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zHcQOf&*6y6V3Rb|MwUXZQG87vL3_Xbn&zQ`^Yb>NB|P;Ktwfx$ zf^#l&M?le7)9zcC?Xnk*ivgT*-E`$B>f!k~Fz83y^Xd1vK*zWZvz$C__B-C%M2_L% z_$hoFjk`}jokLk~X5M-V+SLFrCdyOGr!GP*qL39b{wO1@(cyWY@jx*zwq+BAh`i|N zOq-q;2TTV-glq(7Nd1_JD9gmX>s{^zitX?5{)Psd-Ii_pA*nSgq@6bRC;>~%DGHh2 z`u+@yoR{rzC{0-p>&?`BWrv_z537r7OJ~4tLnxA15j!9yVcYLm_0@!T0K3&_Ki}Vv tC*f>XWpw*((W0$#X@hpyETN!V!KcW`h51(Tch7*Ix{9`PgQ9KJ{{fmD(^voi literal 0 HcmV?d00001 diff --git a/master/_modules/index.html b/master/_modules/index.html new file mode 100644 index 0000000..bfc542a --- /dev/null +++ b/master/_modules/index.html @@ -0,0 +1,264 @@ + + + + + + + + Overview: module code - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + +

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    + Made with Sphinx and @pradyunsg's + + Furo + +
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    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/data_structures/artifacts.html b/master/_modules/mlxp/data_structures/artifacts.html new file mode 100644 index 0000000..f4b2202 --- /dev/null +++ b/master/_modules/mlxp/data_structures/artifacts.html @@ -0,0 +1,319 @@ + + + + + + + + mlxp.data_structures.artifacts - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
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    MLXP 0.2.1 documentation
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    +

    Source code for mlxp.data_structures.artifacts

    +"""Artifacts objects that can be saved by a Logger object."""
+
+import abc
+from dataclasses import dataclass
+from typing import Any
+
+import dill as pkl
+
+
+
    
+[docs]
+@dataclass
+class Artifact(abc.ABC):
+    """An abstract base class for any types of artifacts.
+
+    This class can deal with different objects structures
+    such as numpy arrays, torch tensors, checkpoints, etc.
+    Instances of this class are meant to be used as inputs
+    to the method log_artifact of the class Logger.
+    New classes inheriting from this abstract class
+    can be created by the user depending on the need.
+
+    .. py:attribute:: obj
+        :type: Any
+
+        The structure to be saved
+
+    .. py:attribute:: ext
+        :type: str
+
+        The extension under which the object obj is saved
+    """
+
+    obj: Any
+    ext: str
+
+    @abc.abstractmethod
+    def _save(self, fname: str) -> None:
+        """Save the attribute obj into a file named fname.
+
+        :param fname: The name of the file where the object must be saved.
+        :type fname: str
+        :return: None
+        """
+        pass
    
+
+
+
+
    
+[docs]
+@dataclass
+class Checkpoint(Artifact):
+    """An subclass of Artifact for saving any python object that is serializable."""
+
+    ext = ".pkl"
+
+    def _save(self, fname):
+        """Save the attribute obj into a file named fname.
+
+        :param fname: The name of the file where the object must be saved.
+        :type fname: str
+        :return: None
+        """
+        with open(f"{fname}{self.ext}", "wb") as f:
+            pkl.dump(self.obj, f)
    
+
+
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    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
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    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/data_structures/config_dict.html b/master/_modules/mlxp/data_structures/config_dict.html new file mode 100644 index 0000000..ebef063 --- /dev/null +++ b/master/_modules/mlxp/data_structures/config_dict.html @@ -0,0 +1,344 @@ + + + + + + + + mlxp.data_structures.config_dict - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
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    MLXP 0.2.1 documentation
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    +

    Source code for mlxp.data_structures.config_dict

    +"""A dictionary-like structure for storing the configurations."""
+
+from typing import Any, Dict, Type
+
+import omegaconf
+import yaml
+
+
+
    
+[docs]
+class ConfigDict(dict):
+    """A subclass of the dict class containing the configuration options.
+
+    The value corresponding to a key can be accessed as an attribute: self.key
+    """
+
+    def __init__(self, *args, **kwargs):
+        super(ConfigDict, self).__init__(*args, **kwargs)
+        self.__dict__ = self
+
+    def __repr__(self):
+        """Define custom string representation for ConfigDict objects."""
+        return f"{yaml.dump(convert_dict(self,src_class=ConfigDict,dst_class=dict))}"
+
+
    
+[docs]
+    def to_dict(self) -> Dict[str, Any]:
+        """Convert the object into a simple dictionary.
+
+        :return: A dictionary containing the same information as self
+        :rtype: Dict[str,Any]
+        """
+        return convert_dict(self, src_class=ConfigDict, dst_class=dict)
    
+
+
+
    
+[docs]
+    def update(self, new_dict: Dict[str, Any]) -> None:
+        """Update the dictionary based on an input dictionary-like object.
+
+        :param new_dict: Dictionary-like object.
+        :type new_dict: Dict[str, Any]
+        """
+        new_dict = convert_dict(new_dict, src_class=dict)
+        for key, value in new_dict.items():
+            if key in self.keys():
+                if isinstance(value, dict):
+                    if isinstance(self[key], ConfigDict):
+                        self[key].update(value)
+                    else:
+                        self[key] = convert_dict(value, src_class=dict)
+                else:
+                    self[key] = value
+            else:
+                if isinstance(value, dict):
+                    self[key] = convert_dict(value, src_class=dict)
+                else:
+                    self[key] = value
    
+
    
+
+
+
+
    
+[docs]
+def convert_dict(
+    src_dict: Any, src_class: Type = omegaconf.dictconfig.DictConfig, dst_class: Type = ConfigDict,
+) -> Any:
+    """Convert a dictionary-like object from a source class to a destination dictionary-
+    like object of a destination class.
+
+    :param src_dict: The source dictionary to be converted
+    :param src_class: The type of the src dictionary
+    :param dst_class: The destination type of the returned dictionary-like object.
+    :type src_dict: Any
+    :type src_class: Type
+    :type dst_class: Type
+    :return: A dictionary-like instance of the dst_class copying the data from the
+        src_dict.
+    :rtype: Any
+    """
+    dst_dict = {}
+    for key, value in src_dict.items():
+        if isinstance(value, src_class):
+            dst_dict[key] = convert_dict(value, src_class=src_class, dst_class=dst_class)
+        else:
+            if isinstance(value, omegaconf.listconfig.ListConfig):
+                value = list(value)
+            dst_dict[key] = value
+    dst_dict = dst_class(dst_dict)
+    return dst_dict
    
+
+
    +
    +
    +
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    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
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    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/data_structures/data_dict.html b/master/_modules/mlxp/data_structures/data_dict.html new file mode 100644 index 0000000..70ce146 --- /dev/null +++ b/master/_modules/mlxp/data_structures/data_dict.html @@ -0,0 +1,800 @@ + + + + + + + + mlxp.data_structures.data_dict - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
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    MLXP 0.2.1 documentation
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    +

    Source code for mlxp.data_structures.data_dict

    +"""Data structures returned by Reader object."""
+
+from __future__ import annotations
+
+import json
+import os
+from collections.abc import ItemsView, KeysView, Mapping, MutableMapping
+from functools import reduce
+from typing import Any, Dict, List, Tuple
+
+import pandas as pd
+
+from mlxp.errors import InvalidAggregationMapError, InvalidKeyError
+
+LAZYDATA = "LAZYDATA"
+
+
+
    
+[docs]
+class AggregationMap:
+    """An abstract class whose children can perform aggregations on arrays."""
+
+    def __init__(self, keys, func=None, args={}, map_name=""):
+        self.func = func
+        self.keys = keys
+        self.args = args
+        self.map_name = map_name
+        self.name = self._make_name()
+
+    def _make_name(self):
+        return self.map_name + "(" + ",".join(self.keys) + ")"
+
+    def _apply(self, data: List[Dict[str, Any]]) -> Dict[str, Any]:
+        """Apply a map to input data and return the result.
+
+        :param data: List of dictionaries containing data to be aggregated.
+        :type data: List[Dict[str,Any]]
+        :return: A dictionary containing the aggregated result.
+        :rtype: Dict[str,Any]
+        """
+        # Input: List of dicts where each entry of the list
+        # contains data corresponding to a config.
+        # Output: Dict of outputs
+        raise NotImplementedError
    
+
+
+
+
    
+[docs]
+class DataDict(Mapping):
+    """A dictionary of key values pairs where some values are loaded lazyly from a
+    specific path whenever they are accessed."""
+
+    def __init__(self, flattened_dict, parent_dir=None):
+        self.config = {"flattened": flattened_dict, "lazy": _LazyDict(flattened_dict)}
+
+        self.parent_dir = parent_dir
+        if self.parent_dir:
+            self._make_lazydict()
+
+    def _flattened(self):
+        return self.config["flattened"]
+
+    def _lazy(self):
+        return self.config["lazy"]
+
+    def __getitem__(self, key):
+        """Get item corresponding to a key."""
+        return self._lazy()[key]
+
+    def __iter__(self):
+        """Iterate over elements of the dictionary."""
+        return iter(self._lazy())
+
+    def __len__(self):
+        """Return the number of items in the dictionary."""
+        return len(self._lazy())
+
+    def __repr__(self):
+        """Return a view of the dictionary."""
+        return repr(self._flattened())
+
+    def _repr_html_(self):
+        """Return a view of the dictionary compatible with html."""
+        import pandas as pd
+
+        df = pd.DataFrame([self._flattened()])
+        return df._repr_html_()
+
+
    
+[docs]
+    def keys(self):
+        """Return keys of the dictionary."""
+        return self._flattened().keys()
    
+
+
+
    
+[docs]
+    def items(self):
+        """Return items of the dictionary."""
+        return self._lazy().items()
    
+
+
+    def _make_lazydict(self):
+        all_keys = [key for key, value in self._flattened().items() if value == LAZYDATA]
+        parent_keys = set([key.split(".")[0] for key in all_keys])
+        # try:
+        self.lazydata_dict = {
+            parent_key: _LazyData(self.parent_dir, parent_key) for parent_key in parent_keys
+        }
+        # except:
+        #    pass
+
+        self._lazy().update({key: self.lazydata_dict[key.split(".")[0]].get_data for key in all_keys})
+
+
    
+[docs]
+    def update(self, new_dict):
+        """Update the dictionary with values from another dictionary."""
+        copy_dict = {key: LAZYDATA if callable(value) else value for key, value in new_dict.items()}
+        self._lazy().update(new_dict)
+        self._flattened().update(copy_dict)
    
+
+
+    def _free_unused(self):
+        for key, data in self.lazydata_dict.items():
+            data._free_unused()
    
+
+
+
+class _LazyDict(MutableMapping):
+    def __init__(self, *args, **kw):
+        self._raw_dict = dict(*args, **kw)
+
+    def __getitem__(self, key):
+        obj = self._raw_dict.__getitem__(key)
+        if callable(obj):
+            return obj(key)
+        else:
+            return obj
+
+    def __iter__(self):
+        return iter(self._raw_dict)
+
+    def __len__(self):
+        return len(self._raw_dict)
+
+    def __delitem__(self, key):
+        del self._raw_dict[key]
+
+    def __setitem__(self, key, value):
+        self._raw_dict[key] = value
+
+
+class _LazyData(object):
+    def __init__(self, parent_dir, file_name, extension=".json"):
+        self.file_name = file_name
+        self.parent_dir = parent_dir
+        self.path = os.path.join(self.parent_dir, self.file_name + extension)
+        self.used_keys = set()
+        self._data = None
+
+    def get_data(self, key):
+        if self._data is None or key not in self.used_keys:
+            self._data = _load_dict_from_json(self.path, self.file_name)
+            self.used_keys.add(key)
+        return self._data[key]
+
+    def _free_unused(self):
+        if self._data:
+            all_keys = set(self._data.keys())
+            unused_keys = all_keys.difference(self.used_keys)
+            for key in unused_keys:
+                del self._data[key]
+
+
+class _MyListProxy:
+    def __init__(self, list_of_dicts):
+        self.list_of_dicts = list_of_dicts
+
+    def __getitem__(self, key):
+        return [d[key] for d in self.list_of_dicts]
+
+
+
    
