The API version of PJRT plugin is lower than `jax>0.4.20`

[PragmaTwice]

What happened?

• The PJRT API version of IREE PJRT plugin is now 0.38, but in the latest version of JAX it's around 0.5x.
• PJRT APIs like PJRT_Plugin_Attributes are not supported in IREE PJRT plugin which can lead to crashes in latest version of JAX:

(jax) ➜  iree JAX_PLATFORMS=iree_cpu python -c "import jax; a = jax.numpy.asarray([1, 2, 3, 4, 5, 6, 7, 8, 9]); print(a + a);"
WARNING:jax._src.xla_bridge:Platform 'iree_cpu' is experimental and not all JAX functionality may be correctly supported!
[IREE-PJRT] DEBUG: Using IREE compiler binary: /home/twice/miniconda3/envs/jax/lib/python3.12/site-packages/iree/compiler/_mlir_libs/libIREECompiler.so
[IREE-PJRT] DEBUG: Compiler Version: 3.0.0rc20241118 @ 29c451b00ecc9f9e5466e9d1079e0d69147da700 (API version 1.4)
[IREE-PJRT] DEBUG: Partitioner was not enabled. The partitioner can be enabled by setting the 'PARTITIONER_LIB_PATH' config var ('IREE_PJRT_PARTITIONER_LIB_PATH' env var)
[IREE-PJRT] DEBUG: CPU driver created
F1120 14:20:14.636158   43187 pjrt_c_api_helpers.cc:241] Unexpected error status /home/twice/projects/iree/integrations/pjrt/src/iree_pjrt/common/stubs.inc:5: UNIMPLEMENTED; PJRT_Plugin_Attributes
*** Check failure stack trace: ***
    @     0x7fa413cd6fa4  absl::lts_20230802::log_internal::LogMessage::SendToLog()
    @     0x7fa413cd6ea4  absl::lts_20230802::log_internal::LogMessage::Flush()
    @     0x7fa413cd7349  absl::lts_20230802::log_internal::LogMessageFatal::~LogMessageFatal()
    @     0x7fa40c7d3898  pjrt::LogFatalIfPjrtError()
    @     0x7fa40c7b74ab  xla::PjRtCApiClient::InitAttributes()
    @     0x7fa40c7b5f25  xla::PjRtCApiClient::PjRtCApiClient()
    @     0x7fa40c7c88f8  xla::GetCApiClient()
    @     0x7fa40c678fb6  nanobind::detail::func_create<>()::{lambda()#1}::__invoke()
    @     0x7fa4124c41d1  nanobind::detail::nb_func_vectorcall_complex()
    @           0x53e131  PyObject_Vectorcall
[1]    43187 IOT instruction (core dumped)  JAX_PLATFORMS=iree_cpu python -c

I tried lots of JAX versions, and found that:

• It can works in jax==0.4.20 (and maybe some versions lower than that)
• It cannot works in jax>0.4.20 (from 0.4.20 to the latest 0.4.35), which can be split to two cases:
  • for lower versions, it returns bad status to indicate that the API version is lower than JAX
  • for higher versions, it crashes like above

Steps to reproduce your issue

follows the README of PJRT plugin:

• build the plugin via pip install
• run a simple JAX program by iree_cpu backend
• see the error

What component(s) does this issue relate to?

Other

Version information

the latest commit in main branch

Additional context

No response

[PragmaTwice]

I'll work on it soon : )