benchmatrix¶
benchmatrix ¶
Public pytest-benchmark matrix and JSON results API.
TargetFunction
module-attribute
¶
TargetFunction: TypeAlias = Callable[..., object]
Synchronous callable measured by pytest-benchmark through benchmatrix.
Target functions must perform the work being measured before returning. Async functions are rejected. Lazy return values are not forced by the harness.
BenchmarkCase
dataclass
¶
Named input case and metadata for a pytest-benchmark matrix.
Warning
If fresh_inputs is false, pytest-benchmark may call the target
function repeatedly with the same argument objects. That is appropriate
only when the target function treats its inputs as immutable or when
reuse reflects the workload you want to measure.
If fresh_inputs is true, this harness uses pytest-benchmark
pedantic setup so input construction is setup work rather than timed
target-function work. That avoids accidentally timing input creation,
but it also means the benchmark is not an end-to-end measurement that
includes input construction. To benchmark construction cost, put that
construction inside the target function itself.
When fresh_inputs is true, BenchmarkConfig.pedantic_iterations
is ignored because pytest-benchmark setup mode is used. The harness
emits a runtime warning when a non-default value is ignored.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
name
|
str
|
Human-readable case name used in parameter IDs and metadata. |
required |
make_args
|
Callable[[], tuple[object, ...]]
|
Factory returning positional arguments for the target function. |
_empty_args
|
make_kwargs
|
Callable[[], dict[str, object]]
|
Factory returning keyword arguments for the target function. |
_empty_kwargs
|
work_units
|
float | Callable[[], float] | None
|
Positive logical amount of work performed by one target call. This can represent items, rows, bytes, tokens, records, events, or any other domain-specific unit. |
None
|
work_unit_name
|
str
|
Name of the logical work unit, such as |
_DEFAULT_WORK_UNIT_NAME
|
fresh_inputs
|
bool
|
Whether each benchmark round needs newly created inputs. |
False
|
metadata
|
Mapping[str, object]
|
Additional strict-JSON-renderable metadata describing the
case. Reasonable scalar types such as paths, datetimes, enums, and
NumPy scalars are coerced; unsupported values raise
|
_empty_metadata()
|
Attributes:
| Name | Type | Description |
|---|---|---|
name |
str
|
Human-readable case name used in parameter IDs and metadata. |
make_args |
Callable[[], tuple[object, ...]]
|
Factory returning positional arguments for the target function. |
make_kwargs |
Callable[[], dict[str, object]]
|
Factory returning keyword arguments for the target function. |
work_units |
float | Callable[[], float] | None
|
Positive logical amount of work performed by one target call. |
work_unit_name |
str
|
Name of the logical work unit. |
fresh_inputs |
bool
|
Whether each benchmark round needs newly created inputs. |
metadata |
Mapping[str, object]
|
Strict JSON-safe metadata describing the case. |
Source code in src/benchmatrix/bench_harness.py
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__post_init__ ¶
__post_init__() -> None
Validate benchmark case fields after initialization.
Source code in src/benchmatrix/bench_harness.py
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make_call ¶
make_call() -> tuple[tuple[object, ...], dict[str, object]]
Return positional and keyword arguments for one target invocation.
Returns:
| Type | Description |
|---|---|
tuple[tuple[object, ...], dict[str, object]]
|
A tuple containing positional arguments and keyword arguments. |
Source code in src/benchmatrix/bench_harness.py
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work_unit_count ¶
work_unit_count() -> float | None
Return the logical work-unit count for throughput metrics.
