From 30a0024e1850542ec0557b9d28936dbc5f3bc4cf Mon Sep 17 00:00:00 2001 From: GitHub Action Date: Mon, 8 Apr 2024 13:07:56 +0000 Subject: [PATCH] Update documentation --- develop/_modules/otx/core/model/segmentation.html | 8 ++++---- develop/_modules/otx/core/types/label.html | 5 +++-- .../_autosummary/otx.core.model.segmentation.html | 6 +++--- develop/guide/reference/_autosummary/otx.core.types.html | 4 ++-- develop/searchindex.js | 2 +- 5 files changed, 13 insertions(+), 12 deletions(-) diff --git a/develop/_modules/otx/core/model/segmentation.html b/develop/_modules/otx/core/model/segmentation.html index 6cd4fcec336..bf5b64f59fb 100644 --- a/develop/_modules/otx/core/model/segmentation.html +++ b/develop/_modules/otx/core/model/segmentation.html @@ -254,7 +254,7 @@

Source code for otx.core.model.segmentation

 from otx.core.exporter.base import OTXModelExporter
 from otx.core.exporter.native import OTXNativeModelExporter
 from otx.core.metrics import MetricInput
-from otx.core.metrics.dice import DiceCallable
+from otx.core.metrics.dice import SegmCallable
 from otx.core.model.base import DefaultOptimizerCallable, DefaultSchedulerCallable, OTXModel, OVModel
 from otx.core.schedulers import LRSchedulerListCallable
 from otx.core.types.label import SegLabelInfo
@@ -281,7 +281,7 @@ 
Source code for otx.core.model.segmentation
         num_classes: int,
         optimizer: OptimizerCallable = DefaultOptimizerCallable,
         scheduler: LRSchedulerCallable | LRSchedulerListCallable = DefaultSchedulerCallable,
-        metric: MetricCallable = DiceCallable,
+        metric: MetricCallable = SegmCallable,  # type: ignore[assignment]
         torch_compile: bool = False,
     ):
         super().__init__(
@@ -342,7 +342,7 @@ 
Source code for otx.core.model.segmentation
         config: DictConfig,
         optimizer: OptimizerCallable = DefaultOptimizerCallable,
         scheduler: LRSchedulerCallable | LRSchedulerListCallable = DefaultSchedulerCallable,
-        metric: MetricCallable = DiceCallable,
+        metric: MetricCallable = SegmCallable,  # type: ignore[assignment]
         torch_compile: bool = False,
     ) -> None:
         config = inplace_num_classes(cfg=config, num_classes=num_classes)
@@ -478,7 +478,7 @@ 
Source code for otx.core.model.segmentation
         max_num_requests: int | None = None,
         use_throughput_mode: bool = True,
         model_api_configuration: dict[str, Any] | None = None,
-        metric: MetricCallable = DiceCallable,
+        metric: MetricCallable = SegmCallable,  # type: ignore[assignment]
         **kwargs,
     ) -> None:
         super().__init__(
diff --git a/develop/_modules/otx/core/types/label.html b/develop/_modules/otx/core/types/label.html
index 68769cf914d..cf50c181adc 100644
--- a/develop/_modules/otx/core/types/label.html
+++ b/develop/_modules/otx/core/types/label.html
@@ -540,7 +540,7 @@ 
Source code for otx.core.types.label
 class SegLabelInfo(LabelInfo):
     """Meta information of Semantic Segmentation."""
 
-    def __init__(self, label_names: list[str], label_groups: list[list[str]]) -> None:
+    def __init__(self, label_names: list[str], label_groups: list[list[str]], ignore_index: int = 255) -> None:
         if not any(word.lower() == "background" for word in label_names):
             msg = (
                 "Currently, no background label exists for `label_names`. "
@@ -549,7 +549,8 @@ 
Source code for otx.core.types.label
             )
             warnings.warn(msg, stacklevel=2)
             label_names.insert(0, "Background")
-        super().__init__(label_names, label_groups)

+        super().__init__(label_names, label_groups)
+        self.ignore_index = ignore_index

 
 
 
diff --git a/develop/guide/reference/_autosummary/otx.core.model.segmentation.html b/develop/guide/reference/_autosummary/otx.core.model.segmentation.html
index f0211b184dd..cc438913e20 100644
--- a/develop/guide/reference/_autosummary/otx.core.model.segmentation.html
+++ b/develop/guide/reference/_autosummary/otx.core.model.segmentation.html
@@ -392,7 +392,7 @@
 
 

 

-class otx.core.model.segmentation.MMSegCompatibleModel(num_classes: int, config: DictConfig, optimizer: OptimizerCallable = <function _default_optimizer_callable>, scheduler: LRSchedulerCallable | LRSchedulerListCallable = <function _default_scheduler_callable>, metric: MetricCallable = <function _dice_callable>, torch_compile: bool = False)[source]#

+class otx.core.model.segmentation.MMSegCompatibleModel(num_classes: int, config: DictConfig, optimizer: OptimizerCallable = <function _default_optimizer_callable>, scheduler: LRSchedulerCallable | LRSchedulerListCallable = <function _default_scheduler_callable>, metric: MetricCallable = <function _segm_callable>, torch_compile: bool = False)[source]#
 
Bases: OTXSegmentationModel

 
Segmentation model compatible for MMSeg.

 
It can consume MMSeg model configuration translated into OTX configuration
@@ -402,14 +402,14 @@
 
 

 

-class otx.core.model.segmentation.OTXSegmentationModel(num_classes: int, optimizer: OptimizerCallable = <function _default_optimizer_callable>, scheduler: LRSchedulerCallable | LRSchedulerListCallable = <function _default_scheduler_callable>, metric: MetricCallable = <function _dice_callable>, torch_compile: bool = False)[source]#

+class otx.core.model.segmentation.OTXSegmentationModel(num_classes: int, optimizer: OptimizerCallable = <function _default_optimizer_callable>, scheduler: LRSchedulerCallable | LRSchedulerListCallable = <function _default_scheduler_callable>, metric: MetricCallable = <function _segm_callable>, torch_compile: bool = False)[source]#
 
Bases: OTXModel[SegBatchDataEntity, SegBatchPredEntity, T_OTXTileBatchDataEntity]

 
Base class for the detection models used in OTX.

