From d37503e4c9343b156084c0ef7ba3a2354b2ca948 Mon Sep 17 00:00:00 2001
From: Vincent Jacques Fix This is the first release candidate for version 1.0.0. Breaking: Allow more flexible description of accepted values in the model json schema. See user guide for details. Breaking: Rename option Breaking: Rename option Fix line ends on Windows Fix Validate consistency with problem when loading alternatives or model files Output “reproduction command” in Improve documentationc2eBz1S44QZpsr*7
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Changelog¶
-Version 0.10.1¶
-
-
-lincs visualize
to use criteria’s min/max values and category correlationVersion 0.10.0¶
+Versions 0.10.0 to 0.10.2¶
--ucncs.approach
to --ucncs.strategy
--output-classified-alternatives
to --output-alternatives
lincs visualize
to use criteria’s min/max values and category correlationlincs classify
Navigation
-
Symbols
L
lincs-classify command line option
-
L
Get lincsproblem.yml should look like:
# Reproduction command (with lincs version 0.10.1): lincs generate classification-problem 4 3 --random-seed 40
+# Reproduction command (with lincs version 0.10.2): lincs generate classification-problem 4 3 --random-seed 40
kind: classification-problem
format_version: 1
criteria:
@@ -111,7 +111,7 @@ Get lincs# Reproduction command (with lincs version 0.10.1): lincs generate classification-model problem.yml --random-seed 41 --model-type mrsort
+# Reproduction command (with lincs version 0.10.2): lincs generate classification-model problem.yml --random-seed 41 --model-type mrsort
kind: ncs-classification-model
format_version: 1
accepted_values:
@@ -140,7 +140,7 @@ Get lincs
And finally generate a set of classified alternatives:
-lincs generate classified-alternatives problem.yml model.yml 1000 --output-classified-alternatives learning-set.csv
+lincs generate classified-alternatives problem.yml model.yml 1000 --output-alternatives learning-set.csv
The file format is documented in our reference documentation.
@@ -148,7 +148,7 @@ Get lincs--max-imbalance option interacts with that feature.
It should start with something like this, and contain 1000 alternatives:
-# Reproduction command (with lincs version 0.10.1): lincs generate classified-alternatives problem.yml model.yml 1000 --random-seed 42 --misclassified-count 0
+# Reproduction command (with lincs version 0.10.2): lincs generate classified-alternatives problem.yml model.yml 1000 --random-seed 42 --misclassified-count 0
name,"Criterion 1","Criterion 2","Criterion 3","Criterion 4",category
"Alternative 1",0.37454012,0.796543002,0.95071429,0.183434784,"Category 3"
"Alternative 2",0.731993914,0.779690981,0.598658502,0.596850157,"Category 2"
@@ -172,7 +172,7 @@ Get lincs# Reproduction command (with lincs version 0.10.1): lincs learn classification-model problem.yml learning-set.csv --model-type mrsort --mrsort.strategy weights-profiles-breed --mrsort.weights-profiles-breed.models-count 9 --mrsort.weights-profiles-breed.accuracy-heuristic.random-seed 43 --mrsort.weights-profiles-breed.initialization-strategy maximize-discrimination-per-criterion --mrsort.weights-profiles-breed.weights-strategy linear-program --mrsort.weights-profiles-breed.linear-program.solver glop --mrsort.weights-profiles-breed.profiles-strategy accuracy-heuristic --mrsort.weights-profiles-breed.accuracy-heuristic.processor cpu --mrsort.weights-profiles-breed.breed-strategy reinitialize-least-accurate --mrsort.weights-profiles-breed.reinitialize-least-accurate.portion 0.5 --mrsort.weights-profiles-breed.target-accuracy 1.0
+# Reproduction command (with lincs version 0.10.2): lincs learn classification-model problem.yml learning-set.csv --model-type mrsort --mrsort.strategy weights-profiles-breed --mrsort.weights-profiles-breed.models-count 9 --mrsort.weights-profiles-breed.accuracy-heuristic.random-seed 43 --mrsort.weights-profiles-breed.initialization-strategy maximize-discrimination-per-criterion --mrsort.weights-profiles-breed.weights-strategy linear-program --mrsort.weights-profiles-breed.linear-program.solver glop --mrsort.weights-profiles-breed.profiles-strategy accuracy-heuristic --mrsort.weights-profiles-breed.accuracy-heuristic.processor cpu --mrsort.weights-profiles-breed.breed-strategy reinitialize-least-accurate --mrsort.weights-profiles-breed.reinitialize-least-accurate.portion 0.5 --mrsort.weights-profiles-breed.target-accuracy 1.0
# Termination condition: target accuracy reached
# Number of iterations: 22
kind: ncs-classification-model
@@ -196,11 +196,11 @@ Get lincslincs generate classified-alternatives problem.yml model.yml 10000 --output-classified-alternatives testing-set.csv
+lincs generate classified-alternatives problem.yml model.yml 10000 --output-alternatives testing-set.csv
And ask the trained model to classify it:
-lincs classify problem.yml trained-model.yml testing-set.csv --output-classified-alternatives reclassified-testing-set.csv
+lincs classify problem.yml trained-model.yml testing-set.csv --output-alternatives reclassified-testing-set.csv
There are a few differences between the original testing set and the reclassified one:
diff --git a/docs/index.html b/docs/index.html
index 7ef88464..752408b7 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -5,11 +5,11 @@
- README — lincs 0.10.1 documentation
+ README — lincs 0.10.2 documentation
-
+
diff --git a/docs/objects.inv b/docs/objects.inv
index b6940a138b4e9b87cc4907f7d757bf594e5f08f4..991af15563d7c564ac01f37726be6070baffe3d5 100644
GIT binary patch
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diff --git a/docs/reference.html b/docs/reference.html
index 0f792655..f0b074b5 100644
--- a/docs/reference.html
+++ b/docs/reference.html
@@ -5,11 +5,11 @@
- Reference — lincs 0.10.1 documentation
+ Reference — lincs 0.10.2 documentation
-
+
@@ -416,8 +416,8 @@ classifyOptions
--
---output-classified-alternatives <output_classified_alternatives>¶
+-
+--output-alternatives <output_alternatives>¶
Write classified alternatives to this file instead of standard output.
@@ -559,8 +559,8 @@ classified-alternativesOptions
--
---output-classified-alternatives <output_classified_alternatives>¶
+-
+--output-alternatives <output_alternatives>¶
Write generated classified alternatives to this file instead of standard output.
diff --git a/docs/search.html b/docs/search.html
index 5727ee50..0c848211 100644
--- a/docs/search.html
+++ b/docs/search.html
@@ -4,12 +4,12 @@
- Search — lincs 0.10.1 documentation
+ Search — lincs 0.10.2 documentation
-
+
diff --git a/docs/searchindex.js b/docs/searchindex.js
index c41b4ac8..779775fc 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["changelog", "conceptual-overview", "contributor-guide", "get-started", "index", "reference", "user-guide"], "filenames": ["changelog.rst", "conceptual-overview.rst", "contributor-guide.rst", "get-started.rst", "index.rst", "reference.rst", "user-guide.rst"], "titles": ["Changelog", "Conceptual overview", "Contributor guide", "Get started", "README", "Reference", "User Guide"], "terms": {"fix": [0, 2, 5, 6], "linc": [0, 1, 2], "visual": [0, 2, 3], "us": [0, 1, 2, 4, 5], "criteria": [0, 1, 3, 5], "": [0, 1, 2, 3, 4, 5], "min": [0, 1, 5, 6], "max": [0, 1, 2, 3, 5, 6], "valu": [0, 1, 2, 3, 5], "categori": [0, 1, 3, 5], "correl": [0, 5, 6], "thi": [0, 1, 2, 3, 4, 5, 6], "i": [0, 1, 2, 3, 4, 5, 6], "first": [0, 1, 2, 3, 5, 6], "releas": [0, 4], "candid": 0, "break": 0, "allow": [0, 1, 2, 4, 5, 6], "more": [0, 1, 2, 3, 4, 6], "flexibl": [0, 4], "descript": [0, 1, 5, 6], "accept": [0, 5], "model": [0, 1, 3, 4], "json": [0, 5, 6], "schema": [0, 5, 6], "see": [0, 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\ No newline at end of file
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[[6, "computing-a-classification-accuracy"]], "Visualizing a model and alternatives": [[6, "visualizing-a-model-and-alternatives"]], "What\u2019s next?": [[6, "what-s-next"]], "Conceptual overview": [[1, "conceptual-overview"]], "Notation": [[1, "notation"]], "About classification": [[1, "about-classification"]], "Formal definition": [[1, null], [1, null], [1, null], [1, null], [1, null]], "Learning and classifying": [[1, "learning-and-classifying"]], "Non-compensatory sorting (NCS)": [[1, "non-compensatory-sorting-ncs"]], "Example": [[1, "example"], [1, "id1"]], "Particular cases": [[1, "particular-cases"]], "U^c \\textsf{-} NCS": [[1, "u-c-textsf-ncs"]], "1 \\textsf{-} U^c \\textsf{-} NCS a.k.a. MR-Sort": [[1, "textsf-u-c-textsf-ncs-a-k-a-mr-sort"]], "Classification accuracy": [[1, "classification-accuracy"]], "Synthetic data": [[1, "synthetic-data"]], "Next": [[1, "next"]], "Reference": [[5, "reference"]], "The problem file": [[5, "the-problem-file"]], "The NCS model file": [[5, "the-ncs-model-file"]], "The alternatives file": [[5, "the-alternatives-file"]], "Command-line interface": [[5, "command-line-interface"]], "lincs": [[5, "lincs"]], "classification-accuracy": [[5, "lincs-classification-accuracy"]], "classify": [[5, "lincs-classify"]], "generate": [[5, "lincs-generate"]], "classification-model": [[5, "lincs-generate-classification-model"], [5, "lincs-learn-classification-model"], [5, "lincs-visualize-classification-model"]], "classification-problem": [[5, "lincs-generate-classification-problem"]], "classified-alternatives": [[5, "lincs-generate-classified-alternatives"]], "info": [[5, "lincs-info"]], "has-gpu": [[5, "lincs-info-has-gpu"]], "learn": [[5, "lincs-learn"]], "visualize": [[5, "lincs-visualize"]]}, "indexentries": {"--doctest-option": [[2, "cmdoption-.-run-development-cycle.sh-doctest-option"]], "--forbid-chrones": [[2, "cmdoption-.-run-development-cycle.sh-forbid-chrones"]], "--forbid-gpu": [[2, "cmdoption-.-run-development-cycle.sh-forbid-gpu"]], "--single-python-version": [[2, "cmdoption-.-run-development-cycle.sh-single-python-version"]], "--skip-long": [[2, "cmdoption-.-run-development-cycle.sh-skip-long"]], "--skip-unit": [[2, "cmdoption-.-run-development-cycle.sh-skip-unit"]], "--stop-after-unit": [[2, "cmdoption-.-run-development-cycle.sh-stop-after-unit"]], "--unit-coverage": [[2, "cmdoption-.-run-development-cycle.sh-unit-coverage"]], "--with-docs": [[2, "cmdoption-.-run-development-cycle.sh-with-docs"]], "./publish.sh command line option": [[2, "cmdoption-.-publish.sh-arg-LEVEL"]], "./run-development-cycle.sh command line option": [[2, "cmdoption-.-run-development-cycle.sh-doctest-option"], [2, "cmdoption-.-run-development-cycle.sh-forbid-chrones"], [2, "cmdoption-.-run-development-cycle.sh-forbid-gpu"], [2, "cmdoption-.-run-development-cycle.sh-single-python-version"], [2, "cmdoption-.-run-development-cycle.sh-skip-long"], [2, "cmdoption-.-run-development-cycle.sh-skip-unit"], [2, "cmdoption-.-run-development-cycle.sh-stop-after-unit"], [2, "cmdoption-.-run-development-cycle.sh-unit-coverage"], [2, "cmdoption-.-run-development-cycle.sh-with-docs"]], "level": [[2, "cmdoption-.-publish.sh-arg-LEVEL"]], "--allow-decreasing-criteria": [[5, "cmdoption-lincs-generate-classification-problem-allow-decreasing-criteria"]], "--alternatives": [[5, "cmdoption-lincs-visualize-classification-model-alternatives"]], "--alternatives-count": [[5, "cmdoption-lincs-visualize-classification-model-alternatives-count"]], "--denormalized-min-max": [[5, "cmdoption-lincs-generate-classification-problem-denormalized-min-max"]], "--max-imbalance": [[5, "cmdoption-lincs-generate-classified-alternatives-max-imbalance"]], "--misclassified-count": [[5, "cmdoption-lincs-generate-classified-alternatives-misclassified-count"]], "--model-type": [[5, "cmdoption-lincs-generate-classification-model-model-type"], [5, "cmdoption-lincs-learn-classification-model-model-type"]], "--mrsort.fixed-weights-sum": [[5, "cmdoption-lincs-generate-classification-model-mrsort.fixed-weights-sum"]], "--mrsort.strategy": [[5, "cmdoption-lincs-learn-classification-model-mrsort.strategy"]], "--mrsort.weights-profiles-breed.accuracy-heuristic.processor": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.accuracy-heuristic.processor"]], "--mrsort.weights-profiles-breed.accuracy-heuristic.random-seed": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.accuracy-heuristic.random-seed"]], "--mrsort.weights-profiles-breed.breed-strategy": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.breed-strategy"]], "--mrsort.weights-profiles-breed.initialization-strategy": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.initialization-strategy"]], "--mrsort.weights-profiles-breed.linear-program.solver": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.linear-program.solver"]], "--mrsort.weights-profiles-breed.max-duration": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.max-duration"]], "--mrsort.weights-profiles-breed.max-duration-without-progress": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.max-duration-without-progress"]], "--mrsort.weights-profiles-breed.max-iterations": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.max-iterations"]], "--mrsort.weights-profiles-breed.max-iterations-without-progress": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.max-iterations-without-progress"]], "--mrsort.weights-profiles-breed.models-count": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.models-count"]], "--mrsort.weights-profiles-breed.profiles-strategy": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.profiles-strategy"]], "--mrsort.weights-profiles-breed.reinitialize-least-accurate.portion": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.reinitialize-least-accurate.portion"]], "--mrsort.weights-profiles-breed.target-accuracy": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.target-accuracy"]], "--mrsort.weights-profiles-breed.verbose": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.verbose"]], "--mrsort.weights-profiles-breed.weights-strategy": [[5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.weights-strategy"]], "--output-alternatives": [[5, "cmdoption-lincs-classify-output-alternatives"], [5, "cmdoption-lincs-generate-classified-alternatives-output-alternatives"]], "--output-model": [[5, "cmdoption-lincs-generate-classification-model-output-model"], [5, "cmdoption-lincs-learn-classification-model-output-model"]], "--output-problem": [[5, "cmdoption-lincs-generate-classification-problem-output-problem"]], "--quiet": [[5, "cmdoption-lincs-info-has-gpu-quiet"]], "--random-seed": [[5, "cmdoption-lincs-generate-classification-model-random-seed"], [5, "cmdoption-lincs-generate-classification-problem-random-seed"], [5, "cmdoption-lincs-generate-classified-alternatives-random-seed"]], "--ucncs.strategy": [[5, "cmdoption-lincs-learn-classification-model-ucncs.strategy"]], "--version": [[5, "cmdoption-lincs-version"]], "alternatives": [[5, "cmdoption-lincs-classify-arg-ALTERNATIVES"]], "alternatives_count": [[5, "cmdoption-lincs-generate-classified-alternatives-arg-ALTERNATIVES_COUNT"]], "categories_count": [[5, "cmdoption-lincs-generate-classification-problem-arg-CATEGORIES_COUNT"]], "criteria_count": [[5, "cmdoption-lincs-generate-classification-problem-arg-CRITERIA_COUNT"]], "learning_set": [[5, "cmdoption-lincs-learn-classification-model-arg-LEARNING_SET"]], "model": [[5, "cmdoption-lincs-classification-accuracy-arg-MODEL"], [5, "cmdoption-lincs-classify-arg-MODEL"], [5, "cmdoption-lincs-generate-classified-alternatives-arg-MODEL"], [5, "cmdoption-lincs-visualize-classification-model-arg-MODEL"]], "output": [[5, "cmdoption-lincs-visualize-classification-model-arg-OUTPUT"]], "problem": [[5, "cmdoption-lincs-classification-accuracy-arg-PROBLEM"], [5, "cmdoption-lincs-classify-arg-PROBLEM"], [5, "cmdoption-lincs-generate-classification-model-arg-PROBLEM"], [5, "cmdoption-lincs-generate-classified-alternatives-arg-PROBLEM"], [5, "cmdoption-lincs-learn-classification-model-arg-PROBLEM"], [5, "cmdoption-lincs-visualize-classification-model-arg-PROBLEM"]], "testing_set": [[5, "cmdoption-lincs-classification-accuracy-arg-TESTING_SET"]], "lincs command line option": [[5, "cmdoption-lincs-version"]], "lincs-classification-accuracy command line option": [[5, "cmdoption-lincs-classification-accuracy-arg-MODEL"], [5, "cmdoption-lincs-classification-accuracy-arg-PROBLEM"], [5, "cmdoption-lincs-classification-accuracy-arg-TESTING_SET"]], "lincs-classify command line option": [[5, "cmdoption-lincs-classify-arg-ALTERNATIVES"], [5, "cmdoption-lincs-classify-arg-MODEL"], [5, "cmdoption-lincs-classify-arg-PROBLEM"], [5, "cmdoption-lincs-classify-output-alternatives"]], "lincs-generate-classification-model command line option": [[5, "cmdoption-lincs-generate-classification-model-arg-PROBLEM"], [5, "cmdoption-lincs-generate-classification-model-model-type"], [5, "cmdoption-lincs-generate-classification-model-mrsort.fixed-weights-sum"], [5, "cmdoption-lincs-generate-classification-model-output-model"], [5, "cmdoption-lincs-generate-classification-model-random-seed"]], "lincs-generate-classification-problem command line option": [[5, "cmdoption-lincs-generate-classification-problem-allow-decreasing-criteria"], [5, "cmdoption-lincs-generate-classification-problem-arg-CATEGORIES_COUNT"], [5, "cmdoption-lincs-generate-classification-problem-arg-CRITERIA_COUNT"], [5, "cmdoption-lincs-generate-classification-problem-denormalized-min-max"], [5, "cmdoption-lincs-generate-classification-problem-output-problem"], [5, "cmdoption-lincs-generate-classification-problem-random-seed"]], "lincs-generate-classified-alternatives