+[docs]
+class DataDictList(list):
+    """A list of elements of type DataDict.
+
+    This list can be viewed as a dataframe where each row represents a given entry (a
+    DataDict) and columns represent the keys of the DataDicts.  This structure allows to
+    load some columns lazyly. the content of some columns is loaded from its
+    corresponding file only when that column is explicitly accessed.
+
+    It is displayed as a pandas dataframe and can be converted to it using the method
+    toPandasDF.
+    """
+
+    def __init__(self, iterable: List[DataDict]):
+        if iterable:
+            for config in iterable:
+                assert isinstance(config, DataDict)
+
+        super().__init__(item for item in iterable)
+        self.pandas_lazy = None
+        self.pandas = None
+        self._keys = None
+
+    def __repr__(self):
+        """Display the DataDictList object as a pandas dataframe."""
+        return str(self.toPandasDF())
+
+    def _repr_html_(self):
+        """Display the DataDictList object as a pandas dataframe for html."""
+        return self.toPandasDF()._repr_html_()
+
+    def __getitem__(self, index):
+        """Return the item at a given index."""
+        if isinstance(index, slice):
+            return _MyListProxy([d for d in super().__getitem__(index)])
+        else:
+            return super().__getitem__(index)
+
+
    
+[docs]
+    def toPandasDF(self, lazy=True) -> pd.DataFrame:
+        """Convert the list into a pandas dataframe.
+
+        :param lazy: If true the pandas dataframe does not contain the results of data
+            loaded lazyly.
+        :return: A panda dataframe containing logs (configs and data) of the
+            DataDictList object
+        :rtype: pd.DataFrame
+        """
+        if lazy:
+            if self.pandas_lazy is None:
+                self.pandas_lazy = pd.DataFrame([config._flattened() for config in self])
+            return self.pandas_lazy
+        else:
+            if self.pandas is None:
+                self.pandas = pd.DataFrame([config._lazy() for config in self])
+            return self.pandas
    
+
+
+
    
+[docs]
+    def keys(self) -> List[str]:
+        """Return a list of column names of the dataframe.
+
+        :return: List of strings containing the column names of the dataframe
+        :rtype: List[str]
+        """
+        if self._keys is None:
+            self._keys = list(self.toPandasDF().keys())
+        return self._keys
    
+
+
+
    
+[docs]
+    def groupBy(self, list_group_keys: List[str]) -> GroupedDataDicts:
+        """Perform a groupby operation on the dataframe according to a list of colum
+        names (list_group_keys).
+
+        Returns an object of the class GroupedDataDicts
+
+        :params list_group_keys: a list of strings containing the names of the columns
+            to be grouped.
+        :type list_group_keys: List[str]
+        :return: A hierarchical dataframe grouped by the values of the columns provided
+            to list_group_keys.
+        :rtype: GroupedDataDicts
+        :raises InvalidKeyError: if one of the provided keys does not match any columns
+            of the dataframe.
+        """
+        # Check if keys are valid
+        valid_keys = self.keys()
+        for key in list_group_keys:
+            try:
+                assert key in valid_keys
+            except AssertionError:
+                message = f"The provided key {key} is invalid! Valid keys are: {str(valid_keys)}"
+                raise InvalidKeyError(message)
+
+        # Need to handle the case when keys are empty
+        collection_dict, group_keys, group_vals = _group_by(self, list_group_keys)
+        grouped_config = GroupedDataDicts(group_keys, collection_dict)
+        # grouped_config.pandas = pandas_grouped_df
+        return grouped_config
    
+
+
+
    
+[docs]
+    def config_diff(self, start_key="config") -> List[str]:
+        """Return a list of colums keys starting with 'start_key' and whose value varies
+        in the dataframe.
+
+        :param start_key: A string with which all column names to be considered must
+            start.
+        :type start_key: str (default 'config')
+        :return: A list of strings containing the column names starting with 'start_key'
+            and whose values vary in the dataframe.
+        :rtype: List[str]
+        """
+        diff_keys = []
+        ref_dict = None
+
+        for item in self:
+            if ref_dict is None:
+                ref_dict = item
+            else:
+                for key in item.keys():
+                    if key in ref_dict and key.startswith(start_key):
+                        if ref_dict[key] != item[key]:
+                            if key not in diff_keys:
+                                diff_keys.append(key)
+                    else:
+                        if key not in diff_keys:
+                            diff_keys.append(key)
+        return diff_keys
    
+
    
+
+
+
+
    
+[docs]
+class GroupedDataDicts:
+    """A dictionary where each key represents the tuple of values taken by the grouped
+    column of some processed dataframe.
+
+    The values corresponsing to each key are objects of type DataDictList containing a group.
+    This object is usually obtained as the output of the group_by method of the class  DataDictList.
+    It is displayed as a hierarchical pandas dataframe and
+    can be converted to it using toPandasDF method.
+
+    .. py:attribute:: group_keys
+        :type: List[str]
+
+        A list of string containing the column names used for grouping.
+
+    .. note:: It is possible to directly access the keys and values of self.grouped_dict
+            by identifying self with self.grouped_dict:
+
+            - Using self[key] instead of self.grouped_dict[key] to access the value of self.grouped_dict at a given key
+
+            - Using self.keys() to get all keys of self.grouped_dict.
+
+            - Using self.items() to iterate over the key/value pairs of self.grouped_dict.
+    """
+
+    def __init__(self, group_keys: List[str], grouped_dict: Dict[Tuple[str, ...], DataDictList]):
+        """Create an GroupedDataDicts object.
+
+        :param group_keys: A list of string containing the column names used for grouping.
+        :param grouped_dict: A dictionary where each key represents the tuple of values
+        taken by the grouped column of some processed dataframe.
+        The values corresponsing to each key are objects of type DataDictList containing a group.
+
+        :type group_keys: List[str]
+        :type grouped_dict: Dict[Tuple[str, ...], DataDictList]
+        """
+        self.group_keys = group_keys
+        self.grouped_dict = grouped_dict
+        self.group_vals = list(self.grouped_dict.keys())
+        self._current_index = 0
+        self.groups_size = len(self.group_vals)
+        self.pandas = None
+
+    def __iter__(self):
+        """Iterate over the groups of the GroupedDataDicts object."""
+        return iter(self.grouped_dict)
+
+    def __getitem__(self, key: Tuple[str, ...]) -> DataDictList:
+        """Return the group corresponding to a given group key."""
+        return self.grouped_dict[key]
+
+    def __repr__(self):
+        """Display the GroupedDataDicts object as a pandas dataframe."""
+        return str(self.toPandasDF())
+
+
    
+[docs]
+    def items(self) -> ItemsView:
+        """Return the items of the grouped dictionary.
+
+        :return: items of the dictionary
+        :rtype: ItemsView
+        """
+        return self.grouped_dict.items()
    
+
+
+
    
+[docs]
+    def keys(self) -> KeysView:
+        """Return the keys of the grouped dictionary.
+
+        :return: keys of the dictionary
+        :rtype: KeysView
+        """
+        return self.grouped_dict.keys()
    
+
+
+
    
+[docs]
+    def toPandasDF(self) -> pd.DataFrame:
+        """Convert. the list into a pandas dataframe.
+
+        :return: A panda dataframe containing logs (configs and data) of the
+            DataDictList object
+        :rtype: pd.DataFrame
+        """
+        if self.pandas is None:
+            all_configs = []
+            for key, value in self.grouped_dict.items():
+                data_dict = value[0]._flattened()
+                for name_key, val_key in zip(self.group_keys, list(key)):
+                    if name_key not in data_dict.keys():
+                        data_dict[name_key] = val_key
+                if len(value) == 1:
+                    value = [DataDict(data_dict)]
+                all_configs += [el for el in value]
+            self.pandas = DataDictList(all_configs).toPandasDF().set_index(list(self.group_keys))
+        return self.pandas
    
+
+
+
    
+[docs]
+    def aggregate(self, aggregation_maps: List[AggregationMap]) -> Dict[str, GroupedDataDicts]:
+        """Perform aggregation of the leaf dataframes according to some aggregation maps
+        provided as input.
+
+        This function returns a DataDictList object where each row represents a group
+        and each column consist of one of the following:
+
+            - The results of the aggregation maps.
+            - The original group keys of the current GroupedDataDicts object.
+
+        :params aggregation_maps: A list of aggregation maps.
+            Each map must be an instance of class inheriting from the abstract class AggregationMap.
+        :type aggregation_maps: List[AggregationMap]
+        :return: A DataDictList object containing the result of the aggregation.
+        :rtype: DataDictList
+        :raises InvalidAggregationMapError: if one of the aggregation map is not an instance of a class
+        inheriting from the abstract class AggregationMap.
+        """
+        for agg_map in aggregation_maps:
+            _assert_valid_map(agg_map)
+
+        return _aggregate(self, aggregation_maps)
    
+
    
+
+
+
+def _group_by(config_dicts, list_group_keys):
+    collection_dict = {}
+    group_vals = set()
+    group_keys = tuple(list_group_keys)
+    for config_dict in config_dicts:
+        pkey_list = [config_dict._flattened()[group_key] for group_key in list_group_keys]
+        pkey_val = [str(pkey) for pkey in pkey_list if pkey is not None]
+        group_vals.add(tuple(pkey_val))
+        _add_nested_keys_val(collection_dict, pkey_val, [config_dict])
+    group_vals = list(group_vals)
+
+    grouped_dict = {key: DataDictList(reduce(dict.get, key, collection_dict)) for key in group_vals}
+
+    return grouped_dict, group_keys, group_vals
+
+
+def _add_nested_keys_val(dictionary, keys, val):
+    dico = dictionary
+    parent = None
+    for key in keys:
+        parent = dico
+        try:
+            dico = dico[key]
+        except KeyError:
+            dico[key] = {}
+            dico = dico[key]
+    try:
+        parent[key] = dico + val
+    except TypeError:
+        parent[key] = val
+
+
+def _aggregate(groupedconfigs, aggregation_maps):
+    # Returns a hierarchical dictionary whose leafs are instances of DataDictList
+
+    agg_config_list = []
+    for keys, config_list in groupedconfigs.items():
+        agg_config = _aggregate_collection(config_list, aggregation_maps)
+        for key_name, key in zip(groupedconfigs.group_keys, list(keys)):
+            agg_config.update({key_name: key})
+        agg_config_list.append(DataDict(agg_config))
+
+    return DataDictList(agg_config_list)
+
+
+def _aggregate_collection(collection, agg_maps):
+    value_keys = _extract_keys_from_maps(agg_maps)
+
+    val_array = []
+    for config_dict in collection:
+        data = {key: config_dict[key] for key in value_keys}
+        val_array.append(data)
+        config_dict._free_unused()
+
+    data_dict = {}
+    for agg_map in agg_maps:
+        agg_val, index = agg_map._apply(val_array)
+        data_dict.update(agg_val)
+    return data_dict
+
+
+def _load_dict_from_json(json_file_name, file_name):
+    out_dict = {}
+    try:
+        with open(json_file_name) as f:
+            for line in f:
+                cur_dict = json.loads(line)
+                keys = cur_dict.keys()
+                for key in keys:
+                    full_key = file_name + "." + key
+                    if full_key in out_dict:
+                        out_dict[full_key].append(cur_dict[key])
+                    else:
+                        out_dict[full_key] = [cur_dict[key]]
+    except Exception as e:
+        print(str(e))
+    return out_dict
+
+
+def _extract_keys_from_maps(agg_maps):
+    seen = set()
+    extracted_keys = []
+    for agg_map in agg_maps:
+        extracted_keys += [key for key in agg_map.keys if key not in seen and not seen.add(key)]
+
+    return extracted_keys
+
+
+def _assert_valid_map(agg_map):
+    try:
+        assert issubclass(type(agg_map), AggregationMap)
+    except AssertionError:
+        message = f"The map {str(agg_map)} must be an instance"
+        message += f"of a child class of {str(AggregationMap)}"
+        raise InvalidAggregationMapError(message)
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
    + +
    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/data_structures/schemas.html b/master/_modules/mlxp/data_structures/schemas.html new file mode 100644 index 0000000..a49298e --- /dev/null +++ b/master/_modules/mlxp/data_structures/schemas.html @@ -0,0 +1,607 @@ + + + + + + + + mlxp.data_structures.schemas - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
    +
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    +
    MLXP 0.2.1 documentation
     +
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    + +
    + +
    +
    +

    Source code for mlxp.data_structures.schemas

    +"""Structures for validating the configurations."""
+
+import os
+import subprocess
+from dataclasses import dataclass, field
+from typing import Any
+
+from omegaconf import MISSING
+
+
+def get_defautl_shell_path():
+    try:
+        command = "echo $SHELL"
+        shell_path = subprocess.check_output(command, shell=True, stderr=subprocess.PIPE, text=True).strip()
+        return shell_path
+    except subprocess.CalledProcessError:
+        print("Error running the command {command}")
+        return ""
+
+
+
    
+[docs]
+@dataclass
+class ConfigScheduler:
+    """Structure of the scheduler config file.
+
+    .. py:attribute:: name
+        :type: str
+
+        Name of the scheduler's class.
+
+    .. py:attribute:: env_cmd
+        :type: str
+
+        Command for activating the working environment. (e.g. 'conda activate my_env')
+
+    .. py:attribute:: shell_path
+        :type: Any
+
+        Path to the shell used for submitting a job using a scheduler. (default '/bin/bash')
+
+    .. py:attribute:: shell_config_cmd
+        :type: bool
+
+        command for configuring the shell when submitting a job using a scheduler. (default 'source ~/.bashrc')
+
+    .. py:attribute:: cleanup_cmd
+        :type: str
+
+        A command for clearning the environment when executing a job submitted by the scheduler. (e.g.: 'module purge' for SLURM)
+
+    .. py:attribute:: option_cmd
+        :type: List[str]
+
+        A list of strings containing the scheduler's options for the job. This allows to specify the desired resources to the scheduler such as the duration of the job, the quantity and type of resources, etc.
+    """
+
+    name: str = "NoScheduler"
+    shell_path: str = get_defautl_shell_path()
+    shell_config_cmd: str = ""
+    env_cmd: str = ""
+    cleanup_cmd: str = ""
+    option_cmd: list = field(default_factory=lambda: [])
    
+
+
+
+
    
+[docs]
+@dataclass
+class ConfigVersionManager:
+    """Structure of the config file for the version manager.
+
+    .. py:attribute:: name
+        :type: str
+
+        Name of the version manager's class.
+    """
+
+    name: str = MISSING
    
+
+
+
+
    
+[docs]
+@dataclass
+class ConfigGitVM(ConfigVersionManager):
+    """Configs for using the GitVM version manager.
+
+    It inherits the structure of the class VersionManager.
+
+    .. py:attribute:: name
+        :type: str
+
+        Name of the version manager's class.
+
+    .. py:attribute:: parent_work_dir
+        :type: str
+
+        The target parent directory of
+        the new working directory returned by the version manager
+
+    .. py:attribute:: compute_requirements
+        :type: bool
+
+        When set to true, the version manager stores a list of requirements and their version.
+    """
+
+    name: str = "GitVM"
+    parent_work_dir: str = os.path.join(".", ".work_dir")
+    compute_requirements: bool = False
    
+
+
+
+
    
+[docs]
+@dataclass
+class ConfigLogger:
+    """Structure of the config file for the logs.
+
+    The outputs for each run are saved in a directory of the form
+    'parent_log_dir/log_id' which is stored in the variable 'path' during execution.
+
+    .. py:attribute:: name
+        :type: str
+
+        Class name of the logger to use
+        (default "DefaultLogger")
+
+    .. py:attribute:: parent_log_dir
+        :type: str
+
+        Absolute path of the parent directory where the logs of a run are stored.
+        (default "./logs")
+
+    .. py:attribute:: forced_log_id
+        :type: int
+
+        An id optionally provided by the user for the run. If forced_log_id is positive,
+        then the logs of the run will be stored under 'parent_log_dir/forced_log_id'. Otherwise,
+        the logs will be stored in a directory 'parent_log_dir/log_id' where 'log_id'
+        is assigned uniquely for the run during execution.
+
+    .. py:attribute:: log_streams_to_file
+        :type: bool
+
+        If true logs the system stdout and stderr of a run to a file named
+        "log.stdour" and "log.stderr" in the log directory.
+    """
+
+    name: str = "DefaultLogger"
+    parent_log_dir: str = os.path.join(".", "logs")
+    forced_log_id: int = -1
+    log_streams_to_file: bool = False
    
+
+
+
+
    
+[docs]
+@dataclass
+class Info:
+    """A structure storing general information about the run.
+
+    The following variables are assigned during execution.
+
+    .. py:attribute:: status
+        :type: str
+
+        Status of a job. The status can take the following values:
+
+        - STARTING: The metadata for the run have been created.
+
+        - RUNNING: The experiment is currently running.
+
+        - COMPLETE: The run is  complete and did not through any error.
+
+        - FAILED: The run stoped due to an error.
+
+    .. py:attribute:: current_file_path
+        :type: str
+
+        Name of the python file being executed.
+
+    .. py:attribute:: executable
+        :type: str
+
+        Path to the python executable used for executing the code.
+
+    .. py:attribute:: hostname
+        :type: str
+
+        Name of the host from which code is executed.
+
+    .. py:attribute:: process_id
+        :type: int
+
+        Id of the process assigned to the job during execution.
+
+    .. py:attribute:: start_date
+        :type: Any
+
+        Date at which job started.
+
+    .. py:attribute:: start_time
+        :type: Any
+
+        Time at which job started.
+
+    .. py:attribute:: end_date
+        :type: Any
+
+        Date at which job ended.
+
+    .. py:attribute:: end_time
+        :type: Any
+
+        Time at which job ended.
+
+    .. py:attribute:: logger
+        :type: Any
+
+        Logger info, whenever used.
+
+    .. py:attribute:: scheduler
+        :type: Any
+
+        scheduler info, whenever used.
+
+    .. py:attribute:: version_manager
+        :type: Any
+
+        version_manager info, whenever used.
+    """
+
+    status: str = "STARTING"
+    current_file_path: str = ""
+    executable: str = ""
+    hostname: str = ""
+    process_id: int = -1
+    start_date: Any = ""
+    start_time: Any = ""
+    end_date: Any = ""
+    end_time: Any = ""
+    work_dir: str = os.getcwd()
+    logger: Any = None
+    scheduler: Any = None
+    version_manager: Any = None
    
+
+
+
+
    
+[docs]
+@dataclass
+class MLXPConfig:
+    """Default settings of MLXP.
+
+    .. py:attribute:: logger
+        :type: ConfigLogger
+
+        The logger's settings.
+        (default ConfigLogger)
+
+    .. py:attribute:: scheduler
+        :type: ConfigScheduler
+
+        The scheduler's settings.
+        (default ConfigScheduler)
+
+    .. py:attribute:: version_manager
+        :type: ConfigVersionManager
+
+        The version_manager's settings.
+        (default ConfigGitVM)
+
+    .. py:attribute:: use_version_manager
+        :type: bool
+
+        If true, uses the version manager.
+        (default False)
+
+    .. py:attribute:: use_scheduler
+        :type: bool
+
+        If true, uses the scheduler.
+        (default False)
+
+    .. py:attribute:: use_logger
+        :type: bool
+
+        If true, uses the logger.
+        (default True)
+
+    .. py:attribute:: interactive_mode
+        :type: bool
+
+        A variable controlling MLXP's interactive mode.
+
+            1. If 'interactive_mode==True', MLXP uses the interactive mode whenever applicable:
+
+                - When 'use_scheduler==True' and 'scheduler.name=="NoScheduler"':
+                Asks the user to select a valid scheduler.
+                - When 'use_version_manager==True': Asks the user:
+
+                    - If untracked files should be added.
+                    - If uncommitted changes should be committed.
+                    - If a copy of the current repository based on the latest commit should be made (if not already existing) to execute the code from there. Otherwise, code is executed from the current directory.
+
+            2. If 'interactive_mode==False', no interactive mode is used and current options are used:
+
+                - When 'use_scheduler==True' and 'scheduler.name=="NoScheduler"': An error is thrown
+                - When 'use_version_manager==True':
+
+                    - Existing untracked files or uncommitted changes are ignored.
+                    - A copy of the code is made based on the latest commit (if not already existing) and code is executed from there.
+    """
+
+    logger: ConfigLogger = field(default_factory=lambda: ConfigLogger())
+    scheduler: ConfigScheduler = field(default_factory=lambda: ConfigScheduler())
+    version_manager: ConfigVersionManager = field(default_factory=lambda: ConfigGitVM())
+    use_version_manager: bool = False
+    use_scheduler: bool = False
+    use_logger: bool = True
+    interactive_mode: bool = True
    
+
+
+
+
    
+[docs]
+@dataclass
+class Metadata:
+    """The structure of the config file.
+
+    .. py:attribute:: info
+        :type: Info
+
+        Contains config information of the run
+        (hostname, command, application,  etc)
+        (default Info)
+
+    .. py:attribute:: mlxp
+        :type: MLXPConfig
+
+        Default settings of MLXP.
+        (default MLXPConfig)
+
+    .. py:attribute:: config
+        :type: Any
+
+        Contains the user's defined configs that are specific to the run.
+    """
+
+    info: Info = field(default_factory=lambda: Info())
+    mlxp: MLXPConfig = field(default_factory=lambda: MLXPConfig())
+    config: Any = None
    
+
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
    + +
    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/launcher.html b/master/_modules/mlxp/launcher.html new file mode 100644 index 0000000..35678af --- /dev/null +++ b/master/_modules/mlxp/launcher.html @@ -0,0 +1,718 @@ + + + + + + + + mlxp.launcher - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
    +
    +
    + +
    +
    +
    MLXP 0.2.1 documentation
     +
    +
    +
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    + +
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    + + + + + Back to top + +
    +
    + +
    + +
    +
    +

    Source code for mlxp.launcher

    +"""The launcher allows launching multiple experiments on a cluster using hydra."""
+
+import atexit
+import copy
+import functools
+import importlib
+import os
+import signal
+import socket
+import sys
+from dataclasses import dataclass
+from datetime import datetime
+from typing import Any, Callable, Dict, Optional, TypeVar, Union
+
+import yaml
+from hydra import version
+from hydra._internal.utils import _run_hydra, get_args_parser
+from hydra.core.hydra_config import HydraConfig
+from hydra.types import TaskFunction
+from omegaconf import DictConfig
+
+import mlxp
+from mlxp._internal.configure import _build_config, _process_config_path
+from mlxp.data_structures.config_dict import ConfigDict
+from mlxp.enumerations import Status
+from mlxp.errors import InvalidSchedulerError, MissingFieldError
+from mlxp.logger import Logger
+
+_UNSPECIFIED_: Any = object()
+
+
+hydra_defaults_dict = {
+    "hydra.mode": "MULTIRUN",
+    "hydra.output_subdir": "null",
+    "hydra.run.dir": ".",
+    "hydra.sweep.dir": ".",
+    "hydra.sweep.subdir": ".",
+    "hydra/job_logging": "disabled",
+    "hydra/hydra_logging": "disabled",
+}
+
+
+interactive_mode_file = os.path.join(hydra_defaults_dict["hydra.sweep.dir"], "user_choices.yaml")
+
+
+def _clean_dir():
+    sweep_dir = hydra_defaults_dict["hydra.sweep.dir"]
+    try:
+        os.remove(os.path.join(sweep_dir, "multirun.yaml"))
+        os.remove(interactive_mode_file)
+    except FileNotFoundError:
+        pass
+
+
+atexit.register(_clean_dir)
+signal.signal(signal.SIGTERM, _clean_dir)
+signal.signal(signal.SIGINT, _clean_dir)
+
+
+
    
+[docs]
+def launch(
+    config_path: str = "configs", seeding_function: Union[Callable[[Any], None], None] = None,
+) -> Callable[[TaskFunction], Any]:
+    """Create a decorator of the main function to be executed.
+
+    :example:
+
+    .. code-block:: python
+
+        import mlxp
+
+        @mlxp.launch(config_path='configs',
+                     seeding_function=set_seeds)
+        def my_func(ctx: mlxp.Context)->None:
+
+            print(ctx.config)
+
+        if __name__ == "__main__":
+            my_func()
+
+    :param config_path: The config path, a directory where the default user configuration and MLXP settings are stored.
+    :param seeding_function:  A callable for setting the seed of random number generators. It is called with the seed option in 'ctx.config.seed' passed to it.
+    :type config_path: str (default './configs')
+    :type seeding_function: Union[Callable[[Any], None],None] (default None)
+    :return: A decorator of the main function to be executed.
+    :type: Callable[[TaskFunction], Any]
+
+    This function allows four main functionalities:
+
+        1. Composing configurations from multiple files using hydra (see hydra-core package).
+        This behavior is similar to the decorator hydra.main provided in the hydra-core package:
+        https://github.com/facebookresearch/hydra/blob/main/hydra/main.py.
+        The configs are contained in a yaml file 'config.yaml' stored in
+        the directory 'config_path' passed as argument to this function.
+        Unlike hydra.main which decorates functions taking an OmegaConf object,
+        mlxp.launch  decorates functions with the following signature: main(ctx: mlxp.Context).
+        The ctx object is created on the fly during the execution of the program
+        and stores information about the run.
+        In particular, the field cfg.config stores the options contained in the config file 'config.yaml'.
+        Additionally, cfg.logger, provides a logger object of the class mlxp.Logger for logging results of the run.
+        Just like in hydra, it is also possible to override the configs from the command line and
+        to sweep over multiple values of a given configuration when executing python code.
+        See: https://hydra.cc/docs/intro/ for complete documentation on how to use Hydra.
+
+        2. Seeding: Additionally, mlxp.launch takes an optional argument 'seeding_function'.
+        By default, 'seeding_function' is None and does nothing. If a callable object is passed to it, this object is called with the argument cfg.config.seed
+        right before calling the decorated function. The user-defined callable is meant to set the seed of any random number generator used in the code.
+        In that case, the option 'ctx.config.seed' must be none empty.
+
+        3. Submitting jobs to a cluster queue using a scheduler.
+        This is achieved by setting the config value scheduler.name to the name of a valid scheduler.
+        Two job schedulers are currently supported by default: ['OARScheduler', 'SLURMScheduler' ].
+        It is possible to support other schedulers by
+        defining a subclass of the abstract class Scheduler.
+
+        4. Version management: Creating a 'safe' working directory when submitting jobs to a cluster.
+        This functionality sets the working directory to a new location
+        created by making a copy of the code based on the latest commit
+        to a separate destination, if it doesn't exist already. Executing code
+        from this copy allows separting development code from code deployed in a cluster.
+        It also allows recovering exactly the code used for a given run.
+        This behavior can be modified by using a different version manager VersionManager (default GitVM).
+
+        .. note:: Currently, this functionality expects the executed python file to part of a git repository.
+    """
+    config_name = "config"
+    version_base = None  # by default set the version base for hydra to None.
+    version.setbase(version_base)
+
+    def hydra_decorator(task_function: TaskFunction) -> Callable[[], None]:
+        # task_function = launch(task_function)
+        @functools.wraps(task_function)
+        def decorated_main(cfg_passthrough: Optional[DictConfig] = None) -> Any:
+            processed_config_path = _process_config_path(config_path, task_function.__code__.co_filename)
+            os.makedirs(processed_config_path, exist_ok=True)
+
+            if cfg_passthrough is not None:
+                return task_function(cfg_passthrough)
+            else:
+                args_parser = get_args_parser()
+                args = args_parser.parse_args()
+
+                # Setting hydra defaults
+                hydra_defaults = [key + "=" + value for key, value in hydra_defaults_dict.items()]
+                overrides = args.overrides + hydra_defaults
+                setattr(args, "overrides", overrides)
+
+                _clean_dir()
+
+                _run_hydra(
+                    args=args,
+                    args_parser=args_parser,
+                    task_function=task_function,
+                    config_path=processed_config_path,
+                    config_name=config_name,
+                )
+
+                _clean_dir()
+
+        return decorated_main
+
+    def launcher_decorator(task_function):
+        @functools.wraps(task_function)
+        def decorated_task(overrides):
+            co_filename = task_function.__code__.co_filename
+
+            cfg, im_handler = _build_config(
+                config_path, config_name, co_filename, overrides, interactive_mode_file
+            )
+            now = datetime.now()
+            info = {
+                "hostname": socket.gethostname(),
+                "process_id": os.getpid(),
+                "executable": sys.executable,
+                "current_file_path": task_function.__code__.co_filename,
+                "start_date": now.strftime("%d/%m/%Y"),
+                "start_time": now.strftime("%H:%M:%S"),
+                "status": Status.STARTING.value,
+            }
+
+            cfg.update({"info": info})
+
+            if cfg.mlxp.use_version_manager:
+                version_manager = _instance_from_config(cfg.mlxp.version_manager)
+                version_manager._set_im_handler(im_handler)
+                work_dir = version_manager.make_working_directory()
+                cfg.update({"info": {"version_manager": version_manager.get_info()}})
+            else:
+                work_dir = os.getcwd()
+
+            cfg.update({"info": {"work_dir": work_dir}})
+
+            if cfg.mlxp.use_scheduler:
+                try:
+                    scheduler = _instance_from_config(cfg.mlxp.scheduler, module=mlxp.scheduler)
+                    if not cfg.mlxp.use_logger:
+                        print("Logger is currently disabled.")
+                        print("To use the scheduler, the logger must be enabled")
+                        print("Enabling the logger...")
+                        cfg.mlxp.use_logger = True
+                except AttributeError:
+                    error_msg = cfg.mlxp.scheduler.name + " is not a valid scheduler\n"
+                    error_msg += "There are two options to prevent this error from happening:\n"
+                    error_msg += " 1) Disable the scheduler by setting mlxp.use_scheduler=False\n"
+                    error_msg += " 2) Configure a valid scheduler: for instance, you can use the interactive mode to select one of the default schedulers\n"
+                    error_msg += "For more information about scheduler configuration, please refer to the documentation"
+                    raise InvalidSchedulerError(error_msg) from None
+                    # scheduler = None
+                    # cfg.mlxp.use_scheduler = False
+            else:
+                scheduler = None
+
+            if cfg.mlxp.use_logger:
+                logger = _instance_from_config(cfg.mlxp.logger)
+                log_id = logger.log_id
+                log_dir = logger.log_dir
+                parent_log_dir = logger.parent_log_dir
+                cfg.update({"info": {"logger": logger.get_info()}})
+                cfg.update({"config": _get_configs(log_dir)})
+            else:
+                logger = None
+
+            if cfg.mlxp.use_scheduler:
+                main_cmd = _main_job_command(
+                    cfg.info.executable, cfg.info.current_file_path, work_dir, parent_log_dir, log_id,
+                )
+
+                scheduler.submit_job(main_cmd, log_dir)
+                cfg.update({"info": {"scheduler": scheduler.get_info()}})
+                logger._log_configs(cfg)
+
+            else:
+                # ## Setting up the working directory
+                cur_dir = os.getcwd()
+                _set_work_dir(work_dir)
+
+                if logger:
+                    cfg.update({"info": _get_mlxp_configs(log_dir)})
+                try:
+                    cfg.update({"info": {"status": Status.RUNNING.value}})
+                    if logger:
+                        logger._log_configs(cfg)
+                    if seeding_function:
+                        try:
+                            assert "seed" in cfg.config.keys()
+                        except AssertionError:
+                            msg = "Missing field: The 'config' must contain a field named 'seed'\n"
+                            msg += "provided as argument to the function 'seeding_function' "
+                            raise MissingFieldError(msg)
+                        seeding_function(cfg.config.seed)
+
+                    ctx = Context(config=cfg.config, mlxp=cfg.mlxp, info=cfg.info, logger=logger)
+                    task_function(ctx)
+                    now = datetime.now()
+                    info = {
+                        "end_date": now.strftime("%d/%m/%Y"),
+                        "end_time": now.strftime("%H:%M:%S"),
+                        "status": Status.COMPLETE.value,
+                    }
+
+                    cfg.update({"info": info})
+
+                    if logger:
+                        logger._log_configs(cfg)
+
+                    _reset_work_dir(cur_dir)
+                    return None
+                except Exception:
+                    now = datetime.now()
+                    info = {
+                        "end_date": now.strftime("%d/%m/%Y"),
+                        "end_time": now.strftime("%H:%M:%S"),
+                        "status": Status.FAILED.value,
+                    }
+
+                    cfg.update({"info": info})
+
+                    if logger:
+                        logger._log_configs(cfg)
+
+                    _reset_work_dir(cur_dir)
+                    raise
+
+        decorated_task.__code__ = decorated_task.__code__.replace(
+            co_filename=task_function.__code__.co_filename
+        )
+
+        return decorated_task
+
+    def composed_decorator(task_function: TaskFunction) -> Callable[[], None]:
+        decorated_task = launcher_decorator(task_function)
+        task_function = hydra_decorator(decorated_task)
+
+        return task_function
+
+    return composed_decorator
    
+
+
+
+
    
+[docs]
+@dataclass
+class Context:
+    """The contex object passed to the decorated function when using decorator
+    mlxp.launch.
+
+    .. py:attribute:: config
+        :type: ConfigDict
+
+        A structure containing project-specific options provided by the user.
+        These options are loaded from a yaml file 'config.yaml' contained in the directory 'config_path'
+        provided as argument to the decorator mlxp.launch. It's content can be overriden from the command line.
+
+    .. py:attribute:: mlxp
+        :type: ConfigDict
+
+        A structure containing MLXP's default settings for the project.
+        Its content is loaded from a yaml file 'mlxp.yaml' located in the same directory 'config.yaml'.
+
+    .. py:attribute:: info
+        :type: ConfigDict
+
+        A structure containing information about the current run: ex. status, start time, hostname, etc.
+
+    .. py:attribute:: logger
+        :type: Union[Logger,None]
+
+        A logger object that can be used for logging variables (metrics, checkpoints, artifacts).
+        When logging is enabled, these variables are all stored in a uniquely defined directory.
+    """
+
+    config: ConfigDict = None
+    mlxp: ConfigDict = None
+    info: ConfigDict = None
+    logger: Union[Logger, None] = None
    
+
+
+
+T = TypeVar("T")
+
+
+
    
+[docs]
+def instance_from_dict(class_name: str, arguments: Dict[str, Any], module: Any = mlxp) -> T:
+    """Create an instance of a class based on a dictionary of arguments.
+
+    :param class_name: The name of the class
+    :param arguments: A dictionary of arguments to the class constructor
+    :type class_name: str
+    :type arguments: Dict[str,Any]
+    :return: An instance of a class 'class_name' constructed using the arguments in
+        'arguments'.
+    :rtype: T
+    """
+    attr = _import_module(class_name, module)
+    if arguments:
+        attr = attr(**arguments)
+    else:
+        attr = attr()
+
+    return attr
    
+
+
+
+def _import_module(module_name, main_module):
+    module, attr = os.path.splitext(module_name)
+    if not attr:
+        return getattr(main_module, module)
+    else:
+        try:
+            module = importlib.import_module(module)
+            return getattr(module, attr[1:])
+        except BaseException:
+            try:
+                module = _import_module(module)
+                return getattr(module, attr[1:])
+            except BaseException:
+                return eval(module + attr[1:])
+
+
+def _instance_from_config(config, module=mlxp):
+    config_module_name = "name"
+    config = copy.deepcopy(config)
+    module_name = config.pop(config_module_name)
+
+    return instance_from_dict(module_name, config, module=module)
+
+
+def _set_work_dir(work_dir):
+    os.chdir(work_dir)
+    sys.path.insert(0, work_dir)
+
+
+def _reset_work_dir(cur_dir):
+    os.chdir(cur_dir)
+    sys.path = sys.path[1:]
+
+
+def _get_mlxp_configs(log_dir):
+    from mlxp.enumerations import Directories
+
+    abs_name = os.path.join(log_dir, Directories.Metadata.value, "info.yaml")
+    configs_info = {}
+
+    if os.path.isfile(abs_name):
+        with open(abs_name, "r") as file:
+            configs = yaml.safe_load(file)
+            if "scheduler" in configs:
+                configs_info.update({"scheduler": configs["scheduler"]})
+            if "version_manager" in configs:
+                configs_info.update({"version_manager": configs["version_manager"]})
+            if "logger" in configs:
+                configs_info.update({"logger": configs["logger"]})
+
+    return configs_info
+
+
+def _get_configs(log_dir):
+    from mlxp.enumerations import Directories
+
+    abs_name = os.path.join(log_dir, Directories.Metadata.value, "config.yaml")
+    configs = {}
+
+    if os.path.isfile(abs_name):
+        with open(abs_name, "r") as file:
+            configs = yaml.safe_load(file)
+
+    return configs
+
+
+def _main_job_command(executable, current_file_path, work_dir, parent_log_dir, job_id):
+    exec_file = os.path.relpath(current_file_path, os.getcwd())
+
+    args = _get_overrides()
+    values = [
+        f"cd {work_dir}",
+        f"{executable} {exec_file} {args} \
+            +mlxp.logger.forced_log_id={job_id}\
+            +mlxp.logger.parent_log_dir={parent_log_dir} \
+            +mlxp.use_scheduler={False}\
+            +mlxp.use_version_manager={False}\
+            +mlxp.interactive_mode={False}",
+    ]
+
+    values = [f"{val}\n" for val in values]
+    return "".join(values)
+
+
+def _get_overrides():
+    hydra_cfg = HydraConfig.get()
+    overrides = hydra_cfg.overrides.task
+
+    def filter_fn(x):
+        return (
+            ("version_manager" not in x)
+            and ("scheduler" not in x)
+            and ("logger.parent_log_dir" not in x)
+            and ("logger.forced_log_id" not in x)
+            and ("interactive_mode" not in x)
+        )
+
+    filtered_args = list(filter(filter_fn, overrides))
+    args = " ".join(filtered_args)
+    return args
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
    + +
    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/logger.html b/master/_modules/mlxp/logger.html new file mode 100644 index 0000000..13d2706 --- /dev/null +++ b/master/_modules/mlxp/logger.html @@ -0,0 +1,572 @@ + + + + + + + + mlxp.logger - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
    +
    +
    + +
    +
    +
    MLXP 0.2.1 documentation
     +
    +
    +
    + +
    + +
    +
    + +
    +
    +
    + + + + + Back to top + +
    +
    + +
    + +
    +
    +

    Source code for mlxp.logger

    +"""The logger can saves the configs and outputs of an experiment."""
+
+
+import abc
+import json
+import os
+import random
+import sys
+from time import sleep
+from typing import Any, Dict, Union
+
+import dill as pkl
+import yaml
+
+from mlxp.data_structures.artifacts import Artifact, Checkpoint
+from mlxp.data_structures.config_dict import ConfigDict
+from mlxp.enumerations import Directories
+from mlxp.errors import InvalidArtifactError, InvalidKeyError
+
+
+
    
+[docs]
+class Logger(abc.ABC):
+    """A logger that allows saving outputs of the run in a uniquely assigned directory
+    for the specific run.
+
+    The logger creates a directory with a default file structure:
+
+    .. code-block:: console
+
+        parent_log_dir/log_id:
+        ├── metadata/
+        │   └── metadata.yaml : Contains the configs of the run
+        ├── metrics/
+        │   ├── 'file_name'.json : Contains a the outputs stored
+        │   │                   when running the method log_metrics(metrics_dict, file_name)
+        │   └── .keys/ Directory of yaml files containing the keys of dictionaries saved using log_metrics.
+        │            Each file 'file_name'.yaml corresponds to a json file 'file_name'.json containing the dictionaries.
+        ├── artifacts/ : A directory where each subdirectory contains objects of the same subclass of Artifact saved using the method log_artifact.
+        ├── log.stderr: Contains error logs (Only if job is submitted in bacth mode to a scheduler)
+        ├── log.stdout: Contains output logs (Only if job is submitted in bacth mode to a scheduler)
+        └── script.sh: Contains the script for running the job (Only if job is submitted using a job scheduler)
+
+    .. py:attribute:: parent_log_dir
+        :type: str
+
+        The parent directory where the directory of the run is created.
+    """
+
+    def __init__(self, parent_log_dir, forced_log_id=-1, log_streams_to_file=False):
+        """Create a logger object.
+
+        :param parent_log_dir: The parent directory where the directory of the run is
+            created.
+        :param forced_log_id: A forced log_id for the run. When forced_log_id is
+            positive, the log_id of the run is set forced_log_id. If forced_log_id is
+            negative, then the logger assigns a new unique log_id for the run.
+        :param log_streams_to_file: When true, the stdout and stderr files are saved in
+            files 'log_dir/log.stdout' and 'log_dir/log.stderr'.
+        :type parent_log_dir: str
+        :type forced_log_id: int
+        :type log_streams_to_file: bool
+        """
+        self.parent_log_dir = os.path.abspath(parent_log_dir)
+        self.forced_log_id = forced_log_id
+        self._metric_dict_keys = {}
+        self._log_id, self._log_dir = _make_log_dir(forced_log_id, self.parent_log_dir)
+
+        self.metrics_dir = os.path.join(self._log_dir, Directories.Metrics.value)
+        self.artifacts_dir = os.path.join(self._log_dir, Directories.Artifacts.value)
+        self.metadata_dir = os.path.join(self._log_dir, Directories.Metadata.value)
+        self.session_dir = os.path.join(
+            self._log_dir, Directories.Artifacts.value, Directories.Sessions.value
+        )
+        os.makedirs(self.metrics_dir, exist_ok=True)
+        os.makedirs(self.artifacts_dir, exist_ok=True)
+        os.makedirs(self.metadata_dir, exist_ok=True)
+
+        if log_streams_to_file:
+            log_stdout = open(os.path.join(self._log_dir, "log.stdout"), "w", buffering=1)
+            sys.stdout = log_stdout
+            log_stderr = open(os.path.join(self._log_dir, "log.stderr"), "w", buffering=1)
+            sys.stderr = log_stderr
+
+    def _log_configs(self, config: ConfigDict) -> None:
+        file_name = os.path.join(self.metadata_dir, "config")
+        with open(file_name + ".yaml", "w") as f:
+            yaml.dump(config.config.to_dict(), f)
+        file_name = os.path.join(self.metadata_dir, "info")
+        with open(file_name + ".yaml", "w") as f:
+            yaml.dump(config.info.to_dict(), f)
+        file_name = os.path.join(self.metadata_dir, "mlxp")
+        with open(file_name + ".yaml", "w") as f:
+            yaml.dump(config.mlxp.to_dict(), f)
+
+
    
+[docs]
+    def get_info(self) -> None:
+        """Return a dictionary containing information about the logger settings used for
+        the run.
+
+        :return: Dictionary containing information about the logger settings used for
+            the run.
+        :rtype: Dict[str, Any]
+        """
+        return {
+            "log_id": self.log_id,
+            "log_dir": self.log_dir,
+            "metrics_dir": self.metrics_dir,
+            "metadata_dir": self.metadata_dir,
+            "artifacts_dir": self.artifacts_dir,
+        }
    
+
+
+
    
+[docs]
+    def log_metrics(self, metrics_dict, log_name):
+        """Save a dictionary of scalars to a json file named log_name+'.json' in the
+        directory log_dir/metrics.
+
+        If the file exists already, the dictionary is appended at the end of the file.
+
+        :param metrics_dict: Dictonary of scalar values to be saved, the values can be
+            either int, float of string.
+        :param log_name: Name of the json file where to save the metric_dict.
+        :type metrics_dict: Dict[str, Union[int, float, str]]
+        :type log_name: str
+        :return: None
+        """
+        invalid_names = ["info", "config", "mlxp"]
+        try:
+            assert log_name not in ["info", "config", "mlxp"]
+        except AssertionError:
+            raise InvalidKeyError(
+                f"The chosen log_nam:  {log_name} is invalid! It must be different from these protected names: {invalid_names} "
+            )
+
+        self._log_metrics_key(metrics_dict, log_name)
+        file_name = os.path.join(self.metrics_dir, log_name)
+        return self._log_metrics(metrics_dict, file_name)
    
+
+
+    def _log_metrics(self, metrics_dict: Dict[str, Union[int, float, str]], file_name: str) -> None:
+        with open(file_name + ".json", "a") as f:
+            json.dump(metrics_dict, f)
+            f.write(os.linesep)
+
+
    
+[docs]
+    def log_artifact(self, artifact: Artifact, log_name: str) -> None:
+        """Save the attribute obj of an instance inheriting from the abstract class Artifact into a destination file: 'log_dir/artifacts/artifact_class_name/log_name'.
+
+        The directory 'artifact_class_name' is named after
+        the child class inheriting from Artifact.
+
+        :param artifact:  An instance of a class inheriting from the abstract class Artifact.
+        :param log_name: Name of the file where the artifact is saved.
+        :type artifact: Artifact
+        :type log_name: str
+        :return: None
+        :raises Assertionerror: if artifact is not an instance of Artifact.
+        """
+        try:
+            assert isinstance(artifact, Artifact)
+        except AssertionError:
+            raise InvalidArtifactError(
+                f"The object {artifact} must be an instance of the abstract class {Artifact}. Instead, it is of type {type(artifact)}"
+            )
+
+        subdir = os.path.join(self.artifacts_dir, type(artifact).__name__)
+        os.makedirs(subdir, exist_ok=True)
+        fname = os.path.join(subdir, log_name)
+        artifact._save(fname)
    
+
+
+    @property
+    def log_id(self):
+        """Return the uniquely assigned id of the run.
+
+        Ensures the log_id to be immutable.
+
+        :rtype: int
+        :return: The id of the run.
+        """
+        return self._log_id
+
+    @property
+    def log_dir(self):
+        """Return the path to the directory where outputs of the run are saved.
+
+        Ensures the log_dir to be immutable.
+
+        :rtype: str
+        :return: The path to the output directory of the run.
+        """
+        return self._log_dir
+
+    def log_session(self):
+
+        os.makedirs(self.session_dir, exist_ok=True)
+        filename = os.path.join(self.session_dir, "last_session.pkl")
+        pkl.dump_session(filename)
+
+    def load_session(self):
+        filename = os.path.join(self.session_dir, "last_session.pkl")
+        pkl.load_session(filename)
+
+    def _log_metrics_key(self, metrics_dict: Dict[str, Union[int, float, str]], log_name: str):
+        # Logging new keys appearing in a metrics dict
+
+        if log_name not in self._metric_dict_keys.keys():
+            self._metric_dict_keys[log_name] = []
+
+        new_keys = []
+        for key in metrics_dict.keys():
+            if key not in self._metric_dict_keys[log_name]:
+                new_keys.append(key)
+        self._metric_dict_keys[log_name] += new_keys
+        dict_file = {key: "" for key in new_keys}
+        keys_dir = os.path.join(self.metrics_dir, ".keys")
+        os.makedirs(keys_dir, exist_ok=True)
+        log_name = os.path.join(keys_dir, log_name)
+        cur_yaml = {}
+        try:
+            with open(log_name + ".yaml", "r") as f:
+                cur_yaml = yaml.safe_load(f)
+        except BaseException:
+            pass
+        cur_yaml.update(dict_file)
+        with open(log_name + ".yaml", "w") as f:
+            yaml.dump(cur_yaml, f)
    
+
+
+
+
    
+[docs]
+class DefaultLogger(Logger):
+    """A logger that provides methods for logging checkpoints and loading them."""
+
+    def __init__(self, parent_log_dir, forced_log_id, log_streams_to_file=False):
+        super().__init__(parent_log_dir, forced_log_id, log_streams_to_file=log_streams_to_file)
+
+
    
+[docs]
+    def log_checkpoint(self, checkpoint: Any, log_name: str = "checkpoint") -> None:
+        """Save a checkpoint for later use, this can be any serializable object.
+
+        This method is intended for saving the latest state of the run, thus, by
+        default, the checkpoint name is set to 'last.pkl'. For custom checkpointing
+        please use the method log_artifacts
+
+        :param checkpoint: Any serializable object to be stored in
+            'run_dir/Artifacts/Checkpoint/last.pkl'.
+        :type checkpoint: Any
+        :param log_name: Name of the file where the checkpoint is saved.
+        :type log_name: str (default 'checkpoint')
+        """
+        self.log_artifact(Checkpoint(checkpoint, ".pkl"), log_name=log_name)
    
+
+
+
    
+[docs]
+    def load_checkpoint(self, log_name, root=None) -> Any:
+        """Restore a checkpoint from 'run_dir/Artifacts/Checkpoint/log_name.pkl' or a
+        user defined directory root.
+
+        Raises an error if it fails to do so.
+
+        :param log_name: Name of the file where the checkpoint is saved.
+        :type log_name: str (default 'checkpoint')
+        :param root: Absolute path to the checkpoint.
+        If set to None, the logger looks for the checkpoint in 'run_dir/Artifacts/Checkpoint'.
+        :type root: Union[str,None] (default 'None')
+        return: Any serializable object stored in 'run_dir/Artifacts/Checkpoint/last.pkl'.
+        rtype: Any
+        """
+
+        if root:
+            checkpoint_name = os.path.join(root, log_name + ".pkl")
+        else:
+            checkpoint_name = os.path.join(self.artifacts_dir, "Checkpoint", log_name + ".pkl")
+        with open(checkpoint_name, "rb") as f:
+            checkpoint = pkl.load(f)
+        return checkpoint
    
+
    
+
+
+
+def _make_log_dir(forced_log_id, root):
+    os.makedirs(root, exist_ok=True)
+    log_dir = None
+    if forced_log_id < 0:
+        fail_count = 0
+        while log_dir is None:
+            try:
+                _id = _maximum_existing_log_id(root) + 1
+                log_dir_tmp = os.path.join(root, str(_id))
+                os.mkdir(log_dir_tmp)
+                log_dir = log_dir_tmp  # set log_dir only if successful creation
+            except FileExistsError:  # Catch race conditions
+                sleep(random.random())
+                if fail_count < 1000:
+                    fail_count += 1
+                else:  # expect that something else went wrong
+                    raise
+    else:
+        assert isinstance(forced_log_id, int)
+        _id = forced_log_id
+        log_dir = os.path.join(root, str(_id))
+        os.makedirs(log_dir, exist_ok=True)
+    return _id, log_dir
+
+
+def _maximum_existing_log_id(root):
+    dir_nrs = [int(d) for d in os.listdir(root) if os.path.isdir(os.path.join(root, d)) and d.isdigit()]
+    if dir_nrs:
+        return max(dir_nrs)
+    else:
+        return 0
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
    + +
    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/mlxpsub.html b/master/_modules/mlxp/mlxpsub.html new file mode 100644 index 0000000..d3cb732 --- /dev/null +++ b/master/_modules/mlxp/mlxpsub.html @@ -0,0 +1,439 @@ + + + + + + + + mlxp.mlxpsub - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
    +
    +
    + +
    +
    +
    MLXP 0.2.1 documentation
     +
    +
    +
    + +
    + +
    +
    + +
    +
    +
    + + + + + Back to top + +
    +
    + +
    + +
    +
    +

    Source code for mlxp.mlxpsub

    +import atexit
+import os
+import signal
+import sys
+import tempfile
+
+import yaml
+
+from mlxp.scheduler import Schedulers_dict
+
+scheduler_env_var = "MLXP_SCHEDULER"
+
+
+def process_bash_script(bash_script_name):
+    shebang = ""
+    scheduler = {"option_cmd": [], "env_cmd": [], "name": "NoScheduler", "shell_path": ""}
+
+    with open(bash_script_name, "r") as script_file:
+        for line in script_file:
+            line = line.strip()
+
+            if not line:
+                continue
+
+            if line.startswith("#!"):
+                shebang = line[2:]
+                scheduler["shell_path"] = shebang
+                continue  # Skip shebang line
+
+            elif line.startswith("#"):
+                # Assuming scheduler instructions are comments starting with '#'
+                splitted_line = line.split(" ")
+
+                if len(splitted_line) > 1:
+                    directive = splitted_line[0]
+                    option_cmd = " ".join(splitted_line[1:])
+                    if directive in Schedulers_dict:
+                        scheduler["name"] = Schedulers_dict[directive]["name"]
+                        scheduler["option_cmd"].append(option_cmd)
+
+            elif not skip_cmd(line):
+                scheduler["env_cmd"].append(line)
+                continue
+
+    if scheduler["name"] == "NoScheduler":
+        print("Warning: No valid scheduler syntax were found")
+        print("Valid scheduler")
+
+    configs = {"scheduler": scheduler, "use_scheduler": True}
+    return configs, shebang
+
+
+def skip_cmd(line):
+    lower_line = line.lower()
+    if lower_line.startswith("python ") or lower_line.startswith("python3 "):
+        return True
+    else:
+        if (" python " in lower_line) or (" python3 " in lower_line):
+            return True
+
+    # Skip assignment
+    split_eq = line.split("=")
+    if len(split_eq) > 1:
+        return True
+    if line.startswith("cd") or line.startswith("#"):
+        return True
+
+    return False
+
+
+def handle_launch_cmd(bash_cmd, bash_script_name):
+    if sys.platform.startswith("win"):
+        # Windows
+        if bash_script_name.endswith(".sh"):
+            command = f"{bash_cmd}  {bash_script_name}"
+        elif bash_script_name.endswith(".ps1"):
+            command = f"powershell -File {bash_script_name}"
+        else:
+            command = f"{bash_script_name}"
+    else:
+        # Assume non-Windows (Unix-like)
+        command = f"{bash_cmd}  {bash_script_name}"
+    return command
+
+
+def run_python_script(bash_cmd, bash_script_name, scheduler_file_name):
+    cmd = handle_launch_cmd(bash_cmd, bash_script_name)
+    envs = os.environ
+    envs[scheduler_env_var] = f"{scheduler_file_name}"
+    code = os.spawnvpe(os.P_WAIT, bash_cmd, cmd.split(), envs)
+    if code == 127:
+        sys.stderr.write("{0}: command not found\n".format(bash_cmd))
+    else:
+        print(code)
+
+    # print(process_output)
+
+
+
    
+[docs]
+def mlxpsub():
+    """A function for submitting a script to a job scheduler. 
+    Usage: mlxpsub <script.sh>
+    
+    The 'script.sh' must contain the scheduler's options defining 
+    the resource allocation for each individual job.
+    Below is an example of 'script.sh'
+
+    :example:
+
+    .. code-block:: console
+
+        #!/bin/bash
+
+        #OAR -l core=1, walltime=6:00:00
+        #OAR -t besteffort
+        #OAR -t idempotent
+        #OAR -p gpumem>'16000'
+
+        python main.py  optimizer.lr=10.,1.,0.1 seed=1,2,3,4
+        python main.py  model.num_units=100,200 seed=1,2,3,4
+
+    The command assumes the script contains at least a python command of the form:
+    python <python_file_name.py> options_1=A,B,C option_2=X,Y
+    where <python_file_name.py> is a python file that uses MLXP for launching. 
+    
+    MLXP creates a script for each job corresponding to an option setting.
+    Each script is located in a directory of the form parent_log_dir/log_id, 
+    where log_id is automatically assigned by MLXP for each job. 
+
+    Here is an example of the first created script in 'logs/1/script.sh'
+    
+    :example:
+
+    .. code-block:: console
+
+        #!/bin/bash
+        #OAR -n logs/1
+        #OAR -E /root/logs/1/log.stderr
+        #OAR -O /root/logs/1/log.stdout
+        #OAR -l core=1, walltime=6:00:00
+        #OAR -t besteffort
+        #OAR -t idempotent
+        #OAR -p gpumem>'16000'
+    
+        cd /root/workdir/
+        python main.py  optimizer.lr=10. seed=1
+    
+    As you can see, MLXP automatically assigns values for 
+    the job's name, stdout and stderr file paths, 
+    so there is no need to specify those in the original script 'script.sh'.
+    These scripts contain the same scheduler's options 
+    as in 'script.sh' and a single python command using one specific option setting: optimizer.lr=10. seed=1
+    Additionally, MLXP pre-processes the python command to extract its working directory 
+    and set it explicitly in the newly created script before the python command. 
+
+    .. note:: 
+        It is also possible to have other commands in the 'script.sh', 
+        for instance to activate an environment: (conda activate my_env). 
+        These commands will be copied from  'script.sh' to  the new created script 
+        and placed before the python command. Variable assignments and directory changes
+        will be systematically ignored.
+    """
+
+    if len(sys.argv) != 2:
+        print("Usage: mlxpsub <script.sh>")
+        sys.exit(1)
+
+    root = os.getcwd()
+    bash_script_name = sys.argv[1]
+    script_path = os.path.join(root, bash_script_name)
+
+    scheduler, shebang = process_bash_script(script_path)
+    with tempfile.NamedTemporaryFile() as temporary_file:
+        yaml.dump(scheduler, temporary_file, encoding=("utf-8"))
+        scheduler_file_name = temporary_file.name
+        run_python_script(shebang, bash_script_name, scheduler_file_name)
    
+
+
+
+def main():
+    mlxpsub()
+
+
+if __name__ == "__main__":
+    main()
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
    + +
    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/parser.html b/master/_modules/mlxp/parser.html new file mode 100644 index 0000000..449777e --- /dev/null +++ b/master/_modules/mlxp/parser.html @@ -0,0 +1,499 @@ + + + + + + + + mlxp.parser - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
    +
    +
    + +
    +
    +
    MLXP 0.2.1 documentation
     +
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    + +
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    +
    +

    Source code for mlxp.parser

    +"""Parser object for querying results stored by the reader."""
+
+import abc
+import ast
+from operator import eq, ge, gt, le, lt, ne
+
+import ply.lex as lex
+import ply.yacc as yacc
+from tinydb import Query, where
+from tinydb.queries import QueryInstance
+
+from mlxp.enumerations import SearchableKeys
+from mlxp.errors import InvalidKeyError
+
+
+
    
+[docs]
+class Parser(abc.ABC):
+    """An abstract class for parsing queries.
+
+    Any parser used by the class Reader must inherit from this abstract class.
+    """
+
+
    
+[docs]
+    @abc.abstractmethod
+    def parse(self, query: str) -> QueryInstance:
+        """Parse a query string into a tinydb QueryInstance object.
+
+        :param query: A query in the form of a string
+        :type query: str
+        :return: A instance of a QueryInstance class representing the query
+        :rtype: QueryInstance
+        :raises SyntaxError: if the query string does not follow expected syntax.
+        """
+        pass
    
+
    
+
+
+
+
    
+[docs]
+class DefaultParser(Parser):
+    """MLXP's deafult parser inspired from python's syntax."""
+
+    def __init__(self):
+        self.lexer = _Lexer()
+        self.parser = _YaccParser()
+
+
    
+[docs]
+    def parse(self, query: str) -> QueryInstance:
+        """Parse a query string into a tinydb QueryInstance object."""
+        return self.parser.parse(query, lexer=self.lexer)
    
+
    
+
+
+
+ops = {
+    "==": eq,
+    "!=": ne,
+    "<=": le,
+    ">=": ge,
+    "<": lt,
+    ">": gt,
+}
+
+tokens = (
+    "ID",
+    "LIST",
+    "SCALAR",
+    "EQUAL",
+    "LESS_THAN",
+    "GREATER_THAN",
+    "LESS_THAN_OR_EQUAL",
+    "GREATER_THAN_OR_EQUAL",
+    "NOT_EQUAL",
+    "AND",
+    "OR",
+    "NOT",
+    "LPAREN",
+    "RPAREN",
+    "IN",
+)
+
+
+def _Lexer():
+    reserved = {"in": "IN"}
+
+    # Define regular expressions for each token
+    t_EQUAL = r"=="
+    t_LESS_THAN_OR_EQUAL = r"<="
+    t_GREATER_THAN_OR_EQUAL = r">="
+    t_NOT_EQUAL = r"!="
+    t_LESS_THAN = r"<"
+    t_GREATER_THAN = r">"
+    t_AND = r"&"
+    t_OR = r"\|"
+    t_NOT = r"~"
+    t_LPAREN = r"\("
+    t_RPAREN = r"\)"
+    t_IN = r"in"
+    t_ignore = " \t"
+
+    # Define a rule for list literals
+    def t_LIST(t):
+        r"\[[^\]]*\]"
+        t.type = "LIST"  # Update the token type to 'LIST'
+        t.value = ast.literal_eval(t.value)  # Evaluate the list literal to create a list object
+        return t
+
+    def t_BOOL(t):
+        r"(?i:true)|(?i:false)"
+        t.type = "SCALAR"
+        t.value = ast.literal_eval(t.value)
+        return t
+
+    def t_STRING(t):
+        r"\'(.*?)\'"
+        t.type = "SCALAR"
+        t.value = ast.literal_eval(t.value)
+        return t
+
+    # Define a rule for scalar values (including integers, floats, and strings)
+    def t_SCALAR(t):
+        r"([+-]?([0-9]+([.][0-9]*)?|[.][0-9]+))|\'[^\']*\'|\"[^\"]*\" "
+        # t.type = 'LIST'
+        t.value = ast.literal_eval(t.value)
+        return t
+
+    # A regular expression rule with some action code
+    def t_ID(t):
+        # r'[a-zA-Z][\w._-]*'
+        r"[a-zA-Z_\d]+(\.[a-zA-Z_\d]+)*"
+        t.type = reserved.get(t.value, "ID")  # Check for reserved words
+        return t
+
+    def t_error(t):
+        raise SyntaxError(f'Illegal character "{t.value[0]}"')
+
+    return lex.lex(debug=False)
+
+
+def _YaccParser():
+    precedence = (
+        ("left", "OR"),
+        ("left", "AND"),
+        ("left", "NOT"),
+        (
+            "left",
+            "EQUAL",
+            "LESS_THAN",
+            "GREATER_THAN",
+            "LESS_THAN_OR_EQUAL",
+            "GREATER_THAN_OR_EQUAL",
+            "NOT_EQUAL",
+            "IN",
+        ),
+    )
+
+    def p_expression__binOp(p):
+        """Expr : ID EQUAL SCALAR
+        | ID NOT_EQUAL SCALAR
+        | ID LESS_THAN SCALAR
+        | ID GREATER_THAN SCALAR
+        | ID LESS_THAN_OR_EQUAL SCALAR
+        | ID GREATER_THAN_OR_EQUAL SCALAR
+        """
+        p[0] = _binOp(p[1], p[2], p[3])
+
+    def p_expression_inclusion(p):
+        """Expr : ID IN LIST"""
+        p[0] = _inclusionOp(p[1], p[3])
+
+    def p_expression_group(p):
+        """Expr : LPAREN Expr RPAREN"""
+        p[0] = p[2]
+
+    def p_expression_and(p):
+        """Expr : Expr AND Expr"""
+        p[0] = _andOp(p[1], p[3])
+
+    def p_expression_or(p):
+        """Expr : Expr OR Expr"""
+        p[0] = _orOp(p[1], p[3])
+
+    def p_expression_not(p):
+        """Expr : NOT Expr"""
+        p[0] = _notOp(p[2])
+
+    def p_error(p):
+        raise SyntaxError(" Syntax error in input!")
+
+    return yacc.yacc(debug=False, write_tables=0)
+
+
+def _binOp(k, op, v):
+    opf = ops.get(op, None)
+    if opf is None:
+        print("Unknown operator: {0:s}".format(op))
+        raise ValueError
+        return where(None)
+    _check_searchable_key(k)
+    field = _build_field_struct(k)
+    return opf(field, v)
+
+
+def _inclusionOp(key, values):
+    _check_searchable_key(key)
+    field = _build_field_struct(key)
+    return field.one_of(values)
+
+
+def _andOp(left, right):
+    return (left) & (right)
+
+
+def _orOp(left, right):
+    return (left) | (right)
+
+
+def _notOp(expr):
+    return ~expr
+
+
+def _build_field_struct(key):
+    field = Query()
+    field = field[key]
+    return field
+
+
+def _is_searchable(k):
+    for member in SearchableKeys:
+        if k.startswith(member.value):
+            return True
+    return False
+
+
+def _check_searchable_key(k):
+    if _is_searchable(k):
+        pass
+    else:
+        raise InvalidKeyError(
+            f"The key {k} is invalid! Valid keys must start with one of these prefixes: "
+            + str([member.value for member in SearchableKeys])
+        )
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
    + +
    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/reader.html b/master/_modules/mlxp/reader.html new file mode 100644 index 0000000..b8e77ed --- /dev/null +++ b/master/_modules/mlxp/reader.html @@ -0,0 +1,515 @@ + + + + + + + + mlxp.reader - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
    +
    +
    + +
    +
    +
    MLXP 0.2.1 documentation
     +
    +
    +
    + +
    + +
    +
    + +
    +
    +
    + + + + + Back to top + +
    +
    + +
    + +
    +
    +

    Source code for mlxp.reader

    +"""The reader allows queryring the logs of several experiments and performing operations
+on the content of these logs (e.g. grouping and aggregation)."""
+
+import os
+from collections.abc import MutableMapping
+from typing import Optional, Union
+
+import pandas as pd
+import yaml
+from tinydb import TinyDB
+from tinydb.storages import JSONStorage
+from tinydb.table import Document
+
+from mlxp.data_structures.data_dict import LAZYDATA, DataDict, DataDictList
+from mlxp.enumerations import DataFrameType, Directories
+from mlxp.parser import DefaultParser, Parser, _is_searchable
+
+
+
    
+[docs]
+class Reader(object):
+    """A class for exploiting the results stored in several runs contained in a same
+    parent directory 'src_dir'.
+
+    Once, created, it is possible to query the database using the method 'filter'
+    to get the results matching a specific configuration setting.
+    The result of the query is returned either as a DataDictList object or a pandas dataframe.
+    The queries are processed using a parser inheriting form the abstract class Parser.
+    By default, the parser is DefaultParser.
+    However, the user can provide a custom parser with a custom syntax
+    inheriting from the class Parser.
+
+    .. py:attribute:: src_dir
+        :type: str
+
+        The absolute path of the source/parent directory
+        containing logs of the runs.
+        It must contain sub-directories 'src_dir/log_id',
+        where log_id is the uniquely assigned id of a run.
+
+    .. py:attribute:: dst_dir
+        :type: str
+
+        The destination directory where
+        the database containing the runs is created.
+        By default it is set to the source directory 'src_dir'.
+        The user can select a different location for the database
+        by setting the variable 'dst_dir' of the constructor to a different directory.
+    """
+
+    def __init__(
+        self,
+        src_dir: str,
+        dst_dir: Optional[str] = None,
+        parser: Parser = DefaultParser(),
+        reload: bool = False,
+    ):
+        """Create a reader object.
+
+        :param src_dir: The path to the parent directory containing logs of several
+            runs.
+        :param dst_dir: The destination directory where the database will be created.
+        :param parser: A parser for querying the database.
+        :param reload: Re-create the database even if it already exists.
+        :type src_dir: str
+        :type dst_dir: str (default None)
+        :type parser: Parser (default DefaultParser)
+        :type reload: bool (default False)
+        :raises PermissionError: if user has no writing priviledges on dst_dir
+        """
+        self.parser = parser
+        self.src_dir = os.path.abspath(src_dir)
+        self.file_name = "database"
+        if dst_dir is None:
+            dst_dir = self.src_dir
+        self.dst_dir = _ensure_writable(dst_dir)
+
+        self.db = TinyDB(
+            os.path.join(self.dst_dir, self.file_name + ".json"),
+            storage=JSONStorage,
+            sort_keys=True,
+            indent=4,
+            separators=(",", ": "),
+        )
+        self.runs = self.db.table("runs")
+        self._fields = self.db.table("fields")
+
+        if not self.db.tables() or reload:
+            print("Creating a database file of the runs...")
+            self._create_base()
+            print(f"Database file created in {self.dst_dir}")
+
+    def __len__(self) -> int:
+        """Return the number of runs contained in the database created by the reader.
+
+        :return: Number of runs contained in the database.
+        :rtype: int
+        """
+        return len(self.runs)
+
+
    
+[docs]
+    def filter(
+        self, query_string: str = "", result_format: str = DataFrameType.DataDictList.value,
+    ) -> Union[DataDictList, pd.DataFrame]:
+        """Search a query in a database of runs.
+
+        :param query_string: a string defining the query constaints.
+        :param result_format: format of the result (either a pandas dataframe or an
+            object of type DataDictList). By default returns a DataDictList object.
+        :type query_string: str (default "")
+        :type result_format: str (default False)
+        :return: The result of a query either as a DataDictList or a pandas dataframe.
+        :rtype: Union[DataDictList,pd.DataFrame]
+        :raises SyntaxError: if the query string does not follow expected syntax.
+        """
+        is_valid = False
+        for member in DataFrameType:
+            if result_format == member.value:
+                is_valid = True
+        if not is_valid:
+            raise Exception(
+                f"Invalid format string: {result_format}. Valid format are one of the following:"
+                + str([member.value for member in DataFrameType])
+            )
+
+        if query_string:
+            Q = self.parser.parse(query_string)
+
+            res = self.runs.search(Q)
+        else:
+            res = self.runs.all()
+        res = [DataDict(r, parent_dir=_get_metrics_dir(r, self.src_dir)) for r in res]
+        res = DataDictList(res)
+        if result_format == DataFrameType.Pandas.value:
+            return res.toPandasDF(lazy=False)
+        elif result_format == DataFrameType.DataDictList.value:
+            return res
    
+
+
+    @property
+    def fields(self) -> pd.DataFrame:
+        """Return all fields of the database except those specific to MLXP, excluding
+        the fields contained in the file 'mlxp.yaml'.
+
+        return: a dataframe of all fields contained in the database
+        rtype: pd.DataFrame
+        """
+        fields_dict = {k: v for d in self._fields.all() for k, v in d.items() if not k.startswith("mlxp")}
+        df = pd.DataFrame(list(fields_dict.items()), columns=["Fields", "Type"])
+        df.set_index("Fields", inplace=True)
+        df = df.sort_index()
+
+        return df
+
+    @property
+    def searchable(self) -> pd.DataFrame:
+        """Return all fields of the database that are searchable, excluding the fields
+        contained in the file 'mlxp.yaml'.
+
+        return: a dataframe of all fields contained in the database that can be searched using the method filter
+        rtype: pd.DataFrame
+        """
+        fields_dict = {k: v for d in self._fields.all() for k, v in d.items() if _is_searchable(k)}
+        df = pd.DataFrame(list(fields_dict.items()), columns=["Fields", "Type"])
+        df.set_index("Fields", inplace=True)
+        df = df.sort_index()
+
+        return df
+
+    def _create_base(self):
+        self.db.drop_table("runs")
+        self.db.drop_table("fields")
+        all_fields = {}
+        dir_nrs = [
+            int(d)
+            for d in os.listdir(self.src_dir)
+            if os.path.isdir(os.path.join(self.src_dir, d)) and d.isdigit()
+        ]
+        files_not_found = []
+        for file_id in dir_nrs:
+            path = os.path.join(self.src_dir, str(file_id))
+            try:
+                data, fields = _get_data(path, self.file_name)
+                self.runs.insert(Document(data, doc_id=file_id))
+                all_fields.update(fields)
+            except FileNotFoundError:
+                files_not_found.append(path)
+
+        for key, value in all_fields.items():
+            self._fields.insert({key: value})
+
+        if files_not_found:
+            print("Warning: The following files were not found:")
+            print(files_not_found)
    
