From 152b7ea81ddf6eb6810b28d346d043113f7dca0a Mon Sep 17 00:00:00 2001 From: y0z Date: Wed, 11 Dec 2024 16:50:29 +0900 Subject: [PATCH 01/13] Add bbob package --- package/benchmarks/bbob/LICENSE | 21 +++++ package/benchmarks/bbob/README.md | 106 +++++++++++++++++++++++ package/benchmarks/bbob/__init__.py | 4 + package/benchmarks/bbob/_bbob.py | 98 +++++++++++++++++++++ package/benchmarks/bbob/images/bbob.png | Bin 0 -> 326092 bytes package/benchmarks/bbob/requirements.txt | 1 + 6 files changed, 230 insertions(+) create mode 100644 package/benchmarks/bbob/LICENSE create mode 100644 package/benchmarks/bbob/README.md create mode 100644 package/benchmarks/bbob/__init__.py create mode 100644 package/benchmarks/bbob/_bbob.py create mode 100644 package/benchmarks/bbob/images/bbob.png create mode 100644 package/benchmarks/bbob/requirements.txt diff --git a/package/benchmarks/bbob/LICENSE b/package/benchmarks/bbob/LICENSE new file mode 100644 index 00000000..380b0c20 --- /dev/null +++ b/package/benchmarks/bbob/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 Preferred Networks, Inc. + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md new file mode 100644 index 00000000..8c410d8e --- /dev/null +++ b/package/benchmarks/bbob/README.md @@ -0,0 +1,106 @@ +--- +author: Optuna team +title: The blackbox optimization benchmarking (bbob) test suite +description: The blackbox optimization benchmarking (bbob) test suite consists of 24 noiseless single-objective test functions including Sphere, Ellipsoidal, Rastrigin, Rosenbrock, etc. This package is a wrapper of the COCO (COmparing Continuous Optimizers) experiments library. +tags: [benchmarks, continuous optimization, BBOB, COCO] +optuna_versions: [4.1.0] +license: MIT License +--- + +## Abstract + +The blackbox optimization benchmarking (bbob) test suite comprises 24 noiseless single-objective test functions. BBOB is one of the most widely used test suites to evaluate and compare the performance of blackbox optimization algorithms. Each benchmark function is provided in dimensions \[2, 3, 5, 10, 20, 40\] with 15 instances. + +## APIs + +### class `Problem(function_id: int, dimension: int, instance_id: int = 1)` + +- `function_id`: [ID of the bbob benchmark function](https://numbbo.github.io/coco/testsuites/bbob) to use. It must be in the range of `[1, 24]`. +- `dimension`: Dimension of the benchmark function. It must be in `[2, 3, 5, 10, 20, 40]`. +- `instance_id`: ID of the instance of the benchmark function. It must be in the range of `[1, 110]`. + +#### Methods and Properties + +- `search_space`: Return the search space. + - Return type: `dict[str, optuna.distributions.BaseDistribution]` +- `directions`: Return the optimization directions. + - Return type: `list[optuna.study.StudyDirection]` +- `__call__(trial: optuna.Trial)`: Evaluate the objective function and return the objective value. + - Parameters: + - `trial`: Optuna trial object. + - Return type: `float` +- `evaluate(params: dict[str, float])`: Evaluate the objective function. + - Parameters: + - `params`: Decision variable like `{"x0": x1_value, "x1": x1_value, ..., "xn": xn_value}`. The number of parameters must be equal to `dimension`. + - Return type: `float` + +It is also available that properties defiend in [cocoex.Problem](https://numbbo.github.io/coco-doc/apidocs/cocoex/cocoex.Problem.html) such as `number_of_objectives`. + +## Installation + +Please install the [coco-experiment](https://github.com/numbbo/coco-experiment/tree/main/build/python) package. + +```shell +pip install -U coco-experiment +``` + +## Example + +```python +import optuna +import optunahub + + +bbob = optunahub.load_module("benchmarks/bbob") +sphere2d = bbob.Problem(function_id=1, dimension=2, instance_id=1) + +study = optuna.create_study(directions=sphere2d.directions) +study.optimize(sphere2d, n_trials=20) + +print(study.best_trial.params, study.best_trial.value) +``` + +## List of Benchmark Functions + +Please refer to [the paper](https://numbbo.github.io/gforge/downloads/download16.00/bbobdocfunctions.pdf) for details about each benchmark function. + +**Category** + +1. Separable Functions +1. Functions with low or moderate conditioning +1. Functions with high conditioning and unimodal +1. Multi-modal functions with adequate global structure +1. Multi-modal functions with weak global structure + +| Category | Function ID | Function Name | +|-----------|-------------|-------------------------------------------------------------------------------------------------------| +| 1 | 1 | [Sphere Function](https://numbbo.it/bbob/functions/f01.html) | +| 1 | 2 | [Separable Ellipsoidal Function](https://numbbo.it/bbob/functions/f02.html) | +| 1 | 3 | [Rastrigin Function](https://numbbo.it/bbob/functions/f03.html) | +| 1 | 4 | [Büche-Rastrigin Function](https://numbbo.it/bbob/functions/f04.html) | +| 1 | 5 | [Linear Slope](https://numbbo.it/bbob/functions/f05.html) | +| 2 | 6 | [Attractive Sector Function](https://numbbo.it/bbob/functions/f06.html) | +| 2 | 7 | [Step Ellipsoidal Function](https://numbbo.it/bbob/functions/f07.html) | +| 2 | 8 | [Rosenbrock Function, original](https://numbbo.it/bbob/functions/f08.html) | +| 2 | 9 | [Rosenbrock Function, rotated](https://numbbo.it/bbob/functions/f09.html) | +| 3 | 10 | [Ellipsoidal Function](https://numbbo.it/bbob/functions/f10.html) | +| 3 | 11 | [Discus Function](https://numbbo.it/bbob/functions/f11.html) | +| 3 | 12 | [Bent Cigar Function](https://numbbo.it/bbob/functions/f12.html) | +| 3 | 13 | [Sharp Ridge Function](https://numbbo.it/bbob/functions/f13.html) | +| 3 | 14 | [Different Powers Function](https://numbbo.it/bbob/functions/f14.html) | +| 4 | 15 | [Rastrigin Function](https://numbbo.it/bbob/functions/f15.html) | +| 4 | 16 | [Weierstrass Function](https://numbbo.it/bbob/functions/f16.html) | +| 4 | 17 | [Schaffer's F7 Function](https://numbbo.it/bbob/functions/f17.html) | +| 4 | 18 | [Schaffer's F7 Function, moderately ill-conditioned](https://numbbo.it/bbob/functions/f18.html) | +| 4 | 19 | [Composite Griewank-Rosenbrock Function F8F2](https://numbbo.it/bbob/functions/f19.html) | +| 5 | 20 | [Schwefel Function](https://numbbo.it/bbob/functions/f20.html) | +| 5 | 21 | [Gallagher's Gaussian 101-me Peaks Function](https://numbbo.it/bbob/functions/f21.html) | +| 5 | 22 | [Gallagher's Gaussian 21-hi Peaks Function](https://numbbo.it/bbob/functions/f22.html) | +| 5 | 23 | [Katsuura Function](https://numbbo.it/bbob/functions/f23.html) | +| 5 | 24 | [Lunacek bi-Rastrigin Function](https://numbbo.it/bbob/functions/f24.html) | + +![BBOB Plots](images/bbob.png) + +## Reference + +Finck, S., Hansen, N., Ros, R., & Auger, A. [Real-Parameter Black-Box Optimization Benchmarking 2009: Presentation of the Noiseless Functions](https://numbbo.github.io/gforge/downloads/download16.00/bbobdocfunctions.pdf). diff --git a/package/benchmarks/bbob/__init__.py b/package/benchmarks/bbob/__init__.py new file mode 100644 index 00000000..2a6de17e --- /dev/null +++ b/package/benchmarks/bbob/__init__.py @@ -0,0 +1,4 @@ +from ._bbob import Problem + + +__all__ = ["Problem"] diff --git a/package/benchmarks/bbob/_bbob.py