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fix(ml): handle missing context_length
field (#6695)
* handle missing `context_length` field * specify list type
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parent
e2ac019f51
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@ -70,6 +70,8 @@ LOG_LEVELS: dict[str, int] = {
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settings = Settings()
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log_settings = LogSettings()
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LOG_LEVEL = LOG_LEVELS.get(log_settings.log_level.lower(), logging.INFO)
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class CustomRichHandler(RichHandler):
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def __init__(self) -> None:
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@ -81,6 +83,7 @@ class CustomRichHandler(RichHandler):
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console=console,
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rich_tracebacks=True,
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tracebacks_suppress=[*self.excluded, concurrent.futures],
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tracebacks_show_locals=LOG_LEVEL == logging.DEBUG,
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)
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# hack to exclude certain modules from rich tracebacks
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@ -96,7 +99,7 @@ class CustomRichHandler(RichHandler):
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log = logging.getLogger("ml.log")
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log.setLevel(LOG_LEVELS.get(log_settings.log_level.lower(), logging.INFO))
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log.setLevel(LOG_LEVEL)
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# patches this issue https://github.com/encode/uvicorn/discussions/1803
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@ -144,11 +144,11 @@ class OpenCLIPEncoder(BaseCLIPEncoder):
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def _load(self) -> None:
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super()._load()
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text_cfg: dict[str, Any] = self.model_cfg["text_cfg"]
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context_length: int = text_cfg.get("context_length", 77)
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pad_token: int = self.tokenizer_cfg["pad_token"]
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context_length = self.model_cfg["text_cfg"]["context_length"]
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pad_token = self.tokenizer_cfg["pad_token"]
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size = self.preprocess_cfg["size"]
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size: list[int] | int = self.preprocess_cfg["size"]
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self.size = size[0] if isinstance(size, list) else size
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self.resampling = get_pil_resampling(self.preprocess_cfg["interpolation"])
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@ -157,7 +157,7 @@ class OpenCLIPEncoder(BaseCLIPEncoder):
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log.debug(f"Loading tokenizer for CLIP model '{self.model_name}'")
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self.tokenizer: Tokenizer = Tokenizer.from_file(self.tokenizer_file_path.as_posix())
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pad_id = self.tokenizer.token_to_id(pad_token)
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pad_id: int = self.tokenizer.token_to_id(pad_token)
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self.tokenizer.enable_padding(length=context_length, pad_token=pad_token, pad_id=pad_id)
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self.tokenizer.enable_truncation(max_length=context_length)
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log.debug(f"Loaded tokenizer for CLIP model '{self.model_name}'")
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@ -29,6 +29,9 @@ _OPENCLIP_MODELS = {
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"ViT-L-14-quickgelu__dfn2b",
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"ViT-H-14-quickgelu__dfn5b",
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"ViT-H-14-378-quickgelu__dfn5b",
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"XLM-Roberta-Large-ViT-H-14__frozen_laion5b_s13b_b90k",
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"nllb-clip-base-siglip__v1",
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"nllb-clip-large-siglip__v1",
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}
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@ -37,9 +40,6 @@ _MCLIP_MODELS = {
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"XLM-Roberta-Large-Vit-B-32",
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"XLM-Roberta-Large-Vit-B-16Plus",
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"XLM-Roberta-Large-Vit-L-14",
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"XLM-Roberta-Large-ViT-H-14__frozen_laion5b_s13b_b90k",
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"nllb-clip-base-siglip__v1",
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"nllb-clip-large-siglip__v1",
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}
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