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Upgrade SPU to v0.9.4 and align major JAX dependency #243

Description

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Upgrade the SPU library to version 0.9.4 in this repository.

SPU v0.9.4 introduces a major version upgrade to its JAX dependency. This requires updating the JAX package to the version specified by SPU 0.9.4 and ensuring compatibility across the codebase.

Action Items:

  • Update SPU to v0.9.4 in project dependencies.
  • Upgrade JAX to the required major version.
  • Validate code compatibility with the new JAX version and resolve any breaking changes.
  • Run the full test suite to verify stability and correctness after upgrade.
  • Update documentation and dependency specifications as needed.

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