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The JWT signature verification failed. Check the signing key and the algorithm.
Error code:   JWTInvalidSignature
Exception:    InvalidSignatureError
Message:      Signature verification failed
Traceback:    Traceback (most recent call last):
                File "/src/libs/libapi/src/libapi/jwt_token.py", line 286, in validate_jwt
                  decoded = jwt.decode(
                      jwt=token,
                  ...<2 lines>...
                      options=options,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 368, in decode
                  decoded = self.decode_complete(
                      jwt,
                  ...<8 lines>...
                      leeway=leeway,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 265, in decode_complete
                  decoded = self._jws.decode_complete(
                      jwt,
                  ...<3 lines>...
                      detached_payload=detached_payload,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 270, in decode_complete
                  self._verify_signature(
                  ~~~~~~~~~~~~~~~~~~~~~~^
                      signing_input,
                      ^^^^^^^^^^^^^^
                  ...<4 lines>...
                      options=merged_options,
                      ^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 417, in _verify_signature
                  raise InvalidSignatureError("Signature verification failed")
              jwt.exceptions.InvalidSignatureError: Signature verification failed

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bpRNA-new

bpRNA-new is a database of single molecule secondary structures annotated using bpRNA.

bpRNA-new is a dataset of RNA families from Rfam 14.2, designed for cross-family validation to assess generalization capability. It focuses on families distinct from those in bpRNA-1m, providing a robust benchmark for evaluating model performance on unseen RNA families.

Disclaimer

This is an UNOFFICIAL release of the bpRNA-new by Kengo Sato, et al.

The team releasing bpRNA-new did not write this dataset card for this dataset so this dataset card has been written by the MultiMolecule team.

Related Datasets

  • bpRNA-1m: A database of single molecule secondary structures annotated using bpRNA.
  • bpRNA-spot: A subset of bpRNA-1m that applies CD-HIT (CD-HIT-EST) to remove sequences with more than 80% sequence similarity from bpRNA-1m.
  • ArchiveII: A database of RNA secondary with the same families as RNAStrAlign, usually used for testing.

License

This dataset is licensed under the AGPL-3.0 License.

SPDX-License-Identifier: AGPL-3.0-or-later

Citation

@article{sato2021rna,
  author    = {Sato, Kengo and Akiyama, Manato and Sakakibara, Yasubumi},
  journal   = {Nature Communications},
  month     = feb,
  number    = 1,
  pages     = {941},
  publisher = {Springer Science and Business Media LLC},
  title     = {{RNA} secondary structure prediction using deep learning with thermodynamic integration},
  volume    = 12,
  year      = 2021
}
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