b/package/benchmarks/bbob/_bbob.py new file mode 100644 index 00000000..fce94f17 --- /dev/null +++ b/package/benchmarks/bbob/_bbob.py @@ -0,0 +1,98 @@ +from __future__ import annotations + +from typing import Any +from typing import Sequence + +import cocoex as ex +import optuna +import optunahub + + +class Problem(optunahub.benchmarks.BaseProblem): + """Wrapper class for COCO bbob test suite. + https://numbbo.it/bbob/overview.html + + 1 Separable Functions + f1: Sphere Function + f2: Separable Ellipsoidal Function + f3: Rastrigin Function + f4: Büche-Rastrigin Function + f5: Linear Slope + 2 Functions with low or moderate conditioning + f6: Attractive Sector Function + f7: Step Ellipsoidal Function + f8: Rosenbrock Function, original + f9: Rosenbrock Function, rotated + 3 Functions with high conditioning and unimodal + f10: Ellipsoidal Function + f11: Discus Function + f12: Bent Cigar Function + f13: Sharp Ridge Function + f14: Different Powers Function + 4 Multi-modal functions with adequate global structure + f15: Rastrigin Function + f16: Weierstrass Function + f17: Schaffer's F7 Function + f18: Schaffer's F7 Function, moderately ill-conditioned + f19: Composite Griewank-Rosenbrock Function F8F2 + 5 Multi-modal functions with weak global structure + f20: Schwefel Function + f21: Gallagher's Gaussian 101-me Peaks Function + f22: Gallagher's Gaussian 21-hi Peaks Function + f23: Katsuura Function + f24: Lunacek bi-Rastrigin Function + """ + + def __init__(self, function_id: int, dimension: int, instance_id: int = 1): + """Initialize the problem. + Args: + function_id: Function index in [1, 24]. + dimension: Dimension of the problem in [2, 3, 5, 10, 20, 40]. + instance_id: Instance index in [1, 110]. + + Please refer to the COCO documentation for the details of the available properties. + https://numbbo.github.io/coco-doc/apidocs/cocoex/cocoex.Problem.html + """ + + assert 1 <= function_id <= 24, "function_id must be in [1, 24]" + assert dimension in [2, 3, 5, 10, 20, 40], "dimension must be in [2, 3, 5, 10, 20, 40]" + assert 1 <= instance_id <= 110, "instance_id must be in [1, 110]" + + self._problem = ex.Suite("bbob", "", "").get_problem_by_function_dimension_instance( + function=function_id, dimension=dimension, instance=instance_id + ) + self._search_space = { + f"x{i}": optuna.distributions.FloatDistribution( + low=self._problem.lower_bounds[i], + high=self._problem.upper_bounds[i], + ) + for i in range(self._problem.dimension) + } + + @property + def search_space(self) -> dict[str, optuna.distributions.BaseDistribution]: + """Return the search space.""" + return self._search_space + + @property + def directions(self) -> Sequence[optuna.study.StudyDirection]: + """Return the optimization directions.""" + return [optuna.study.StudyDirection.MINIMIZE] + + def evaluate(self, params: dict[str, float]) -> float: + """Evaluate the objective function. + Args: + params: + Decision variable, e.g., evaluate({"x0": 1.0, "x1": 2.0}). + The number of parameters must be equal to the dimension of the problem. + Returns: + The objective value. + + """ + return self._problem(list(params.values())) + + def __getattr__(self, name: str) -> Any: + return getattr(self._problem, name) + + def __del__(self) -> None: + self._problem.free() diff --git a/package/benchmarks/bbob/images/bbob.png b/package/benchmarks/bbob/images/bbob.png new file mode 100644 index 0000000000000000000000000000000000000000..0226103449d1c4f526cdbfa1a1f8260909691007 GIT binary patch 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zxbZ&DE|1&B$!lRn!KCo=gDrXQ_o$C?LRnlkm6^5iZcJ}%&(fpTI`UMC9nH5;+!vY^ zFLq4Y239(&OeCUqkM*2MdT&4Yl8}F2cA=Ly7Ljnv*O0?J>ak+*J)8|P8>ZEK&o*S( z6fblm;%g|_OS)KULZ6>2xpsXjUdqZ*c4B%vGs~0S(0UITwScx>2rsAx^O|hDtPhE) z4nF8S6o(_G&1TXy-u{;$3D}02vtt1|Z%E+EPFa9c%?LE?oN`wCpF1`G?8AqYPhALb zbV_&dLx}i6w>8=aev%ixBt*-UIB7G>oYL|Ce>xDnKLg$#NXXw9I9;T#3(~39z90J^-W5QN literal 0 HcmV?d00001 diff --git a/package/benchmarks/bbob/requirements.txt b/package/benchmarks/bbob/requirements.txt new file mode 100644 index 00000000..8213f255 --- /dev/null +++ b/package/benchmarks/bbob/requirements.txt @@ -0,0 +1 @@ +coco-experiment \ No newline at end of file From 9f0cad7d851d9f4d3b5c3e27151d2e0e5bbb8805 Mon Sep 17 00:00:00 2001 From: y0z Date: Wed, 11 Dec 2024 16:52:16 +0900 Subject: [PATCH 02/13] Update README --- package/benchmarks/bbob/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md index 8c410d8e..dc450cea 100644 --- a/package/benchmarks/bbob/README.md +++ b/package/benchmarks/bbob/README.md @@ -9,7 +9,7 @@ license: MIT License ## Abstract -The blackbox optimization benchmarking (bbob) test suite comprises 24 noiseless single-objective test functions. BBOB is one of the most widely used test suites to evaluate and compare the performance of blackbox optimization algorithms. Each benchmark function is provided in dimensions \[2, 3, 5, 10, 20, 40\] with 15 instances. +The blackbox optimization benchmarking (bbob) test suite comprises 24 noiseless single-objective test functions. BBOB is one of the most widely used test suites to evaluate and compare the performance of blackbox optimization algorithms. Each benchmark function is provided in dimensions \[2, 3, 5, 10, 20, 40\] with 110 instances. ## APIs From 3917b3f32fd9a1b8468c6ea9b4ff7d55bdf06ac2 Mon Sep 17 00:00:00 2001 From: y0z Date: Wed, 11 Dec 2024 17:44:13 +0900 Subject: [PATCH 03/13] Update tag --- package/benchmarks/bbob/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md index dc450cea..f93d170e 100644 --- a/package/benchmarks/bbob/README.md +++ b/package/benchmarks/bbob/README.md @@ -2,7 +2,7 @@ author: Optuna team title: The blackbox optimization benchmarking (bbob) test suite description: The blackbox optimization benchmarking (bbob) test suite consists of 24 noiseless single-objective test functions including Sphere, Ellipsoidal, Rastrigin, Rosenbrock, etc. This package is a wrapper of the COCO (COmparing Continuous Optimizers) experiments library. -tags: [benchmarks, continuous optimization, BBOB, COCO] +tags: [benchmark, continuous optimization, BBOB, COCO] optuna_versions: [4.1.0] license: MIT License --- From db49049a6c2e079baa3c95f4f5d23d017578c7fc Mon Sep 17 00:00:00 2001 From: Yoshihiko Ozaki <30489874+y0z@users.noreply.github.com> Date: Fri, 13 Dec 2024 16:38:26 +0900 Subject: [PATCH 04/13] Update package/benchmarks/bbob/README.md Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com> --- package/benchmarks/bbob/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md index f93d170e..70d2699a 100644 --- a/package/benchmarks/bbob/README.md +++ b/package/benchmarks/bbob/README.md @@ -103,4 +103,4 @@ Please refer to [the paper](https://numbbo.github.io/gforge/downloads/download16 ## Reference -Finck, S., Hansen, N., Ros, R., & Auger, A. [Real-Parameter Black-Box Optimization Benchmarking 2009: Presentation of the Noiseless Functions](https://numbbo.github.io/gforge/downloads/download16.00/bbobdocfunctions.pdf). +Finck, S., Hansen, N., Ros, R., & Auger, A. [Real-Parameter Black-Box Optimization Benchmarking 2010: Presentation of the Noiseless Functions](https://numbbo.github.io/gforge/downloads/download16.00/bbobdocfunctions.pdf). From 3f16c2b1c01f87450dd2787969aae720f4f87fd4 Mon Sep 17 00:00:00 2001 From: Yoshihiko Ozaki <30489874+y0z@users.noreply.github.com> Date: Fri, 13 Dec 2024 16:38:36 +0900 Subject: [PATCH 05/13] Update package/benchmarks/bbob/README.md Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com> --- package/benchmarks/bbob/README.