command line option": [[5, "cmdoption-lincs-generate-classified-alternatives-arg-ALTERNATIVES_COUNT"], [5, "cmdoption-lincs-generate-classified-alternatives-arg-MODEL"], [5, "cmdoption-lincs-generate-classified-alternatives-arg-PROBLEM"], [5, "cmdoption-lincs-generate-classified-alternatives-max-imbalance"], [5, "cmdoption-lincs-generate-classified-alternatives-misclassified-count"], [5, "cmdoption-lincs-generate-classified-alternatives-output-alternatives"], [5, "cmdoption-lincs-generate-classified-alternatives-random-seed"]], "lincs-info-has-gpu command line option": [[5, "cmdoption-lincs-info-has-gpu-quiet"]], "lincs-learn-classification-model command line option": [[5, "cmdoption-lincs-learn-classification-model-arg-LEARNING_SET"], [5, "cmdoption-lincs-learn-classification-model-arg-PROBLEM"], [5, "cmdoption-lincs-learn-classification-model-model-type"], [5, "cmdoption-lincs-learn-classification-model-mrsort.strategy"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.accuracy-heuristic.processor"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.accuracy-heuristic.random-seed"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.breed-strategy"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.initialization-strategy"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.linear-program.solver"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.max-duration"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.max-duration-without-progress"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.max-iterations"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.max-iterations-without-progress"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.models-count"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.profiles-strategy"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.reinitialize-least-accurate.portion"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.target-accuracy"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.verbose"], [5, "cmdoption-lincs-learn-classification-model-mrsort.weights-profiles-breed.weights-strategy"], [5, "cmdoption-lincs-learn-classification-model-output-model"], [5, "cmdoption-lincs-learn-classification-model-ucncs.strategy"]], "lincs-visualize-classification-model command line option": [[5, "cmdoption-lincs-visualize-classification-model-alternatives"], [5, "cmdoption-lincs-visualize-classification-model-alternatives-count"], [5, "cmdoption-lincs-visualize-classification-model-arg-MODEL"], [5, "cmdoption-lincs-visualize-classification-model-arg-OUTPUT"], [5, "cmdoption-lincs-visualize-classification-model-arg-PROBLEM"]]}})
\ No newline at end of file
diff --git a/docs/user-guide.html b/docs/user-guide.html
index 189f2ec4..e959ec80 100644
--- a/docs/user-guide.html
+++ b/docs/user-guide.html
@@ -5,11 +5,11 @@
- User Guide — lincs 0.10.1 documentation
+ User Guide — lincs 0.10.2 documentation
-
+
@@ -420,7 +420,7 @@ SAT-based strategies
They should produce a different kind of model, with the sufficient coalitions specified explicitly by their roots:
-# Reproduction command (with lincs version 0.10.1): lincs learn classification-model problem.yml learning-set.csv --model-type ucncs --ucncs.strategy sat-by-coalitions
+# Reproduction command (with lincs version 0.10.2): lincs learn classification-model problem.yml learning-set.csv --model-type ucncs --ucncs.strategy sat-by-coalitions
kind: ncs-classification-model
format_version: 1
accepted_values:
@@ -451,7 +451,7 @@ Classifying alternativeslincs classify problem.yml model.yml alternatives.csv.
The category
column in the input alternatives file is ignored and may be empty.
Note that the input files will not be modified: the classified alternatives will be printed on the standard output
-or written in the file specified by --output-classified-alternatives
.
+or written in the file specified by --output-alternatives
.
Computing a classification accuracy¶
diff --git a/lincs/__init__.py b/lincs/__init__.py
index 248985bf..02fc8575 100644
--- a/lincs/__init__.py
+++ b/lincs/__init__.py
@@ -1,6 +1,6 @@
# Copyright 2023 Vincent Jacques
-__version__ = "0.10.2-dev"
+__version__ = "0.10.2"
# I/O
from liblincs import DataValidationException