Returns:
| Type | Description |
|---|---|
float | None
|
The logical work-unit count, or |
float | None
|
unit count. |
Raises:
| Type | Description |
|---|---|
ValueError
|
If the work-unit count is not positive or finite. |
Source code in src/benchmatrix/bench_harness.py
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from_values
classmethod
¶
from_values(
name: str,
*args: object,
work_units: float | Callable[[], float] | None = None,
work_unit_name: str = _DEFAULT_WORK_UNIT_NAME,
fresh_inputs: bool = False,
copier: Callable[[object], object] | None = None,
metadata: Mapping[str, object] | None = None,
**kwargs: object,
) -> BenchmarkCase
Create a benchmark case from concrete argument values.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
name
|
str
|
Case name. |
required |
*args
|
object
|
Positional arguments for the target function. |
()
|
work_units
|
float | Callable[[], float] | None
|
Positive logical amount of work performed by one target call. |
None
|
work_unit_name
|
str
|
Name of the logical work unit, such as |
_DEFAULT_WORK_UNIT_NAME
|
fresh_inputs
|
bool
|
Whether target invocations need fresh inputs. When
true and |
False
|
copier
|
Callable[[object], object] | None
|
Optional copy function applied to each argument value. Use
|
None
|
metadata
|
Mapping[str, object] | None
|
Optional strict-JSON-renderable case metadata. |
None
|
**kwargs
|
object
|
Keyword arguments for the target function. |
{}
|
Returns:
| Type | Description |
|---|---|
BenchmarkCase
|
A configured benchmark case. |
Source code in src/benchmatrix/bench_harness.py
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BenchmarkConfig
dataclass
¶
Configuration passed from benchmatrix to pytest-benchmark.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
pedantic_rounds
|
int
|
Number of pedantic benchmark rounds to request. |
_DEFAULT_PEDANTIC_ROUNDS
|
warmup_rounds
|
int
|
Number of pedantic warmup rounds to request. |
_DEFAULT_WARMUP_ROUNDS
|
pedantic_iterations
|
int
|
Number of function calls per pedantic round when
inputs are reused. This value is intentionally ignored when
|
_DEFAULT_PEDANTIC_ITERATIONS
|
stream_progress
|
bool
|
Whether benchmark helpers should print one progress line per benchmark invocation. |
True
|
Attributes:
| Name | Type | Description |
|---|---|---|
pedantic_rounds |
int
|
Number of pedantic benchmark rounds to request. |
warmup_rounds |
int
|
Number of pedantic warmup rounds to request. |
pedantic_iterations |
int
|
Number of function calls per pedantic round when inputs are reused. |
stream_progress |
bool
|
Whether benchmark helpers should print one progress line per benchmark invocation. |
Raises:
| Type | Description |
|---|---|
ValueError
|
If rounds or iterations are not positive, or if warmup rounds are negative. |
Warning
For tail_latency benchmarks, setting pedantic_iterations above
one means raw samples should be interpreted as per-round aggregate
timings rather than clean one-call latency samples. The harness emits a
runtime warning for this configuration.
Source code in src/benchmatrix/bench_harness.py
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__post_init__ ¶
__post_init__() -> None
Validate benchmark configuration after initialization.
Source code in src/benchmatrix/bench_harness.py
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BenchmarkFixture ¶
Bases: Protocol
pytest-benchmark fixture surface used by benchmatrix.
Attributes:
| Name | Type | Description |
|---|---|---|
extra_info |
MutableMapping[str, object]
|
Mutable metadata attached to pytest-benchmark output. |
Source code in src/benchmatrix/bench_harness.py
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__call__ ¶
__call__(
target: Callable[..., T],
*args: object,
**kwargs: object,
) -> T
Benchmark target with pytest-benchmark automatic calibration.
Source code in src/benchmatrix/bench_harness.py
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pedantic ¶
pedantic(
target: Callable[..., T],
*,
args: Sequence[object] | None = None,
kwargs: Mapping[str, object] | None = None,
setup: Callable[
[], tuple[Sequence[object], Mapping[str, object]]
]
| None = None,
teardown: Callable[..., object] | None = None,
rounds: int = _DEFAULT_PEDANTIC_ROUNDS,
warmup_rounds: int = _DEFAULT_WARMUP_ROUNDS,
iterations: int = _DEFAULT_PEDANTIC_ITERATIONS,
) -> T
Benchmark target with pytest-benchmark pedantic mode.
Source code in src/benchmatrix/bench_harness.py
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BenchmarkInvocationRecord
dataclass
¶
Lightweight record returned after one benchmark invocation.
This record is not a timing result. Timing results come from pytest-benchmark's report, saved runs, CSV output, or JSON output.