 

 
 

 

-class otx.core.model.segmentation.OVSegmentationModel(model_name: str, model_type: str = 'Segmentation', async_inference: bool = True, max_num_requests: int | None = None, use_throughput_mode: bool = True, model_api_configuration: dict[str, Any] | None = None, metric: MetricCallable = <function _dice_callable>, **kwargs)[source]#

+class otx.core.model.segmentation.OVSegmentationModel(model_name: str, model_type: str = 'Segmentation', async_inference: bool = True, max_num_requests: int | None = None, use_throughput_mode: bool = True, model_api_configuration: dict[str, Any] | None = None, metric: MetricCallable = <function _segm_callable>, **kwargs)[source]#
 
Bases: OVModel[SegBatchDataEntity, SegBatchPredEntity]

 
Semantic segmentation model compatible for OpenVINO IR inference.

 
It can consume OpenVINO IR model path or model name from Intel OMZ repository
diff --git a/develop/guide/reference/_autosummary/otx.core.types.html b/develop/guide/reference/_autosummary/otx.core.types.html
index a68f5772361..71a167fd92b 100644
--- a/develop/guide/reference/_autosummary/otx.core.types.html
+++ b/develop/guide/reference/_autosummary/otx.core.types.html
@@ -385,7 +385,7 @@
 
HLabelInfo(label_names, label_groups, ...)

 
The label information represents the hierarchy.

 
-
SegLabelInfo(label_names, label_groups)

+
SegLabelInfo(label_names, label_groups[, ...])

 
Meta information of Semantic Segmentation.

 
 
NullLabelInfo()

@@ -581,7 +581,7 @@
 
 

 

-class otx.core.types.SegLabelInfo(label_names: list[str], label_groups: list[list[str]])[source]#

+class otx.core.types.SegLabelInfo(label_names: list[str], label_groups: list[list[str]], ignore_index: int = 255)[source]#
 
Bases: LabelInfo

 
Meta information of Semantic Segmentation.

 

diff --git a/develop/searchindex.js b/develop/searchindex.js
index 5b77b831bad..96cf6101089 100644
--- a/develop/searchindex.js
+++ b/develop/searchindex.js
@@ -1 +1 @@
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"otx.algo.visual_prompting.encoders", "otx.cli", "otx.cli.cli", "otx.cli.install", "otx.cli.utils", "otx.cli.utils.help_formatter", "otx.cli.utils.installation", "otx.cli.utils.jsonargparse", "otx.cli.utils.workspace", "otx.core", "otx.core.config", "otx.core.config.data", "otx.core.config.device", "otx.core.config.explain", "otx.core.config.hpo", "otx.core.data", "otx.core.exporter", "otx.core.exporter.base", "otx.core.exporter.exportable_code", "otx.core.exporter.exportable_code.demo", "otx.core.exporter.mmdeploy", "otx.core.exporter.native", "otx.core.exporter.visual_prompting", "otx.core.metrics", "otx.core.model", "otx.core.model.action_classification", "otx.core.model.action_detection", "otx.core.model.anomaly", "otx.core.model.base", "otx.core.model.classification", "otx.core.model.detection", "otx.core.model.instance_segmentation", "otx.core.model.rotated_detection", "otx.core.model.segmentation", "otx.core.model.utils", "otx.core.model.utils.mmaction", "otx.core.model.utils.mmdet", "otx.core.model.utils.mmpretrain", "otx.core.model.utils.mmseg", "otx.core.model.visual_prompting", "otx.core.schedulers", "otx.core.types", "otx.core.utils", "otx.core.utils.build", "otx.core.utils.cache", "otx.core.utils.config", "otx.core.utils.imports", "otx.core.utils.instantiators", "otx.core.utils.mask_util", "otx.core.utils.miscellaneous", "otx.core.utils.pylogger", "otx.core.utils.tile_merge", "otx.core.utils.utils", "otx.data", "otx.engine", "otx.hpo", "otx.recipe", "otx.tools", "otx.tools.converter", "otx.tools.translate_mmrecipe", "otx.utils", "API reference", "Releases", "How to write OTX Configuration (recipe)", "Advanced Tutorials", "XAI Tutorial", "Deploy & Demo", "Action Classification model", "Action Detection model", "Anomaly Detection Tutorial", "Classification  model", "Object Detection model", "Training to deployment tutorials", "Instance Segmentation model", "Semantic Segmentation model", "Visual Prompting model", "Base Tutorials", 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"anomaly_segment": [1, 28, 120], "visual_prompt": [1, 126], "featur": [1, 4, 7, 8, 10, 12, 15, 17, 19, 21, 22, 25, 26, 27, 28, 34, 37, 48, 88, 90, 113, 114, 121, 122, 126], "current": [1, 4, 7, 9, 10, 12, 19, 22, 23, 25, 27, 29, 48, 56, 62, 79, 90, 91, 106, 114, 120, 122, 124, 126], "hardwar": [1, 19, 28, 57, 118, 119, 120, 121, 122, 124, 125, 126], "environ": [1, 4, 29, 106, 116, 117], "There": [1, 25, 28, 30, 124, 126], "two": [1, 7, 8, 10, 15, 21, 25, 29, 36, 39, 48, 57, 79, 94, 120, 126], "method": [1, 4, 6, 8, 21, 22, 23, 25, 30, 38, 42, 47, 48, 51, 53, 56, 58, 64, 68, 69, 78, 83], "avail": [1, 4, 9, 10, 12, 13, 15, 16, 17, 23, 25, 26, 28, 30, 48, 53, 57, 106, 119, 120, 121, 122, 124, 125, 126], "prevent": [1, 8, 12, 15, 16, 19, 21, 22, 23, 47, 48, 113, 117], "gpu": [1, 3, 4, 7, 27, 28, 30, 101, 106, 113], "out": [1, 7], "memori": [1, 7, 28, 30, 45, 113, 126], "safe": [1, 8, 61], "mode": [1, 4, 26, 29, 36, 41, 45, 47, 48, 65, 79, 89, 105, 113, 114, 117], "The": [1, 4, 7, 8, 9, 10, 12, 13, 15, 16, 17, 19, 21, 22, 23, 26, 27, 28, 29, 30, 34, 37, 38, 47, 48, 50, 51, 53, 55, 56, 57, 58, 59, 61, 66, 68, 72, 73, 78, 79, 83, 88, 89, 90, 92, 95, 97, 98, 101, 105, 109, 111, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "first": [1, 4, 6, 13, 17, 22, 28, 29, 34, 42, 56, 105, 111, 119, 121, 122, 124, 125, 126], "i": [1, 2, 3, 4, 6, 7, 8, 9, 10, 12, 13, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 29, 30, 34, 39, 42, 46, 47, 48, 51, 52, 53, 54, 55, 56, 57, 58, 62, 66, 68, 71, 72, 73, 78, 79, 81, 82, 83, 88, 89, 91, 92, 94, 95, 97, 99, 100, 105, 106, 107, 109, 111, 113, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "compat": [1, 29, 34, 76, 77, 78, 80, 81, 82, 83, 84, 90, 113], "devic": [1, 26, 27, 28, 48, 62, 86, 87, 88, 89, 105, 114, 117, 118, 120, 121, 122, 124, 125, 126], "larger": [1, 7, 12, 30], "consum": [1, 4, 7, 15, 26, 76, 77, 80, 81, 82, 83, 84, 90], "more": [1, 4, 6, 7, 8, 9, 12, 13, 15, 16, 19, 21, 22, 23, 28, 29, 30, 48, 50, 56, 57, 90, 106, 116, 118, 119, 120, 121, 122, 124, 125, 126], "therefor": [1, 23, 26, 57, 66], "system": [1, 8, 26, 29, 57, 106, 117, 120], "verifi": 1, "possibl": [1, 4, 26, 28, 30, 48, 57, 106, 117], "": [1, 4, 7, 8, 12, 13, 15, 16, 19, 21, 22, 26, 27, 28, 39, 42, 51, 53, 56, 62, 68, 71, 73, 78, 79, 88, 91, 94, 98, 105, 106, 111, 113, 116, 118, 119, 120, 121, 122, 124, 125, 126], "feasibl": [1, 23], "decreas": [1, 4, 106, 113, 118, 119, 120, 121, 122, 124, 125, 126], "reduc": [1, 3, 4, 7, 9, 12, 15, 21, 22, 28, 38, 47], "usag": [1, 8, 27, 28, 56, 62, 88, 105, 113], "howev": [1, 7, 15, 21, 26, 27, 42, 57, 78, 79, 105, 116], "too": 1, "low": [1, 19, 