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md index 70d2699a..e64e8415 100644 --- a/package/benchmarks/bbob/README.md +++ b/package/benchmarks/bbob/README.md @@ -22,17 +22,17 @@ The blackbox optimization benchmarking (bbob) test suite comprises 24 noiseless #### Methods and Properties - `search_space`: Return the search space. - - Return type: `dict[str, optuna.distributions.BaseDistribution]` + - Returns: `dict[str, optuna.distributions.BaseDistribution]` - `directions`: Return the optimization directions. - - Return type: `list[optuna.study.StudyDirection]` + - Returns: `list[optuna.study.StudyDirection]` - `__call__(trial: optuna.Trial)`: Evaluate the objective function and return the objective value. - - Parameters: + - Args: - `trial`: Optuna trial object. - - Return type: `float` + - Returns: `float` - `evaluate(params: dict[str, float])`: Evaluate the objective function. - - Parameters: + - Args: - `params`: Decision variable like `{"x0": x1_value, "x1": x1_value, ..., "xn": xn_value}`. The number of parameters must be equal to `dimension`. - - Return type: `float` + - Returns: `float` It is also available that properties defiend in [cocoex.Problem](https://numbbo.github.io/coco-doc/apidocs/cocoex/cocoex.Problem.html) such as `number_of_objectives`. From c0cfd616eee256c39ec3f417c11220c19ec032b6 Mon Sep 17 00:00:00 2001 From: Yoshihiko Ozaki <30489874+y0z@users.noreply.github.com> Date: Fri, 13 Dec 2024 16:38:46 +0900 Subject: [PATCH 06/13] Update package/benchmarks/bbob/README.md Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com> --- package/benchmarks/bbob/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md index e64e8415..34389b86 100644 --- a/package/benchmarks/bbob/README.md +++ b/package/benchmarks/bbob/README.md @@ -29,7 +29,7 @@ The blackbox optimization benchmarking (bbob) test suite comprises 24 noiseless - Args: - `trial`: Optuna trial object. - Returns: `float` -- `evaluate(params: dict[str, float])`: Evaluate the objective function. +- `evaluate(params: dict[str, float])`: Evaluate the objective function given a dictionary of parameters. - Args: - `params`: Decision variable like `{"x0": x1_value, "x1": x1_value, ..., "xn": xn_value}`. The number of parameters must be equal to `dimension`. - Returns: `float` From 8d1ee97ff063c226212002136c431572d5a8c298 Mon Sep 17 00:00:00 2001 From: Yoshihiko Ozaki <30489874+y0z@users.noreply.github.com> Date: Fri, 13 Dec 2024 16:38:56 +0900 Subject: [PATCH 07/13] Update package/benchmarks/bbob/README.md Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com> --- package/benchmarks/bbob/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md index 34389b86..110d135b 100644 --- a/package/benchmarks/bbob/README.md +++ b/package/benchmarks/bbob/README.md @@ -34,7 +34,7 @@ The blackbox optimization benchmarking (bbob) test suite comprises 24 noiseless - `params`: Decision variable like `{"x0": x1_value, "x1": x1_value, ..., "xn": xn_value}`. The number of parameters must be equal to `dimension`. - Returns: `float` -It is also available that properties defiend in [cocoex.Problem](https://numbbo.github.io/coco-doc/apidocs/cocoex/cocoex.Problem.html) such as `number_of_objectives`. +The properties defined by [cocoex.Problem](https://numbbo.github.io/coco-doc/apidocs/cocoex/cocoex.Problem.html) are also available such as `number_of_objectives`. ## Installation From cdf66608305ae600e32de3cc1436833c3f54d625 Mon Sep 17 00:00:00 2001 From: Yoshihiko Ozaki <30489874+y0z@users.noreply.github.com> Date: Fri, 13 Dec 2024 16:39:04 +0900 Subject: [PATCH 08/13] Update package/benchmarks/bbob/README.md Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com> --- package/benchmarks/bbob/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md index 110d135b..01723f6d 100644 --- a/package/benchmarks/bbob/README.md +++ b/package/benchmarks/bbob/README.md @@ -74,7 +74,7 @@ Please refer to [the paper](https://numbbo.github.io/gforge/downloads/download16 | Category | Function ID | Function Name | |-----------|-------------|-------------------------------------------------------------------------------------------------------| -| 1 | 1 | [Sphere Function](https://numbbo.it/bbob/functions/f01.html) | +| 1 | 1 | [Sphere Function](https://coco-platform.org/testsuites/bbob/functions/f01.html) | | 1 | 2 | [Separable Ellipsoidal Function](https://numbbo.it/bbob/functions/f02.html) | | 1 | 3 | [Rastrigin Function](https://numbbo.it/bbob/functions/f03.html) | | 1 | 4 | [Büche-Rastrigin Function](https://numbbo.it/bbob/functions/f04.html) | From 33caee7a4f9cb107e6a402a07eb10b55c870f691 Mon Sep 17 00:00:00 2001 From: Yoshihiko Ozaki <30489874+y0z@users.noreply.github.com> Date: Fri, 13 Dec 2024 16:39:43 +0900 Subject: [PATCH 09/13] Update package/benchmarks/bbob/_bbob.py Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com> --- package/benchmarks/bbob/_bbob.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/_bbob.py b/package/benchmarks/bbob/_bbob.py index fce94f17..652a9e99 100644 --- a/package/benchmarks/bbob/_bbob.py +++ b/package/benchmarks/bbob/_bbob.py @@ -72,7 +72,7 @@ def __init__(self, function_id: int, dimension: int, instance_id: int = 1): @property def search_space(self) -> dict[str, optuna.distributions.BaseDistribution]: """Return the search space.""" - return self._search_space + return self._search_space.copy() @property def directions(self) -> Sequence[optuna.study.StudyDirection]: From 2deb9e64f5611b6c2bb8b04a9fa7efccb5e8fa19 Mon Sep 17 00:00:00 2001 From: Yoshihiko Ozaki <30489874+y0z@users.noreply.github.com> Date: Fri, 13 Dec 2024 16:39:58 +0900 Subject: [PATCH 10/13] Update package/benchmarks/bbob/_bbob.py Co-authored-by: Shuhei Watanabe <47781922+nabenabe0928@users.noreply.github.com> --- package/benchmarks/bbob/_bbob.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/_bbob.py b/package/benchmarks/bbob/_bbob.py index 652a9e99..b72dbbdc 100644 --- a/package/benchmarks/bbob/_bbob.py +++ b/package/benchmarks/bbob/_bbob.py @@ -10,7 +10,7 @@ class Problem(optunahub.benchmarks.BaseProblem): """Wrapper class for COCO bbob test suite. - https://numbbo.it/bbob/overview.html + https://coco-platform.org/testsuites/bbob/overview.html 1 Separable Functions f1: Sphere Function From b2c627b3e826ff4bfc5ea112e553ba5fba8f47a6 Mon Sep 17 00:00:00 2001 From: Yoshihiko Ozaki <30489874+y0z@users.noreply.github.com> Date: Fri, 13 Dec 2024 16:42:48 +0900 Subject: [PATCH 11/13] Update package/benchmarks/bbob/_bbob.py --- package/benchmarks/bbob/_bbob.