make refiners.conversion.utils.Hub.expected_sha256 optional

src/refiners/conversion/utils.py

@@ -26,9 +26,10 @@ def download_file_url(url: str, destination: Path) -> None:
     logging.debug(f"Downloading {url} to {destination}")
 
     # get the size of the file
-    response = requests.get(url, stream=True)
+    response = requests.get(url=url, stream=True)
     response.raise_for_status()
     total = int(response.headers.get("content-length", 0))
+    chunk_size = 1024 * 1000  # 1 MiB
 
     # create a progress bar
     bar = tqdm(
@@ -45,7 +46,7 @@ def download_file_url(url: str, destination: Path) -> None:
     with destination.open("wb") as f:
         with requests.get(url, stream=True) as r:
             r.raise_for_status()
-            for chunk in r.iter_content(chunk_size=1024 * 1000):
+            for chunk in r.iter_content(chunk_size=chunk_size):
                 size = f.write(chunk)
                 bar.update(size)
         bar.close()
@@ -63,8 +64,8 @@ def __init__(
         self,
         repo_id: str,
         filename: str,
-        expected_sha256: str,
         revision: str = "main",
+        expected_sha256: str | None = None,
         download_url: str | None = None,
     ) -> None:
         """Initialize the HubPath.
@@ -73,14 +74,14 @@ def __init__(
             repo_id: The repository identifier on the hub.
             filename: The filename of the file in the repository.
             revision: The revision of the file on the hf hub.
-            expected_sha256: The sha256 hash of the file.
+            expected_sha256: The sha256 hash of the file, to optionally (but strongly recommended) check against the local or remote hash.
             download_url: The url to download the file from, if not from the huggingface hub.
         """
         self.repo_id = repo_id
         self.filename = filename
         self.revision = revision
-        self.expected_sha256 = expected_sha256.lower()
-        self.override_download_url = download_url
+        self.expected_sha256 = expected_sha256.lower() if expected_sha256 is not None else None
+        self.download_url = download_url
 
     @staticmethod
     def hub_location():
@@ -90,16 +91,22 @@ def hub_location():
     @property
     def hf_url(self) -> str:
         """Return the url to the file on the hf hub."""
-        assert self.override_download_url is None, f"{self.repo_id}/{self.filename} is not available on the hub"
+        assert self.download_url is None, f"{self.repo_id}/{self.filename} is not available on the hub"
         return hf_hub_url(
             repo_id=self.repo_id,
             filename=self.filename,
             revision=self.revision,
         )
 
+    @property
+    def hf_metadata(self) -> HfFileMetadata:
+        """Return the metadata of the file on the hf hub."""
+        return get_hf_file_metadata(self.hf_url)
+
     @property
     def hf_cache_path(self) -> Path:
         """Download the file from the hf hub and return its path in the local hf cache."""
+        assert self.download_url is None, f"{self.repo_id}/{self.filename} is not available on the hub"
         return Path(
             hf_hub_download(
                 repo_id=self.repo_id,
@@ -108,11 +115,6 @@ def hf_cache_path(self) -> Path:
             ),
         )
 
-    @property
-    def hf_metadata(self) -> HfFileMetadata:
-        """Return the metadata of the file on the hf hub."""
-        return get_hf_file_metadata(self.hf_url)
-
     @property
     def hf_sha256_hash(self) -> str:
         """Return the sha256 hash of the file on the hf hub."""
@@ -127,24 +129,32 @@ def local_path(self) -> Path:
         return self.hub_location() / self.repo_id / self.filename
 
     @property
-    def local_hash(self) -> str:
+    def local_sha256_hash(self) -> str:
         """Return the sha256 hash of the file in the local hub."""
         assert self.local_path.is_file(), f"{self.local_path} does not exist"
         # TODO: use https://docs.python.org/3/library/hashlib.html#hashlib.file_digest when support python >= 3.11
         return sha256(self.local_path.read_bytes()).hexdigest().lower()
 
     def check_local_hash(self) -> bool:
         """Check if the sha256 hash of the file in the local hub is correct."""
-        if self.expected_sha256 != self.local_hash:
-            logging.warning(f"{self.local_path} local sha256 mismatch, {self.local_hash} != {self.expected_sha256}")
+        if self.expected_sha256 is None:
+            logging.warning(f"{self.repo_id}/{self.filename} has no expected sha256 hash, skipping check")
+            return True
+        elif self.expected_sha256 != self.local_sha256_hash:
+            logging.warning(
+                f"{self.local_path} local sha256 mismatch, {self.local_sha256_hash} != {self.expected_sha256}"
+            )
             return False
         else:
-            logging.debug(f"{self.local_path} local sha256 is correct ({self.local_hash})")
+            logging.debug(f"{self.local_path} local sha256 is correct ({self.local_sha256_hash})")
             return True
 
     def check_remote_hash(self) -> bool:
         """Check if the sha256 hash of the file on the hf hub is correct."""
-        if self.expected_sha256 != self.hf_sha256_hash:
+        if self.expected_sha256 is None:
+            logging.warning(f"{self.repo_id}/{self.filename} has no expected sha256 hash, skipping check")
+            return True
+        elif self.expected_sha256 != self.hf_sha256_hash:
             logging.warning(
                 f"{self.local_path} remote sha256 mismatch, {self.hf_sha256_hash} != {self.expected_sha256}"
             )
@@ -154,14 +164,14 @@ def check_remote_hash(self) -> bool:
             return True
 
     def download(self) -> None:
-        """Download the file from the hf hub or from the override download url."""
-        self.local_path.parent.mkdir(parents=True, exist_ok=True)
+        """Download the file from the hf hub or from the override download url, and save it to the local hub."""
         if self.local_path.is_file():
             logging.warning(f"{self.local_path} already exists")
-        elif self.override_download_url is not None:
-            download_file_url(url=self.override_download_url, destination=self.local_path)
+        elif self.download_url is not None:
+            self.local_path.parent.mkdir(parents=True, exist_ok=True)
+            download_file_url(url=self.download_url, destination=self.local_path)
         else:
-            # TODO: pas assez de message de log quand local_path existe pas et que ça vient du hf cache
+            self.local_path.parent.mkdir(parents=True, exist_ok=True)
             self.local_path.symlink_to(self.hf_cache_path)
         assert self.check_local_hash()
 

src/refiners/foundationals/segment_anything/model.py

@@ -80,7 +80,7 @@ def mask_decoder(self) -> MaskDecoder:
 
     @no_grad()
     def compute_image_embedding(self, image: Image.Image) -> ImageEmbedding:
-        """Compute the emmbedding of an image.
+        """Compute the embedding of an image.
 
         Args:
             image: The image to compute the embedding of.

src/refiners/foundationals/swin/swin_transformer.py

@@ -205,7 +205,7 @@ def forward(self, x: Tensor):
 
 class WindowAttention(fl.Chain):
     """
-    Window-based Multi-head Self-Attenion (W-MSA), optionally shifted (SW-MSA).
+    Window-based Multi-head Self-Attention (W-MSA), optionally shifted (SW-MSA).
 
     It has a trainable relative position bias (RelativePositionBias).
 

tests/weight_paths.py

@@ -31,7 +31,7 @@ def get_path(hub: Hub, use_local_weights: bool) -> Path:
     if use_local_weights:
         path = hub.local_path
     else:
-        if hub.override_download_url is not None:
+        if hub.download_url is not None:
             pytest.skip(f"{hub.filename} is not available on Hugging Face Hub")
 
         try: