calibrax.profiling.tracing¤
XLA trace linking for JAX workloads. Wraps jax.profiler.trace()
and records trace file paths alongside benchmark run metadata,
enabling post-hoc analysis in TensorBoard.
XLA trace linking for connecting JAX profiler output to benchmark runs.
Provides a simple context manager wrapping jax.profiler.trace()
that records the trace file path for association with Store run metadata.
Does not parse trace files — only links file paths to benchmark results.
TraceReference(*, trace_dir, run_id=None)
dataclass
¤
Reference to a JAX profiler trace output.
Attributes:
| Name | Type | Description |
|---|---|---|
trace_dir |
str
|
Directory where the trace files were written. |
run_id |
str | None
|
Optional benchmark run ID to link the trace to. |
to_dict()
¤
Serialize to a JSON-compatible dictionary.
from_dict(data)
classmethod
¤
Deserialize from a dictionary.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
data
|
dict[str, Any]
|
Dictionary with trace reference fields. |
required |
Returns:
| Type | Description |
|---|---|
TraceReference
|
Reconstructed TraceReference instance. |
TraceLinker
¤
Links JAX profiler traces to benchmark runs.
Usage:
linker = TraceLinker()
with linker.trace("/tmp/my_trace") as ref:
# ... run workload ...
print(ref.trace_dir) # "/tmp/my_trace"
trace(log_dir, *, run_id=None, create_perfetto_link=False, create_perfetto_trace=False)
¤
Start an XLA profiling session and record output metadata.
Wraps jax.profiler.trace() and records the output directory
path as a TraceReference for downstream Store linkage.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
log_dir
|
str | Path
|
Directory for trace output files. |
required |
run_id
|
str | None
|
Optional benchmark run ID to associate with the trace. |
None
|
create_perfetto_link
|
bool
|
Whether to create a Perfetto link (passed to JAX). |
False
|
create_perfetto_trace
|
bool
|
Whether to create a Perfetto trace (passed to JAX). |
False
|
Yields:
| Type | Description |
|---|---|
Any
|
TraceReference with the trace directory and optional run ID. |