30, 48, 51, 116], "slow": [1, 45], "down": [1, 45], "address": [1, 7], "maximum": [1, 4, 22, 71, 102, 105], "amount": [1, 4, 15, 22], "could": [1, 57, 92, 119, 121, 122, 124, 125, 126], "run": [1, 4, 6, 26, 27, 28, 45, 53, 79, 90, 105, 106, 117, 118, 119, 120, 121, 122, 124, 125, 126], "resourc": [1, 4, 7, 19, 21, 23, 30, 106, 113], "also": [1, 4, 7, 9, 12, 17, 19, 21, 26, 27, 28, 30, 42, 92, 105, 117, 118, 119, 120, 121, 122, 124, 125, 126], "accordingli": 1, "us": [1, 2, 4, 6, 7, 8, 9, 10, 12, 13, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 30, 34, 37, 38, 39, 42, 45, 47, 48, 49, 50, 51, 53, 57, 58, 59, 62, 68, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 94, 95, 98, 103, 105, 106, 108, 109, 113, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127], "add": [1, 15, 16, 19, 21, 22, 23, 26, 28, 49, 53, 54, 56, 57, 58, 111, 113], "follow": [1, 4, 7, 8, 9, 10, 12, 13, 15, 16, 19, 21, 22, 23, 25, 26, 27, 28, 29, 30, 98, 105, 109, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "execut": [1, 4, 7, 8, 9, 10, 13, 15, 16, 28, 29, 53, 71, 105, 111, 117, 118, 119, 121, 122, 124, 125, 126], "full": [1, 7, 22, 23, 29, 57, 102, 106, 124, 125], "second": [1, 12, 28, 56, 121, 122, 125], "aim": [1, 8, 16, 26], "larg": [1, 3, 7, 12, 15, 16, 19, 28, 36, 113, 122, 126], "overal": [1, 4, 7, 9, 16, 113], "increas": [1, 4, 7, 8, 9, 23, 28, 91, 106, 126], "effect": [1, 2, 7, 45], "requir": [1, 4, 6, 7, 10, 19, 21, 22, 23, 26, 28, 29, 39, 54, 57, 58, 78, 79, 117, 118, 120, 121, 122, 124, 125, 126], "sweep": 1, "whole": [1, 17, 23], "thu": [1, 28], "up": [1, 29, 113, 118, 119, 121, 122, 124, 125, 126], "doe": [1, 12, 26, 42, 47, 57, 78], "search": [1, 4, 128], "effici": [1, 4, 7, 12, 15, 19, 21, 28, 30, 113, 118, 120, 121, 122, 124, 125, 126], "mai": [1, 15, 16, 17, 21, 26, 29, 47, 121, 122, 124, 126], "significantli": [1, 7], "provid": [1, 3, 4, 6, 7, 8, 15, 17, 26, 27, 28, 29, 30, 39, 48, 53, 56, 58, 62, 79, 95, 98, 105, 107, 108, 114, 116, 117, 119, 121, 122, 124, 125, 126], "substanti": 1, "acceler": [1, 4, 7, 26, 30, 63], "compar": [1, 4, 12, 15, 30, 39, 94, 95], "similar": [1, 12, 48], "previou": [1, 30, 39, 47, 51, 79, 116, 117, 118, 119, 121, 122, 124, 125, 126], "accord": [1, 23, 25, 29, 39, 48, 79, 105, 121, 122, 124, 126], "when": [1, 4, 7, 8, 12, 15, 21, 25, 26, 29, 30, 42, 47, 48, 50, 51, 53, 54, 57, 62, 71, 79, 81, 82, 107, 111, 113, 126], "fix": [1, 9, 17, 27, 29, 89, 113, 118, 119, 120, 121, 122, 124, 125, 126], "gener": [1, 8, 12, 16, 19, 23, 25, 26, 28, 30, 39, 42, 48, 66, 79, 88, 92, 102, 113, 116, 120, 124, 125], "than": [1, 4, 16, 17, 19, 29, 57, 79, 91, 106, 124, 125], "smaller": [1, 7, 12], "earli": [1, 12, 15, 16, 19, 21, 22, 23, 124, 125], "stop": [1, 4, 12, 15, 16, 19, 21, 22, 23, 30, 106, 117, 124, 125], "enabl": [1, 3, 4, 12, 26, 28, 37, 89, 105, 113, 124, 126], "lower": [1, 4], "finish": [1, 4], "subprocess": 1, "load": [1, 5, 28, 39, 48, 62, 71, 79, 81, 82, 90, 95, 105, 113, 126], "dure": [1, 2, 7, 9, 12, 21, 34, 42, 79, 91, 105, 116, 117], "while": [1, 7, 8, 12, 17, 21, 22, 26, 45, 48, 68, 71, 118, 119, 120, 121, 122, 124, 125, 126], "high": [1, 3, 7, 28, 45, 48, 122, 126], "signific": 1, "cpu": [1, 19, 28, 48, 57, 106, 113, 118, 120, 121, 122, 124, 125, 126], "simplifi": [1, 26, 113], "manual": [1, 57, 124, 125, 126], "determin": [1, 4, 7, 12, 51, 61], "optim": [1, 5, 9, 10, 12, 13, 15, 16, 19, 21, 22, 23, 26, 30, 35, 39, 48, 53, 76, 77, 78, 79, 80, 81, 82, 83, 84, 90, 91, 105, 106, 113, 114, 119], "valu": [1, 4, 7, 8, 12, 21, 27, 28, 34, 47, 48, 49, 53, 56, 58, 68, 71, 89, 92, 96, 103, 105, 106, 113, 114, 118, 119, 121, 122, 124, 125, 126], "statu": [1, 54, 106], "core": [1, 3, 4, 7, 27, 118, 119, 120, 121, 122, 124, 125, 126], "config": [1, 2, 3, 4, 7, 23, 25, 27, 28, 34, 37, 39, 42, 45, 48, 53, 58, 66, 71, 76, 77, 79, 80, 81, 82, 83, 84, 86, 87, 88, 89, 94, 95, 103, 105, 107, 109, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "datamoduleconfig": [1, 3, 7, 62, 66, 118, 119, 120, 121, 122, 124, 125, 126], "otxdatamodul": [1, 3, 7, 8, 27, 28, 39, 66, 79, 90, 104, 105, 116, 118, 119, 120, 121, 122, 124, 125, 126], "data_config": [1, 3, 7, 118, 119, 120, 121, 122, 124, 125, 126], "auto_num_work": [1, 62], "true": [1, 4, 7, 8, 12, 34, 39, 41, 42, 47, 48, 49, 53, 56, 57, 59, 61, 62, 65, 68, 71, 72, 73, 76, 79, 80, 81, 82, 83, 84, 86, 87, 90, 91, 95, 103, 105, 106, 113, 114, 116, 121, 122], "datamodul": [1, 3, 7, 8, 26, 27, 28, 53, 78, 79, 104, 105, 116, 118, 119, 120, 121, 122, 124, 125, 126], "creat": [2, 7, 8, 13, 15, 21, 26, 27, 29, 36, 53, 62, 66, 76, 77, 79, 80, 81, 82, 83, 84, 86, 87, 88, 89, 90, 91, 92, 105, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "an": [2, 4, 7, 12, 13, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 30, 48, 50, 53, 56, 57, 58, 79, 105, 109, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126], "batch": [2, 3, 4, 7, 15, 