Attributes:
| Name | Type | Description |
|---|---|---|
metric_name |
MetricName
|
Metric requested for this benchmark invocation. |
implementation_name |
str
|
Name of the implementation under test. |
case_name |
str
|
Name of the input case under test. |
extra_info |
Mapping[str, object]
|
Strict JSON-safe metadata attached to pytest-benchmark output. Values are limited to JSON primitives, lists, and string-keyed mappings after metadata coercion. The metadata includes benchmatrix producer and schema-version markers. |
Source code in src/benchmatrix/bench_harness.py
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ParsedBenchmarkRow
dataclass
¶
One benchmatrix-tagged row parsed from pytest-benchmark JSON output.
Attributes:
| Name | Type | Description |
|---|---|---|
benchmark_name |
str
|
Name assigned by pytest-benchmark to this benchmark. |
metric_name |
MetricName
|
Benchmatrix metric name from |
implementation_name |
str
|
Implementation name from |
case_name |
str
|
Case name from |
stats |
_BenchmarkStats
|
Raw pytest-benchmark timing statistics. |
extra_info |
_BenchmarkStats
|
Custom metadata from |
derived |
_BenchmarkStats
|
Derived metric-specific statistics computed from JSON output. |
Source code in src/benchmatrix/bench_results.py
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BenchmarkJsonError ¶
Bases: BenchmatrixError, ValueError
Raised when pytest-benchmark JSON cannot be parsed as benchmatrix output.
Source code in src/benchmatrix/exceptions.py
12 13 | |
BenchmatrixError ¶
Bases: Exception
Base class for benchmatrix matrix, metadata, and result errors.
Source code in src/benchmatrix/exceptions.py
4 5 | |
MetadataSerializationError ¶
Bases: BenchmatrixError, ValueError
Raised when benchmark metadata cannot be represented as strict JSON.
Source code in src/benchmatrix/exceptions.py
8 9 | |
benchmark_batch_throughput ¶
benchmark_batch_throughput(
benchmark: BenchmarkFixture,
implementation_name: str,
function: TargetFunction,
case_name: str,
case: BenchmarkCase,
*,
config: BenchmarkConfig | None = None,
stream: TextIO | None = None,
) -> BenchmarkInvocationRecord
Benchmark batch throughput for one implementation and case.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
benchmark
|
BenchmarkFixture
|
Pytest-benchmark fixture instance. |
required |
implementation_name
|
str
|
Name of the implementation under test. |
required |
function
|
TargetFunction
|
Synchronous function implementation to benchmark. The function must complete the measured work before returning. |
required |
case_name
|
str
|
Name of the input case under test. |
required |
case
|
BenchmarkCase
|
Benchmark input case. If |
required |
config
|
BenchmarkConfig | None
|
Benchmark harness configuration. Defaults to
|
None
|
stream
|
TextIO | None
|
Stream used for progress output. Defaults to |
None
|
Returns:
| Type | Description |
|---|---|
BenchmarkInvocationRecord
|
A lightweight invocation record containing metadata attached to the |
BenchmarkInvocationRecord
|
benchmark. This is not a timing result. |
Raises:
| Type | Description |
|---|---|
TypeError
|
If |
ValueError
|
If |
Warning
Throughput is derived from one synchronous target invocation. It does
not model concurrency, saturation, queueing, or service request load.
case.work_units must accurately describe work completed by each
target call.
