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54 lines
2.2 KiB
Python
54 lines
2.2 KiB
Python
# Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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#
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# Licensed under the Apache License, Version 2.0 (the "License");
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# you may not use this file except in compliance with the License.
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# You may obtain a copy of the License at
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#
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# http://www.apache.org/licenses/LICENSE-2.0
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#
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# Unless required by applicable law or agreed to in writing, software
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# distributed under the License is distributed on an "AS IS" BASIS,
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# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
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# See the License for the specific language governing permissions and
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# limitations under the License.
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from dataclasses import dataclass
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from typing import Optional
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@dataclass(frozen=True)
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class MetricSpec:
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"""Specification of a metric shown in evaluation report tables."""
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# Metric key expected in the aggregated metrics JSON.
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key: str
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# Metric name shown in the report tables.
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report_name: str
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# Whether smaller values are better; None means no winner highlighting.
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lower_is_better: Optional[bool]
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# Number of decimal digits used when formatting the metric value.
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round_digits: int
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# Optional unit suffix appended to the formatted metric value.
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units: str = ""
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# Scale factor applied before formatting, e.g. 100 for percentages.
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multiplier: float | int = 1
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# Whether this metric should appear in the cross-benchmark summary table.
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include_in_summary: bool = True
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# Whether this metric may be absent from bucket metrics without causing an error.
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optional: bool = False
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@dataclass(frozen=True)
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class DistributionMetricSpec:
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"""Specification of a metric used in statistical tests and distribution plots."""
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# Metric key expected in the filewise metrics JSON used for statistical testing.
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key: str
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# Metric name shown in the statistical test tables.
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report_name: str
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# Whether smaller values indicate better quality for winner selection.
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lower_is_better: bool
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# Whether this metric should be included in the generated box plot figure.
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add_to_box_plot: bool = True
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# Optional y-axis range applied to the metric plot as (min, max).
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plot_range: Optional[tuple[float, float]] = None
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