Merge pull request #95 from mehdiataei/main

Get ready for 0.2.1 release. Fixed a bug running JAX on CPU.

CHANGELOG.md

@@ -8,15 +8,23 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 ## [Unreleased]
 - _No changes yet_  <!-- Placeholder for future changes -->
 
+
+## [0.2.1] - 2024-12-05
+
 ### Fixed
--  mkdocs is now configured correctly for the new project structure
--  JAX installation is now handled correctly for different configurations (CPU, CUDA, TPU)
+- mkdocs is now configured correctly for the new project structure
+- JAX installation is now handled correctly for different configurations (CPU, CUDA, TPU)
+- Fixed a couple of bugs in 2D regularied_bc and kbc (Warp) that emerged after merging 2d and 3d kernels
+
+### Added
+
+- Added abstraction layer for boundary condition efficient encoding/decoding of auxiliary data
+- Added the capability to add profiles to boundary conditions
+- Added prepare_fields method to the Stepper class to allow for more automatic preparation of fields
 
 ## [0.2.0] - 2024-10-22
 
 ### Added
 - XLB is now installable via pip
 - Complete rewrite of the codebase for better modularity and extensibility based on "Operators" design pattern
-- Added NVIDIA's Warp backend for state-of-the-art performance
-- Added abstraction layer for boundary condition efficient encoding/decoding of auxiliary data
-- Added the capability to add profiles to boundary conditions
+- Added NVIDIA's Warp backend for state-of-the-art performance

xlb/default_config.py

@@ -21,7 +21,7 @@ def init(velocity_set, default_backend, default_precision_policy):
 
         wp.init()  # TODO: Must be removed in the future versions of WARP
     elif default_backend == ComputeBackend.JAX:
-        check_multi_gpu_support()
+        check_backend_support()
     else:
         raise ValueError(f"Unsupported compute backend: {default_backend}")
 
@@ -30,11 +30,19 @@ def default_backend() -> ComputeBackend:
     return DefaultConfig.default_backend
 
 
-def check_multi_gpu_support():
-    gpus = jax.devices("gpu")
-    if len(gpus) > 1:
-        print("Multi-GPU support is available: {} GPUs detected.".format(len(gpus)))
-    elif len(gpus) == 1:
-        print("Single-GPU support is available: 1 GPU detected.")
+def check_backend_support():
+    if jax.devices()[0].device_kind == "gpu":
+        gpus = jax.devices("gpu")
+        if len(gpus) > 1:
+            print("Multi-GPU support is available: {} GPUs detected.".format(len(gpus)))
+        elif len(gpus) == 1:
+            print("Single-GPU support is available: 1 GPU detected.")
+
+    if jax.devices()[0].device_kind == "tpu":
+        tpus = jax.devices("tpu")
+        if len(tpus) > 1:
+            print("Multi-TPU support is available: {} TPUs detected.".format(len(tpus)))
+        elif len(tpus) == 1:
+            print("Single-TPU support is available: 1 TPU detected.")
     else:
         print("No GPU support is available; CPU fallback will be used.")