Source code in src/benchmatrix/bench_harness.py
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benchmark_single_call_latency ¶
benchmark_single_call_latency(
benchmark: BenchmarkFixture,
implementation_name: str,
function: TargetFunction,
case_name: str,
case: BenchmarkCase,
*,
config: BenchmarkConfig | None = None,
stream: TextIO | None = None,
) -> BenchmarkInvocationRecord
Benchmark single-call latency for one implementation and case.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
benchmark
|
BenchmarkFixture
|
Pytest-benchmark fixture instance. |
required |
implementation_name
|
str
|
Name of the implementation under test. |
required |
function
|
TargetFunction
|
Synchronous function implementation to benchmark. The function must complete the measured work before returning. |
required |
case_name
|
str
|
Name of the input case under test. |
required |
case
|
BenchmarkCase
|
Benchmark input case. |
required |
config
|
BenchmarkConfig | None
|
Benchmark harness configuration. Defaults to
|
None
|
stream
|
TextIO | None
|
Stream used for progress output. Defaults to |
None
|
Returns:
| Type | Description |
|---|---|
BenchmarkInvocationRecord
|
A lightweight invocation record containing metadata attached to the |
BenchmarkInvocationRecord
|
benchmark. This is not a timing result. |
Raises:
| Type | Description |
|---|---|
TypeError
|
If |
Warning
This measures completed target-function work only. Input construction,
lazy-result consumption, and other setup are excluded unless they occur
inside function.
Source code in src/benchmatrix/bench_harness.py
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benchmark_tail_latency ¶
benchmark_tail_latency(
benchmark: BenchmarkFixture,
implementation_name: str,
function: TargetFunction,
case_name: str,
case: BenchmarkCase,
*,
config: BenchmarkConfig | None = None,
stream: TextIO | None = None,
) -> BenchmarkInvocationRecord
Benchmark latency distribution for one implementation and case.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
benchmark
|
BenchmarkFixture
|
Pytest-benchmark fixture instance. |
required |
implementation_name
|
str
|
Name of the implementation under test. |
required |
function
|
TargetFunction
|
Synchronous function implementation to benchmark. The function must complete the measured work before returning. |
required |
case_name
|
str
|
Name of the input case under test. |
required |
case
|
BenchmarkCase
|
Benchmark input case. |
required |
config
|
BenchmarkConfig | None
|
Benchmark harness configuration. Defaults to
|
None
|
stream
|
TextIO | None
|
Stream used for progress output. Defaults to |
None
|
Returns:
| Type | Description |
|---|---|
BenchmarkInvocationRecord
|
A lightweight invocation record containing metadata attached to the |
BenchmarkInvocationRecord
|
benchmark. This is not a timing result. |
Raises:
| Type | Description |
|---|---|
TypeError
|
If |
Warning
This uses pedantic mode. Tail percentiles should be calculated from
pytest-benchmark JSON data values. This is an
implementation-comparison metric, not production p95/p99 latency under
load.
If case.fresh_inputs is false and config.pedantic_iterations is
greater than one, raw samples should be interpreted as per-round
aggregate timings rather than clean one-call latency samples. The
harness emits a runtime warning for that configuration.
Source code in src/benchmatrix/bench_harness.py
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deep_copy ¶
deep_copy(value: object) -> object
Return a deep copy of value.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
value
|
object
|
Value to copy. |
required |
Returns:
| Type | Description |
|---|---|
object
|
A deep copy of |
Source code in src/benchmatrix/bench_harness.py
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make_benchmark_parameters ¶
make_benchmark_parameters(
implementations: Mapping[str, TargetFunction],
cases: Mapping[str, BenchmarkCase]
| Iterable[BenchmarkCase],
*,
metrics: Iterable[MetricName] | None = None,
) -> list[_BenchmarkParameter]
Create pytest parameters for a metric-by-implementation-by-case matrix.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
implementations
|
Mapping[str, TargetFunction]
|
Mapping from implementation name to target function. |
required |
cases
|
Mapping[str, BenchmarkCase] | Iterable[BenchmarkCase]
|
Mapping or iterable of benchmark input cases. |
required |
metrics
|
Iterable[MetricName] | None
|
Metrics to include in the parameter matrix. Defaults to all supported benchmatrix metrics. |
None
|
Returns:
| Type | Description |
|---|---|
list[_BenchmarkParameter]
|
A list of values suitable for |
Source code in src/benchmatrix/bench_harness.py
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make_benchmark_test ¶
make_benchmark_test(
implementations: Mapping[str, TargetFunction],
cases: Mapping[str, BenchmarkCase]
| Iterable[BenchmarkCase],
*,
metrics: Iterable[MetricName] | None = None,
config: BenchmarkConfig | None = None,
) -> Callable[..., None]
Create a pytest test function for a complete benchmark matrix.
Assign the returned function to a module-level name beginning with
test_ so pytest collects it.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
implementations
|
Mapping[str, TargetFunction]
|
Mapping from implementation name to target function. |
required |
cases
|
Mapping[str, BenchmarkCase] | Iterable[BenchmarkCase]
|
Mapping or iterable of benchmark input cases. |
required |
metrics
|
Iterable[MetricName] | None
|
Metrics to include in the parameter matrix. Defaults to all supported benchmatrix metrics. |
None
|
config
|
BenchmarkConfig | None
|
Benchmark harness configuration. Defaults to
|
None
|
Returns:
| Type | Description |
|---|---|
Callable[..., None]
|
A parametrized pytest test function ready for module-level assignment. |
Source code in src/benchmatrix/bench_harness.py
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run_benchmark_metric ¶
run_benchmark_metric(
benchmark: BenchmarkFixture,
metric_name: MetricName,
implementation_name: str,
function: TargetFunction,
case_name: str,
case: BenchmarkCase,
*,
config: BenchmarkConfig | None = None,
stream: TextIO | None = None,
) -> BenchmarkInvocationRecord
Run one benchmark metric for one implementation and case.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
benchmark
|
BenchmarkFixture
|
Pytest-benchmark fixture instance. |
required |
metric_name
|
MetricName
|
Metric to benchmark. |
required |
implementation_name
|
str
|
Name of the implementation under test. |
required |
function
|
TargetFunction
|
Synchronous function implementation to benchmark. |
required |
case_name
|
str
|
Name of the input case under test. |
required |
case
|
BenchmarkCase
|
Benchmark input case. |
required |
config
|
BenchmarkConfig | None
|
Benchmark harness configuration. Defaults to
|
None
|
stream
|
TextIO | None
|
Stream used for progress output. Defaults to |
None
|
Returns:
| Type | Description |
|---|---|
BenchmarkInvocationRecord
|
A lightweight invocation record containing metadata attached to the |
BenchmarkInvocationRecord
|
benchmark. This is not a timing result. |
Raises:
| Type | Description |
|---|---|
TypeError
|
If |
ValueError
|
If |
Source code in src/benchmatrix/bench_harness.py
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shallow_copy ¶
shallow_copy(value: object) -> object
Return a shallow copy of value.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
value
|
object
|
Value to copy. |
required |
Returns:
| Type | Description |
|---|---|
object
|
A shallow copy of |
Source code in src/benchmatrix/bench_harness.py
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display_benchmark_row ¶
display_benchmark_row(
row: ParsedBenchmarkRow, stream: TextIO | None = None
) -> None
Print one metric-aware summary of a parsed benchmark row.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
row
|
ParsedBenchmarkRow
|
Parsed benchmark row to display. |
required |
stream
|
TextIO | None
|
Output stream. Defaults to |
None
|
Source code in src/benchmatrix/bench_results.py
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display_benchmark_rows ¶
display_benchmark_rows(
rows: Iterable[ParsedBenchmarkRow],
stream: TextIO | None = None,
) -> None
Print concise metric-aware summaries of parsed benchmark rows.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
rows
|
Iterable[ParsedBenchmarkRow]
|
Parsed benchmark rows. |
required |
stream
|
TextIO | None
|
Output stream. Defaults to |
None
|
Source code in src/benchmatrix/bench_results.py
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load_benchmark_json ¶
load_benchmark_json(
path: str | Path,
) -> list[ParsedBenchmarkRow]
Load benchmatrix-tagged pytest-benchmark JSON and derive metric views.
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
path
|
str | Path
|
Path to a JSON file created with |
required |
Returns:
| Type | Description |
|---|---|
list[ParsedBenchmarkRow]
|
Benchmatrix-tagged rows with raw pytest-benchmark statistics and derived |
list[ParsedBenchmarkRow]
|
metric-specific fields. Non-benchmatrix rows are rejected. |
Raises:
| Type | Description |
|---|---|
BenchmarkJsonError
|
If the JSON does not have the expected pytest-benchmark and benchmatrix structure. |
Source code in src/benchmatrix/bench_results.py
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