diff --git a/.gitignore b/.gitignore index 4f05069..12985f1 100644 --- a/.gitignore +++ b/.gitignore @@ -5,6 +5,7 @@ /docs/Makefile /docs/_build/doctrees/ /docs/conf.py +/scratch scratch*.ipynb # Byte-compiled / optimized / DLL files diff --git a/README.md b/README.md index 748cdc0..aed6bac 100644 --- a/README.md +++ b/README.md @@ -63,9 +63,9 @@ Need to use proper file name. ```bash # inside project root folder -pip install ./dist/torchvinecopulib-2024.8.0-py3-none-any.whl +pip install ./dist/torchvinecopulib-2024.9.0-py3-none-any.whl # or -pip install ./dist/torchvinecopulib-2024.8.0.tar.gz +pip install ./dist/torchvinecopulib-2024.9.0.tar.gz ``` ### (Optional) [Poetry](https://python-poetry.org/docs/) for Dependency Management and Packaging diff --git a/dist/torchvinecopulib-2024.9.0-py3-none-any.whl b/dist/torchvinecopulib-2024.9.0-py3-none-any.whl new file mode 100644 index 0000000..e7d5e30 Binary files /dev/null and b/dist/torchvinecopulib-2024.9.0-py3-none-any.whl differ diff --git a/dist/torchvinecopulib-2024.9.0.tar.gz b/dist/torchvinecopulib-2024.9.0.tar.gz new file mode 100644 index 0000000..3c3f691 Binary files /dev/null and b/dist/torchvinecopulib-2024.9.0.tar.gz differ diff --git a/docs/_build/html/.buildinfo b/docs/_build/html/.buildinfo index aa21f68..3db35fd 100644 --- a/docs/_build/html/.buildinfo +++ b/docs/_build/html/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: f7da508b8f9f3d7ab6de2b62eeb405d9 +config: e36efb9701b42e97c69e435b920b8c9f tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/docs/_build/html/_modules/index.html b/docs/_build/html/_modules/index.html index f86bd3a..93f1a89 100644 --- a/docs/_build/html/_modules/index.html +++ b/docs/_build/html/_modules/index.html @@ -4,11 +4,11 @@ - - Overview: module code - torchvinecopulib 2024.8.0 documentation + + Overview: module code - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation
-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_clayton.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_clayton.html index 140486d..a823d92 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_clayton.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_clayton.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._clayton - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._clayton - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -360,9 +347,9 @@

Source code for torchvinecopulib.bicop._clayton

<
-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_data_bcp.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_data_bcp.html index dd6cd9e..e5114c5 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_data_bcp.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_data_bcp.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._data_bcp - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._data_bcp - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -571,9 +558,9 @@

Source code for torchvinecopulib.bicop._data_bcp

-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_factory_bcp.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_factory_bcp.html index 177b3cd..bf3a684 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_factory_bcp.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_factory_bcp.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._factory_bcp - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._factory_bcp - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -405,9 +392,9 @@

Source code for torchvinecopulib.bicop._factory_bcp

+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_frank.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_frank.html index 0109ca5..b2585f5 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_frank.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_frank.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._frank - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._frank - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -400,9 +387,9 @@

Source code for torchvinecopulib.bicop._frank

-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_gaussian.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_gaussian.html index 6d6ea11..1ce6d9d 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_gaussian.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_gaussian.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._gaussian - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._gaussian - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -351,9 +338,9 @@

Source code for torchvinecopulib.bicop._gaussian

-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_gumbel.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_gumbel.html index 2d46fc8..baf7c1f 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_gumbel.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_gumbel.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._gumbel - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._gumbel - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -379,9 +366,9 @@

Source code for torchvinecopulib.bicop._gumbel

-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_independent.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_independent.html index 2d32a47..a475dcb 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_independent.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_independent.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._independent - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._independent - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -353,9 +340,9 @@

Source code for torchvinecopulib.bicop._independent

+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_joe.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_joe.html index 75a94cf..071ab81 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_joe.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_joe.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._joe - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._joe - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -389,9 +376,9 @@

Source code for torchvinecopulib.bicop._joe
-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/bicop/_studentt.html b/docs/_build/html/_modules/torchvinecopulib/bicop/_studentt.html index 9ffd545..04e45ae 100644 --- a/docs/_build/html/_modules/torchvinecopulib/bicop/_studentt.html +++ b/docs/_build/html/_modules/torchvinecopulib/bicop/_studentt.html @@ -4,11 +4,11 @@ - - torchvinecopulib.bicop._studentt - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop._studentt - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -388,9 +375,9 @@

Source code for torchvinecopulib.bicop._studentt

-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/util.html b/docs/_build/html/_modules/torchvinecopulib/util.html index 4c72f73..9e61f46 100644 --- a/docs/_build/html/_modules/torchvinecopulib/util.html +++ b/docs/_build/html/_modules/torchvinecopulib/util.html @@ -4,11 +4,11 @@ - - torchvinecopulib.util - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.util - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -1186,9 +1173,9 @@

Source code for torchvinecopulib.util
-
+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/vinecop/_data_vcp.html b/docs/_build/html/_modules/torchvinecopulib/vinecop/_data_vcp.html index 34964ee..4982128 100644 --- a/docs/_build/html/_modules/torchvinecopulib/vinecop/_data_vcp.html +++ b/docs/_build/html/_modules/torchvinecopulib/vinecop/_data_vcp.html @@ -4,11 +4,11 @@ - - torchvinecopulib.vinecop._data_vcp - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.vinecop._data_vcp - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -874,6 +861,7 @@

Source code for torchvinecopulib.vinecop._data_vcp

seed: int = 0, device: str = "cpu", dtype: torch.dtype = torch.float64, + is_antithetic: bool = False, ) -> torch.Tensor: """full simulation/ quantile-regression/ conditional-simulation using the vine copula. modified from depth-first search (DFS) on binary tree. @@ -896,6 +884,8 @@

Source code for torchvinecopulib.vinecop._data_vcp

:type device: str, optional :param dtype: dtype for torch.rand(), defaults to torch.float64 :type dtype: torch.dtype, optional + :param is_antithetic: whether to use antithetic variates, defaults to False + :type is_antithetic: bool, optional :return: simulated observations of the vine copula, of shape (num_sim, num_dim) :rtype: torch.Tensor """ @@ -975,11 +965,11 @@

Source code for torchvinecopulib.vinecop._data_vcp

# * init sim of U_mvcp (multivariate independent copula) dim_sim = self.num_dim - len(dct_first_vs) # ! skip for quant-reg - U_mvcp = ( - torch.rand(size=(num_sim, dim_sim), device=device, dtype=dtype) - if dim_sim > 0 - else None - ) + # * antithetic variates + if dim_sim > 0: + U_mvcp = torch.rand(size=(num_sim, dim_sim), device=device, dtype=dtype) + if is_antithetic: + U_mvcp = torch.vstack([U_mvcp, 1 - U_mvcp]) # * update dct_obs and dct_ref_count (initialize source vertices) idx = 0 for v, s in tpl_source: @@ -1065,9 +1055,9 @@

Source code for torchvinecopulib.vinecop._data_vcp

+
- + \ No newline at end of file diff --git a/docs/_build/html/_modules/torchvinecopulib/vinecop/_factory_vcp.html b/docs/_build/html/_modules/torchvinecopulib/vinecop/_factory_vcp.html index 7c7a0fb..7f8e6bb 100644 --- a/docs/_build/html/_modules/torchvinecopulib/vinecop/_factory_vcp.html +++ b/docs/_build/html/_modules/torchvinecopulib/vinecop/_factory_vcp.html @@ -4,11 +4,11 @@ - - torchvinecopulib.vinecop._factory_vcp - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.vinecop._factory_vcp - torchvinecopulib 2024.9.0 documentation - - + + @@ -87,19 +87,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -178,7 +165,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -202,7 +189,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -527,7 +514,7 @@

Source code for torchvinecopulib.vinecop._factory_vcp

def _tpl_sim(deq_sim: deque, dct_tree: dict, s_rest: set) -> tuple: - """arrange the sampling order tuple, which from right to left + """arrange the sampling order tuple, which from right to left indicates source vertices from shallowest to deepest level during simulation. :param deq_sim: should be full for cvine, empty for dvine/rvine @@ -877,11 +864,7 @@

Source code for torchvinecopulib.vinecop._factory_vcp

# * lv_0 obs, preprocess to append an empty frozenset (s_cond) if lv == 0: dct_obs[0] = {(idx, frozenset()): None for idx in range(num_dim)} - mat_corr = _corr_from_sim(num_dim, seed=seed + lv) - else: - mat_corr = _corr_from_sim(num_dim, seed=seed + lv) * np.clip( - max(mat_corr.max() ** 2, mat_corr.min() ** 2), 0.1, 0.999 - ) + mat_corr = _corr_from_sim(num_dim, seed=seed + lv) # * obs2edge, list possible edges that connect two pseudo obs, calc f_bidep tpl_key_obs = dct_obs[lv].keys() dct_s_cond_v = defaultdict(list) @@ -975,9 +958,9 @@

