_uid_from_str(file_identifier)
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with tempfile.TemporaryDirectory() as temp_dir:
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temp_path = os.path.join(temp_dir, f"{uid}.glb")
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temp_path_tmp = f"{temp_path}.tmp"
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response = requests.get(file_identifier)
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# check if the path is valid
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if response.status_code == 404:
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logger.warning(f"404 for {file_identifier}")
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if handle_missing_object is not None:
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handle_missing_object(
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file_identifier=file_identifier,
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sha256=expected_sha256,
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metadata={},
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)
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return file_identifier, None
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with open(temp_path_tmp, "wb") as file:
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for chunk in response.iter_content(chunk_size=8192):
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file.write(chunk)
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# rename to temp_path
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os.rename(temp_path_tmp, temp_path)
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# check the sha256
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sha256 = get_file_hash(temp_path)
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if sha256 == expected_sha256:
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if handle_found_object is not None:
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handle_found_object(
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local_path=temp_path,
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file_identifier=file_identifier,
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sha256=sha256,
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metadata={},
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)
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else:
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if handle_modified_object is not None:
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handle_modified_object(
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local_path=temp_path,
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file_identifier=file_identifier,
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new_sha256=sha256,
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old_sha256=expected_sha256,
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metadata={},
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)
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if download_dir is not None:
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filename = os.path.join(
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download_dir, "smithsonian", "objects", f"{uid}.glb"
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)
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fs, path = fsspec.core.url_to_fs(filename)
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fs.makedirs(os.path.dirname(path), exist_ok=True)
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fs.put(temp_path, path)
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else:
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path = None
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return file_identifier, path
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def _parallel_download_object(self, args):
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# workaround since starmap doesn't work well with tqdm
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return self._download_smithsonian_object(*args)
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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: Optional[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 Smithsonian Objects.
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+
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Args:
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objects (pd.DataFrmae): Objects to download. Must have columns for
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the object "fileIdentifier" and "sha256". Use the `load_annotations`
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function to get the metadata.
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+
download_dir (Optional[str], optional): Directory to download the
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Smithsonian Objects to. Supports all file systems supported by fsspec.
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+
If None, the Smithsonian Objects will be deleted after they are
|
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+
downloaded and processed with the handler functions. Defaults to
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"~/.objaverse".
|
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+
processes (Optional[int], optional): Number of processes to use for
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downloading the Smithsonian Objects. If None, the number of processes
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will be set to the number of CPUs on the machine
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(multiprocessing.cpu_count()). Defaults to None.
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+
handle_found_object (Optional[Callable], optional): Called when an object is
|
203 |
+
successfully found and downloaded. Here, the object has the same sha256
|
204 |
+
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.
|
208 |
+
- file_identifier (str): File identifier of the 3D object.
|
209 |
+
- sha256 (str): SHA256 of the contents of the 3D object.
|
210 |
+
- 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.
|
213 |
+
handle_modified_object (Optional[Callable], optional): Called when a
|
214 |
+
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
|
216 |
+
was downloaded with Objaverse-XL. This is not expected to happen very
|
217 |
+
often, because the same commit hash is used for each repo. If None, the
|
218 |
+
object will be downloaded, but nothing will be done with it. Args for
|
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the function include:
|
220 |
+
- local_path (str): Local path to the downloaded 3D object.
|
221 |
+
- 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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235 |
+
- 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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+
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Returns:
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Dict[str, str]: A dictionary mapping from the fileIdentifier to the
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download_path.
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"""
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if processes is None:
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processes = multiprocessing.cpu_count()
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+
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out = {}
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objects_to_download = []
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if download_dir is not None:
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objects_dir = os.path.join(download_dir, "smithsonian", "objects")
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251 |
+
fs, path = fsspec.core.url_to_fs(objects_dir)
|
252 |
+
fs.makedirs(path, exist_ok=True)
|
253 |
+
|
254 |
+
# get the existing glb files
|
255 |
+
existing_glb_files = fs.glob(
|
256 |
+
os.path.join(objects_dir, "*.glb"), refresh=True
|
257 |
+
)
|
258 |
+
existing_uids = set(
|
259 |
+
os.path.basename(file).split(".")[0] for file in existing_glb_files
|
260 |
+
)
|
261 |
|
262 |
+
# find the urls that need to be downloaded
|
263 |
+
already_downloaded_objects = set()
|
264 |
+
for _, item in objects.iterrows():
|
265 |
+
file_identifier = item["fileIdentifier"]
|
266 |
+
uid = get_uid_from_str(file_identifier)
|
267 |
+
if uid not in existing_uids:
|
268 |
+
objects_to_download.append(item)
|
269 |
+
else:
|
270 |
+
already_downloaded_objects.add(file_identifier)
|
271 |
+
out[file_identifier] = os.path.join(
|
272 |
+
os.path.expanduser(objects_dir), f"{uid}.glb"
|
273 |
+
)
|
274 |
+
else:
|
275 |
+
existing_uids = set()
|
276 |
+
objects_to_download = [item for _, item in objects.iterrows()]
|
277 |
+
already_downloaded_objects = set()
|
278 |
+
out = {}
|
279 |
|
280 |
+
logger.info(
|
281 |
+
f"Found {len(already_downloaded_objects)} Smithsonian Objects already downloaded"
|
282 |
+
)
|
283 |
+
logger.info(
|
284 |
+
f"Downloading {len(objects_to_download)} Smithsonian Objects with {processes} processes"
|
|
|
|
|
|
|
|
|
|
|
285 |
)
|
286 |
|
287 |
+
if len(objects_to_download) == 0:
|
288 |
+
return out
|
289 |
+
|
290 |
+
args = [
|
291 |
+
[
|
292 |
+
item["fileIdentifier"],
|
293 |
+
download_dir,
|
294 |
+
item["sha256"],
|
295 |
+
handle_found_object,
|
296 |
+
handle_modified_object,
|
297 |
+
handle_missing_object,
|
298 |
+
]
|
299 |
+
for item in objects_to_download
|
300 |
]
|
301 |
+
with Pool(processes=processes) as pool:
|
302 |
+
results = list(
|
303 |
+
tqdm(
|
304 |
+
pool.imap_unordered(self._parallel_download_object, args),
|
305 |
+
total=len(objects_to_download),
|
306 |
+
desc="Downloading Smithsonian Objects",
|
307 |
+
)
|
308 |
+
)
|
309 |
+
|
310 |
+
for file_identifier, download_path in results:
|
311 |
+
if download_path is not None:
|
312 |
+
out[file_identifier] = download_path
|
313 |
|
314 |
+
return out
|