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/package/benchmarks/bbob/_bbob.py b/package/benchmarks/bbob/_bbob.py index b72dbbdc..351d9586 100644 --- a/package/benchmarks/bbob/_bbob.py +++ b/package/benchmarks/bbob/_bbob.py @@ -89,7 +89,7 @@ def evaluate(self, params: dict[str, float]) -> float: The objective value. """ - return self._problem(list(params.values())) + return self._problem([params[name] for name in self._search_space]) def __getattr__(self, name: str) -> Any: return getattr(self._problem, name) From 94d4a1b47f4bca497c031f3c665ba4837c007963 Mon Sep 17 00:00:00 2001 From: y0z Date: Fri, 13 Dec 2024 17:07:31 +0900 Subject: [PATCH 12/13] Update README --- package/benchmarks/bbob/README.md | 50 ++++++++++++------------ package/benchmarks/bbob/images/bbob.png | Bin 326092 -> 95991 bytes 2 files changed, 25 insertions(+), 25 deletions(-) diff --git a/package/benchmarks/bbob/README.md b/package/benchmarks/bbob/README.md index 01723f6d..6c89252f 100644 --- a/package/benchmarks/bbob/README.md +++ b/package/benchmarks/bbob/README.md @@ -72,32 +72,32 @@ Please refer to [the paper](https://numbbo.github.io/gforge/downloads/download16 1. Multi-modal functions with adequate global structure 1. Multi-modal functions with weak global structure -| Category | Function ID | Function Name | -|-----------|-------------|-------------------------------------------------------------------------------------------------------| +| Category | Function ID | Function Name | +|-----------|-------------|--------------------------------------------------------------------------------------------------------------------------| | 1 | 1 | [Sphere Function](https://coco-platform.org/testsuites/bbob/functions/f01.html) | -| 1 | 2 | [Separable Ellipsoidal Function](https://numbbo.it/bbob/functions/f02.html) | -| 1 | 3 | [Rastrigin Function](https://numbbo.it/bbob/functions/f03.html) | -| 1 | 4 | [Büche-Rastrigin Function](https://numbbo.it/bbob/functions/f04.html) | -| 1 | 5 | [Linear Slope](https://numbbo.it/bbob/functions/f05.html) | -| 2 | 6 | [Attractive Sector Function](https://numbbo.it/bbob/functions/f06.html) | -| 2 | 7 | [Step Ellipsoidal Function](https://numbbo.it/bbob/functions/f07.html) | -| 2 | 8 | [Rosenbrock Function, original](https://numbbo.it/bbob/functions/f08.html) | -| 2 | 9 | [Rosenbrock Function, rotated](https://numbbo.it/bbob/functions/f09.html) | -| 3 | 10 | [Ellipsoidal Function](https://numbbo.it/bbob/functions/f10.html) | -| 3 | 11 | [Discus Function](https://numbbo.it/bbob/functions/f11.html) | -| 3 | 12 | [Bent Cigar Function](https://numbbo.it/bbob/functions/f12.html) | -| 3 | 13 | [Sharp Ridge Function](https://numbbo.it/bbob/functions/f13.html) | -| 3 | 14 | [Different Powers Function](https://numbbo.it/bbob/functions/f14.html) | -| 4 | 15 | [Rastrigin Function](https://numbbo.it/bbob/functions/f15.html) | -| 4 | 16 | [Weierstrass Function](https://numbbo.it/bbob/functions/f16.html) | -| 4 | 17 | [Schaffer's F7 Function](https://numbbo.it/bbob/functions/f17.html) | -| 4 | 18 | [Schaffer's F7 Function, moderately ill-conditioned](https://numbbo.it/bbob/functions/f18.html) | -| 4 | 19 | [Composite Griewank-Rosenbrock Function F8F2](https://numbbo.it/bbob/functions/f19.html) | -| 5 | 20 | [Schwefel Function](https://numbbo.it/bbob/functions/f20.html) | -| 5 | 21 | [Gallagher's Gaussian 101-me Peaks Function](https://numbbo.it/bbob/functions/f21.html) | -| 5 | 22 | [Gallagher's Gaussian 21-hi Peaks Function](https://numbbo.it/bbob/functions/f22.html) | -| 5 | 23 | [Katsuura Function](https://numbbo.it/bbob/functions/f23.html) | -| 5 | 24 | [Lunacek bi-Rastrigin Function](https://numbbo.it/bbob/functions/f24.html) | +| 1 | 2 | [Separable Ellipsoidal Function](https://coco-platform.org/testsuites/bbob/functions/f02.html) | +| 1 | 3 | [Rastrigin Function](https://coco-platform.org/testsuites/bbob/functions/f03.html) | +| 