Source code for torchvinecopulib.vinecop._factory_vcp

+
- + \ No newline at end of file diff --git a/docs/_build/html/_static/documentation_options.js b/docs/_build/html/_static/documentation_options.js index f2e37c4..a6456e2 100644 --- a/docs/_build/html/_static/documentation_options.js +++ b/docs/_build/html/_static/documentation_options.js @@ -1,5 +1,5 @@ const DOCUMENTATION_OPTIONS = { - VERSION: '2024.8.0', + VERSION: '2024.9.0', LANGUAGE: 'en', COLLAPSE_INDEX: false, BUILDER: 'html', diff --git a/docs/_build/html/_static/scripts/furo.js b/docs/_build/html/_static/scripts/furo.js index 0267c7e..0abb2af 100644 --- a/docs/_build/html/_static/scripts/furo.js +++ b/docs/_build/html/_static/scripts/furo.js @@ -1,3 +1,3 @@ /*! 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false,\n nestedClass: \"active\",\n\n // Offset & reflow\n offset: 0,\n reflow: false,\n\n // Event support\n events: true,\n };\n\n //\n // Methods\n //\n\n /**\n * Merge two or more objects together.\n * @param {Object} objects The objects to merge together\n * @returns {Object} Merged values of defaults and options\n */\n var extend = function () {\n var merged = {};\n Array.prototype.forEach.call(arguments, function (obj) {\n for (var key in obj) {\n if (!obj.hasOwnProperty(key)) return;\n merged[key] = obj[key];\n }\n });\n return merged;\n };\n\n /**\n * Emit a custom event\n * @param {String} type The event type\n * @param {Node} elem The element to attach the event to\n * @param {Object} detail Any details to pass along with the event\n */\n var emitEvent = function (type, elem, detail) {\n // Make sure events are enabled\n if (!detail.settings.events) return;\n\n // Create a new event\n var event = new CustomEvent(type, {\n bubbles: true,\n cancelable: true,\n detail: detail,\n });\n\n // Dispatch the event\n elem.dispatchEvent(event);\n };\n\n /**\n * Get an element's distance from the top of the Document.\n * @param {Node} elem The element\n * @return {Number} Distance from the top in pixels\n */\n var getOffsetTop = function (elem) {\n var location = 0;\n if (elem.offsetParent) {\n while (elem) {\n location += elem.offsetTop;\n elem = elem.offsetParent;\n }\n }\n return location >= 0 ? location : 0;\n };\n\n /**\n * Sort content from first to last in the DOM\n * @param {Array} contents The content areas\n */\n var sortContents = function (contents) {\n if (contents) {\n contents.sort(function (item1, item2) {\n var offset1 = getOffsetTop(item1.content);\n var offset2 = getOffsetTop(item2.content);\n if (offset1 < offset2) return -1;\n return 1;\n });\n }\n };\n\n /**\n * Get the offset to use for calculating position\n * @param {Object} settings The settings for this instantiation\n * @return {Float} The number of pixels to offset the 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settings);\n };\n\n /**\n * Deactivate a nav and content area\n * @param {Object} items The nav item and content to deactivate\n * @param {Object} settings The settings for this instantiation\n */\n var deactivate = function (items, settings) {\n // Make sure there are items to deactivate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Remove the active class from the nav and content\n li.classList.remove(settings.navClass);\n items.content.classList.remove(settings.contentClass);\n\n // Deactivate any parent navs in a nested navigation\n deactivateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeDeactivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Activate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var activateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Add the active class\n li.classList.add(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n activateNested(li, settings);\n };\n\n /**\n * Activate a nav and content area\n * @param {Object} items The nav item and content to activate\n * @param {Object} settings The settings for this instantiation\n */\n var activate = function (items, settings) {\n // Make sure there are items to activate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Add the active class to the nav and content\n li.classList.add(settings.navClass);\n items.content.classList.add(settings.contentClass);\n\n // Activate any parent navs in a nested navigation\n activateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeActivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Create the Constructor object\n * @param {String} selector The selector to use for navigation items\n * @param {Object} options User options and settings\n */\n var Constructor = function (selector, options) {\n //\n // Variables\n //\n\n var publicAPIs = {};\n var navItems, contents, current, timeout, settings;\n\n //\n // Methods\n //\n\n /**\n * Set variables from DOM elements\n */\n publicAPIs.setup = function () {\n // Get all nav items\n navItems = document.querySelectorAll(selector);\n\n // Create contents array\n contents = [];\n\n // Loop through each item, get it's matching content, and push to the array\n Array.prototype.forEach.call(navItems, function (item) {\n // Get the content for the nav item\n var content = document.getElementById(\n decodeURIComponent(item.hash.substr(1)),\n );\n if (!content) return;\n\n // Push to the contents array\n 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detail,\n });\n\n // Dispatch the event\n elem.dispatchEvent(event);\n };\n\n /**\n * Get an element's distance from the top of the Document.\n * @param {Node} elem The element\n * @return {Number} Distance from the top in pixels\n */\n var getOffsetTop = function (elem) {\n var location = 0;\n if (elem.offsetParent) {\n while (elem) {\n location += elem.offsetTop;\n elem = elem.offsetParent;\n }\n }\n return location >= 0 ? location : 0;\n };\n\n /**\n * Sort content from first to last in the DOM\n * @param {Array} contents The content areas\n */\n var sortContents = function (contents) {\n if (contents) {\n contents.sort(function (item1, item2) {\n var offset1 = getOffsetTop(item1.content);\n var offset2 = getOffsetTop(item2.content);\n if (offset1 < offset2) return -1;\n return 1;\n });\n }\n };\n\n /**\n * Get the offset to use for calculating position\n * @param {Object} settings The settings for this instantiation\n * @return {Float} The number of pixels to offset the calculations\n */\n var getOffset = function (settings) {\n // if the offset is a function run it\n if (typeof settings.offset === \"function\") {\n return parseFloat(settings.offset());\n }\n\n // Otherwise, return it as-is\n return parseFloat(settings.offset);\n };\n\n /**\n * Get the document element's height\n * @private\n * @returns {Number}\n */\n var getDocumentHeight = function () {\n return Math.max(\n document.body.scrollHeight,\n document.documentElement.scrollHeight,\n document.body.offsetHeight,\n document.documentElement.offsetHeight,\n document.body.clientHeight,\n document.documentElement.clientHeight,\n );\n };\n\n /**\n * Determine if an element is in view\n * @param {Node} elem The element\n * @param {Object} settings The settings for this instantiation\n * @param {Boolean} bottom If true, check if element is above bottom of viewport instead\n * @return {Boolean} Returns true if element is in the viewport\n */\n var isInView = function (elem, settings, bottom) {\n 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function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Add the active class\n li.classList.add(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n activateNested(li, settings);\n };\n\n /**\n * Activate a nav and content area\n * @param {Object} items The nav item and content to activate\n * @param {Object} settings The settings for this instantiation\n */\n var activate = function (items, settings) {\n // Make sure there are items to activate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Add the active class to the nav and content\n li.classList.add(settings.navClass);\n items.content.classList.add(settings.contentClass);\n\n // Activate any parent navs in a nested navigation\n activateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeActivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Create the Constructor object\n * @param {String} selector The selector to use for navigation items\n * @param {Object} options User options and settings\n */\n var Constructor = function (selector, options) {\n //\n // Variables\n //\n\n var publicAPIs = {};\n var navItems, contents, current, timeout, settings;\n\n //\n // Methods\n //\n\n /**\n * Set variables from DOM elements\n */\n publicAPIs.setup = function () {\n // Get all nav items\n navItems = document.querySelectorAll(selector);\n\n // Create contents array\n contents = [];\n\n // Loop through each item, get it's matching content, and push to the array\n Array.prototype.forEach.call(navItems, function (item) {\n // Get the content for the nav item\n var content = document.getElementById(\n decodeURIComponent(item.hash.substr(1)),\n );\n if (!content) return;\n\n // Push to the contents array\n 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window.cancelAnimationFrame(timeout);\n }\n\n // Setup debounce callback\n timeout = window.requestAnimationFrame(publicAPIs.detect);\n };\n\n /**\n * Update content sorting on resize\n * Debounced for performance\n */\n var resizeHandler = function (event) {\n // If there's a timer, cancel it\n if (timeout) {\n window.cancelAnimationFrame(timeout);\n }\n\n // Setup debounce callback\n timeout = window.requestAnimationFrame(function () {\n sortContents(contents);\n publicAPIs.detect();\n });\n };\n\n /**\n * Destroy the current instantiation\n */\n publicAPIs.destroy = function () {\n // Undo DOM changes\n if (current) {\n deactivate(current, settings);\n }\n\n // Remove event listeners\n window.removeEventListener(\"scroll\", scrollHandler, false);\n if (settings.reflow) {\n window.removeEventListener(\"resize\", resizeHandler, false);\n }\n\n // Reset variables\n contents = null;\n navItems = null;\n current = null;\n timeout = null;\n settings = null;\n };\n\n /**\n * Initialize the current instantiation\n */\n var init = function () {\n // Merge user options into defaults\n settings = extend(defaults, options || {});\n\n // Setup variables based on the current DOM\n publicAPIs.setup();\n\n // Find the currently active content\n publicAPIs.detect();\n\n // Setup event listeners\n window.addEventListener(\"scroll\", scrollHandler, false);\n if (settings.reflow) {\n window.addEventListener(\"resize\", resizeHandler, false);\n }\n };\n\n //\n // Initialize and return the public APIs\n //\n\n init();\n return publicAPIs;\n };\n\n //\n // Return the Constructor\n //\n\n return Constructor;\n },\n);\n","// The module cache\nvar __webpack_module_cache__ = {};\n\n// The require function\nfunction __webpack_require__(moduleId) {\n\t// Check if module is in cache\n\tvar cachedModule = __webpack_module_cache__[moduleId];\n\tif (cachedModule !== undefined) {\n\t\treturn cachedModule.exports;\n\t}\n\t// Create a new module (and put it into the cache)\n\tvar module = 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Resetting to auto.`);\n mode = \"auto\";\n }\n\n document.body.dataset.theme = mode;\n localStorage.setItem(\"theme\", mode);\n console.log(`Changed to ${mode} mode.