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641,014
05.08.2020 09:42:03
-32,400
d03938dfbab4301c0a302df6ae8418927049b8f5
add types.py
[ { "change_type": "ADD", "old_path": null, "new_path": "obp/types.py", "diff": "+# Copyright (c) ZOZO Technologies, Inc. All rights reserved.\n+# Licensed under the Apache 2.0 License.\n+\n+\"\"\"Types.\"\"\"\n+from typing import Union, Dict\n+import numpy as np\n+\n+from .policy import BaseContextFr...
Python
Apache License 2.0
st-tech/zr-obp
add types.py
641,014
14.08.2020 16:22:11
-32,400
c0d091d9de8cc14d09ee8ba195e8130dd20ef950
rename dirs in examples
[ { "change_type": "RENAME", "old_path": "examples/obd/README.md", "new_path": "examples/examples_with_obd/README.md", "diff": "@@ -46,9 +46,9 @@ python evaluate_off_policy_estimators.py\\\n# random_state=12345\n# --------------------------------------------------\n# mean 95.0% CI (lower) 95.0% CI (up...
Python
Apache License 2.0
st-tech/zr-obp
rename dirs in examples
641,014
17.08.2020 10:27:37
-32,400
f06de3fc6fa624c36b3708b463de3b18e784ba5d
add assertion errors
[ { "change_type": "MODIFY", "old_path": "examples/examples_with_obd/README.md", "new_path": "examples/examples_with_obd/README.md", "diff": "@@ -5,12 +5,12 @@ We then evaluate the performances of some contextual bandit policies by using OP\n## Descriptions\n-- `conf/`\n- - [`./conf/batch_size_bts.yam...
Python
Apache License 2.0
st-tech/zr-obp
add assertion errors
641,014
24.08.2020 16:37:11
-32,400
ccc7d5d574a41b23227512e4b69d9c0420e215ed
update docs and docstring
[ { "change_type": "MODIFY", "old_path": "docs/index.rst", "new_path": "docs/index.rst", "diff": "You can adapt this file completely to your liking, but it should at least\ncontain the root `toctree` directive.\n-Welcome to obp's documentation!\n-====================================\n-\n.. image:: ./_...
Python
Apache License 2.0
st-tech/zr-obp
update docs and docstring
641,014
25.08.2020 12:24:09
-32,400
34f47f4f0da40aa8bcb9f556e608c42969568274
fix error in regression model
[ { "change_type": "MODIFY", "old_path": "obp/ope/meta.py", "new_path": "obp/ope/meta.py", "diff": "@@ -100,7 +100,7 @@ class OffPolicyEvaluation:\nraise RuntimeError(f\"Missing key of {key_} in 'bandit_feedback'.\")\nif self.regression_model is not None:\n- if check_is_fitted(self.regression_model):\...
Python
Apache License 2.0
st-tech/zr-obp
fix error in regression model
641,014
25.08.2020 12:51:22
-32,400
c717ec4df21a42b38090f6c2d07efaa8486364ab
add benchmarking experiments on OPE estimators
[ { "change_type": "ADD", "old_path": null, "new_path": "benchmark/ope/README.md", "diff": "+# Benchmarking Off-Policy Estimators\n+\n+## Overview\n+\n+\n+## Experimental Settings\n+\n+\n+## Usage\n+\n+\n+## Benchmark Results\n+\n" }, { "change_type": "ADD", "old_path": null, "new_path...
Python
Apache License 2.0
st-tech/zr-obp
add benchmarking experiments on OPE estimators
641,014
02.09.2020 23:08:25
-32,400
09226ee49037361c1f119aa7154dd2eddeb42b31
add `convert_to_action_dist` func
[ { "change_type": "MODIFY", "old_path": "obp/utils.py", "new_path": "obp/utils.py", "diff": "@@ -59,6 +59,34 @@ def estimate_confidence_interval_by_bootstrap(\n}\n+def convert_to_action_dist(n_actions: int, selected_actions: np.ndarray,) -> np.ndarray:\n+ \"\"\"Convert selected actions (output of `ru...
Python
Apache License 2.0
st-tech/zr-obp
add `convert_to_action_dist` func
641,014
02.09.2020 23:08:53
-32,400
0b42be36695e948657ce3ccf48e9f370cea7da44
modify the output of the offline bandit simulator
[ { "change_type": "MODIFY", "old_path": "obp/simulator/simulator.py", "new_path": "obp/simulator/simulator.py", "diff": "@@ -6,7 +6,7 @@ from tqdm import tqdm\nimport numpy as np\n-from ..utils import check_bandit_feedback_inputs\n+from ..utils import check_bandit_feedback_inputs, convert_to_action_d...
Python
Apache License 2.0
st-tech/zr-obp
modify the output of the offline bandit simulator
641,014
08.09.2020 13:14:12
-32,400
17a7417b7a569f7214ef18580c4c51b4a27d13f6
add time series split case to benchmark
[ { "change_type": "MODIFY", "old_path": "benchmark/ope/benchmark_off_policy_estimators.py", "new_path": "benchmark/ope/benchmark_off_policy_estimators.py", "diff": "@@ -65,6 +65,17 @@ if __name__ == \"__main__\":\nrequired=True,\nhelp=\"campaign name, men, women, or all.\",\n)\n+ parser.add_argument(...
Python
Apache License 2.0
st-tech/zr-obp
add time series split case to benchmark
641,014
08.09.2020 15:56:02
-32,400
830ef065263e432f3fdbb293c5863df561f2e7aa
modify OPL and regression model to adjust to the list structure
[ { "change_type": "MODIFY", "old_path": "obp/ope/meta.py", "new_path": "obp/ope/meta.py", "diff": "@@ -15,7 +15,7 @@ import seaborn as sns\nfrom .estimators import BaseOffPolicyEstimator\nfrom .regression_model import RegressionModel\nfrom ..types import BanditFeedback\n-from ..utils import check_is_...
Python
Apache License 2.0
st-tech/zr-obp
modify OPL and regression model to adjust to the list structure
641,014
08.09.2020 15:59:21
-32,400
880f240eb673add1a201469fbbaa102461dcb2d7
add benchmark to exclude
[ { "change_type": "MODIFY", "old_path": "setup.py", "new_path": "setup.py", "diff": "@@ -33,7 +33,7 @@ setup(\n\"tqdm>=4.41.1\",\n],\nlicense=\"Apache License\",\n- packages=find_packages(exclude=[\"obd\", \"examples\", \"tests\", \"docs\"]),\n+ packages=find_packages(exclude=[\"benchmark\", \"docs\"...
Python
Apache License 2.0
st-tech/zr-obp
add benchmark to exclude
641,014
08.09.2020 23:07:57
-32,400
ff8b81b7ec43035734c348668f7b469f9b63151c
modify the usage of action_context in reg model
[ { "change_type": "MODIFY", "old_path": "obp/ope/meta.py", "new_path": "obp/ope/meta.py", "diff": "@@ -38,9 +38,6 @@ class OffPolicyEvaluation:\nList of OPE estimators used to evaluate the policy value of evaluation policy.\nEstimators must follow the interface of `obp.ope.BaseOffPolicyEstimator`.\n-...
Python
Apache License 2.0
st-tech/zr-obp
modify the usage of action_context in reg model
641,014
09.09.2020 00:43:21
-32,400
c00e324c9c95aef9086611a7e59235d8c8656bae
adjust to the change of reg model
[ { "change_type": "MODIFY", "old_path": "benchmark/ope/benchmark_off_policy_estimators.py", "new_path": "benchmark/ope/benchmark_off_policy_estimators.py", "diff": "@@ -8,7 +8,7 @@ import pandas as pd\nfrom obp.dataset import OpenBanditDataset\nfrom obp.simulator import run_bandit_simulation\n-from o...
Python
Apache License 2.0
st-tech/zr-obp
adjust to the change of reg model
641,014
09.09.2020 00:43:44
-32,400
d47dc07d9d4a81872d41684a4200a69f88fc494f
add cf policy search codes
[ { "change_type": "ADD", "old_path": null, "new_path": "benchmark/ope/README.md", "diff": "+\n+\n+\n+### train regression model\n+\n+```\n+for model in logistic_regression lightgbm\n+do\n+ for pi_b in random\n+ do\n+ for camp in men women all\n+ do\n+ screen python train_regression_model.py\\\n+ --n_...
Python
Apache License 2.0
st-tech/zr-obp
add cf policy search codes
641,014
26.09.2020 11:50:21
-32,400
122ce001ef8cc726a33720235a2692049b92928b
update ope estimators
[ { "change_type": "MODIFY", "old_path": "obp/ope/estimators.py", "new_path": "obp/ope/estimators.py", "diff": "@@ -481,6 +481,7 @@ class DirectMethod(BaseOffPolicyEstimator):\ndef _estimate_round_rewards(\nself,\n+ position: np.ndarray,\naction_dist: np.ndarray,\nestimated_rewards_by_reg_model: np.nd...
Python
Apache License 2.0
st-tech/zr-obp
update ope estimators
641,014
01.10.2020 03:57:34
-32,400
7c6fd39463a09b857eb770af8b8e13d84297b263
add `is_zozotown_prior` to BernoulliTS
[ { "change_type": "MODIFY", "old_path": "benchmark/cf_policy_search/README.md", "new_path": "benchmark/cf_policy_search/README.md", "diff": "-### run cf policy search\n+# Counterfactual Policy Search\n+\n+## Description\n+\n+## Running Counterfactual Policy Search\n```\nfor model in lightgbm\n@@ -20,...
Python
Apache License 2.0
st-tech/zr-obp
add `is_zozotown_prior` to BernoulliTS
641,014
01.10.2020 14:06:58
-32,400
6371b0af98e810b1be74d406bbfd349da1fd3960
update docs of meta.py
[ { "change_type": "MODIFY", "old_path": "obp/ope/meta.py", "new_path": "obp/ope/meta.py", "diff": "@@ -50,38 +50,37 @@ class OffPolicyEvaluation:\n# using log data generated by the Random policy\n>>> from obp.dataset import OpenBanditDataset\n>>> from obp.policy import BernoulliTS\n- >>> from obp.sim...
Python
Apache License 2.0
st-tech/zr-obp
update docs of meta.py
641,014
01.10.2020 23:02:29
-32,400
9be6f9c973f098572218de6f1a01cf945946aa27
add default preprocessing of action_context
[ { "change_type": "MODIFY", "old_path": "obp/ope/regression_model.py", "new_path": "obp/ope/regression_model.py", "diff": "@@ -13,7 +13,7 @@ from ..utils import check_bandit_feedback_inputs\n@dataclass\nclass RegressionModel:\n- \"\"\"ML model to predict the mean reward function (:math:`E[Y | X, A]`)...
Python
Apache License 2.0
st-tech/zr-obp
add default preprocessing of action_context
641,014
01.10.2020 23:02:54
-32,400
79bb28863b5c6165b18c6e24c37d2157c771b2c1
add some benchmark estimators to the synthetic example
[ { "change_type": "MODIFY", "old_path": "examples/examples_with_synthetic/README.md", "new_path": "examples/examples_with_synthetic/README.md", "diff": "@@ -8,7 +8,8 @@ Specifically, we evaluate the estimation performances of well-known off-policy e\n## Evaluating Off-Policy Estimators\n-In the follo...
Python
Apache License 2.0
st-tech/zr-obp
add some benchmark estimators to the synthetic example
641,014
06.10.2020 00:34:15
-32,400
ffc8cf0b99017b581a4c7f87f268cfe74d2433cf
modify regression_model
[ { "change_type": "MODIFY", "old_path": "obp/ope/meta.py", "new_path": "obp/ope/meta.py", "diff": "@@ -13,9 +13,7 @@ import pandas as pd\nimport seaborn as sns\nfrom .estimators import BaseOffPolicyEstimator\n-from .regression_model import RegressionModel\nfrom ..types import BanditFeedback\n-from .....
Python
Apache License 2.0
st-tech/zr-obp
modify regression_model
641,014
06.10.2020 01:20:37
-32,400
018d6a9e4ebfb9de4eb8f0bbb3a182962611f6ba
adjust to the new implementation of regression model
[ { "change_type": "MODIFY", "old_path": "benchmark/ope/benchmark_off_policy_estimators.py", "new_path": "benchmark/ope/benchmark_off_policy_estimators.py", "diff": "@@ -12,11 +12,29 @@ from obp.ope import (\nOffPolicyEvaluation,\nInverseProbabilityWeighting,\nSelfNormalizedInverseProbabilityWeighting...
Python
Apache License 2.0
st-tech/zr-obp
adjust to the new implementation of regression model
641,014
23.10.2020 06:57:12
-32,400
2e089d876225be53597daf10203cc89ea200680b
fix some bugs in cross-fitting
[ { "change_type": "MODIFY", "old_path": "obp/ope/regression_model.py", "new_path": "obp/ope/regression_model.py", "diff": "@@ -7,7 +7,7 @@ from typing import Optional\nimport numpy as np\nfrom sklearn.base import BaseEstimator, clone, is_classifier\n-from sklearn.model_selection import StratifiedKFol...
Python
Apache License 2.0
st-tech/zr-obp
fix some bugs in cross-fitting
641,014
31.10.2020 01:19:44
-32,400
1a3c7d7ea9cd13ed9ef24ae8e0eee59f2858d5c9
fix typos in quickstarts
[ { "change_type": "MODIFY", "old_path": "examples/quickstart/quickstart.ipynb", "new_path": "examples/quickstart/quickstart.ipynb", "diff": "\"source\": [\n\"## (1) Data Loading and Preprocessing\\n\",\n\"\\n\",\n- \"We prepare easy-to-use data loader for Open Bandit Dataset, **OpenBanditDataset** cl...
Python
Apache License 2.0
st-tech/zr-obp
fix typos in quickstarts
641,002
05.11.2020 16:46:08
-32,400
867fd0338f7d9d454adad162c4f8278ba25cc567
add random_state as argument to fit_predict
[ { "change_type": "MODIFY", "old_path": "obp/ope/regression_model.py", "new_path": "obp/ope/regression_model.py", "diff": "@@ -213,6 +213,7 @@ class RegressionModel(BaseEstimator):\nposition: Optional[np.ndarray] = None,\naction_dist: Optional[np.ndarray] = None,\nn_folds: int = 1,\n+ random_state: i...
Python
Apache License 2.0
st-tech/zr-obp
add random_state as argument to fit_predict
641,014
05.11.2020 22:08:50
-32,400
c88b399534680e674913d0f4312aee707fee154a
update READMEs about the data
[ { "change_type": "MODIFY", "old_path": "obd/README.md", "new_path": "obd/README.md", "diff": "# Open Bandit Dataset\n-This directory contains the small size (10,000 records for each pair of campaign and behavior policy) version of our data that can be used for running [examples](https://github.com/s...
Python
Apache License 2.0
st-tech/zr-obp
update READMEs about the data
641,014
07.11.2020 04:00:02
-32,400
7f771352a7a2559067ee2ac0ad91729a95672d59
add new eval metric for ope
[ { "change_type": "MODIFY", "old_path": "obp/ope/meta.py", "new_path": "obp/ope/meta.py", "diff": "@@ -9,7 +9,7 @@ from pathlib import Path\nimport matplotlib.pyplot as plt\nimport numpy as np\n-import pandas as pd\n+from pandas import DataFrame\nimport seaborn as sns\nfrom .estimators import BaseOff...
Python
Apache License 2.0
st-tech/zr-obp
add new eval metric for ope
641,014
07.11.2020 05:13:24
-32,400
83f470be64c71a8e9253334f4e144201412fa82f
refactor estimators
[ { "change_type": "MODIFY", "old_path": "obp/ope/estimators.py", "new_path": "obp/ope/estimators.py", "diff": "@@ -91,10 +91,10 @@ class ReplayMethod(BaseOffPolicyEstimator):\naction_match = np.array(\naction_dist[np.arange(action.shape[0]), action, position] == 1\n)\n- round_rewards = np.zeros_like(...
Python
Apache License 2.0
st-tech/zr-obp
refactor estimators
641,014
07.11.2020 05:13:47
-32,400
6e9cdfd34d14960c64d084ca870fe68eb26449e7
add random_state for seaborn.barplot
[ { "change_type": "MODIFY", "old_path": "obp/ope/meta.py", "new_path": "obp/ope/meta.py", "diff": "@@ -48,7 +48,7 @@ class OffPolicyEvaluation:\n>>> bandit_feedback.keys()\ndict_keys(['n_rounds', 'n_actions', 'action', 'position', 'reward', 'pscore', 'context', 'action_context'])\n- # (2) Offline Ban...
Python
Apache License 2.0
st-tech/zr-obp
add random_state for seaborn.barplot
641,014
07.11.2020 18:19:10
-32,400
9636dde8269d0b6090df4234fe9a5c26cb6b5e0f
add continuous reward option
[ { "change_type": "MODIFY", "old_path": "obp/dataset/synthetic.py", "new_path": "obp/dataset/synthetic.py", "diff": "@@ -6,6 +6,7 @@ from dataclasses import dataclass\nfrom typing import Optional, Callable\nimport numpy as np\n+from scipy.stats import truncnorm\nfrom sklearn.utils import check_random...
Python
Apache License 2.0
st-tech/zr-obp
add continuous reward option
641,014
08.11.2020 01:20:13
-32,400
16bfda887c41385d52886f3855599f3dc81f15bc
refactor dataset module
[ { "change_type": "MODIFY", "old_path": "obp/dataset/__init__.py", "new_path": "obp/dataset/__init__.py", "diff": "from .base import *\nfrom .real import *\nfrom .synthetic import *\n+from .multiclass import *\n" }, { "change_type": "MODIFY", "old_path": "obp/dataset/synthetic.py", "n...
Python
Apache License 2.0
st-tech/zr-obp
refactor dataset module
641,014
08.11.2020 01:44:48
-32,400
b5a3a66c8bb8321cb853e653d27aea3fa265ebc6
fix some docstring inconsistencies
[ { "change_type": "MODIFY", "old_path": "obp/dataset/multiclass.py", "new_path": "obp/dataset/multiclass.py", "diff": "@@ -24,16 +24,16 @@ class MultiClassToBanditReduction(BaseSyntheticBanditDataset):\nA machine learning classifier such as logistic regression is used to construct behavior and evalua...
Python
Apache License 2.0
st-tech/zr-obp
fix some docstring inconsistencies
641,014
09.11.2020 23:01:20
-32,400
ddcda69155254064d1ebf3895b0ef509658600ec
fix ipw learner
[ { "change_type": "MODIFY", "old_path": "obp/policy/offline.py", "new_path": "obp/policy/offline.py", "diff": "\"\"\"Offline Bandit Algorithms.\"\"\"\nfrom dataclasses import dataclass\n-from typing import Tuple\n+from typing import Tuple, Optional\nimport numpy as np\n+from sklearn.base import clone...
Python
Apache License 2.0
st-tech/zr-obp
fix ipw learner
641,014
10.11.2020 06:15:39
-32,400
45856d5c87fe55d43ef7fdc52c7b94b5295f0981
fix potential error in the fit_predict method of RegressionModel
[ { "change_type": "MODIFY", "old_path": "obp/ope/regression_model.py", "new_path": "obp/ope/regression_model.py", "diff": "@@ -14,16 +14,16 @@ from ..utils import check_bandit_feedback_inputs\n@dataclass\nclass RegressionModel(BaseEstimator):\n- \"\"\"Machine learning model to estimate the mean rewar...
Python
Apache License 2.0
st-tech/zr-obp
fix potential error in the fit_predict method of RegressionModel
641,014
10.11.2020 16:42:54
-32,400
9d5ab1f3f3632fcfe0db4ba73840b4001166eb4f
add predict_proba method along with some refactoring
[ { "change_type": "MODIFY", "old_path": "obp/policy/offline.py", "new_path": "obp/policy/offline.py", "diff": "@@ -10,13 +10,14 @@ from scipy.special import softmax\nfrom sklearn.base import clone, ClassifierMixin, is_classifier\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.utils...
Python
Apache License 2.0
st-tech/zr-obp
add predict_proba method along with some refactoring
641,014
11.11.2020 01:06:55
-32,400
2cac0170ac846fcd24621c8fcd1d289bc8366220
fix output of obtain_batch_bandit_feedabck and sample_bootstrap_bandit_feedback of OpenBanditDataset
[ { "change_type": "MODIFY", "old_path": "obp/dataset/real.py", "new_path": "obp/dataset/real.py", "diff": "\"\"\"Dataset Class for Real-World Logged Bandit Feedback.\"\"\"\nfrom dataclasses import dataclass\nfrom pathlib import Path\n-from typing import Optional\n+from typing import Optional, Tuple, ...
Python
Apache License 2.0
st-tech/zr-obp
fix output of obtain_batch_bandit_feedabck and sample_bootstrap_bandit_feedback of OpenBanditDataset
641,014
11.11.2020 14:19:42
-32,400
55d28f607e56dc1603fdcb8cbb13a5d2573d9c21
update output of obtain_batch_bandit_feedback of OpenBanditDataset
[ { "change_type": "MODIFY", "old_path": "obp/dataset/real.py", "new_path": "obp/dataset/real.py", "diff": "\"\"\"Dataset Class for Real-World Logged Bandit Feedback.\"\"\"\nfrom dataclasses import dataclass\nfrom pathlib import Path\n-from typing import Optional, Tuple, Union\n+from typing import Opt...
Python
Apache License 2.0
st-tech/zr-obp
update output of obtain_batch_bandit_feedback of OpenBanditDataset
641,014
11.11.2020 14:20:06
-32,400
286c4026fa5fe5ec0efb57e4adf0d4332eba587e
update comments in the benchmarking codes
[ { "change_type": "MODIFY", "old_path": "benchmark/ope/benchmark_off_policy_estimators.py", "new_path": "benchmark/ope/benchmark_off_policy_estimators.py", "diff": "@@ -17,23 +17,16 @@ from obp.ope import (\nDoublyRobust,\nSelfNormalizedDoublyRobust,\nSwitchDoublyRobust,\n- SwitchInverseProbabilityWe...
Python
Apache License 2.0
st-tech/zr-obp
update comments in the benchmarking codes
641,014
13.11.2020 03:40:41
-32,400
425cbd921bb3dc946ed903b7a6dcd6df46354e94
fix the definition of sndr
[ { "change_type": "MODIFY", "old_path": "docs/estimators.rst", "new_path": "docs/estimators.rst", "diff": "@@ -57,7 +57,7 @@ IPW does not have these properties.\nWe can define Self-Normalized Doubly Robust (SNDR) in a similar manner as follows.\n.. math::\n- \\hat{V}_{\\mathrm{SNDR}} (\\pi_e; \\calD)...
Python
Apache License 2.0
st-tech/zr-obp
fix the definition of sndr
641,014
13.11.2020 03:40:55
-32,400
8ad89a2056b8f6557ae9612ef8d9fb1cadb426b2
rerun example with new updates
[ { "change_type": "MODIFY", "old_path": "examples/examples_with_synthetic/README.md", "new_path": "examples/examples_with_synthetic/README.md", "diff": "## Description\n-Here, we use synthetic bandit datasets and pipeline to evaluate OPE estimators.\n-Specifically, we evaluate the estimation performa...
Python
Apache License 2.0
st-tech/zr-obp
rerun example with new updates
641,014
13.11.2020 23:02:09
-32,400
cfc13d26d3a6abce4132da1e7242b0292f5ade35
update docstring of IPWLeaner
[ { "change_type": "MODIFY", "old_path": "obp/policy/offline.py", "new_path": "obp/policy/offline.py", "diff": "@@ -245,8 +245,8 @@ class IPWLearner(BaseOfflinePolicyLearner):\n.. math::\n- & P (A_1 = a_1 | x) = \\\\frac{e^{f(x,a_1,1) / \\\\tau}}{\\\\sum_{a^{\\\\prime} \\\\in \\\\mathcal{A}} e^{f(x,a^...
Python
Apache License 2.0
st-tech/zr-obp
update docstring of IPWLeaner
641,003
29.11.2020 02:23:49
-32,400
9efcdec837117b08d90bd13cb23fbb2ebbd1f383
complement the advance preparation for quickstart
[ { "change_type": "MODIFY", "old_path": "docs/quickstart.rst", "new_path": "docs/quickstart.rst", "diff": "@@ -5,6 +5,8 @@ Quickstart\nWe show an example of conducting offline evaluation of the performance of Bernoulli Thompson Sampling (BernoulliTS) as an evaluation policy using *Inverse Probability...
Python
Apache License 2.0
st-tech/zr-obp
complement the advance preparation for quickstart
641,003
01.12.2020 20:53:12
-32,400
e8cdc0ade3d0dad5f987f1c424063d05be53664e
add description for contribution to README
[ { "change_type": "MODIFY", "old_path": "README.md", "new_path": "README.md", "diff": "@@ -307,6 +307,10 @@ If you are interested in the Open Bandit Project, we can follow the updates at i\n# Contact\nFor any question about the paper, data, and pipeline, feel free to contact: saito@hanjuku-kaso.com\n...
Python
Apache License 2.0
st-tech/zr-obp
add description for contribution to README
641,012
09.12.2020 11:38:09
18,000
7592b54d6f723f475084d17e5648d88ae50365d6
move policy_name into post_init
[ { "change_type": "MODIFY", "old_path": "obp/policy/contextfree.py", "new_path": "obp/policy/contextfree.py", "diff": "@@ -49,13 +49,14 @@ class EpsilonGreedy(BaseContextFreePolicy):\n\"\"\"\nepsilon: float = 1.0\n- policy_name: str = f\"egreedy_{epsilon}\"\ndef __post_init__(self) -> None:\n\"\"\"In...
Python
Apache License 2.0
st-tech/zr-obp
move policy_name into post_init
641,014
12.12.2020 02:42:17
-32,400
438a4dbaf025e321396f2aeada4a5dd6489cff11
use n_rounds instead of n_samples in multiclass.py
[ { "change_type": "MODIFY", "old_path": "obp/dataset/multiclass.py", "new_path": "obp/dataset/multiclass.py", "diff": "@@ -50,11 +50,11 @@ class MultiClassToBanditReduction(BaseSyntheticBanditDataset):\nParameters\n-----------\n- X: array-like, shape (n_samples,n_features)\n+ X: array-like, shape (n_...
Python
Apache License 2.0
st-tech/zr-obp
use n_rounds instead of n_samples in multiclass.py
641,006
17.12.2020 00:49:46
-32,400
81e84643c2569256002ef228fe9cb74d457daa61
add ope estimator names in __init__.py
[ { "change_type": "MODIFY", "old_path": "obp/ope/__init__.py", "new_path": "obp/ope/__init__.py", "diff": "from .estimators import *\nfrom .meta import *\nfrom .regression_model import *\n+\n+__all_estimators__ = [\n+ \"ReplayMethod\",\n+ \"InverseProbabilityWeighting\",\n+ \"SelfNormalizedInversePro...
Python
Apache License 2.0
st-tech/zr-obp
add ope estimator names in __init__.py
641,003
20.12.2020 13:58:26
-32,400
84f6849717ee99f681803c15ed2f741f079eb6e4
replace assert with ValueError for epsilon
[ { "change_type": "MODIFY", "old_path": "obp/policy/contextfree.py", "new_path": "obp/policy/contextfree.py", "diff": "@@ -53,9 +53,10 @@ class EpsilonGreedy(BaseContextFreePolicy):\ndef __post_init__(self) -> None:\n\"\"\"Initialize Class.\"\"\"\n- assert (\n- 0 <= self.epsilon <= 1\n- ), f\"epsilon...
Python
Apache License 2.0
st-tech/zr-obp
replace assert with ValueError for epsilon
641,004
25.12.2020 20:22:31
-32,400
116753e057b90cbc431932c50a4ece5ad70f399b
docs: refine filed descriptions
[ { "change_type": "MODIFY", "old_path": "obd/README.md", "new_path": "obd/README.md", "diff": "@@ -34,7 +34,7 @@ Here is a detailed description of the fields (they are comma-separated in the CS\n- item_id: index of items as arms (index ranges from 0-80 in \"All\" campaign, 0-33 for \"Men\" campaign, ...
Python
Apache License 2.0
st-tech/zr-obp
docs: refine filed descriptions
641,003
30.12.2020 03:52:07
-32,400
87eeff107cd3344667c2bb6f8de42e56318b51dd
add test epsilon greedy
[ { "change_type": "ADD", "old_path": null, "new_path": "test/policy/test_contextfree.py", "diff": "+import pytest\n+import numpy as np\n+\n+from obp.policy.contextfree import EpsilonGreedy\n+\n+\n+def test_contextfree_base_exception():\n+\n+ with pytest.raises(ValueError):\n+ EpsilonGreedy(n_actions=...
Python
Apache License 2.0
st-tech/zr-obp
add test epsilon greedy
641,003
30.12.2020 04:14:06
-32,400
510dbfd932935448c036b4da8b8742575efa7560
replace assert with Exception
[ { "change_type": "MODIFY", "old_path": "obp/policy/contextfree.py", "new_path": "obp/policy/contextfree.py", "diff": "@@ -198,9 +198,10 @@ class BernoulliTS(BaseContextFreePolicy):\n\"\"\"Initialize class.\"\"\"\nsuper().__post_init__()\nif self.is_zozotown_prior:\n- assert (\n- self.campaign is not...
Python
Apache License 2.0
st-tech/zr-obp
replace assert with Exception
641,003
30.12.2020 05:21:58
-32,400
ed065a17df3ac84cfc578a49546bc13e8cf0fae8
add test bernoulli ts
[ { "change_type": "MODIFY", "old_path": "test/policy/test_contextfree.py", "new_path": "test/policy/test_contextfree.py", "diff": "@@ -73,6 +73,7 @@ def test_egreedy_update_params():\nreward = 1.0\npolicy.update_params(action, reward)\nassert np.array_equal(policy.action_counts, np.array([5, 3]))\n+ ...
Python
Apache License 2.0
st-tech/zr-obp
add test bernoulli ts
641,003
30.12.2020 15:26:43
-32,400
be7f93694641189cd4f6d866c2471e3c8c8079aa
add test policy lin epsilon
[ { "change_type": "MODIFY", "old_path": "obp/policy/linear.py", "new_path": "obp/policy/linear.py", "diff": "@@ -49,9 +49,10 @@ class LinEpsilonGreedy(BaseContextualPolicy):\ndef __post_init__(self) -> None:\n\"\"\"Initialize class.\"\"\"\n- assert (\n- 0 <= self.epsilon <= 1\n- ), f\"epsilon must be...
Python
Apache License 2.0
st-tech/zr-obp
add test policy lin epsilon
641,003
30.12.2020 17:16:44
-32,400
cee30c17bdba4707af7ead12d0786e97740f4ada
add test policy lin ucb
[ { "change_type": "MODIFY", "old_path": "obp/policy/linear.py", "new_path": "obp/policy/linear.py", "diff": "@@ -171,9 +171,10 @@ class LinUCB(BaseContextualPolicy):\ndef __post_init__(self) -> None:\n\"\"\"Initialize class.\"\"\"\n- assert (\n- 0 <= self.epsilon <= 1\n- ), f\"epsilon must be between...
Python
Apache License 2.0
st-tech/zr-obp
add test policy lin ucb
641,003
30.12.2020 17:24:02
-32,400
57ec520955f640c0f64bdbf61e79ffcf1fcac714
remove inappropriate docs argument
[ { "change_type": "MODIFY", "old_path": "obp/policy/linear.py", "new_path": "obp/policy/linear.py", "diff": "@@ -275,9 +275,6 @@ class LinTS(BaseContextualPolicy):\nbatch_size: int, default=1\nNumber of samples used in a batch parameter update.\n- alpha_: float, default=1.\n- Prior parameter for the ...
Python
Apache License 2.0
st-tech/zr-obp
remove inappropriate docs argument
641,006
09.01.2021 20:29:01
-32,400
f81bbef20424c2d634204e70e2557a3e0038d0da
add test of regression models
[ { "change_type": "MODIFY", "old_path": "tests/ope/conftest.py", "new_path": "tests/ope/conftest.py", "diff": "from typing import Set, Tuple, List\nfrom dataclasses import dataclass\n-\n+import copy\nimport numpy as np\nimport pytest\n@@ -18,7 +18,7 @@ from obp.dataset import (\n@dataclass\nclass Log...
Python
Apache License 2.0
st-tech/zr-obp
add test of regression models
641,003
10.01.2021 20:31:40
-32,400
ebbdce43c9fe5b9c63cba55ad5023a1a8acce110
add test policy logistic epsilon
[ { "change_type": "MODIFY", "old_path": "obp/policy/logistic.py", "new_path": "obp/policy/logistic.py", "diff": "@@ -50,9 +50,10 @@ class LogisticEpsilonGreedy(BaseContextualPolicy):\ndef __post_init__(self) -> None:\n\"\"\"Initialize class.\"\"\"\n- assert (\n- 0 <= self.epsilon <= 1\n- ), f\"epsilo...
Python
Apache License 2.0
st-tech/zr-obp
add test policy logistic epsilon
641,003
10.01.2021 20:37:21
-32,400
d14cd642a9e10b2c4b5daec6cb5bf939e21811e8
add test policy logistic ucb and ts
[ { "change_type": "MODIFY", "old_path": "obp/policy/logistic.py", "new_path": "obp/policy/logistic.py", "diff": "@@ -162,9 +162,10 @@ class LogisticUCB(BaseContextualPolicy):\ndef __post_init__(self) -> None:\n\"\"\"Initialize class.\"\"\"\n- assert (\n- 0 <= self.epsilon <= 1\n- ), f\"epsilon must b...
Python
Apache License 2.0
st-tech/zr-obp
add test policy logistic ucb and ts
641,003
11.01.2021 00:40:39
-32,400
1ed9907e5bece8e67a62e9e6ab940d33f5f7a8b3
add test policy offline unittest
[ { "change_type": "MODIFY", "old_path": "obp/policy/base.py", "new_path": "obp/policy/base.py", "diff": "@@ -185,12 +185,20 @@ class BaseOfflinePolicyLearner(metaclass=ABCMeta):\ndef __post_init__(self) -> None:\n\"\"\"Initialize class.\"\"\"\n- assert self.n_actions > 1 and isinstance(\n- self.n_act...
Python
Apache License 2.0
st-tech/zr-obp
add test policy offline unittest
641,003
11.01.2021 14:43:41
-32,400
b4dd1a4873ccf8ebe291105b3b036e85dccd343e
add test dataset synthetic
[ { "change_type": "MODIFY", "old_path": "obp/dataset/synthetic.py", "new_path": "obp/dataset/synthetic.py", "diff": "@@ -132,16 +132,21 @@ class SyntheticBanditDataset(BaseSyntheticBanditDataset):\ndef __post_init__(self) -> None:\n\"\"\"Initialize Class.\"\"\"\n- assert self.n_actions > 1 and isinst...
Python
Apache License 2.0
st-tech/zr-obp
add test dataset synthetic
641,003
24.01.2021 17:14:46
-32,400
3aaeffaa0ba02a2dd35c09e3b5c184da9e1260db
add test_real_init
[ { "change_type": "MODIFY", "old_path": "obp/dataset/real.py", "new_path": "obp/dataset/real.py", "diff": "@@ -53,16 +53,34 @@ class OpenBanditDataset(BaseRealBanditDataset):\ndef __post_init__(self) -> None:\n\"\"\"Initialize Open Bandit Dataset Class.\"\"\"\n- assert self.behavior_policy in [\n+ # ...
Python
Apache License 2.0
st-tech/zr-obp
add test_real_init
641,003
24.01.2021 17:18:31
-32,400
89b6c67760b76b7e13696741844688e7823962f4
fix description of algorithm
[ { "change_type": "MODIFY", "old_path": "test/policy/test_contextfree.py", "new_path": "test/policy/test_contextfree.py", "diff": "@@ -82,7 +82,7 @@ def test_egreedy_update_params():\nreward = 1.0\npolicy.update_params(action, reward)\nassert np.array_equal(policy.action_counts, np.array([5, 3]))\n- ...
Python
Apache License 2.0
st-tech/zr-obp
fix description of algorithm
641,003
24.01.2021 17:22:08
-32,400
fedc9fcc78ceeb315d8ebe8917f4d00d2cf41166
add test for invalid relationship between n_actions and len_list
[ { "change_type": "MODIFY", "old_path": "test/policy/test_contextfree.py", "new_path": "test/policy/test_contextfree.py", "diff": "@@ -120,7 +120,12 @@ def test_bernoulli_ts_zozotown_prior():\ndef test_bernoulli_ts_select_action():\n- # TODO: case where n_actions < len_list\n+ # invalid relationship ...
Python
Apache License 2.0
st-tech/zr-obp
add test for invalid relationship between n_actions and len_list
641,003
24.01.2021 17:31:15
-32,400
f4e6cda2d1ac635d6df46d0c289a8da9e5773f76
fix wrong specification
[ { "change_type": "MODIFY", "old_path": "test/policy/test_logistic.py", "new_path": "test/policy/test_logistic.py", "diff": "@@ -56,7 +56,7 @@ def test_logistic_epsilon_select_action_exploration():\nassert 0 < sum(selected_action)[0] < trial_num\n-def test_lin_ucb_initialize():\n+def test_logistic_uc...
Python
Apache License 2.0
st-tech/zr-obp
fix wrong specification
641,003
24.01.2021 17:37:31
-32,400
1991fb162f248284d38a10b96eeb5eac6a0f0051
add validation for alpha and lambda
[ { "change_type": "MODIFY", "old_path": "obp/policy/base.py", "new_path": "obp/policy/base.py", "diff": "@@ -143,6 +143,16 @@ class BaseContextualPolicy(metaclass=ABCMeta):\nf\"n_actions >= len_list should hold, but n_actions is {self.n_actions} and len_list is {self.len_list}\"\n)\n+ if not isinstan...
Python
Apache License 2.0
st-tech/zr-obp
add validation for alpha and lambda
641,003
24.01.2021 17:54:20
-32,400
de7a8d50342b37c745933119e0d7560b22dbb726
add validation for sample_action
[ { "change_type": "MODIFY", "old_path": "obp/policy/offline.py", "new_path": "obp/policy/offline.py", "diff": "@@ -271,9 +271,8 @@ class IPWLearner(BaseOfflinePolicyLearner):\nAction sampled by a trained classifier.\n\"\"\"\n- assert (\n- isinstance(context, np.ndarray) and context.ndim == 2\n- ), \"...
Python
Apache License 2.0
st-tech/zr-obp
add validation for sample_action
641,006
24.01.2021 18:28:58
-32,400
1c7cc5d01ed63b2fb839794a84dc71e7be084b77
fix reward scaling method of fixed_synthetic_bandit_feedback
[ { "change_type": "MODIFY", "old_path": "tests/ope/conftest.py", "new_path": "tests/ope/conftest.py", "diff": "@@ -13,6 +13,7 @@ from obp.dataset import (\nlogistic_reward_function,\nlinear_behavior_policy,\n)\n+from obp.utils import sigmoid\n@dataclass\n@@ -94,8 +95,11 @@ def fixed_synthetic_bandit_...
Python
Apache License 2.0
st-tech/zr-obp
fix reward scaling method of fixed_synthetic_bandit_feedback
641,006
24.01.2021 18:42:49
-32,400
1de0b535fc7c66369437a1d365d554d1bfc696ca
fix self-normalized tests
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_dr_estimators.py", "new_path": "tests/ope/test_dr_estimators.py", "diff": "@@ -89,14 +89,10 @@ def test_sndr_range_using_random_evaluation_policy(\ninput_dict[\"estimated_rewards_by_reg_model\"] = expected_reward\n# make pscore too small (to che...
Python
Apache License 2.0
st-tech/zr-obp
fix self-normalized tests
641,006
24.01.2021 18:47:07
-32,400
4fd49b762374d80ede53cd122ca7771f25fb6c8c
removed unnecessary processes
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_ipw_estimators.py", "new_path": "tests/ope/test_ipw_estimators.py", "diff": "@@ -57,7 +57,6 @@ def test_snipw_range_using_random_evaluation_policy(\n\"\"\"\naction_dist = random_action_dist\n# prepare dm\n- ipw = InverseProbabilityWeighting()\ns...
Python
Apache License 2.0
st-tech/zr-obp
removed unnecessary processes
641,006
24.01.2021 19:03:06
-32,400
2aa1e0995160f3a75a40d090f640bf921050eb9b
calculate relative-ee in our testing function
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_meta.py", "new_path": "tests/ope/test_meta.py", "diff": "@@ -314,19 +314,24 @@ def test_meta_summarize_off_policy_estimates(\ndef test_meta_evaluate_performance_of_estimators(\nsynthetic_bandit_feedback: BanditFeedback, random_action_dist: np.nd...
Python
Apache License 2.0
st-tech/zr-obp
calculate relative-ee in our testing function
641,006
24.01.2021 19:18:53
-32,400
9bf6fe852b604b345ec2b1ea46e5a28f7fe149cd
fix the naming of variables and functions
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_all_estimators.py", "new_path": "tests/ope/test_all_estimators.py", "diff": "@@ -29,7 +29,7 @@ def test_fixture(\n), \"model list length of logistic evaluation policy should be the same as n_actions\"\n-def test_expected_value_of_random_evaluati...
Python
Apache License 2.0
st-tech/zr-obp
fix the naming of variables and functions
641,006
24.01.2021 19:54:56
-32,400
c98b0d60d1814b2306212804c9efd83c51c7dd22
fix comment and typo
[ { "change_type": "MODIFY", "old_path": "tests/ope/conftest.py", "new_path": "tests/ope/conftest.py", "diff": "@@ -87,7 +87,7 @@ def synthetic_bandit_feedback() -> BanditFeedback:\nreturn bandit_feedback\n-# adjust expected reward of synthetic bandit feedback\n+# make the expected reward of synthetic...
Python
Apache License 2.0
st-tech/zr-obp
fix comment and typo
641,006
24.01.2021 19:57:20
-32,400
8dd5563b6ac93da8eeb689c02d7e0df14378eb49
add random state
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_all_estimators.py", "new_path": "tests/ope/test_all_estimators.py", "diff": "@@ -94,7 +94,9 @@ def test_response_format_of_ope_estimators_using_random_evaluation_policy(\naction_dist=action_dist, estimated_rewards_by_reg_model=expected_reward\n)...
Python
Apache License 2.0
st-tech/zr-obp
add random state
641,006
24.01.2021 20:02:28
-32,400
7eb86461a33c6011f3013b82cf2f18fa597acb40
remove logistic evaluation policy
[ { "change_type": "MODIFY", "old_path": "tests/ope/conftest.py", "new_path": "tests/ope/conftest.py", "diff": "-from typing import Set, Tuple, List\n-from dataclasses import dataclass\n+from typing import Set\nimport copy\nimport numpy as np\nimport pytest\nfrom sklearn.utils import check_random_stat...
Python
Apache License 2.0
st-tech/zr-obp
remove logistic evaluation policy
641,006
24.01.2021 21:18:44
-32,400
5503320589f64af60ec89a5310906e40c74d20d8
add noqa when importing enable_hist_gradient_boosting
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_regression_models.py", "new_path": "tests/ope/test_regression_models.py", "diff": "@@ -3,7 +3,7 @@ from pathlib import Path\nimport yaml\nimport numpy as np\n-from sklearn.experimental import enable_hist_gradient_boosting\n+from sklearn.experime...
Python
Apache License 2.0
st-tech/zr-obp
add noqa when importing enable_hist_gradient_boosting
641,014
28.01.2021 03:58:20
-32,400
4203ad3823d2c09c1a5ef12e529805d48d114a69
fix example file names
[ { "change_type": "MODIFY", "old_path": "examples/README.md", "new_path": "examples/README.md", "diff": "# Examples\n-- `examples_with_obd`: example implementations for evaluating standard off-policy estimators with the small sample Open Bandit Dataset.\n-- `examples_with_synthetic`: example implemen...
Python
Apache License 2.0
st-tech/zr-obp
fix example file names
641,014
28.01.2021 23:14:13
-32,400
ec14d30102322fd1cdbcd9e5352b1b43c89f013f
fix synthetic example script
[ { "change_type": "MODIFY", "old_path": "examples/synthetic/README.md", "new_path": "examples/synthetic/README.md", "diff": "@@ -14,7 +14,6 @@ In the following, we evaluate the estimation performances of\n- Self-Normalized Inverse Probability Weighting (SNIPW)\n- Doubly Robust (DR)\n- Self-Normalized...