1 | 4 | [Büche-Rastrigin Function](https://coco-platform.org/testsuites/bbob/functions/f04.html) | +| 1 | 5 | [Linear Slope](https://coco-platform.org/testsuites/bbob/functions/f05.html) | +| 2 | 6 | [Attractive Sector Function](https://coco-platform.org/testsuites/bbob/functions/f06.html) | +| 2 | 7 | [Step Ellipsoidal Function](https://coco-platform.org/testsuites/bbob/functions/f07.html) | +| 2 | 8 | [Rosenbrock Function, original](https://coco-platform.org/testsuites/bbob/functions/f08.html) | +| 2 | 9 | [Rosenbrock Function, rotated](https://coco-platform.org/testsuites/bbob/functions/f09.html) | +| 3 | 10 | [Ellipsoidal Function](https://coco-platform.org/testsuites/bbob/functions/f10.html) | +| 3 | 11 | [Discus Function](https://coco-platform.org/testsuites/bbob/functions/f11.html) | +| 3 | 12 | [Bent Cigar Function](https://coco-platform.org/testsuites/bbob/functions/f12.html) | +| 3 | 13 | [Sharp Ridge Function](https://coco-platform.org/testsuites/bbob/functions/f13.html) | +| 3 | 14 | [Different Powers Function](https://coco-platform.org/testsuites/bbob/functions/f14.html) | +| 4 | 15 | [Rastrigin Function](https://coco-platform.org/testsuites/bbob/functions/f15.html) | +| 4 | 16 | [Weierstrass Function](https://coco-platform.org/testsuites/bbob/functions/f16.html) | +| 4 | 17 | [Schaffer's F7 Function](https://coco-platform.org/testsuites/bbob/functions/f17.html) | +| 4 | 18 | [Schaffer's F7 Function, moderately ill-conditioned](https://coco-platform.org/testsuites/bbob/functions/f18.html) | +| 4 | 19 | [Composite Griewank-Rosenbrock Function F8F2](https://coco-platform.org/testsuites/bbob/functions/f19.html) | +| 5 | 20 | [Schwefel Function](https://coco-platform.org/testsuites/bbob/functions/f20.html) | +| 5 | 21 | [Gallagher's Gaussian 101-me Peaks Function](https://coco-platform.org/testsuites/bbob/functions/f21.html) | +| 5 | 22 | [Gallagher's Gaussian 21-hi Peaks Function](https://coco-platform.org/testsuites/bbob/functions/f22.html) | +| 5 | 23 | [Katsuura Function](https://coco-platform.org/testsuites/bbob/functions/f23.html) | +| 5 | 24 | [Lunacek bi-Rastrigin Function](https://coco-platform.org/testsuites/bbob/functions/f24.html) | ![BBOB Plots](images/bbob.png) diff --git a/package/benchmarks/bbob/images/bbob.png 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zxbZ&DE|1&B$!lRn!KCo=gDrXQ_o$C?LRnlkm6^5iZcJ}%&(fpTI`UMC9nH5;+!vY^ zFLq4Y239(&OeCUqkM*2MdT&4Yl8}F2cA=Ly7Ljnv*O0?J>ak+*J)8|P8>ZEK&o*S( z6fblm;%g|_OS)KULZ6>2xpsXjUdqZ*c4B%vGs~0S(0UITwScx>2rsAx^O|hDtPhE) z4nF8S6o(_G&1TXy-u{;$3D}02vtt1|Z%E+EPFa9c%?LE?oN`wCpF1`G?8AqYPhALb zbV_&dLx}i6w>8=aev%ixBt*-UIB7G>oYL|Ce>xDnKLg$#NXXw9I9;T#3(~39z90J^-W5QN From 3718f3ab1027ae2fee41972082548d6df992a245 Mon Sep 17 00:00:00 2001 From: y0z Date: Mon, 16 Dec 2024 20:24:39 +0900 Subject: [PATCH 13/13] Update --- package/benchmarks/bbob/_bbob.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/package/benchmarks/bbob/_bbob.py b/package/benchmarks/bbob/_bbob.py index 351d9586..d69227bf 100644 --- a/package/benchmarks/bbob/_bbob.py +++ b/package/benchmarks/bbob/_bbob.py @@ -1,7 +1,6 @@ from __future__ import annotations from typing import Any -from typing import Sequence import cocoex as ex import optuna @@ -75,7 +74,7 @@ def search_space(self) -> dict[str, optuna.distributions.BaseDistribution]: return self._search_space.copy() @property - def directions(self) -> Sequence[optuna.study.StudyDirection]: + def directions(self) -> list[optuna.study.StudyDirection]: """Return the optimization directions.""" return [optuna.study.StudyDirection.MINIMIZE]