23, 26, 28, 30, 42, 45, 48, 50, 62, 78, 79, 81, 82, 89, 90, 102, 113, 118, 119, 120, 121, 122, 124, 125, 126], "For": [2, 7, 8, 9, 10, 12, 13, 15, 16, 19, 21, 22, 23, 25, 27, 28, 29, 48, 57, 81, 82, 86, 87, 88, 89, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "default": [2, 4, 7, 8, 12, 26, 27, 28, 34, 37, 38, 42, 45, 47, 48, 53, 57, 58, 59, 68, 71, 72, 73, 89, 94, 101, 102, 105, 106, 109, 113, 114, 116, 118, 119, 121, 122, 126], "squar": [2, 7, 12, 48], "root": [2, 7, 22, 26, 28, 58, 97, 105, 109, 121, 122, 124, 126], "old": 2, "new": [2, 17, 23, 25, 26, 30, 41, 47, 71, 78, 113, 117], "ratio": [2, 4, 7, 49, 68, 71], "class_incremental_sampl": 2, "classincrementalsampl": 2, "otxdataset": [2, 66], "class_incr_sampl": 2, "batch_siz": [2, 23, 28, 62, 105, 118, 119, 120, 121, 122, 124, 125, 126], "32": [2, 9, 10, 19, 22, 23, 27, 104, 105], "old_class": 2, "car": [2, 15, 21, 22, 79], "truck": 2, "new_class": 2, "bu": 2, "train_subset": [2, 23, 28, 62, 105, 114, 118, 119, 120, 121, 122, 124, 125, 126], "class_path": [2, 28, 58, 61, 62, 98, 114], "init_arg": [2, 28, 58, 61, 62, 98, 114], "It": [2, 4, 7, 8, 12, 15, 16, 21, 22, 26, 27, 28, 29, 30, 39, 42, 46, 48, 51, 53, 57, 62, 66, 71, 76, 77, 79, 80, 81, 82, 83, 84, 89, 90, 92, 98, 105, 106, 111, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "ensur": [2, 4, 7, 19, 26, 27, 120], "sampl": [2, 4, 9, 12, 13, 15, 23, 26, 34, 37, 42, 47, 89, 98, 118, 119], "distribut": [2, 12, 15, 30, 113], "supervis": [2, 9, 12, 15, 16, 17, 19, 21, 22, 30, 113, 125], "balanced_sampl": 2, "balancedsampl": 2, "sever": [3, 7, 10, 12, 23, 26, 27], "wai": [3, 8, 10, 26, 28, 114], "boost": 3, "one": [3, 4, 7, 12, 13, 15, 16, 21, 23, 25, 26, 28, 30, 48, 53, 78, 92, 102, 120, 121, 126], "which": [3, 4, 8, 9, 10, 12, 13, 15, 16, 19, 22, 28, 30, 37, 48, 62, 68, 78, 79, 81, 82, 86, 87, 88, 89, 105, 106, 111, 116, 117, 118, 119, 121, 122, 124, 125, 126], "decod": [3, 23, 28, 46, 48, 51, 126], "imag": [3, 5, 8, 12, 13, 15, 16, 17, 19, 21, 22, 23, 25, 27, 28, 29, 30, 34, 36, 42, 45, 47, 48, 49, 50, 51, 62, 68, 71, 79, 89, 102, 113, 116, 117, 120, 121, 122, 124, 125, 126], "main": [3, 8, 16, 23, 25, 27, 28, 30, 52, 53, 79, 91, 111, 118, 119, 121, 122, 124, 125, 126], "size": [3, 4, 8, 9, 10, 12, 15, 19, 21, 22, 23, 25, 28, 30, 34, 36, 42, 48, 49, 51, 62, 68, 71, 78, 89, 99, 102, 105, 113, 118, 119, 120, 121, 122, 124, 125, 126], "contain": [3, 12, 28, 37, 39, 48, 53, 56, 58, 71, 78, 79, 94, 98, 105, 109, 116, 117, 118, 120, 121, 122, 124, 126, 127], "resolut": [3, 7, 15, 16, 21, 22, 28, 45, 51, 116], "account": [3, 28, 30], "non": [3, 13, 28, 37, 47, 56, 79, 92, 102], "neglig": [3, 28], "overhead": [3, 28], "pre": [3, 10, 12, 23, 25, 28, 29, 34, 48], "One": [3, 79], "maxim": [3, 4, 28], "those": [3, 28], "case": [3, 4, 10, 15, 19, 21, 22, 27, 28, 46, 48, 57, 71, 92, 117, 121, 122, 124, 126], "mem_cache_s": [3, 28, 62], "8gb": [3, 28], "hpo": [4, 26, 27, 30, 105], "even": [4, 19, 30, 48, 78], "state": [4, 8, 34, 35, 36, 39, 47, 48, 49, 50, 51, 78, 79, 86, 87, 88, 89], "art": 4, "shelf": [4, 30], "librari": [4, 12, 23, 25, 57, 62, 71], "make": [4, 8, 12, 21, 26, 28, 30, 71, 78, 106, 113, 119, 121], "easier": 4, "easi": [4, 27, 48, 62, 119, 121], "interfac": [4, 7, 79, 113], "With": [4, 26, 28], "simpli": 4, "ad": [4, 12, 17, 19, 47, 56, 58], "constraint": [4, 113], "auto": [4, 5, 15, 26, 28, 30, 39, 62, 105, 113, 114, 118, 119, 120, 121, 122, 124, 125, 126], "intern": [4, 8, 16, 22, 25, 28, 34, 35, 36, 47, 48, 49, 50, 51, 86, 87, 88, 89], "guarante": 4, "within": [4, 7, 12, 19, 21, 28, 59], "both": [4, 7, 12, 21, 23, 26, 27, 28, 34, 35, 36, 47, 48, 49, 50, 51, 86, 87, 88, 89, 120, 126], "sequenti": 4, "parallel": [4, 106], "scalabl": 4, "differ": [4, 8, 12, 13, 15, 16, 17, 21, 22, 27, 39, 47, 51, 62, 79, 94, 114, 122, 124, 126], "multipl": [4, 7, 12, 26, 27, 30, 37, 50, 58, 78, 89, 113], "all": [4, 7, 12, 16, 17, 22, 26, 27, 28, 29, 30, 52, 58, 64, 78, 92, 116, 118, 119, 120, 121, 122, 124, 125, 126], "kei": [4, 26, 49, 53, 56, 58, 98, 99], "includ": [4, 7, 9, 12, 16, 26, 29, 30, 37, 42, 47, 56, 89, 92, 107, 118, 119, 120, 121, 124, 125, 126], "usabl": 4, "By": [4, 7, 12, 26, 28, 29], "offer": [4, 12, 21, 23, 25, 26, 27, 30], "straightforward": 4, "intuit": [4, 26, 124, 125], "user": [4, 7, 8, 12, 19, 26, 28, 30, 105], "take": [4, 7, 8, 19, 62, 118, 120, 121, 122, 124, 125, 126], "advantag": [4, 26], "just": [4, 12, 22, 27, 28, 48, 113, 116, 121, 122, 126], "argument": [4, 27, 28, 37, 47, 53, 56, 57, 58, 95, 98, 105, 113], "below": [4, 7, 8, 9, 10, 13, 15, 16, 19, 21, 22, 23, 25, 27, 28, 29, 92, 106, 114, 117, 118, 119, 120, 121, 122, 124, 125, 126], "run_hpo": [4, 27, 105], "abund": [4, 12], "asha": [4, 106], "choic": [4, 15, 21, 22, 30], "asynchron": [4, 79, 106], "success": 4, "halv": 4, "sha": [4, 106], "design": [4, 6, 8, 21], "comput": [4, 7, 8, 10, 12, 15, 17, 19, 21, 22, 23, 25, 30, 34, 42, 48, 79, 103, 120], "machin": [4, 8, 26, 28], "involv": [4, 7, 8, 12, 17, 21], "trial": [4, 28, 106], "them": [4, 13, 16, 19, 26, 29, 45, 53, 78, 79], "metric": [4, 16, 19, 21, 22, 27, 35, 39, 48, 76, 77, 79, 80, 81, 82, 83, 84, 90, 105, 113, 118, 119, 120, 121, 122, 124, 125, 126], "mani": [4, 106], "short": [4, 58], "perform": [4, 6, 7, 9, 12, 13, 15, 19, 23, 28, 34, 79, 88, 89, 90, 105, 113, 118, 120, 121, 122, 124, 125, 126], "advanc": [4, 21, 26, 30], "next": [4, 56, 106], "round": 4, "subsequ": [4, 12, 21], 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34, 36, 37, 38, 39, 42, 46, 47, 48, 49, 51, 56, 57, 62, 65, 68, 71, 72, 73, 78, 79, 87, 88, 89, 90, 91, 92, 95, 99, 102, 104, 114, 117, 118, 119, 120, 121, 122, 124, 125, 126], "001": [4, 120], "max": [4, 27, 28, 65, 89, 113, 114], "1": [4, 7, 9, 12, 15, 16, 19, 22, 23, 26, 31, 34, 36, 37, 38, 42, 47, 48, 49, 51, 56, 57, 62, 63, 65, 68, 71, 72, 73, 79, 87, 88, 90, 92, 94, 95, 99, 103, 106, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "expected_time_ratio": [4, 65], "6": [4, 12, 19, 22, 23, 26, 29, 57, 92, 99, 113, 116, 117, 118], "As": [4, 7, 12, 26, 117], "abov": [4, 12, 13, 16, 19, 21, 26, 29, 92, 114, 118, 119, 120, 121, 122, 124, 125, 126], "ones": [4, 27, 58, 71, 79], "variou": [4, 8, 12, 25, 26, 28, 30, 105], "almost": [4, 42, 111], "except": [4, 19, 94, 111], "space": [4, 8], "But": [4, 126], "dictionrai": 4, "so": [4, 8, 15, 19, 23, 25, 27, 29, 30, 39, 62, 66, 79, 105, 122, 126], "explan": [4, 8, 30, 113, 116, 118, 119, 120, 121, 122, 124, 125, 126], "list": [4, 27, 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116, 118, 119, 120, 121, 122, 124, 125, 126], "therefor": [1, 23, 26, 57, 66], "system": [1, 8, 26, 29, 57, 106, 117, 120], "verifi": 1, "possibl": [1, 4, 26, 28, 30, 48, 57, 106, 117], "": [1, 4, 7, 8, 12, 13, 15, 16, 19, 21, 22, 26, 27, 28, 39, 42, 51, 53, 56, 62, 68, 71, 73, 78, 79, 88, 91, 94, 98, 105, 106, 111, 113, 116, 118, 119, 120, 121, 122, 124, 125, 126], "feasibl": [1, 23], "decreas": [1, 4, 106, 113, 118, 119, 120, 121, 122, 124, 125, 126], "reduc": [1, 3, 4, 7, 9, 12, 15, 21, 22, 28, 38, 47], "usag": [1, 8, 27, 28, 56, 62, 88, 105, 113], "howev": [1, 7, 15, 21, 26, 27, 42, 57, 78, 79, 105, 116], "too": 1, "low": [1, 19, 30, 48, 51, 116], "slow": [1, 45], "down": [1, 45], "address": [1, 7], "maximum": [1, 4, 22, 71, 102, 105], "amount": [1, 4, 15, 22], "could": [1, 57, 92, 119, 121, 122, 124, 125, 126], "run": [1, 4, 6, 26, 27, 28, 45, 53, 79, 90, 105, 106, 117, 118, 119, 120, 121, 122, 124, 125, 126], "resourc": [1, 4, 7, 19, 21, 23, 30, 106, 113], "also": [1, 4, 7, 9, 12, 17, 19, 21, 26, 27, 28, 30, 42, 92, 105, 117, 118, 119, 120, 121, 122, 124, 125, 126], "accordingli": 1, "us": [1, 2, 4, 6, 7, 8, 9, 10, 12, 13, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 30, 34, 37, 38, 39, 42, 45, 47, 48, 49, 50, 51, 53, 57, 58, 59, 62, 68, 71, 72, 73, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 94, 95, 98, 103, 105, 106, 108, 109, 113, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126, 127], "add": [1, 15, 16, 19, 21, 22, 23, 26, 28, 49, 53, 54, 56, 57, 58, 111, 113], "follow": [1, 4, 7, 8, 9, 10, 12, 13, 15, 16, 19, 21, 22, 23, 25, 26, 27, 28, 29, 30, 98, 105, 109, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "execut": [1, 4, 7, 8, 9, 10, 13, 15, 16, 28, 29, 53, 71, 105, 111, 117, 118, 119, 121, 122, 124, 125, 126], "full": [1, 7, 22, 23, 29, 57, 102, 106, 124, 125], "second": [1, 12, 28, 56, 121, 122, 125], "aim": [1, 8, 16, 26], "larg": [1, 3, 7, 12, 15, 16, 19, 28, 36, 113, 122, 126], "overal": [1, 4, 7, 9, 16, 113], "increas": [1, 4, 7, 8, 9, 23, 28, 91, 106, 126], "effect": [1, 2, 7, 45], "requir": [1, 4, 6, 7, 10, 19, 21, 22, 23, 26, 28, 29, 39, 54, 57, 58, 78, 79, 117, 118, 120, 121, 122, 124, 125, 126], "sweep": 1, "whole": [1, 17, 23], "thu": [1, 28], "up": [1, 29, 113, 118, 119, 121, 122, 124, 125, 126], "doe": [1, 12, 26, 42, 47, 57, 78], "search": [1, 4, 128], "effici": [1, 4, 7, 12, 15, 19, 21, 28, 30, 113, 118, 120, 121, 122, 124, 125, 126], "mai": [1, 15, 16, 17, 21, 26, 29, 47, 121, 122, 124, 126], "significantli": [1, 7], "provid": [1, 3, 4, 6, 7, 8, 15, 17, 26, 27, 28, 29, 30, 39, 48, 53, 56, 58, 62, 79, 95, 98, 105, 107, 108, 114, 116, 117, 119, 121, 122, 124, 125, 126], "substanti": 1, "acceler": [1, 4, 7, 26, 30, 63], "compar": [1, 4, 12, 15, 30, 39, 94, 95], "similar": [1, 12, 48], "previou": [1, 30, 39, 47, 51, 79, 116, 117, 118, 119, 121, 122, 124, 125, 126], "accord": [1, 23, 25, 29, 39, 48, 79, 105, 121, 122, 124, 126], "when": [1, 4, 7, 8, 12, 15, 21, 25, 26, 29, 30, 42, 47, 48, 50, 51, 53, 54, 57, 62, 71, 79, 81, 82, 107, 111, 113, 126], "fix": [1, 9, 17, 27, 29, 89, 113, 118, 119, 120, 121, 122, 124, 125, 126], "gener": [1, 8, 12, 16, 19, 23, 25, 26, 28, 30, 39, 42, 48, 66, 79, 88, 92, 102, 113, 116, 120, 124, 125], "than": [1, 4, 16, 17, 19, 29, 57, 79, 91, 106, 124, 125], "smaller": [1, 7, 12], "earli": [1, 12, 15, 16, 19, 21, 22, 23, 124, 125], "stop": [1, 4, 12, 15, 16, 19, 21, 22, 23, 30, 106, 117, 124, 125], "enabl": [1, 3, 4, 12, 26, 28, 37, 89, 105, 113, 124, 126], "lower": [1, 4], "finish": [1, 4], "subprocess": 1, "load": [1, 5, 28, 39, 48, 62, 71, 79, 81, 82, 90, 95, 105, 113, 126], "dure": [1, 2, 7, 9, 12, 21, 34, 42, 79, 91, 105, 116, 117], "while": [1, 7, 8, 12, 17, 21, 22, 26, 45, 48, 68, 71, 118, 119, 120, 121, 122, 124, 125, 126], "high": [1, 3, 7, 28, 45, 48, 122, 126], "signific": 1, "cpu": [1, 19, 28, 48, 57, 106, 113, 118, 120, 121, 122, 124, 125, 126], "simplifi": [1, 26, 113], "manual": [1, 57, 124, 125, 126], "determin": [1, 4, 7, 12, 51, 61], "optim": [1, 5, 9, 10, 12, 13, 15, 16, 19, 21, 22, 23, 26, 30, 35, 39, 48, 53, 76, 77, 78, 79, 80, 81, 82, 83, 84, 90, 91, 105, 106, 113, 114, 119], "valu": [1, 4, 7, 8, 12, 21, 27, 28, 34, 47, 48, 49, 53, 56, 58, 68, 71, 89, 92, 96, 103, 105, 106, 113, 114, 118, 119, 121, 122, 124, 125, 126], "statu": [1, 54, 106], "core": [1, 3, 4, 7, 27, 118, 119, 120, 121, 122, 124, 125, 126], "config": [1, 2, 3, 4, 7, 23, 25, 27, 28, 34, 37, 39, 42, 45, 48, 53, 58, 66, 71, 76, 77, 79, 80, 81, 82, 83, 84, 86, 87, 88, 89, 94, 95, 103, 105, 107, 109, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "datamoduleconfig": [1, 3, 7, 62, 66, 118, 119, 120, 121, 122, 124, 125, 126], "otxdatamodul": [1, 3, 7, 8, 27, 28, 39, 66, 79, 90, 104, 105, 116, 118, 119, 120, 121, 122, 124, 125, 126], "data_config": [1, 3, 7, 118, 119, 120, 121, 122, 124, 125, 126], "auto_num_work": [1, 62], "true": [1, 4, 7, 8, 12, 34, 39, 41, 42, 47, 48, 49, 53, 56, 57, 59, 61, 62, 65, 68, 71, 72, 73, 76, 79, 80, 81, 82, 83, 84, 86, 87, 90, 91, 95, 103, 105, 106, 113, 114, 116, 121, 122], "datamodul": [1, 3, 7, 8, 26, 27, 28, 53, 78, 79, 104, 105, 116, 118, 119, 120, 121, 122, 124, 125, 126], "creat": [2, 7, 8, 13, 15, 21, 26, 27, 29, 36, 53, 62, 66, 76, 77, 79, 80, 81, 82, 83, 84, 86, 87, 88, 89, 90, 91, 92, 105, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "an": [2, 4, 7, 12, 13, 15, 16, 17, 19, 21, 22, 23, 25, 26, 27, 28, 30, 48, 50, 53, 56, 57, 58, 79, 105, 109, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126], "batch": [2, 3, 4, 7, 15, 23, 26, 28, 30, 42, 45, 48, 50, 62, 78, 79, 81, 82, 89, 90, 102, 113, 118, 119, 120, 121, 122, 124, 125, 126], "For": [2, 7, 8, 9, 10, 12, 13, 15, 16, 19, 21, 22, 23, 25, 27, 28, 29, 48, 57, 81, 82, 86, 87, 88, 89, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "default": [2, 4, 7, 8, 12, 26, 27, 28, 34, 37, 38, 42, 45, 47, 48, 53, 57, 58, 59, 68, 71, 72, 73, 89, 94, 101, 102, 105, 106, 109, 113, 114, 116, 118, 119, 121, 122, 126], "squar": [2, 7, 12, 48], "root": [2, 7, 22, 26, 28, 58, 97, 105, 109, 121, 122, 124, 126], "old": 2, "new": [2, 17, 23, 25, 26, 30, 41, 47, 71, 78, 113, 117], "ratio": [2, 4, 7, 49, 68, 71], "class_incremental_sampl": 2, "classincrementalsampl": 2, "otxdataset": [2, 66], "class_incr_sampl": 2, "batch_siz": [2, 23, 28, 62, 105, 118, 119, 120, 121, 122, 124, 125, 126], "32": [2, 9, 10, 19, 22, 23, 27, 104, 105], "old_class": 2, "car": [2, 15, 21, 22, 79], "truck": 2, "new_class": 2, "bu": 2, "train_subset": [2, 23, 28, 62, 105, 114, 118, 119, 120, 121, 122, 124, 125, 126], "class_path": [2, 28, 58, 61, 62, 98, 114], "init_arg": [2, 28, 58, 61, 62, 98, 114], "It": [2, 4, 7, 8, 12, 15, 16, 21, 22, 26, 27, 28, 29, 30, 39, 42, 46, 48, 51, 53, 57, 62, 66, 71, 76, 77, 79, 80, 81, 82, 83, 84, 89, 90, 92, 98, 105, 106, 111, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "ensur": [2, 4, 7, 19, 26, 27, 120], "sampl": [2, 4, 9, 12, 13, 15, 23, 26, 34, 37, 42, 47, 89, 98, 118, 119], "distribut": [2, 12, 15, 30, 113], "supervis": [2, 9, 12, 15, 16, 17, 19, 21, 22, 30, 113, 125], "balanced_sampl": 2, "balancedsampl": 2, "sever": [3, 7, 10, 12, 23, 26, 27], "wai": [3, 8, 10, 26, 28, 114], "boost": 3, "one": [3, 4, 7, 12, 13, 15, 16, 21, 23, 25, 26, 28, 30, 48, 53, 78, 92, 102, 120, 121, 126], "which": [3, 4, 8, 9, 10, 12, 13, 15, 16, 19, 22, 28, 30, 37, 48, 62, 68, 78, 79, 81, 82, 86, 87, 88, 89, 105, 106, 111, 116, 117, 118, 119, 121, 122, 124, 125, 126], "decod": [3, 23, 28, 46, 48, 51, 126], "imag": [3, 5, 8, 12, 13, 15, 16, 17, 19, 21, 22, 23, 25, 27, 28, 29, 30, 34, 36, 42, 45, 47, 48, 49, 50, 51, 62, 68, 71, 79, 89, 102, 113, 116, 117, 120, 121, 122, 124, 125, 126], "main": [3, 8, 16, 23, 25, 27, 28, 30, 52, 53, 79, 91, 111, 118, 119, 121, 122, 124, 125, 126], "size": [3, 4, 8, 9, 10, 12, 15, 19, 21, 22, 23, 25, 28, 30, 34, 36, 42, 48, 49, 51, 62, 68, 71, 78, 89, 99, 102, 105, 113, 118, 119, 120, 121, 122, 124, 125, 126], "contain": [3, 12, 28, 37, 39, 48, 53, 56, 58, 71, 78, 79, 94, 98, 105, 109, 116, 117, 118, 120, 121, 122, 124, 126, 127], "resolut": [3, 7, 15, 16, 21, 22, 28, 45, 51, 116], "account": [3, 28, 30], "non": [3, 13, 28, 