Python
Apache License 2.0
st-tech/zr-obp
fix synthetic example script
641,014
28.01.2021 23:17:54
-32,400
610d982c0ab0897737bb01c70b3f67b7abe5b523
fix path of examples
[ { "change_type": "MODIFY", "old_path": "examples/quickstart/synthetic.ipynb", "new_path": "examples/quickstart/synthetic.ipynb", "diff": "\"- (3) Off-Policy Evaluation\\n\",\n\"- (4) Evaluation of OPE Estimators\\n\",\n\"\\n\",\n- \"Please see [examples/synthetic](../examples/synthetic) for a more s...
Python
Apache License 2.0
st-tech/zr-obp
fix path of examples
641,006
31.01.2021 16:13:28
-32,400
b29f150b729f574ad7faaf59bcb858156b87a102
fix flake8 E231
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_meta.py", "new_path": "tests/ope/test_meta.py", "diff": "@@ -295,7 +295,10 @@ def test_meta_summarize_off_policy_estimates(\n)\nvalue, interval = ope_.summarize_off_policy_estimates(random_action_dist)\nexpected_value = pd.DataFrame(\n- {\"ipw\"...
Python
Apache License 2.0
st-tech/zr-obp
fix flake8 E231
641,003
31.01.2021 19:12:57
-32,400
78b45b09759671b4505d361d6fedf0af7322f153
add test multiclass
[ { "change_type": "MODIFY", "old_path": "obp/dataset/multiclass.py", "new_path": "obp/dataset/multiclass.py", "diff": "@@ -149,12 +149,13 @@ class MultiClassToBanditReduction(BaseSyntheticBanditDataset):\ndef __post_init__(self) -> None:\n\"\"\"Initialize Class.\"\"\"\n- assert is_classifier(\n- self...
Python
Apache License 2.0
st-tech/zr-obp
add test multiclass
641,006
31.01.2021 23:16:11
-32,400
653d43239f55fc716f62e7d1aec7fa1c3da11b20
fix obp modules to test meta.py
[ { "change_type": "MODIFY", "old_path": "obp/ope/meta.py", "new_path": "obp/ope/meta.py", "diff": "@@ -79,7 +79,7 @@ class OffPolicyEvaluation:\ndef __post_init__(self) -> None:\n\"\"\"Initialize class.\"\"\"\n- for key_ in [\"action\", \"position\", \"reward\", \"pscore\", \"context\"]:\n+ for key_ ...
Python
Apache License 2.0
st-tech/zr-obp
fix obp modules to test meta.py
641,005
31.01.2021 23:39:29
-32,400
258b683b2286b8d63710a782f945e13a4e328ebc
remove eval_size parameter
[ { "change_type": "MODIFY", "old_path": "obp/dataset/multiclass.py", "new_path": "obp/dataset/multiclass.py", "diff": "@@ -217,10 +217,6 @@ class MultiClassToBanditReduction(BaseSyntheticBanditDataset):\nParameters\n-----------\n- eval_size: float or int, default=0.25\n- If float, should be between 0...
Python
Apache License 2.0
st-tech/zr-obp
remove eval_size parameter
641,014
01.02.2021 07:32:31
-32,400
096b17d18afc40b2b85c31bf69b1569417bb6b22
del switch-ipw from examples/multiclass
[ { "change_type": "MODIFY", "old_path": "examples/multiclass/README.md", "new_path": "examples/multiclass/README.md", "diff": "@@ -14,11 +14,10 @@ In the following, we evaluate the estimation performances of\n- Self-Normalized Inverse Probability Weighting (SNIPW)\n- Doubly Robust (DR)\n- Self-Normal...
Python
Apache License 2.0
st-tech/zr-obp
del switch-ipw from examples/multiclass
641,014
01.02.2021 08:36:48
-32,400
2e6a7b342fcbf7754321a7b0ebfe9ecc99f35218
add calc_ground_truth_policy_value
[ { "change_type": "MODIFY", "old_path": "obp/dataset/synthetic.py", "new_path": "obp/dataset/synthetic.py", "diff": "@@ -248,6 +248,39 @@ class SyntheticBanditDataset(BaseSyntheticBanditDataset):\npscore=pscore,\n)\n+ def calc_ground_truth_policy_value(self, expected_reward: np.ndarray, action_dist: ...
Python
Apache License 2.0
st-tech/zr-obp
add calc_ground_truth_policy_value
641,014
01.02.2021 08:37:06
-32,400
2a2cc94159a4c67850c14ea90a9892d34d157877
add tests of calc_ground_truth_policy_value
[ { "change_type": "MODIFY", "old_path": "tests/dataset/test_synthetic.py", "new_path": "tests/dataset/test_synthetic.py", "diff": "@@ -90,6 +90,62 @@ def test_synthetic_obtain_batch_bandit_feedback():\n)\n+# expected_reward, action_dist, description\n+invalid_input_of_calc_policy_value = [\n+ (\n+ np...
Python
Apache License 2.0
st-tech/zr-obp
add tests of calc_ground_truth_policy_value
641,014
02.02.2021 06:17:19
-32,400
6a3656844d796c88d5cbb0893b0475c43f312954
update quickstart obd
[ { "change_type": "MODIFY", "old_path": "examples/quickstart/obd.ipynb", "new_path": "examples/quickstart/obd.ipynb", "diff": "\"source\": [\n\"# Quickstart Example with Open Bandit Pipeline\\n\",\n\"---\\n\",\n- \"This notebook demonstrates an example of conducting OPE of Bernoulli Thompson Sampling...
Python
Apache License 2.0
st-tech/zr-obp
update quickstart obd
641,014
05.02.2021 06:16:21
-32,400
002f3b480458e872eb94a54b4b51535863ad06d7
add example data to obp
[ { "change_type": "MODIFY", "old_path": "MANIFEST.in", "new_path": "MANIFEST.in", "diff": "include *.txt\ninclude *.md\nrecursive-include obp/policy/conf *\n+recursive-include obp/dataset/obd *\ninclude LICENSE\n" }, { "change_type": "MODIFY", "old_path": "setup.py", "new_path": "setu...
Python
Apache License 2.0
st-tech/zr-obp
add example data to obp
641,014
05.02.2021 06:21:53
-32,400
406eb832bac34a51037a343c1d81ac8b4d72a673
add option to download example obd
[ { "change_type": "MODIFY", "old_path": "obp/dataset/real.py", "new_path": "obp/dataset/real.py", "diff": "@@ -34,7 +34,8 @@ class OpenBanditDataset(BaseRealBanditDataset):\nOne of the three possible campaigns considered in ZOZOTOWN, \"all\", \"men\", and \"women\".\ndata_path: Path, default=Path('./...
Python
Apache License 2.0
st-tech/zr-obp
add option to download example obd
641,006
06.02.2021 16:45:05
-32,400
15ffa9b70b57b9e7e23c02f3974045beab240943
fix default value of position argument
[ { "change_type": "MODIFY", "old_path": "obp/ope/estimators.py", "new_path": "obp/ope/estimators.py", "diff": "@@ -67,8 +67,8 @@ class ReplayMethod(BaseOffPolicyEstimator):\nself,\nreward: np.ndarray,\naction: np.ndarray,\n- position: np.ndarray,\naction_dist: np.ndarray,\n+ position: np.ndarray,\n**...