`);\n}\n\nfunction cycleThemeOnce() {\n const currentTheme = localStorage.getItem(\"theme\") || \"auto\";\n const prefersDark = window.matchMedia(\"(prefers-color-scheme: dark)\").matches;\n\n if (prefersDark) {\n // Auto (dark) -> Light -> Dark\n if (currentTheme === \"auto\") {\n setTheme(\"light\");\n } else if (currentTheme == \"light\") {\n setTheme(\"dark\");\n } else {\n setTheme(\"auto\");\n }\n } else {\n // Auto (light) -> Dark -> Light\n if (currentTheme === \"auto\") {\n setTheme(\"dark\");\n } else if (currentTheme == \"dark\") {\n setTheme(\"light\");\n } else {\n setTheme(\"auto\");\n }\n }\n}\n\n////////////////////////////////////////////////////////////////////////////////\n// Setup\n////////////////////////////////////////////////////////////////////////////////\nfunction setupScrollHandler() {\n // Taken 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Remove the inheritance of text transform in Firefox.\n */\n\nbutton,\nselect { /* 1 */\n text-transform: none;\n}\n\n/**\n * Correct the inability to style clickable types in iOS and Safari.\n */\n\nbutton,\n[type=\"button\"],\n[type=\"reset\"],\n[type=\"submit\"] {\n -webkit-appearance: button;\n}\n\n/**\n * Remove the inner border and padding in Firefox.\n */\n\nbutton::-moz-focus-inner,\n[type=\"button\"]::-moz-focus-inner,\n[type=\"reset\"]::-moz-focus-inner,\n[type=\"submit\"]::-moz-focus-inner {\n border-style: none;\n padding: 0;\n}\n\n/**\n * Restore the focus styles unset by the previous rule.\n */\n\nbutton:-moz-focusring,\n[type=\"button\"]:-moz-focusring,\n[type=\"reset\"]:-moz-focusring,\n[type=\"submit\"]:-moz-focusring {\n outline: 1px dotted ButtonText;\n}\n\n/**\n * Correct the padding in Firefox.\n */\n\nfieldset {\n padding: 0.35em 0.75em 0.625em;\n}\n\n/**\n * 1. Correct the text wrapping in Edge and IE.\n * 2. Correct the color inheritance from `fieldset` elements in IE.\n * 3. Remove the padding so developers are not caught out when they zero out\n * `fieldset` elements in all browsers.\n */\n\nlegend {\n box-sizing: border-box; /* 1 */\n color: inherit; /* 2 */\n display: table; /* 1 */\n max-width: 100%; /* 1 */\n padding: 0; /* 3 */\n white-space: normal; /* 1 */\n}\n\n/**\n * Add the correct vertical alignment in Chrome, Firefox, and Opera.\n */\n\nprogress {\n vertical-align: baseline;\n}\n\n/**\n * Remove the default vertical scrollbar in IE 10+.\n */\n\ntextarea {\n overflow: auto;\n}\n\n/**\n * 1. Add the correct box sizing in IE 10.\n * 2. Remove the padding in IE 10.\n */\n\n[type=\"checkbox\"],\n[type=\"radio\"] {\n box-sizing: border-box; /* 1 */\n padding: 0; /* 2 */\n}\n\n/**\n * Correct the cursor style of increment and decrement buttons in Chrome.\n */\n\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n height: auto;\n}\n\n/**\n * 1. Correct the odd appearance in Chrome and Safari.\n * 2. Correct the outline style in Safari.\n */\n\n[type=\"search\"] {\n -webkit-appearance: textfield; /* 1 */\n outline-offset: -2px; /* 2 */\n}\n\n/**\n * Remove the inner padding in Chrome and Safari on macOS.\n */\n\n[type=\"search\"]::-webkit-search-decoration {\n -webkit-appearance: none;\n}\n\n/**\n * 1. Correct the inability to style clickable types in iOS and Safari.\n * 2. Change font properties to `inherit` in Safari.\n */\n\n::-webkit-file-upload-button {\n -webkit-appearance: button; /* 1 */\n font: inherit; /* 2 */\n}\n\n/* Interactive\n ========================================================================== */\n\n/*\n * Add the correct display in Edge, IE 10+, and Firefox.\n */\n\ndetails {\n display: block;\n}\n\n/*\n * Add the correct display in all browsers.\n */\n\nsummary {\n display: list-item;\n}\n\n/* Misc\n ========================================================================== */\n\n/**\n * Add the correct display in IE 10+.\n */\n\ntemplate {\n display: none;\n}\n\n/**\n * Add the correct display in IE 10.\n */\n\n[hidden] {\n display: none;\n}\n","// This file contains styles for managing print media.\n\n////////////////////////////////////////////////////////////////////////////////\n// Hide elements not relevant to print media.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n // Hide icon container.\n .content-icon-container\n display: none !important\n\n // Hide showing header links if hovering over when printing.\n .headerlink\n display: none !important\n\n // Hide mobile header.\n .mobile-header\n display: none !important\n\n // Hide navigation links.\n .related-pages\n display: none !important\n\n////////////////////////////////////////////////////////////////////////////////\n// Tweaks related to decolorization.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n // Apply a border around code which no longer have a color background.\n .highlight\n border: 0.1pt solid var(--color-foreground-border)\n\n////////////////////////////////////////////////////////////////////////////////\n// Avoid page break in some relevant cases.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n ul, ol, dl, a, table, pre, blockquote\n page-break-inside: avoid\n\n h1, h2, h3, h4, h5, h6, img, figure, caption\n page-break-inside: avoid\n page-break-after: avoid\n\n ul, ol, dl\n page-break-before: avoid\n",".visually-hidden\n position: absolute !important\n width: 1px !important\n height: 1px !important\n padding: 0 !important\n margin: -1px !important\n overflow: hidden !important\n clip: rect(0,0,0,0) !important\n white-space: nowrap !important\n border: 0 !important\n color: var(--color-foreground-primary)\n background: var(--color-background-primary)\n\n:-moz-focusring\n outline: auto\n","// This file serves as the \"skeleton\" of the theming logic.\n//\n// This contains the bulk of the logic for handling dark mode, color scheme\n// toggling and the handling of color-scheme-specific hiding of elements.\n\nbody\n @include fonts\n @include spacing\n @include icons\n @include admonitions\n @include default-admonition(#651fff, \"abstract\")\n @include default-topic(#14B8A6, \"pencil\")\n\n @include colors\n\n.only-light\n display: block !important\nhtml body .only-dark\n display: none !important\n\n// Ignore dark-mode hints if print media.\n@media not print\n // Enable dark-mode, if requested.\n body[data-theme=\"dark\"]\n @include colors-dark\n\n html & .only-light\n display: none !important\n .only-dark\n display: block !important\n\n // Enable dark mode, unless explicitly told to avoid.\n @media (prefers-color-scheme: dark)\n body:not([data-theme=\"light\"])\n @include colors-dark\n\n html & .only-light\n display: none !important\n .only-dark\n display: block !important\n\n//\n// Theme toggle presentation\n//\nbody[data-theme=\"auto\"]\n .theme-toggle svg.theme-icon-when-auto-light\n display: block\n\n @media (prefers-color-scheme: dark)\n .theme-toggle svg.theme-icon-when-auto-dark\n display: block\n .theme-toggle svg.theme-icon-when-auto-light\n display: none\n\nbody[data-theme=\"dark\"]\n .theme-toggle svg.theme-icon-when-dark\n display: block\n\nbody[data-theme=\"light\"]\n .theme-toggle svg.theme-icon-when-light\n display: block\n","// Fonts used by this theme.\n//\n// There are basically two things here -- using the system font stack and\n// defining sizes for various elements in %ages. We could have also used `em`\n// but %age is easier to reason about for me.\n\n@mixin fonts {\n // These are adapted from https://systemfontstack.com/\n --font-stack: -apple-system, BlinkMacSystemFont, Segoe UI, Helvetica, Arial,\n sans-serif, Apple Color Emoji, Segoe UI Emoji;\n --font-stack--monospace: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n Liberation Mono, Lucida Console, monospace;\n --font-stack--headings: var(--font-stack);\n\n --font-size--normal: 100%;\n --font-size--small: 87.5%;\n --font-size--small--2: 81.25%;\n --font-size--small--3: 75%;\n --font-size--small--4: 62.5%;\n\n // Sidebar\n --sidebar-caption-font-size: var(--font-size--small--2);\n --sidebar-item-font-size: var(--font-size--small);\n --sidebar-search-input-font-size: var(--font-size--small);\n\n // Table of Contents\n --toc-font-size: var(--font-size--small--3);\n --toc-font-size--mobile: var(--font-size--normal);\n --toc-title-font-size: var(--font-size--small--4);\n\n // Admonitions\n //\n // These aren't defined in terms of %ages, since nesting these is permitted.\n --admonition-font-size: 0.8125rem;\n --admonition-title-font-size: 0.8125rem;\n\n // Code\n --code-font-size: var(--font-size--small--2);\n\n // API\n --api-font-size: var(--font-size--small);\n}\n","// Spacing for various elements on the page\n//\n// If the user wants to tweak things in a certain way, they are permitted to.\n// They also have to deal with the consequences though!\n\n@mixin spacing {\n // Header!\n --header-height: calc(\n var(--sidebar-item-line-height) + 4 * #{var(--sidebar-item-spacing-vertical)}\n );\n --header-padding: 0.5rem;\n\n // Sidebar\n --sidebar-tree-space-above: 1.5rem;\n --sidebar-caption-space-above: 1rem;\n\n --sidebar-item-line-height: 1rem;\n --sidebar-item-spacing-vertical: 0.5rem;\n --sidebar-item-spacing-horizontal: 1rem;\n --sidebar-item-height: calc(\n var(--sidebar-item-line-height) + 2 *#{var(--sidebar-item-spacing-vertical)}\n );\n\n --sidebar-expander-width: var(--sidebar-item-height); // be square\n\n --sidebar-search-space-above: 0.5rem;\n --sidebar-search-input-spacing-vertical: 0.5rem;\n --sidebar-search-input-spacing-horizontal: 0.5rem;\n --sidebar-search-input-height: 1rem;\n --sidebar-search-icon-size: var(--sidebar-search-input-height);\n\n // Table of Contents\n --toc-title-padding: 0.25rem 0;\n --toc-spacing-vertical: 1.5rem;\n --toc-spacing-horizontal: 1.5rem;\n --toc-item-spacing-vertical: 0.4rem;\n --toc-item-spacing-horizontal: 1rem;\n}\n","// Expose theme icons as CSS variables.\n\n$icons: (\n // Adapted from tabler-icons\n // url: https://tablericons.com/\n \"search\":\n url('data:image/svg+xml;charset=utf-8,'),\n // Factored out from mkdocs-material on 24-Aug-2020.\n // url: https://squidfunk.github.io/mkdocs-material/reference/admonitions/\n \"pencil\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"abstract\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"info\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"flame\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"question\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"warning\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"failure\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"spark\":\n url('data:image/svg+xml;charset=utf-8,')\n);\n\n@mixin icons {\n @each $name, $glyph in $icons {\n --icon-#{$name}: #{$glyph};\n }\n}\n","// Admonitions\n\n// Structure of these is:\n// admonition-class: color \"icon-name\";\n//\n// The colors are translated into CSS variables below. The icons are\n// used directly in the main declarations to set the `mask-image` in\n// the title.\n\n// prettier-ignore\n$admonitions: (\n // Each of these has an reST directives for it.\n \"caution\": #ff9100 \"spark\",\n \"warning\": #ff9100 \"warning\",\n \"danger\": #ff5252 \"spark\",\n \"attention\": #ff5252 \"warning\",\n \"error\": #ff5252 \"failure\",\n \"hint\": #00c852 \"question\",\n \"tip\": #00c852 \"info\",\n \"important\": #00bfa5 \"flame\",\n \"note\": #00b0ff \"pencil\",\n \"seealso\": #448aff \"info\",\n \"admonition-todo\": #808080 \"pencil\"\n);\n\n@mixin default-admonition($color, $icon-name) {\n --color-admonition-title: #{$color};\n --color-admonition-title-background: #{rgba($color, 0.2)};\n\n --icon-admonition-default: var(--icon-#{$icon-name});\n}\n\n@mixin default-topic($color, $icon-name) {\n --color-topic-title: #{$color};\n --color-topic-title-background: #{rgba($color, 0.2)};\n\n --icon-topic-default: var(--icon-#{$icon-name});\n}\n\n@mixin admonitions {\n @each $name, $values in $admonitions {\n --color-admonition-title--#{$name}: #{nth($values, 1)};\n --color-admonition-title-background--#{$name}: #{rgba(\n nth($values, 1),\n 0.2\n )};\n }\n}\n","// Colors used throughout this theme.\n//\n// The aim is to give the user more control. Thus, instead of hard-coding colors\n// in various parts of the stylesheet, the approach taken is to define all\n// colors as CSS variables and reusing them in all the places.\n//\n// `colors-dark` depends on `colors` being included at a lower specificity.\n\n@mixin colors {\n --color-problematic: #b30000;\n\n // Base Colors\n --color-foreground-primary: black; // for main text and headings\n --color-foreground-secondary: #5a5c63; // for secondary text\n --color-foreground-muted: #6b6f76; // for muted text\n --color-foreground-border: #878787; // for content borders\n\n --color-background-primary: white; // for content\n --color-background-secondary: #f8f9fb; // for navigation + ToC\n --color-background-hover: #efeff4ff; // for navigation-item hover\n --color-background-hover--transparent: #efeff400;\n --color-background-border: #eeebee; // for UI borders\n --color-background-item: #ccc; // for \"background\" items (eg: copybutton)\n\n // Announcements\n --color-announcement-background: #000000dd;\n --color-announcement-text: #eeebee;\n\n // Brand colors\n --color-brand-primary: #0a4bff;\n --color-brand-content: #2757dd;\n --color-brand-visited: #872ee0;\n\n // API documentation\n --color-api-background: var(--color-background-hover--transparent);\n --color-api-background-hover: var(--color-background-hover);\n --color-api-overall: var(--color-foreground-secondary);\n --color-api-name: var(--color-problematic);\n --color-api-pre-name: var(--color-problematic);\n --color-api-paren: var(--color-foreground-secondary);\n --color-api-keyword: var(--color-foreground-primary);\n\n --color-api-added: #21632c;\n --color-api-added-border: #38a84d;\n --color-api-changed: #046172;\n --color-api-changed-border: #06a1bc;\n --color-api-deprecated: #605706;\n --color-api-deprecated-border: #f0d90f;\n --color-api-removed: #b30000;\n --color-api-removed-border: #ff5c5c;\n\n --color-highlight-on-target: #ffffcc;\n\n // Inline code background\n --color-inline-code-background: var(--color-background-secondary);\n\n // Highlighted text (search)\n --color-highlighted-background: #ddeeff;\n --color-highlighted-text: var(--color-foreground-primary);\n\n // GUI Labels\n --color-guilabel-background: #ddeeff80;\n --color-guilabel-border: #bedaf580;\n --color-guilabel-text: var(--color-foreground-primary);\n\n // Admonitions!\n --color-admonition-background: transparent;\n\n //////////////////////////////////////////////////////////////////////////////\n // Everything below this should be one of:\n // - var(...)\n // - *-gradient(...)\n // - special literal values (eg: transparent, none)\n //////////////////////////////////////////////////////////////////////////////\n\n // Tables\n --color-table-header-background: var(--color-background-secondary);\n --color-table-border: var(--color-background-border);\n\n // Cards\n --color-card-border: var(--color-background-secondary);\n --color-card-background: transparent;\n --color-card-marginals-background: var(--color-background-secondary);\n\n // Header\n --color-header-background: var(--color-background-primary);\n --color-header-border: var(--color-background-border);\n --color-header-text: var(--color-foreground-primary);\n\n // Sidebar (left)\n --color-sidebar-background: var(--color-background-secondary);\n --color-sidebar-background-border: var(--color-background-border);\n\n --color-sidebar-brand-text: var(--color-foreground-primary);\n --color-sidebar-caption-text: var(--color-foreground-muted);\n --color-sidebar-link-text: var(--color-foreground-secondary);\n --color-sidebar-link-text--top-level: var(--color-brand-primary);\n\n --color-sidebar-item-background: var(--color-sidebar-background);\n --color-sidebar-item-background--current: var(\n --color-sidebar-item-background\n );\n --color-sidebar-item-background--hover: linear-gradient(\n 90deg,\n var(--color-background-hover--transparent) 0%,\n var(--color-background-hover) var(--sidebar-item-spacing-horizontal),\n var(--color-background-hover) 100%\n );\n\n --color-sidebar-item-expander-background: transparent;\n --color-sidebar-item-expander-background--hover: var(\n --color-background-hover\n );\n\n --color-sidebar-search-text: var(--color-foreground-primary);\n --color-sidebar-search-background: var(--color-background-secondary);\n --color-sidebar-search-background--focus: var(--color-background-primary);\n --color-sidebar-search-border: var(--color-background-border);\n --color-sidebar-search-icon: var(--color-foreground-muted);\n\n // Table of Contents (right)\n --color-toc-background: var(--color-background-primary);\n --color-toc-title-text: var(--color-foreground-muted);\n --color-toc-item-text: var(--color-foreground-secondary);\n --color-toc-item-text--hover: var(--color-foreground-primary);\n --color-toc-item-text--active: var(--color-brand-primary);\n\n // Actual page contents\n --color-content-foreground: var(--color-foreground-primary);\n --color-content-background: transparent;\n\n // Links\n --color-link: var(--color-brand-content);\n --color-link-underline: var(--color-background-border);\n --color-link--hover: var(--color-brand-content);\n --color-link-underline--hover: var(--color-foreground-border);\n\n --color-link--visited: var(--color-brand-visited);\n --color-link-underline--visited: var(--color-background-border);\n --color-link--visited--hover: var(--color-brand-visited);\n --color-link-underline--visited--hover: var(--color-foreground-border);\n}\n\n@mixin colors-dark {\n --color-problematic: #ee5151;\n\n // Base Colors\n --color-foreground-primary: #cfd0d0; // for main text and headings\n --color-foreground-secondary: #9ca0a5; // for secondary text\n --color-foreground-muted: #81868d; // for muted text\n --color-foreground-border: #666666; // for content borders\n\n --color-background-primary: #131416; // for content\n --color-background-secondary: #1a1c1e; // for navigation + ToC\n --color-background-hover: #1e2124ff; // for navigation-item hover\n --color-background-hover--transparent: #1e212400;\n --color-background-border: #303335; // for UI borders\n --color-background-item: #444; // for \"background\" items (eg: copybutton)\n\n // Announcements\n --color-announcement-background: #000000dd;\n --color-announcement-text: #eeebee;\n\n // Brand colors\n --color-brand-primary: #3d94ff;\n --color-brand-content: #5ca5ff;\n --color-brand-visited: #b27aeb;\n\n // Highlighted text (search)\n --color-highlighted-background: #083563;\n\n // GUI Labels\n --color-guilabel-background: #08356380;\n --color-guilabel-border: #13395f80;\n\n // API documentation\n --color-api-keyword: var(--color-foreground-secondary);\n --color-highlight-on-target: #333300;\n\n --color-api-added: #3db854;\n --color-api-added-border: #267334;\n --color-api-changed: #09b0ce;\n --color-api-changed-border: #056d80;\n --color-api-deprecated: #b1a10b;\n --color-api-deprecated-border: #6e6407;\n --color-api-removed: #ff7575;\n --color-api-removed-border: #b03b3b;\n\n // Admonitions\n --color-admonition-background: #18181a;\n\n // Cards\n --color-card-border: var(--color-background-secondary);\n --color-card-background: #18181a;\n --color-card-marginals-background: var(--color-background-hover);\n}\n","// This file contains the styling for making the content throughout the page,\n// including fonts, paragraphs, headings and spacing among these elements.\n\nbody\n font-family: var(--font-stack)\npre,\ncode,\nkbd,\nsamp\n font-family: var(--font-stack--monospace)\n\n// Make fonts look slightly nicer.\nbody\n -webkit-font-smoothing: antialiased\n -moz-osx-font-smoothing: grayscale\n\n// Line height from Bootstrap 4.1\narticle\n line-height: 1.5\n\n//\n// Headings\n//\nh1,\nh2,\nh3,\nh4,\nh5,\nh6\n line-height: 1.25\n font-family: var(--font-stack--headings)\n font-weight: bold\n\n border-radius: 0.5rem\n margin-top: 0.5rem\n margin-bottom: 0.5rem\n margin-left: -0.5rem\n margin-right: -0.5rem\n padding-left: 0.5rem\n padding-right: 0.5rem\n\n + p\n margin-top: 0\n\nh1\n font-size: 2.5em\n margin-top: 1.75rem\n margin-bottom: 1rem\nh2\n font-size: 2em\n margin-top: 1.75rem\nh3\n font-size: 1.5em\nh4\n font-size: 1.25em\nh5\n font-size: 1.125em\nh6\n font-size: 1em\n\nsmall\n opacity: 75%\n font-size: 80%\n\n// Paragraph\np\n margin-top: 0.5rem\n margin-bottom: 0.75rem\n\n// Horizontal rules\nhr.docutils\n height: 1px\n padding: 0\n margin: 2rem 0\n background-color: var(--color-background-border)\n border: 0\n\n.centered\n text-align: center\n\n// Links\na\n text-decoration: underline\n\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline)\n\n &:visited\n color: var(--color-link--visited)\n text-decoration-color: var(--color-link-underline--visited)\n &:hover\n color: var(--color-link--visited--hover)\n text-decoration-color: var(--color-link-underline--visited--hover)\n\n &:hover\n color: var(--color-link--hover)\n text-decoration-color: var(--color-link-underline--hover)\n &.muted-link\n color: inherit\n &:hover\n color: var(--color-link--hover)\n text-decoration-color: var(--color-link-underline--hover)\n &:visited\n color: var(--color-link--visited--hover)\n text-decoration-color: var(--color-link-underline--visited--hover)\n","// This file contains the styles for the overall layouting of the documentation\n// skeleton, including the responsive changes as well as sidebar toggles.\n//\n// This is implemented as a mobile-last design, which isn't ideal, but it is\n// reasonably good-enough and I got pretty tired by the time I'd finished this\n// to move the rules around to fix this. Shouldn't take more than 3-4 hours,\n// if you know what you're doing tho.\n\n// HACK: Not all browsers account for the scrollbar width in media queries.\n// This results in horizontal scrollbars in the breakpoint where we go\n// from displaying everything to hiding the ToC. We accomodate for this by\n// adding a bit of padding to the TOC drawer, disabling the horizontal\n// scrollbar and allowing the scrollbars to cover the padding.\n// https://www.456bereastreet.com/archive/201301/media_query_width_and_vertical_scrollbars/\n\n// HACK: Always having the scrollbar visible, prevents certain browsers from\n// causing the content to stutter horizontally between taller-than-viewport and\n// not-taller-than-viewport pages.\n\n$icon-size: 1.25rem\n\nhtml\n overflow-x: hidden\n overflow-y: scroll\n scroll-behavior: smooth\n\n.sidebar-scroll, .toc-scroll, article[role=main] *\n // Override Firefox scrollbar style\n scrollbar-width: thin\n scrollbar-color: var(--color-foreground-border) transparent\n\n // Override Chrome scrollbar styles\n &::-webkit-scrollbar\n width: 0.25rem\n height: 0.25rem\n &::-webkit-scrollbar-thumb\n background-color: var(--color-foreground-border)\n border-radius: 0.125rem\n\n//\n// Overalls\n//\nhtml,\nbody\n height: 100%\n color: var(--color-foreground-primary)\n background: var(--color-background-primary)\n\n.skip-to-content\n position: fixed\n padding: 1rem\n border-radius: 1rem\n left: 0.25rem\n top: 0.25rem\n z-index: 40\n background: var(--color-background-primary)\n color: var(--color-foreground-primary)\n\n transform: translateY(-200%)\n transition: transform 300ms ease-in-out\n\n &:focus-within\n transform: translateY(0%)\n\narticle\n color: var(--color-content-foreground)\n background: var(--color-content-background)\n overflow-wrap: break-word\n\n.page\n display: flex\n // fill the viewport for pages with little content.\n min-height: 100%\n\n.mobile-header\n width: 100%\n height: var(--header-height)\n background-color: var(--color-header-background)\n color: var(--color-header-text)\n border-bottom: 1px solid var(--color-header-border)\n\n // Looks like sub-script/super-script have this, and we need this to\n // be \"on top\" of those.\n z-index: 10\n\n // We don't show the header on large screens.\n display: none\n\n // Add shadow when scrolled\n &.scrolled\n border-bottom: none\n box-shadow: 0 0 0.2rem rgba(0, 0, 0, 0.1), 0 0.2rem 0.4rem rgba(0, 0, 0, 0.2)\n\n .header-center\n a\n color: var(--color-header-text)\n text-decoration: none\n\n.main\n display: flex\n flex: 1\n\n// Sidebar (left) also covers the entire left portion of screen.\n.sidebar-drawer\n box-sizing: border-box\n\n border-right: 1px solid var(--color-sidebar-background-border)\n background: var(--color-sidebar-background)\n\n display: flex\n justify-content: flex-end\n // These next two lines took me two days to figure out.\n width: calc((100% - #{$full-width}) / 2 + #{$sidebar-width})\n min-width: $sidebar-width\n\n// Scroll-along sidebars\n.sidebar-container,\n.toc-drawer\n box-sizing: border-box\n width: $sidebar-width\n\n.toc-drawer\n background: var(--color-toc-background)\n // See HACK described on top of this document\n padding-right: 1rem\n\n.sidebar-sticky,\n.toc-sticky\n position: sticky\n top: 0\n height: min(100%, 100vh)\n height: 100vh\n\n display: flex\n flex-direction: column\n\n.sidebar-scroll,\n.toc-scroll\n flex-grow: 1\n flex-shrink: 1\n\n overflow: auto\n scroll-behavior: smooth\n\n// Central items.\n.content\n padding: 0 $content-padding\n width: $content-width\n\n display: flex\n flex-direction: column\n justify-content: space-between\n\n.icon\n display: inline-block\n height: 1rem\n width: 1rem\n svg\n width: 100%\n height: 100%\n\n//\n// Accommodate announcement banner\n//\n.announcement\n background-color: var(--color-announcement-background)\n color: var(--color-announcement-text)\n\n height: var(--header-height)\n display: flex\n align-items: center\n overflow-x: auto\n & + .page\n min-height: calc(100% - var(--header-height))\n\n.announcement-content\n box-sizing: border-box\n padding: 0.5rem\n min-width: 100%\n white-space: nowrap\n text-align: center\n\n a\n color: var(--color-announcement-text)\n text-decoration-color: var(--color-announcement-text)\n\n &:hover\n color: var(--color-announcement-text)\n text-decoration-color: var(--color-link--hover)\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for theme\n////////////////////////////////////////////////////////////////////////////////\n.no-js .theme-toggle-container // don't show theme toggle if there's no JS\n display: none\n\n.theme-toggle-container\n vertical-align: middle\n\n.theme-toggle\n cursor: pointer\n border: none\n padding: 0\n background: transparent\n\n.theme-toggle svg\n vertical-align: middle\n height: $icon-size\n width: $icon-size\n color: var(--color-foreground-primary)\n display: none\n\n.theme-toggle-header\n float: left\n padding: 1rem 0.5rem\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for elements\n////////////////////////////////////////////////////////////////////////////////\n.toc-overlay-icon, .nav-overlay-icon\n display: none\n cursor: pointer\n\n .icon\n color: var(--color-foreground-secondary)\n height: $icon-size\n width: $icon-size\n\n.toc-header-icon, .nav-overlay-icon\n // for when we set display: flex\n justify-content: center\n align-items: center\n\n.toc-content-icon\n height: 1.5rem\n width: 1.5rem\n\n.content-icon-container\n float: right\n display: flex\n margin-top: 1.5rem\n margin-left: 1rem\n margin-bottom: 1rem\n gap: 0.5rem\n\n .edit-this-page, .view-this-page\n svg\n color: inherit\n height: $icon-size\n width: $icon-size\n\n.sidebar-toggle\n position: absolute\n display: none\n// \n.sidebar-toggle[name=\"__toc\"]\n left: 20px\n.sidebar-toggle:checked\n left: 40px\n// \n\n.overlay\n position: fixed\n top: 0\n width: 0\n height: 0\n\n transition: width 0ms, height 0ms, opacity 250ms ease-out\n\n opacity: 0\n background-color: rgba(0, 0, 0, 0.54)\n.sidebar-overlay\n z-index: 20\n.toc-overlay\n z-index: 40\n\n// Keep things on top and smooth.\n.sidebar-drawer\n z-index: 30\n transition: left 250ms ease-in-out\n.toc-drawer\n z-index: 50\n transition: right 250ms ease-in-out\n\n// Show the Sidebar\n#__navigation:checked\n & ~ .sidebar-overlay\n width: 100%\n height: 100%\n opacity: 1\n & ~ .page\n .sidebar-drawer\n top: 0\n left: 0\n // Show the toc sidebar\n#__toc:checked\n & ~ .toc-overlay\n width: 100%\n height: 100%\n opacity: 1\n & ~ .page\n .toc-drawer\n top: 0\n right: 0\n\n////////////////////////////////////////////////////////////////////////////////\n// Back to top\n////////////////////////////////////////////////////////////////////////////////\n.back-to-top\n text-decoration: none\n\n display: none\n position: fixed\n left: 0\n top: 1rem\n padding: 0.5rem\n padding-right: 0.75rem\n border-radius: 1rem\n font-size: 0.8125rem\n\n background: var(--color-background-primary)\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), #6b728080 0px 0px 1px 0px\n\n z-index: 10\n\n margin-left: 50%\n transform: translateX(-50%)\n svg\n height: 1rem\n width: 1rem\n fill: currentColor\n display: inline-block\n\n span\n margin-left: 0.25rem\n\n .show-back-to-top &\n display: flex\n align-items: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Responsive layouting\n////////////////////////////////////////////////////////////////////////////////\n// Make things a bit bigger on bigger screens.\n@media (min-width: $full-width + $sidebar-width)\n html\n font-size: 110%\n\n@media (max-width: $full-width)\n // Collapse \"toc\" into the icon.\n .toc-content-icon\n display: flex\n .toc-drawer\n position: fixed\n height: 100vh\n top: 0\n right: -$sidebar-width\n border-left: 1px solid var(--color-background-muted)\n .toc-tree\n border-left: none\n font-size: var(--toc-font-size--mobile)\n\n // Accomodate for a changed content width.\n .sidebar-drawer\n width: calc((100% - #{$full-width - $sidebar-width}) / 2 + #{$sidebar-width})\n\n@media (max-width: $full-width - $sidebar-width)\n // Collapse \"navigation\".\n .nav-overlay-icon\n display: flex\n .sidebar-drawer\n position: fixed\n height: 100vh\n width: $sidebar-width\n\n top: 0\n left: -$sidebar-width\n\n // Swap which icon is visible.\n .toc-header-icon\n display: flex\n .toc-content-icon, .theme-toggle-content\n display: none\n .theme-toggle-header\n display: block\n\n // Show the header.\n .mobile-header\n position: sticky\n top: 0\n display: flex\n justify-content: space-between\n align-items: center\n\n .header-left,\n .header-right\n display: flex\n height: var(--header-height)\n padding: 0 var(--header-padding)\n label\n height: 100%\n width: 100%\n user-select: none\n\n .nav-overlay-icon .icon,\n .theme-toggle svg\n height: $icon-size\n width: $icon-size\n\n // Add a scroll margin for the content\n :target\n scroll-margin-top: calc(var(--header-height) + 2.5rem)\n\n // Show back-to-top below the header\n .back-to-top\n top: calc(var(--header-height) + 0.5rem)\n\n // Center the page, and accommodate for the header.\n .page\n flex-direction: column\n justify-content: center\n .content\n margin-left: auto\n margin-right: auto\n\n@media (max-width: $content-width + 2* $content-padding)\n // Content should respect window limits.\n .content\n width: 100%\n overflow-x: auto\n\n@media (max-width: $content-width)\n .content\n padding: 0 $content-padding--small\n // Don't float sidebars to the right.\n article aside.sidebar\n float: none\n width: 100%\n margin: 1rem 0\n","// Overall Layout Variables\n//\n// Because CSS variables can't be used in media queries. The fact that this\n// makes the layout non-user-configurable is a good thing.\n$content-padding: 3em;\n$content-padding--small: 1em;\n$content-width: 46em;\n$sidebar-width: 15em;\n$full-width: $content-width + 2 * ($content-padding + $sidebar-width);\n","//\n// The design here is strongly inspired by mkdocs-material.\n.admonition, .topic\n margin: 1rem auto\n padding: 0 0.5rem 0.5rem 0.5rem\n\n background: var(--color-admonition-background)\n\n border-radius: 0.2rem\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n font-size: var(--admonition-font-size)\n\n overflow: hidden\n page-break-inside: avoid\n\n // First element should have no margin, since the title has it.\n > :nth-child(2)\n margin-top: 0\n\n // Last item should have no margin, since we'll control that w/ padding\n > :last-child\n margin-bottom: 0\n\n.admonition p.admonition-title,\np.topic-title\n position: relative\n margin: 0 -0.5rem 0.5rem\n padding-left: 2rem\n padding-right: .5rem\n padding-top: .4rem\n padding-bottom: .4rem\n\n font-weight: 500\n font-size: var(--admonition-title-font-size)\n line-height: 1.3\n\n // Our fancy icon\n &::before\n content: \"\"\n position: absolute\n left: 0.5rem\n width: 1rem\n height: 1rem\n\n// Default styles\np.admonition-title\n background-color: var(--color-admonition-title-background)\n &::before\n background-color: var(--color-admonition-title)\n mask-image: var(--icon-admonition-default)\n mask-repeat: no-repeat\n\np.topic-title\n background-color: var(--color-topic-title-background)\n &::before\n background-color: var(--color-topic-title)\n mask-image: var(--icon-topic-default)\n mask-repeat: no-repeat\n\n//\n// Variants\n//\n.admonition\n border-left: 0.2rem solid var(--color-admonition-title)\n\n @each $type, $value in $admonitions\n &.#{$type}\n border-left-color: var(--color-admonition-title--#{$type})\n > .admonition-title\n background-color: var(--color-admonition-title-background--#{$type})\n &::before\n background-color: var(--color-admonition-title--#{$type})\n mask-image: var(--icon-#{nth($value, 2)})\n\n.admonition-todo > .admonition-title\n text-transform: uppercase\n","// This file stylizes the API documentation (stuff generated by autodoc). It's\n// deeply nested due to how autodoc structures the HTML without enough classes\n// to select the relevant items.\n\n// API docs!\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)\n // Tweak the spacing of all the things!\n dd\n margin-left: 2rem\n > :first-child\n margin-top: 0.125rem\n > :last-child\n margin-bottom: 0.75rem\n\n // This is used for the arguments\n .field-list\n margin-bottom: 0.75rem\n\n // \"Headings\" (like \"Parameters\" and \"Return\")\n > dt\n text-transform: uppercase\n font-size: var(--font-size--small)\n\n dd:empty\n margin-bottom: 0.5rem\n dd > ul\n margin-left: -1.2rem\n > li\n > p:nth-child(2)\n margin-top: 0\n // When the last-empty-paragraph follows a paragraph, it doesn't need\n // to augument the existing spacing.\n > p + p:last-child:empty\n margin-top: 0\n margin-bottom: 0\n\n // Colorize the elements\n > dt\n color: var(--color-api-overall)\n\n.sig:not(.sig-inline)\n font-weight: bold\n\n font-size: var(--api-font-size)\n font-family: var(--font-stack--monospace)\n\n margin-left: -0.25rem\n margin-right: -0.25rem\n padding-top: 0.25rem\n padding-bottom: 0.25rem\n padding-right: 0.5rem\n\n // These are intentionally em, to properly match the font size.\n padding-left: 3em\n text-indent: -2.5em\n\n border-radius: 0.25rem\n\n background: var(--color-api-background)\n transition: background 100ms ease-out\n\n &:hover\n background: var(--color-api-background-hover)\n\n // adjust the size of the [source] link on the right.\n a.reference\n .viewcode-link\n font-weight: normal\n width: 4.25rem\n\nem.property\n font-style: normal\n &:first-child\n color: var(--color-api-keyword)\n.sig-name\n color: var(--color-api-name)\n.sig-prename\n font-weight: normal\n color: var(--color-api-pre-name)\n.sig-paren\n color: var(--color-api-paren)\n.sig-param\n font-style: normal\n\ndiv.versionadded,\ndiv.versionchanged,\ndiv.deprecated,\ndiv.versionremoved\n border-left: 0.1875rem solid\n border-radius: 0.125rem\n\n padding-left: 0.75rem\n\n p\n margin-top: 0.125rem\n margin-bottom: 0.125rem\n\ndiv.versionadded\n border-color: var(--color-api-added-border)\n .versionmodified\n color: var(--color-api-added)\n\ndiv.versionchanged\n border-color: var(--color-api-changed-border)\n .versionmodified\n color: var(--color-api-changed)\n\ndiv.deprecated\n border-color: var(--color-api-deprecated-border)\n .versionmodified\n color: var(--color-api-deprecated)\n\ndiv.versionremoved\n border-color: var(--color-api-removed-border)\n .versionmodified\n color: var(--color-api-removed)\n\n// Align the [docs] and [source] to the right.\n.viewcode-link, .viewcode-back\n float: right\n text-align: right\n",".line-block\n margin-top: 0.5rem\n margin-bottom: 0.75rem\n .line-block\n margin-top: 0rem\n margin-bottom: 0rem\n padding-left: 1rem\n","// Captions\narticle p.caption,\ntable > caption,\n.code-block-caption\n font-size: var(--font-size--small)\n text-align: center\n\n// Caption above a TOCTree\n.toctree-wrapper.compound\n .caption, :not(.caption) > .caption-text\n font-size: var(--font-size--small)\n text-transform: uppercase\n\n text-align: initial\n margin-bottom: 0\n\n > ul\n margin-top: 0\n margin-bottom: 0\n","// Inline code\ncode.literal, .sig-inline\n background: var(--color-inline-code-background)\n border-radius: 0.2em\n // Make the font smaller, and use padding to recover.\n font-size: var(--font-size--small--2)\n padding: 0.1em 0.2em\n\n pre.literal-block &\n font-size: inherit\n padding: 0\n\n p &\n border: 1px solid var(--color-background-border)\n\n.sig-inline\n font-family: var(--font-stack--monospace)\n\n// Code and Literal Blocks\n$code-spacing-vertical: 0.625rem\n$code-spacing-horizontal: 0.875rem\n\n// Wraps every literal block + line numbers.\ndiv[class*=\" highlight-\"],\ndiv[class^=\"highlight-\"]\n margin: 1em 0\n display: flex\n\n .table-wrapper\n margin: 0\n padding: 0\n\npre\n margin: 0\n padding: 0\n overflow: auto\n\n // Needed to have more specificity than pygments' \"pre\" selector. :(\n article[role=\"main\"] .highlight &\n line-height: 1.5\n\n &.literal-block,\n .highlight &\n font-size: var(--code-font-size)\n padding: $code-spacing-vertical $code-spacing-horizontal\n\n // Make it look like all the other blocks.\n &.literal-block\n margin-top: 1rem\n margin-bottom: 1rem\n\n border-radius: 0.2rem\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n\n// All code is always contained in this.\n.highlight\n width: 100%\n border-radius: 0.2rem\n\n // Make line numbers and prompts un-selectable.\n .gp, span.linenos\n user-select: none\n pointer-events: none\n\n // Expand the line-highlighting.\n .hll\n display: block\n margin-left: -$code-spacing-horizontal\n margin-right: -$code-spacing-horizontal\n padding-left: $code-spacing-horizontal\n padding-right: $code-spacing-horizontal\n\n/* Make code block captions be nicely integrated */\n.code-block-caption\n display: flex\n padding: $code-spacing-vertical $code-spacing-horizontal\n\n border-radius: 0.25rem\n border-bottom-left-radius: 0\n border-bottom-right-radius: 0\n font-weight: 300\n border-bottom: 1px solid\n\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n border-color: var(--color-background-border)\n\n + div[class]\n margin-top: 0\n pre\n border-top-left-radius: 0\n border-top-right-radius: 0\n\n// When `html_codeblock_linenos_style` is table.\n.highlighttable\n width: 100%\n display: block\n tbody\n display: block\n\n tr\n display: flex\n\n // Line numbers\n td.linenos\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n padding: $code-spacing-vertical $code-spacing-horizontal\n padding-right: 0\n border-top-left-radius: 0.2rem\n border-bottom-left-radius: 0.2rem\n\n .linenodiv\n padding-right: $code-spacing-horizontal\n font-size: var(--code-font-size)\n box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n\n // Actual code\n td.code\n padding: 0\n display: block\n flex: 1\n overflow: hidden\n\n .highlight\n border-top-left-radius: 0\n border-bottom-left-radius: 0\n\n// When `html_codeblock_linenos_style` is inline.\n.highlight\n span.linenos\n display: inline-block\n padding-left: 0\n padding-right: $code-spacing-horizontal\n margin-right: $code-spacing-horizontal\n box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n","// Inline Footnote Reference\n.footnote-reference\n font-size: var(--font-size--small--4)\n vertical-align: super\n\n// Definition list, listing the content of each note.\n// docutils <= 0.17\ndl.footnote.brackets\n font-size: var(--font-size--small)\n color: var(--color-foreground-secondary)\n\n display: grid\n grid-template-columns: max-content auto\n dt\n margin: 0\n > .fn-backref\n margin-left: 0.25rem\n\n &:after\n content: \":\"\n\n .brackets\n &:before\n content: \"[\"\n &:after\n content: \"]\"\n\n dd\n margin: 0\n padding: 0 1rem\n\n// docutils >= 0.18\naside.footnote\n font-size: var(--font-size--small)\n color: var(--color-foreground-secondary)\n\naside.footnote > span,\ndiv.citation > span\n float: left\n font-weight: 500\n padding-right: 0.25rem\n\naside.footnote > *:not(span),\ndiv.citation > p\n margin-left: 2rem\n","//\n// Figures\n//\nimg\n box-sizing: border-box\n max-width: 100%\n height: auto\n\narticle\n figure, .figure\n border-radius: 0.2rem\n\n margin: 0\n :last-child\n margin-bottom: 0\n\n .align-left\n float: left\n clear: left\n margin: 0 1rem 1rem\n\n .align-right\n float: right\n clear: right\n margin: 0 1rem 1rem\n\n .align-default,\n .align-center\n display: block\n text-align: center\n margin-left: auto\n margin-right: auto\n\n // WELL, table needs to be stylised like a table.\n table.align-default\n display: table\n text-align: initial\n",".genindex-jumpbox, .domainindex-jumpbox\n border-top: 1px solid var(--color-background-border)\n border-bottom: 1px solid var(--color-background-border)\n padding: 0.25rem\n\n.genindex-section, .domainindex-section\n h2\n margin-top: 0.75rem\n margin-bottom: 0.5rem\n ul\n margin-top: 0\n margin-bottom: 0\n","ul,\nol\n padding-left: 1.2rem\n\n // Space lists out like paragraphs\n margin-top: 1rem\n margin-bottom: 1rem\n // reduce margins within li.\n li\n > p:first-child\n margin-top: 0.25rem\n margin-bottom: 0.25rem\n\n > p:last-child\n margin-top: 0.25rem\n\n > ul,\n > ol\n margin-top: 0.5rem\n margin-bottom: 0.5rem\n\nol\n &.arabic\n list-style: decimal\n &.loweralpha\n list-style: lower-alpha\n &.upperalpha\n list-style: upper-alpha\n &.lowerroman\n list-style: lower-roman\n &.upperroman\n list-style: upper-roman\n\n// Don't space lists out when they're \"simple\" or in a `.. toctree::`\n.simple,\n.toctree-wrapper\n li\n > ul,\n > ol\n margin-top: 0\n margin-bottom: 0\n\n// Definition Lists\n.field-list,\n.option-list,\ndl:not([class]),\ndl.simple,\ndl.footnote,\ndl.glossary\n dt\n font-weight: 500\n margin-top: 0.25rem\n + dt\n margin-top: 0\n\n .classifier::before\n content: \":\"\n margin-left: 0.2rem\n margin-right: 0.2rem\n\n dd\n > p:first-child,\n ul\n margin-top: 0.125rem\n\n ul\n margin-bottom: 0.125rem\n",".math-wrapper\n width: 100%\n overflow-x: auto\n\ndiv.math\n position: relative\n text-align: center\n\n .headerlink,\n &:focus .headerlink\n display: none\n\n &:hover .headerlink\n display: inline-block\n\n span.eqno\n position: absolute\n right: 0.5rem\n top: 50%\n transform: translate(0, -50%)\n z-index: 1\n","// Abbreviations\nabbr[title]\n cursor: help\n\n// \"Problematic\" content, as identified by Sphinx\n.problematic\n color: var(--color-problematic)\n\n// Keyboard / Mouse \"instructions\"\nkbd:not(.compound)\n margin: 0 0.2rem\n padding: 0 0.2rem\n border-radius: 0.2rem\n border: 1px solid var(--color-foreground-border)\n color: var(--color-foreground-primary)\n vertical-align: text-bottom\n\n font-size: var(--font-size--small--3)\n display: inline-block\n\n box-shadow: 0 0.0625rem 0 rgba(0, 0, 0, 0.2), inset 0 0 0 0.125rem var(--color-background-primary)\n\n background-color: var(--color-background-secondary)\n\n// Blockquote\nblockquote\n border-left: 4px solid var(--color-background-border)\n background: var(--color-background-secondary)\n\n margin-left: 0\n margin-right: 0\n padding: 0.5rem 1rem\n\n .attribution\n font-weight: 600\n text-align: right\n\n &.pull-quote,\n &.highlights\n font-size: 1.25em\n\n &.epigraph,\n &.pull-quote\n border-left-width: 0\n border-radius: 0.5rem\n\n &.highlights\n border-left-width: 0\n background: transparent\n\n// Center align embedded-in-text images\np .reference img\n vertical-align: middle\n","p.rubric\n line-height: 1.25\n font-weight: bold\n font-size: 1.125em\n\n // For Numpy-style documentation that's got rubrics within it.\n // https://github.com/pradyunsg/furo/discussions/505\n dd &\n line-height: inherit\n font-weight: inherit\n\n font-size: var(--font-size--small)\n text-transform: uppercase\n","article .sidebar\n float: right\n clear: right\n width: 30%\n\n margin-left: 1rem\n margin-right: 0\n\n border-radius: 0.2rem\n background-color: var(--color-background-secondary)\n border: var(--color-background-border) 1px solid\n\n > *\n padding-left: 1rem\n padding-right: 1rem\n\n > ul, > ol // lists need additional padding, because bullets.\n padding-left: 2.2rem\n\n .sidebar-title\n margin: 0\n padding: 0.5rem 1rem\n border-bottom: var(--color-background-border) 1px solid\n\n font-weight: 500\n\n// TODO: subtitle\n// TODO: dedicated variables?\n",".table-wrapper\n width: 100%\n overflow-x: auto\n margin-top: 1rem\n margin-bottom: 0.5rem\n padding: 0.2rem 0.2rem 0.75rem\n\ntable.docutils\n border-radius: 0.2rem\n border-spacing: 0\n border-collapse: collapse\n\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n th\n background: var(--color-table-header-background)\n\n td,\n th\n // Space things out properly\n padding: 0 0.25rem\n\n // Get the borders looking just-right.\n 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none\n\n.sidebar-brand-text\n color: var(--color-sidebar-brand-text)\n overflow-wrap: break-word\n margin: var(--sidebar-item-spacing-vertical) 0\n font-size: 1.5rem\n\n.sidebar-logo-container\n margin: var(--sidebar-item-spacing-vertical) 0\n\n.sidebar-logo\n margin: 0 auto\n display: block\n max-width: 100%\n\n////////////////////////////////////////////////////////////////////////////////\n// Search\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-search-container\n display: flex\n align-items: center\n margin-top: var(--sidebar-search-space-above)\n\n position: relative\n\n background: var(--color-sidebar-search-background)\n &:hover,\n &:focus-within\n background: var(--color-sidebar-search-background--focus)\n\n &::before\n content: \"\"\n position: absolute\n left: var(--sidebar-item-spacing-horizontal)\n width: var(--sidebar-search-icon-size)\n height: var(--sidebar-search-icon-size)\n\n background-color: var(--color-sidebar-search-icon)\n mask-image: var(--icon-search)\n\n.sidebar-search\n box-sizing: border-box\n\n border: none\n border-top: 1px solid var(--color-sidebar-search-border)\n border-bottom: 1px solid var(--color-sidebar-search-border)\n\n padding-top: var(--sidebar-search-input-spacing-vertical)\n padding-bottom: var(--sidebar-search-input-spacing-vertical)\n padding-right: var(--sidebar-search-input-spacing-horizontal)\n padding-left: calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size))\n\n width: 100%\n\n color: var(--color-sidebar-search-foreground)\n background: transparent\n z-index: 10\n\n &:focus\n outline: none\n\n &::placeholder\n font-size: var(--sidebar-search-input-font-size)\n\n//\n// Hide Search Matches link\n//\n#searchbox .highlight-link\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0\n margin: 0\n text-align: center\n\n a\n color: 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-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -201,7 +188,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -802,9 +789,9 @@

