Update documentation and CHANGELOG

CHANGELOG.md

@@ -9,6 +9,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ### Added
 
+- Added support for Intel Gaudi Profiler. Deprecate `HABANA_PROFILE` environment variable from HPUProfiler. ([#158](https://github.com/Lightning-AI/lightning-Habana/pull/158))
 -
 
 ### Changed

docs/source/advanced.rst

@@ -124,6 +124,20 @@ Limitations
 
 - Passing the Profiler name as a string "hpu" to the trainer is not supported.
 
+----
+
+Using Intel Gaudi Profiler
+------------------------------
+
+The Intel Gaudi Profiling subsystem, and the Profiling Configuration tools are methods to configure Intel Gaudi Profiler.
+
+Please refer to `Getting Started with Intel Gaudi Profiler <https://docs.habana.ai/en/latest/Profiling/Intel_Gaudi_Profiling/Getting_Started_with_Profiler.html>`_ for more information.
+
+.. note::
+
+    ``HPUProfiler`` and Intel Gaudi Profiler should not be used together. Therefore, `HABANA_PROFILE` should not be set in environment when using ``HPUProfiler``.
+
+
 ----
 
 Using DeepSpeed

tests/test_pytorch/test_profiler.py

@@ -247,7 +247,6 @@ def test_hpu_trace_event_runtime(tmpdir):
             assert event_duration >= 0
 
 
-@pytest.mark.xfail(strict=False, reason="TBF: Could not find event kernel in trace")
 def test_hpu_trace_event_kernel(tmpdir):
     # Run model and prep json
     model = BoringModel()