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[transformers] You are using a model of type `qwen4_exp` to instantiate a model of type ``. This may be expected if you are loading a checkpoint that shares a subset of the architecture (e.g., loading a `sam2_video` checkpoint into `Sam2Model`), but is otherwise not supported and can yield errors. Please verify that the checkpoint is compatible with the model you are instantiating.
[tokenizer] restored the pre-tokenizer regex from tokenizer.json: the loaded tokenizer split combining marks off their letters (Devanagari, Thai, vowelled Arabic tokenized 25-90% longer than the model was trained on)
[mtplx] chat turn segmentation {"enabled": true, "reason": "structure holds and all 12 probe renders give the single-call ids when cut", "tokenizer": "TokenizerWrapper"}
{"cases": 13281, "requests": 8, "scalar_sha256": "1905b5f60f629850aa35dfc8ccb11fa6ae4d1fb0c79efd6774d36ca8e3e64eab", "tokenizer_sha256": "0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3", "tokenizers": "0.22.2"}