W

-
+
- + \ No newline at end of file diff --git a/docs/_build/html/index.html b/docs/_build/html/index.html index 1e0c5b0..656734a 100644 --- a/docs/_build/html/index.html +++ b/docs/_build/html/index.html @@ -5,11 +5,11 @@ - - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib 2024.9.0 documentation - - + + @@ -88,19 +88,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -179,7 +166,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -203,7 +190,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -324,9 +311,9 @@

Indices and tables +

- + \ No newline at end of file diff --git a/docs/_build/html/modules.html b/docs/_build/html/modules.html index 804b296..92c8022 100644 --- a/docs/_build/html/modules.html +++ b/docs/_build/html/modules.html @@ -5,11 +5,11 @@ - - torchvinecopulib - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib - torchvinecopulib 2024.9.0 documentation - - + + @@ -88,19 +88,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -179,7 +166,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -203,7 +190,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -314,9 +301,9 @@

torchvinecopulib +

- + \ No newline at end of file diff --git a/docs/_build/html/py-modindex.html b/docs/_build/html/py-modindex.html index ff46594..0787267 100644 --- a/docs/_build/html/py-modindex.html +++ b/docs/_build/html/py-modindex.html @@ -4,10 +4,10 @@ - Python Module Index - torchvinecopulib 2024.8.0 documentation + Python Module Index - torchvinecopulib 2024.9.0 documentation - - + + @@ -86,19 +86,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -177,7 +164,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -201,7 +188,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -318,9 +305,9 @@

Python Module Index

-
+
- + \ No newline at end of file diff --git a/docs/_build/html/search.html b/docs/_build/html/search.html index e5af7ca..ac55de8 100644 --- a/docs/_build/html/search.html +++ b/docs/_build/html/search.html @@ -5,11 +5,11 @@ - + -Search - torchvinecopulib 2024.8.0 documentation - - +Search - torchvinecopulib 2024.9.0 documentation + + @@ -88,19 +88,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -179,7 +166,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -203,7 +190,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -293,10 +280,10 @@
-
+
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[3, 4, 5], "than": 4, "thi": 4, "though": 4, "thresh_trunc": [3, 5], "threshold": [3, 5], "thu": 4, "titl": 5, "tom": 4, "top": [4, 5], "topk": [3, 5], "torch": [3, 4, 5], "torchvinecopulib": 0, "tpl_fam": [3, 5], "tpl_first": 5, "tpl_first_v": [4, 5], "tpl_sim": [2, 4, 5], "transact": 4, "transform": 5, "tree": 5, "triangular": 5, "true": [4, 5], "tune": 4, "tupl": [3, 4, 5], "ty": 0, "type": [3, 4, 5], "unexpect": 4, "uniform": 5, "until": 5, "up": 4, "upper": [4, 5], "upward": 5, "us": [3, 4, 5], "user": [4, 5], "util": [0, 1, 2], "v0": 3, "v1": 3, "v2": 3, "v_l": 4, "v_left": 3, "v_r": 4, "v_right": 3, "valu": [3, 4], "valueerror": 5, "variat": 5, "vcp": 5, "vcp_from_json": [2, 5], "vcp_from_ob": [2, 5], "vcp_from_pth": [2, 5], "vcp_from_sim": [2, 5], "vcp_to_json": [2, 5], "vcp_to_pth": [2, 5], "vector": 4, "vertex": [4, 5], "vertex_left": 5, "vertex_right": 5, "vertic": [4, 5], "vine": 5, "vinecop": [0, 1, 2], "visit": 4, "walk": 5, "wasserstein": 4, "wasserstein_dist_ind": [2, 4, 5], "we": [3, 5], "weight": 5, "welcom": 0, "well": 4, "when": [3, 4, 5], "where": 5, "whether": [4, 5], "which": [3, 5], "whose": 5, "wiki": 4, "wikipedia": 4, "windowspath": 5, "within": 4, "work": 4, "workflow": [4, 5], "worst": 4, "x": 4, "y": 4, "yellow": 5, "z": 4, "zero": 4, "\u03bb": 4, "\u03be": 4}, "titles": ["Indices and tables", "torchvinecopulib", "torchvinecopulib package", "torchvinecopulib.bicop package", "torchvinecopulib.util package", "torchvinecopulib.vinecop package"], "titleterms": {"bicop": 3, "content": [0, 2, 3, 4, 5], "indic": 0, "modul": [2, 3, 4, 5], "packag": [2, 3, 4, 5], "subpackag": 2, "tabl": 0, "torchvinecopulib": [1, 2, 3, 4, 5], "util": 4, "vinecop": 5}}) \ No newline at end of file diff --git a/docs/_build/html/torchvinecopulib.bicop.html b/docs/_build/html/torchvinecopulib.bicop.html index 10346b2..5aaa646 100644 --- a/docs/_build/html/torchvinecopulib.bicop.html +++ b/docs/_build/html/torchvinecopulib.bicop.html @@ -5,11 +5,11 @@ - - torchvinecopulib.bicop package - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.bicop package - torchvinecopulib 2024.9.0 documentation - - + + @@ -88,19 +88,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -179,7 +166,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -203,7 +190,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -541,7 +528,7 @@

torchvinecopulib.bicop package
-class torchvinecopulib.bicop.ENUM_FAM_BICOP(value)[source]
+class torchvinecopulib.bicop.ENUM_FAM_BICOP(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)[source]

Bases: Enum

an Enum class to store bivariate copula family names and their corresponding class objects

@@ -837,7 +824,7 @@

torchvinecopulib.bicop package
-classmethod tau2par(tau: float | None = None, obs: Tensor | None = None, mtd_opt: str = 'L-BFGS-B', **kwargs) → tuple[source]
+classmethod tau2par(tau: float = None, obs: Tensor = None, mtd_opt: str = 'L-BFGS-B', **kwargs) → tuple[source]

Convert Kendall’s tau to bicop parameters. rotation ignored, for tau is symmetric.

