Incompatible JAX and JAXlib versions

Oct 13, 2025 by talynt.org 15 views

Sharding: "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream' - A Deep Dive into the Issue

Introduction

Sharding is a powerful technique used in distributed computing to divide a large dataset into smaller, more manageable chunks, allowing for parallel processing and improved performance. However, when implementing sharding in a single-process environment, users may encounter unexpected errors, such as the infamous "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'". In this article, we will delve into the details of this issue, explore the possible causes, and provide a step-by-step guide to resolving it.

Description of the Issue

The error message "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" is a cryptic message that can be frustrating to diagnose. However, by analyzing the stacktrace and system information, we can identify the root cause of the issue.

System Information

To better understand the issue, let's take a closer look at the system information provided:

[cad14908] fvicentini@a1002:~/rep2/lib$ uv run python -c 'import jax; jax.print_environment_info()'
jax:    0.4.33
jaxlib: 0.4.33
numpy:  2.1.3
python: 3.12.1 (main, Sep 18 2024, 23:46:30) [GCC 12.2.1 20221121 (Red Hat 12.2.1-7)]
jax.devices (4 total, 4 local): [RocmDevice(id=0) RocmDevice(id=1) RocmDevice(id=2) RocmDevice(id=3)]
process_count: 1
platform: uname_result(system='Linux', node='a1002', release='5.14.0-427.26.1.el9_4.x86_64', version='#1 SMP PREEMPT_DYNAMIC Fri Jul 5 11:34:54 EDT 2024', machine='x86_64')

From the system information, we can see that the user is running JAX 0.4.33, JAXlib 0.4.33, and NumPy 2.1.3 on a Linux system with 4 local ROCm devices.

Possible Causes

After analyzing the system information and error message, we can identify several possible causes for the issue:

Incompatible JAX and JAXlib versions: The user is running JAX 0.4.33 and JAXlib 0.4.33, which may not be compatible with each other.
Incorrect ROCm device configuration: The user is running 4 local ROCm devices, but the JAX configuration may not be set up correctly to utilize these devices.
Missing or corrupted dependencies: The user may be missing or have corrupted dependencies, such as libsuitesparseconfig.so.4, which is required for JAX to function correctly.

Resolving the Issue

To resolve the issue, we can follow these steps:

Update JAX and JAXlib to the latest versions: Update JAX and JAXlib to the latest versions to ensure compatibility.
Verify ROCm device configuration: Verify that the JAX configuration is set up correctly to utilize the 4 local ROCm devices.
Install missing dependencies: Install the missing dependencies, such as libsuitesparseconfig.so.4, to ensure that JAX can function correctly.
Check for corrupted dependencies: Check for corrupted dependencies and reinstall them if necessary.

Conclusion

In conclusion, the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue is a complex problem that requires a deep understanding of JAX, JAXlib, and ROCm device configuration. By analyzing the system information and error message, we can identify the possible causes of the issue and follow a step-by-step guide to resolve it. By following these steps, users can ensure that their JAX implementation is running smoothly and efficiently.

Additional Resources

For further information on JAX, JAXlib, and ROCm device configuration, please refer to the following resources:

JAX documentation: https://jax.readthedocs.io/en/latest/
JAXlib documentation: https://jax.readthedocs.io/en/latest/jaxlib.html
ROCm documentation: https://docs.rocm.io/

Code Examples

Here are some code examples to help illustrate the concepts discussed in this article:

import jax
import jax.numpy as jnp

# Define a simple function to test JAX
def test_function(x):
    return jnp.sin(x)

# Test the function with a random input
x = jnp.random.uniform(0, 10)
result = test_function(x)
print(result)

import jax
import jax.numpy as jnp

# Define a function to test JAX with ROCm devices
def test_function_rocm(x):
    return jnp.sin(x)

# Test the function with a random input on ROCm devices
x = jnp.random.uniform(0, 10)
result = test_function_rocm(x)
print(result)

Note that these code examples are for illustrative purposes only and may not be directly applicable to the user's specific use case.
Sharding: "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream' - Q&A

Introduction

In our previous article, we delved into the details of the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue, a complex problem that requires a deep understanding of JAX, JAXlib, and ROCm device configuration. In this article, we will provide a Q&A section to help users better understand the issue and its resolution.

Q: What is the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue?

A: The "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue is a cryptic error message that can occur when using JAX with ROCm devices. The error message is related to the way JAX interacts with the ROCm device, and it can be caused by a variety of factors, including incompatible JAX and JAXlib versions, incorrect ROCm device configuration, and missing or corrupted dependencies.

Q: What are the possible causes of the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue?

A: The possible causes of the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue include:

Incompatible JAX and JAXlib versions
Incorrect ROCm device configuration
Missing or corrupted dependencies, such as libsuitesparseconfig.so.4

Q: How can I resolve the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue?

A: To resolve the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue, you can follow these steps:

Update JAX and JAXlib to the latest versions
Verify ROCm device configuration
Install missing dependencies, such as libsuitesparseconfig.so.4
Check for corrupted dependencies and reinstall them if necessary

Q: What are the system requirements for using JAX with ROCm devices?

A: The system requirements for using JAX with ROCm devices include:

JAX 0.4.33 or later
JAXlib 0.4.33 or later
ROCm 4.0 or later
A compatible ROCm device, such as the AMD Radeon Instinct MI8

Q: Can I use JAX with other types of devices, such as NVIDIA GPUs?

A: Yes, you can use JAX with other types of devices, such as NVIDIA GPUs. However, you will need to use a different backend, such as the NVIDIA CUDA backend, and configure JAX accordingly.

Q: How can I troubleshoot the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue?

A: To troubleshoot the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue, you can try the following:

Check the JAX and JAXlib versions to ensure they are compatible
Verify ROCm device configuration
Check for missing or corrupted dependencies
Try updating JAX and JAXlib to the latest versions
Try reinstalling JAX and JAXlib

Q: Where can I find more information about JAX and JAXlib?

A: You can find more information about JAX and JAXlib on the following websites:

JAX documentation: https://jax.readthedocs.io/en/latest/
JAXlib documentation: https://jax.readthedocs.io/en/latest/jaxlib.html
ROCm documentation: https://docs.rocm.io/

Conclusion

In conclusion, the "Hip error: 'operation would make the legacy stream depend on a capturing blocking stream'" issue is a complex problem that requires a deep understanding of JAX, JAXlib, and ROCm device configuration. By following the steps outlined in this article and troubleshooting the issue, you can resolve the issue and continue using JAX with ROCm devices.