Python
Apache License 2.0
st-tech/zr-obp
fix default value of position argument
641,003
06.02.2021 21:29:52
-32,400
f9ec739bbc66da6f2a7a6bb1e781f53b70c53450
refactor base dataset class
[ { "change_type": "MODIFY", "old_path": "obp/dataset/base.py", "new_path": "obp/dataset/base.py", "diff": "from abc import ABCMeta, abstractmethod\n-class BaseRealBanditDataset(metaclass=ABCMeta):\n+class BaseBanditDataset(metaclass=ABCMeta):\n+ \"\"\"Base Class for Synthetic Bandit Dataset.\"\"\"\n+...
Python
Apache License 2.0
st-tech/zr-obp
refactor base dataset class
641,006
06.02.2021 23:00:27
-32,400
992ba887ec5c3ad3caef4305164e68f9297c4f65
fix input validation of estimators and utils
[ { "change_type": "MODIFY", "old_path": "obp/ope/estimators.py", "new_path": "obp/ope/estimators.py", "diff": "@@ -8,7 +8,7 @@ from typing import Dict, Optional\nimport numpy as np\n-from ..utils import estimate_confidence_interval_by_bootstrap\n+from ..utils import estimate_confidence_interval_by_bo...
Python
Apache License 2.0
st-tech/zr-obp
fix input validation of estimators and utils
641,006
06.02.2021 23:01:13
-32,400
1db3b59e5f6c97952c3270f613778fd95d7f976c
add validation test in test_all_estimators
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_all_estimators.py", "new_path": "tests/ope/test_all_estimators.py", "diff": "from typing import Set\nimport numpy as np\n+import pytest\nfrom obp import ope\nfrom obp.ope import OffPolicyEvaluation\nfrom obp.types import BanditFeedback\n+from co...
Python
Apache License 2.0
st-tech/zr-obp
add validation test in test_all_estimators
641,006
06.02.2021 23:01:29
-32,400
0fee516a57e4063e1d5f4a5358d01984db6263b1
add validation test in test_dm_estimators
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_dm_estimators.py", "new_path": "tests/ope/test_dm_estimators.py", "diff": "@@ -5,6 +5,55 @@ import numpy as np\nfrom obp.types import BanditFeedback\nfrom obp.ope import DirectMethod\n+from conftest import generate_action_dist\n+\n+\n+# action_d...
Python
Apache License 2.0
st-tech/zr-obp
add validation test in test_dm_estimators
641,006
06.02.2021 23:01:37
-32,400
9295fbeeec5b2955b967bda8aa4734501f5bb4d6
add validation test in test_ipw_estimators
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_ipw_estimators.py", "new_path": "tests/ope/test_ipw_estimators.py", "diff": "@@ -8,13 +8,184 @@ from obp.ope import (\nInverseProbabilityWeighting,\nSelfNormalizedInverseProbabilityWeighting,\n)\n-\n+from conftest import generate_action_dist\n# ...
Python
Apache License 2.0
st-tech/zr-obp
add validation test in test_ipw_estimators
641,006
06.02.2021 23:01:43
-32,400
05ff8058d1212453b7510a547e2b5b9230abf2e8
add validation test in test_dr_estimators
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_dr_estimators.py", "new_path": "tests/ope/test_dr_estimators.py", "diff": "@@ -13,23 +13,307 @@ from obp.ope import (\nSwitchDoublyRobust,\nSelfNormalizedDoublyRobust,\n)\n-\n+from conftest import generate_action_dist\n# prepare instances\nipw =...
Python
Apache License 2.0
st-tech/zr-obp
add validation test in test_dr_estimators
641,006
06.02.2021 23:20:09
-32,400
944061da08960f6c9265504f3e41e7247f9710eb
fix variable names in test_meta
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_meta.py", "new_path": "tests/ope/test_meta.py", "diff": "@@ -567,7 +567,7 @@ def test_meta_summarize_off_policy_estimates(\nassert_frame_equal(interval, expected_interval), \"Invalid summarization (interval)\"\n-invalid_input_of_evaluation_perfo...
Python
Apache License 2.0
st-tech/zr-obp
fix variable names in test_meta
641,006
06.02.2021 23:33:27
-32,400
bd7af34d2088b586713ab7ed0d4e2f06196b305a
assert -> ValueError; utils and post init
[ { "change_type": "MODIFY", "old_path": "obp/ope/regression_model.py", "new_path": "obp/ope/regression_model.py", "diff": "@@ -62,17 +62,19 @@ class RegressionModel(BaseEstimator):\ndef __post_init__(self) -> None:\n\"\"\"Initialize Class.\"\"\"\n- assert self.fitting_method in [\n- \"normal\",\n- \"...
Python
Apache License 2.0
st-tech/zr-obp
assert -> ValueError; utils and post init
641,006
06.02.2021 23:52:46
-32,400
70bcbdde2331b24525f5c99edf9a2b9c144649e3
add more validations in regression models
[ { "change_type": "MODIFY", "old_path": "obp/ope/regression_model.py", "new_path": "obp/ope/regression_model.py", "diff": "@@ -131,18 +131,23 @@ class RegressionModel(BaseEstimator):\nif self.len_list == 1:\nposition = np.zeros_like(action)\nelse:\n- assert (\n- isinstance(position, np.ndarray) and p...
Python
Apache License 2.0
st-tech/zr-obp
add more validations in regression models
641,006
07.02.2021 18:18:49
-32,400
059b6558013c075555077419c7ba11f61f839095
fix validaition of regression models
[ { "change_type": "MODIFY", "old_path": "obp/ope/regression_model.py", "new_path": "obp/ope/regression_model.py", "diff": "@@ -62,7 +62,10 @@ class RegressionModel(BaseEstimator):\ndef __post_init__(self) -> None:\n\"\"\"Initialize Class.\"\"\"\n- if self.fitting_method not in [\"normal\", \"iw\", \"...
Python
Apache License 2.0
st-tech/zr-obp
fix validaition of regression models
641,006
07.02.2021 18:19:01
-32,400
7a94bd2dc0877e0e15e7357f0c22b52e32a7e649
fix regression model testing
[ { "change_type": "MODIFY", "old_path": "tests/ope/conftest.py", "new_path": "tests/ope/conftest.py", "diff": "@@ -99,3 +99,9 @@ def random_action_dist(synthetic_bandit_feedback) -> np.ndarray:\nn_rounds=synthetic_bandit_feedback[\"n_rounds\"]\n)\nreturn action_dist\n+\n+\n+def generate_action_dist(i...
Python
Apache License 2.0
st-tech/zr-obp
fix regression model testing
641,006
07.02.2021 18:30:01
-32,400
eee41004287d342c237dc114cc8c3a1f7db96e66
add comment in invalid testing of regression models
[ { "change_type": "MODIFY", "old_path": "tests/ope/test_regression_models.py", "new_path": "tests/ope/test_regression_models.py", "diff": "@@ -37,7 +37,7 @@ len_list = 3\ninvalid_input_of_initializing_regression_models = [\n(\nnp.random.uniform(size=(n_actions, 8)),\n- \"a\",\n+ \"a\", #\nlen_list,\n...
Python
Apache License 2.0
st-tech/zr-obp
add comment in invalid testing of regression models
641,003
31.01.2021 17:48:16
-32,400
c2efd73ac7af9b0721d485213794d67c88315f93
apply reviewed points
[ { "change_type": "MODIFY", "old_path": "obp/dataset/real.py", "new_path": "obp/dataset/real.py", "diff": "@@ -42,7 +42,7 @@ class OpenBanditDataset(BaseRealBanditDataset):\nReferences\n------------\nYuta Saito, Shunsuke Aihara, Megumi Matsutani, Yusuke Narita.\n- \"Large-scale Open Dataset, Pipeline...
Python
Apache License 2.0
st-tech/zr-obp
apply reviewed points