37, 47, 56, 79, 92, 102], "neglig": [3, 28], "overhead": [3, 28], "pre": [3, 10, 12, 23, 25, 28, 29, 34, 48], "One": [3, 79], "maxim": [3, 4, 28], "those": [3, 28], "case": [3, 4, 10, 15, 19, 21, 22, 27, 28, 46, 48, 57, 71, 92, 117, 121, 122, 124, 126], "mem_cache_s": [3, 28, 62], "8gb": [3, 28], "hpo": [4, 26, 27, 30, 105], "even": [4, 19, 30, 48, 78], "state": [4, 8, 34, 35, 36, 39, 47, 48, 49, 50, 51, 78, 79, 86, 87, 88, 89], "art": 4, "shelf": [4, 30], "librari": [4, 12, 23, 25, 57, 62, 71], "make": [4, 8, 12, 21, 26, 28, 30, 71, 78, 106, 113, 119, 121], "easier": 4, "easi": [4, 27, 48, 62, 119, 121], "interfac": [4, 7, 79, 113], "With": [4, 26, 28], "simpli": 4, "ad": [4, 12, 17, 19, 47, 56, 58], "constraint": [4, 113], "auto": [4, 5, 15, 26, 28, 30, 39, 62, 105, 113, 114, 118, 119, 120, 121, 122, 124, 125, 126], "intern": [4, 8, 16, 22, 25, 28, 34, 35, 36, 47, 48, 49, 50, 51, 86, 87, 88, 89], "guarante": 4, "within": [4, 7, 12, 19, 21, 28, 59], "both": [4, 7, 12, 21, 23, 26, 27, 28, 34, 35, 36, 47, 48, 49, 50, 51, 86, 87, 88, 89, 120, 126], "sequenti": 4, "parallel": [4, 106], "scalabl": 4, "differ": [4, 8, 12, 13, 15, 16, 17, 21, 22, 27, 39, 47, 51, 62, 79, 94, 114, 122, 124, 126], "multipl": [4, 7, 12, 26, 27, 30, 37, 50, 58, 78, 89, 113], "all": [4, 7, 12, 16, 17, 22, 26, 27, 28, 29, 30, 52, 58, 64, 78, 92, 116, 118, 119, 120, 121, 122, 124, 125, 126], "kei": [4, 26, 49, 53, 56, 58, 98, 99], "includ": [4, 7, 9, 12, 16, 26, 29, 30, 37, 42, 47, 56, 89, 92, 107, 118, 119, 120, 121, 124, 125, 126], "usabl": 4, "By": [4, 7, 12, 26, 28, 29], "offer": [4, 12, 21, 23, 25, 26, 27, 30], "straightforward": 4, "intuit": [4, 26, 124, 125], "user": [4, 7, 8, 12, 19, 26, 28, 30, 105], "take": [4, 7, 8, 19, 62, 118, 120, 121, 122, 124, 125, 126], "advantag": [4, 26], "just": [4, 12, 22, 27, 28, 48, 113, 116, 121, 122, 126], "argument": [4, 27, 28, 37, 47, 53, 56, 57, 58, 95, 98, 105, 113], "below": [4, 7, 8, 9, 10, 13, 15, 16, 19, 21, 22, 23, 25, 27, 28, 29, 92, 106, 114, 117, 118, 119, 120, 121, 122, 124, 125, 126], "run_hpo": [4, 27, 105], "abund": [4, 12], "asha": [4, 106], "choic": [4, 15, 21, 22, 30], "asynchron": [4, 79, 106], "success": 4, "halv": 4, "sha": [4, 106], "design": [4, 6, 8, 21], "comput": [4, 7, 8, 10, 12, 15, 17, 19, 21, 22, 23, 25, 30, 34, 42, 48, 79, 103, 120], "machin": [4, 8, 26, 28], "involv": [4, 7, 8, 12, 17, 21], "trial": [4, 28, 106], "them": [4, 13, 16, 19, 26, 29, 45, 53, 78, 79], "metric": [4, 16, 19, 21, 22, 27, 35, 39, 48, 76, 77, 79, 80, 81, 82, 83, 84, 90, 105, 113, 118, 119, 120, 121, 122, 124, 125, 126], "mani": [4, 106], "short": [4, 58], "perform": [4, 6, 7, 9, 12, 13, 15, 19, 23, 28, 34, 79, 88, 89, 90, 105, 113, 118, 120, 121, 122, 124, 125, 126], "advanc": [4, 21, 26, 30], "next": [4, 56, 106], "round": 4, "subsequ": [4, 12, 21], "spent": [4, 26], "repeat": 4, "until": 4, "remain": [4, 79, 105, 116, 121], "becaus": [4, 23, 57, 71, 105, 121, 122, 124, 126], "allow": [4, 7, 8, 21, 26, 28, 30, 48, 53, 58, 105, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "independ": [4, 26, 48], "thei": [4, 19, 22, 26, 47, 92], "wait": [4, 29], "complet": [4, 28, 105], "befor": [4, 19, 26, 29, 37, 39, 48, 71, 79, 90, 95, 102, 105], "techniqu": [4, 9, 12, 15, 19, 22, 23, 27], "call": [4, 19, 25, 26, 29, 34, 78, 79, 111, 114, 120, 124, 125], "hyperband": [4, 106], "much": [4, 26, 28, 30, 120, 124, 125], "alloc": 4, "hpo_config": [4, 105], "hpoconfig": [4, 65, 105], "dataclass": [4, 26, 62], "inlcud": 4, "expect": [4, 7, 19, 29, 36, 109, 118, 119, 121, 122, 124, 125, 126], "confgigur": 4, "parameters": 4, "here": [4, 7, 19, 26, 107, 114, 116, 118, 119, 120, 121, 122, 124, 125, 126], "search_spac": [4, 65], "lr": [4, 19, 23, 27, 49, 79, 91, 114], "uniform": 4, "min": [4, 65], "0": [4, 7, 10, 12, 15, 19, 21, 23, 25, 26, 31, 34, 36, 37, 38, 39, 42, 46, 47, 48, 49, 51, 56, 57, 62, 65, 68, 71, 72, 73, 78, 79, 87, 88, 89, 90, 91, 92, 95, 99, 102, 104, 114, 117, 118, 119, 120, 121, 122, 124, 125, 126], "001": [4, 120], "max": [4, 27, 28, 65, 89, 113, 114], "1": [4, 7, 9, 12, 15, 16, 19, 22, 23, 26, 31, 34, 36, 37, 38, 42, 47, 48, 49, 51, 56, 57, 62, 63, 65, 68, 71, 72, 73, 79, 87, 88, 90, 92, 94, 95, 99, 103, 106, 114, 116, 117, 118, 119, 120, 121, 122, 124, 125, 126], "expected_time_ratio": [4, 65], "6": [4, 12, 19, 22, 23, 26, 29, 57, 92, 99, 113, 116, 117, 118], "As": [4, 7, 12, 26, 117], "abov": [4, 12, 13, 16, 19, 21, 26, 29, 92, 114, 118, 119, 120, 121, 122, 124, 125, 126], "ones": [4, 27, 58, 71, 79], "variou": [4, 8, 12, 25, 26, 28, 30, 105], "almost": [4, 42, 111], "except": [4, 19, 94, 111], "space": [4, 8], "But": [4, 126], "dictionrai": 4, "so": [4, 8, 15, 19, 23, 25, 27, 29, 30, 39, 62, 66, 79, 105, 122, 126], "explan": [4, 8, 30, 113, 116, 118, 119, 120, 121, 122, 124, 125, 126], "list": [4, 27, 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\ No newline at end of file