@@ -1047,9 +1034,9 @@

torchvinecopulib.bicop package +

- + \ No newline at end of file diff --git a/docs/_build/html/torchvinecopulib.html b/docs/_build/html/torchvinecopulib.html index a8d24cf..75a6315 100644 --- a/docs/_build/html/torchvinecopulib.html +++ b/docs/_build/html/torchvinecopulib.html @@ -5,11 +5,11 @@ - - torchvinecopulib package - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib package - torchvinecopulib 2024.9.0 documentation - - + + @@ -88,19 +88,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -179,7 +166,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -203,7 +190,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -480,9 +467,9 @@

Subpackages +

- + \ No newline at end of file diff --git a/docs/_build/html/torchvinecopulib.util.html b/docs/_build/html/torchvinecopulib.util.html index 504c69c..de0beda 100644 --- a/docs/_build/html/torchvinecopulib.util.html +++ b/docs/_build/html/torchvinecopulib.util.html @@ -5,11 +5,11 @@ - - torchvinecopulib.util package - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.util package - torchvinecopulib 2024.9.0 documentation - - + + @@ -88,19 +88,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -179,7 +166,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -203,7 +190,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -262,7 +249,7 @@

torchvinecopulib.util package

Module contents

-class torchvinecopulib.util.ENUM_FUNC_BIDEP(value)[source]
+class torchvinecopulib.util.ENUM_FUNC_BIDEP(value, names=<not given>, *values, module=None, qualname=None, type=None, start=1, boundary=None)[source]

Bases: Enum

an enum class for bivariate dependence measures

@@ -542,9 +529,9 @@

torchvinecopulib.util package +

- + \ No newline at end of file diff --git a/docs/_build/html/torchvinecopulib.vinecop.html b/docs/_build/html/torchvinecopulib.vinecop.html index 9dea130..1181989 100644 --- a/docs/_build/html/torchvinecopulib.vinecop.html +++ b/docs/_build/html/torchvinecopulib.vinecop.html @@ -5,11 +5,11 @@ - - torchvinecopulib.vinecop package - torchvinecopulib 2024.8.0 documentation + + torchvinecopulib.vinecop package - torchvinecopulib 2024.9.0 documentation - - + + @@ -88,19 +88,6 @@ - - Auto light/dark mode - - - - - - - - - - Auto light/dark, in light mode - @@ -179,7 +166,7 @@
-
torchvinecopulib 2024.8.0 documentation
 +
torchvinecopulib 2024.9.0 documentation
@@ -203,7 +190,7 @@
- torchvinecopulib 2024.8.0 documentation + torchvinecopulib 2024.9.0 documentation @@ -334,7 +321,7 @@

torchvinecopulib.vinecop package
-draw_dag(tpl_first_vs: tuple = (), tpl_sim: tuple = (), title: str = 'Vine Copula, Obs and BiCop', font_size_vertex: int = 8, f_path: Path | None = None, fig_size: tuple | None = None) → tuple[source]
+draw_dag(tpl_first_vs: tuple = (), tpl_sim: tuple = (), title: str = 'Vine Copula, Obs and BiCop', font_size_vertex: int = 8, f_path: Path = None, fig_size: tuple = None) → tuple[source]

draw the directed acyclic graph (DAG) of the vine copula, with pseudo observations and bicops as nodes. The source nodes in simulation workflow are highlighted in yellow.

@@ -361,7 +348,7 @@

torchvinecopulib.vinecop package
-draw_lv(lv: int = 0, is_bcp: bool = True, num_digit: int = 2, font_size_vertex: int = 8, font_size_edge: int = 7, f_path: Path | None = None, fig_size: tuple | None = None) → tuple[source]
+draw_lv(lv: int = 0, is_bcp: bool = True, num_digit: int = 2, font_size_vertex: int = 8, font_size_edge: int = 7, f_path: Path = None, fig_size: tuple = None) → tuple[source]

draw the vine structure at a given level. Each edge corresponds to a fitted bicop. Each node is a bicop of prev lv (is_bcp=True) or pseudo-obs of the given lv (is_bcp=False).

@@ -482,7 +469,7 @@

torchvinecopulib.vinecop package
-sim(num_sim: int = 1, dct_first_vs: dict = {}, tpl_sim: tuple = (), seed: int = 0, device: str = 'cpu', dtype: dtype = torch.float64) → Tensor[source]
+sim(num_sim: int = 1, dct_first_vs: dict = {}, tpl_sim: tuple = (), seed: int = 0, device: str = 'cpu', dtype: dtype = torch.float64, is_antithetic: bool = False) → Tensor[source]

full simulation/ quantile-regression/ conditional-simulation using the vine copula. modified from depth-first search (DFS) on binary tree. Sequentially for each beginning vertex in the tpl_sim @@ -500,6 +487,7 @@

torchvinecopulib.vinecop packageReturns: @@ -757,9 +745,9 @@

torchvinecopulib.vinecop package +

- + \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index c268a7a..0013a42 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -2,7 +2,7 @@ package-mode = true license = "GNU GPLv3" name = "torchvinecopulib" -version = "2024.8.0" +version = "2024.9.0" description = "yet another vine copula library for PyTorch." authors = ["Tuoyuan Cheng "] maintainers = ["Xiaosheng You "] @@ -35,11 +35,11 @@ priority = "explicit" [[tool.poetry.source]] name = "torch_cuda" -url = "https://download.pytorch.org/whl/cu121" +url = "https://download.pytorch.org/whl/cu124" priority = "explicit" [tool.poetry.dependencies] -numpy = "<2" +numpy = "*" python = "^3.10" scipy = "*" torch = { version = "^2", optional = true } @@ -47,7 +47,7 @@ torch = { version = "^2", optional = true } [tool.poetry.group.dev_cpu] optional = true [tool.poetry.group.dev_cpu.dependencies] -torch = { version = "~2.3", source = "torch_cpu", markers = "extra=='dev_cpu' and extra!='dev_cuda'" } +torch = { version = "^2", source = "torch_cpu", markers = "extra=='dev_cpu' and extra!='dev_cuda'" } # black = { version = "*", extras = ["jupyter"] } coverage = { version = "*" } @@ -68,7 +68,7 @@ yfinance = { version = "*" } [tool.poetry.group.dev_cuda] optional = true [tool.poetry.group.dev_cuda.dependencies] -torch = { version = "~2.3", source = "torch_cuda", markers = "extra=='dev_cuda' and extra!='dev_cpu'" } +torch = { version = "^2", source = "torch_cuda", markers = "extra=='dev_cuda' and extra!='dev_cpu'" } # black = { version = "*", extras = ["jupyter"] } coverage = { version = "*" } diff --git a/torchvinecopulib/__init__.py b/torchvinecopulib/__init__.py index 238d2fe..77ef759 100644 --- a/torchvinecopulib/__init__.py +++ b/torchvinecopulib/__init__.py @@ -5,4 +5,4 @@ "util", "vinecop", ] -__version__ = "2024.8.0" +__version__ = "2024.9.0" diff --git a/torchvinecopulib/vinecop/_data_vcp.py b/torchvinecopulib/vinecop/_data_vcp.py index 81e0447..73b47bf 100644 --- a/torchvinecopulib/vinecop/_data_vcp.py +++ b/torchvinecopulib/vinecop/_data_vcp.py @@ -600,6 +600,7 @@ def sim( seed: int = 0, device: str = "cpu", dtype: torch.dtype = torch.float64, + is_antithetic: bool = False, ) -> torch.Tensor: """full simulation/ quantile-regression/ conditional-simulation using the vine copula. modified from depth-first search (DFS) on binary tree. @@ -622,6 +623,8 @@ def sim( :type device: str, optional :param dtype: dtype for torch.rand(), defaults to torch.float64 :type dtype: torch.dtype, optional + :param is_antithetic: whether to use antithetic variates, defaults to False + :type is_antithetic: bool, optional :return: simulated observations of the vine copula, of shape (num_sim, num_dim) :rtype: torch.Tensor """ @@ -701,11 +704,11 @@ def _visit( # * init sim of U_mvcp (multivariate independent copula) dim_sim = self.num_dim - len(dct_first_vs) # ! skip for quant-reg - U_mvcp = ( - torch.rand(size=(num_sim, dim_sim), device=device, dtype=dtype) - if dim_sim > 0 - else None - ) + # * antithetic variates + if dim_sim > 0: + U_mvcp = torch.rand(size=(num_sim, dim_sim), device=device, dtype=dtype) + if is_antithetic: + U_mvcp = torch.vstack([U_mvcp, 1 - U_mvcp]) # * update dct_obs and dct_ref_count (initialize source vertices) idx = 0 for v, s in tpl_source: diff --git a/torchvinecopulib/vinecop/_factory_vcp.py b/torchvinecopulib/vinecop/_factory_vcp.py index 94fd786..1ffa91f 100644 --- a/torchvinecopulib/vinecop/_factory_vcp.py +++ b/torchvinecopulib/vinecop/_factory_vcp.py @@ -275,7 +275,7 @@ def _mst_from_edge_dvine(tpl_key_obs: tuple, dct_edge_lv: dict, s_first: set) -> def _tpl_sim(deq_sim: deque, dct_tree: dict, s_rest: set) -> tuple: - """arrange the sampling order tuple, which from right to left + """arrange the sampling order tuple, which from right to left indicates source vertices from shallowest to deepest level during simulation. :param deq_sim: should be full for cvine, empty for dvine/rvine @@ -614,11 +614,7 @@ def _corr_from_sim(num_dim: int, seed: int): # * lv_0 obs, preprocess to append an empty frozenset (s_cond) if lv == 0: dct_obs[0] = {(idx, frozenset()): None for idx in range(num_dim)} - mat_corr = _corr_from_sim(num_dim, seed=seed + lv) - else: - mat_corr = _corr_from_sim(num_dim, seed=seed + lv) * np.clip( - max(mat_corr.max() ** 2, mat_corr.min() ** 2), 0.1, 0.999 - ) + mat_corr = _corr_from_sim(num_dim, seed=seed + lv) # * obs2edge, list possible edges that connect two pseudo obs, calc f_bidep tpl_key_obs = dct_obs[lv].keys() dct_s_cond_v = defaultdict(list)