+
+
+
+def _get_metrics_dir(r, src_dir):
+    abs_metrics_dir = r["info.logger.metrics_dir"]
+    parent_log_dir = os.path.dirname(r["info.logger.log_dir"])
+
+    relpath = os.path.relpath(abs_metrics_dir, parent_log_dir)
+
+    return os.path.join(src_dir, relpath)
+
+
+def _get_data(path, metadata_file):
+    data = {"config": {}, "info": {}, "mlxp": {}}
+    for key in data:
+        fname = os.path.join(path, Directories.Metadata.value, key + ".yaml")
+        with open(fname, "r") as file:
+            data[key] = yaml.safe_load(file)
+
+    metadata_dict = _flatten_dict(data, parent_key="")
+
+    fields = {key: str(type(value)) for key, value in metadata_dict.items()}
+    keys_dir = os.path.join(path, Directories.Metrics.value, ".keys")
+
+    lazydata_dict = {}
+    try:
+        for file_name in os.listdir(keys_dir):
+            if file_name.endswith(".yaml"):
+                prefix = os.path.splitext(file_name)[0]
+                full_file_name = os.path.join(keys_dir, file_name)
+                with open(full_file_name, "r") as f:
+                    keys_dict = yaml.safe_load(f)
+                if keys_dict:
+                    lazydata_dict.update({prefix + "." + key: LAZYDATA for key in keys_dict.keys()})
+    except FileNotFoundError:
+        pass
+
+    fields.update({key: LAZYDATA for key, value in lazydata_dict.items()})
+
+    metadata_dict.update(lazydata_dict)
+    return metadata_dict, fields
+
+
+def _ensure_writable(dst_dir):
+    err_msg = "Please select a different destination directory."
+    try:
+        os.makedirs(dst_dir, exist_ok=True)
+    except PermissionError:
+        message = f"Unable to create the destination directory {dst_dir}.\n"
+        raise PermissionError(message + err_msg)
+    if not os.access(dst_dir, os.W_OK):
+        message = f"Unable to write in the destination directory {dst_dir}.\n"
+        raise PermissionError(message + err_msg)
+    return dst_dir
+
+
+def _flatten_dict(d: MutableMapping, parent_key: str = "", sep: str = "."):
+    return dict(_flatten_dict_gen(d, parent_key, sep))
+
+
+def _flatten_dict_gen(d, parent_key, sep):
+    for k, v in d.items():
+        new_key = parent_key + sep + k if parent_key else k
+        if isinstance(v, MutableMapping):
+            yield from _flatten_dict(v, new_key, sep=sep).items()
+        else:
+            yield new_key, v
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
    + +
    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/scheduler.html b/master/_modules/mlxp/scheduler.html new file mode 100644 index 0000000..523b563 --- /dev/null +++ b/master/_modules/mlxp/scheduler.html @@ -0,0 +1,724 @@ + + + + + + + + mlxp.scheduler - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
    +
    +
    + +
    +
    +
    MLXP 0.2.1 documentation
     +
    +
    +
    + +
    + +
    +
    + +
    +
    +
    + + + + + Back to top + +
    +
    + +
    + +
    +
    +

    Source code for mlxp.scheduler

    +"""The scheduler allows submitting several jobs to a cluster queue using hydra."""
+
+import abc
+import os
+import platform
+import subprocess
+from copy import deepcopy
+from typing import Any, Dict, List, Union
+
+from mlxp.errors import InvalidShellPathError, JobSubmissionError, UnknownSystemError
+
+
+def get_info_null(process_output) -> Dict[str, Any]:
+    return {}
+
+
+
    
+[docs]
+def get_info_OAR(process_output) -> Dict[str, Any]:
+    """Return a dictionary containing the job_id assigned to the run by the scheduler.
+
+    :return: A dictionary containing the job_id assigned to the run by the scheduler.
+    :rtype: Dict[str,Any]
+    """
+    if process_output:
+        scheduler_job_id = process_output.split("\n")[-2].split("=")[-1]
+        return {"scheduler_job_id": scheduler_job_id}
+    else:
+        return {}
    
+
+
+
+SLURM = {
+    "name": "SLURMScheduler",
+    "directive": "#SBATCH",
+    "submission_cmd": "sbatch",
+    "job_name_cmd": "--job-name=",
+    "output_file_cmd": "--output=",
+    "error_file_cmd": "--error=",
+    "get_info": get_info_null,
+}
+
+OAR = {
+    "name": "OARScheduler",
+    "directive": "#OAR",
+    "submission_cmd": "oarsub -S",
+    "job_name_cmd": "-n ",
+    "output_file_cmd": "-O ",
+    "error_file_cmd": "-E ",
+    "get_info": get_info_OAR,
+}
+
+
+PBS = {
+    "name": "PBSScheduler",
+    "directive": "#PBS",
+    "submission_cmd": "qsub",
+    "job_name_cmd": "-N ",
+    "output_file_cmd": "-o ",
+    "error_file_cmd": "-e ",
+    "get_info": get_info_null,
+}
+
+
+SGE = {
+    "name": "SGEScheduler",
+    "directive": "#$",
+    "submission_cmd": "qsub",
+    "job_name_cmd": "-N ",
+    "output_file_cmd": "-o ",
+    "error_file_cmd": "-e ",
+    "get_info": get_info_null,
+}
+
+MWM = {
+    "name": "MWMScheduler",
+    "directive": "#MSUB",
+    "submission_cmd": "msub",
+    "job_name_cmd": "-N ",
+    "output_file_cmd": "-o ",
+    "error_file_cmd": "-e ",
+    "get_info": get_info_null,
+}
+
+
+LSF = {
+    "name": "LSFScheduler",
+    "directive": "#BSUB",
+    "submission_cmd": "bsub",
+    "job_name_cmd": "-J ",
+    "output_file_cmd": "-o ",
+    "error_file_cmd": "-e ",
+    "get_info": get_info_null,
+}
+
+
+Schedulers_dict = {"#OAR": OAR, "#SBATCH": SLURM, "#BSUB": LSF, "#MSUB": MWM, "#$": SGE, "#PBS": PBS}
+
+
+
    
+[docs]
+class Scheduler(abc.ABC):
+    """An abstract class whose children allow to submit jobs using a particular job
+    scheduler such as OAR or SLURM. Can be used as a parent class of a custom scheduler.
+
+    .. py:attribute:: directive
+        :type: str
+
+        The string that preceeds the command options of a scheduler in a script.
+        (e.g.: '#OAR' for OAR and '#SBATCH' for SLURM)
+
+    .. py:attribute:: submission_cmd
+        :type: str
+
+        The command for submitting a job defined in a script to the scheduler.
+        (e.g.: 'oarsub -S' for OAR and 'sbatch' for SLURM).
+
+
+    .. py:attribute:: cleanup_cmd
+        :type: str
+
+        A command used in a script to prepare the environment before executing the main code.
+        (e.g.: 'module purge' for SLURM)
+
+    .. py:attribute:: option_cmd
+        :type: List[str]
+
+        A list of strings containing the scheduler's options for the job.
+        This allows to specify the desired resources to the scheduler such as
+        the duration of the job, the quantity and type of resources, etc.
+
+    .. py:attribute:: env_cmd
+        :type: str
+
+        Command for activating the working environment.
+        (e.g.: 'conda activate my_env')
+        By default no environment is activated.
+
+    .. py:attribute:: shell_path
+        :type: Any
+
+        Path to the shell used for submitting a job using a scheduler. (default '/bin/bash')
+
+    .. py:attribute:: shell_config_cmd
+        :type: bool
+
+        Command for configuring the shell when submitting a job using a scheduler.
+        (e.g.: 'source ~/.bashrc')
+    """
+
+    def __init__(
+        self,
+        directive: str,
+        submission_cmd: str,
+        job_name_cmd: str,
+        output_file_cmd: str,
+        error_file_cmd: str,
+        shell_path: str = "",
+        shell_config_cmd: str = "",
+        env_cmd: Union[List[str], str] = "",
+        cleanup_cmd: str = "",
+        option_cmd: Union[List[str], None] = None,
+    ):
+        """Create a scheduler object.
+
+        :param directive: The string that preceeds the command options of a scheduler in
+            a script.
+        :param submission_cmd: The command for submitting a job defined in a script to
+            the scheduler.
+        :param shell_path: Path to the shell used for submitting a job using a
+            scheduler.
+        :param shell_config_cmd: Command for configuring the shell when submitting a job
+            using a scheduler.
+        :param env_cmd: A command for activating the working environment.
+        :param cleanup_cmd: A command for cleaning up the environment before executing
+            code.
+        :param option_cmd: A list of strings containing the scheduler's options for the
+            job.
+        :type directive: str
+        :type submission_cmd: str
+        :type shell_path: str
+        :type shell_config_cmd: str
+        :type env_cmd: str
+        :type cleanup_cmd: str
+        :type option_cmd: List[str]
+        """
+        self.directive = directive
+        self.cleanup_cmd = cleanup_cmd
+        self.job_name_cmd = job_name_cmd
+        self.output_file_cmd = output_file_cmd
+        self.error_file_cmd = error_file_cmd
+        self.submission_cmd = submission_cmd
+        self.option_cmd = option_cmd
+        self.shell_config_cmd = shell_config_cmd
+        self.shell_path = shell_path
+        self.env_cmd = env_cmd
+        self.process_output = None
+
+
    
+[docs]
+    @abc.abstractmethod
+    def get_info(self) -> Dict[str, Any]:
+        """Return the scheduler's job id of the submited job.
+
+        :return: The job id assigned by the scheduler to the submited job.
+        :rtype: int
+        """
+        pass
    
+
+
+
    
+[docs]
+    def make_job_details(self, log_dir: str) -> List[str]:
+        """Return a list of three strings specifying the job name, the paths to the
+        log.stdout and log.stderr files.
+
+        :param log_dir: The directory where the logs (e.g.: std.out,
+            std.err) are saved.
+        :type log_dir: str
+        :return: a list of three strings specifying information about
+            the job: job name, path towards log.stdout and log.stderr.
+        :rtype: List[str]
+        """
+        job_name = log_dir.split(os.sep)
+        job_name = os.sep.join(job_name[-2:])
+        # Creating job string
+        err_path = os.path.join(log_dir, "log.stderr")
+        out_path = os.path.join(log_dir, "log.stdout")
+
+        values = [
+            self.job_name_cmd + job_name,
+            self.error_file_cmd + err_path,
+            self.output_file_cmd + out_path,
+        ]
+        return values
    
+
+
+
    
+[docs]
+    def submit_job(self, main_cmd, log_dir) -> None:
+        """Submit the job to the scheduler and returns a string containing the output of
+        the submission command.
+
+        .. note:: There is generally no need to customize this function.
+
+        :param main_cmd: A string of the main bash command to be executed.
+        :param log_dir: The log directory where the main script will be saved. The job will be launched from their.
+        :type main_cmd: str
+        :type log_dir: str
+        :raises JobSubmissionError: if the scheduler failed to submit the job.
+        """
+        cmd = self._make_job(main_cmd, log_dir)
+        print(cmd)
+
+        job_path = job_path = os.path.join(log_dir, self._get_script_name())
+        with open(job_path, "w") as f:
+            f.write(cmd)
+
+        try:
+            chmod_cmd = self._cmd_make_executable(job_path)
+            subprocess.check_call(chmod_cmd, shell=True)
+            launch_cmd = f"{self.submission_cmd}  {job_path!r}"
+            process_output = subprocess.check_output(launch_cmd, shell=True).decode("utf-8")
+            print(process_output)
+            print("Job launched!")
+        except subprocess.CalledProcessError as e:
+            print(e.output)
+            raise JobSubmissionError(e)
+        self.process_output = process_output
    
+
+
+    def _get_script_name(self):
+        system = platform.system()
+        if system in ["Linux", "Darwin"]:
+            return "script.sh"
+        elif system == "Windows":
+            return "script.bat"
+        else:
+            raise UnknownSystemError()
+
+    def _cmd_make_executable(self, script):
+        system = platform.system()
+        if system in ["Linux", "Darwin"]:
+            return f"chmod +x {script!r}"
+        elif system == "Windows":
+            return ""
+        else:
+            raise UnknownSystemError()
+
+    def _cmd_shell_path(self):
+        system = platform.system()
+        if system in ["Linux", "Darwin"]:
+            return f"#!{self.shell_path}\n"
+        elif system == "Windows":
+            return ""
+        else:
+            raise UnknownSystemError()
+
+    def _make_job(self, main_cmd, log_dir):
+        job_command = [main_cmd]
+
+        # Setting shell
+        if not self.shell_path:
+            raise InvalidShellPathError()
+        shell_cmd = [self._cmd_shell_path()]
+
+        # Setting scheduler options
+
+        option_cmd = self.make_job_details(log_dir)
+        if self.option_cmd:
+            option_cmd += self.option_cmd
+        option_cmd = [f"{self.directive} {val}\n" for val in option_cmd]
+        option_cmd = ["".join(option_cmd)]
+
+        # Setting environment
+        if isinstance(self.env_cmd, list):
+            env_cmds = [
+                f"{cmd}\n" for cmd in self.env_cmd
+            ]  # [f"{self.shell_config_cmd}\n", f"{self.cleanup_cmd}\n"]
+        else:
+            env_cmds = [f"{self.env_cmd}\n"]
+        # try:
+        #    env_cmds += [f"{self.env_cmd}\n"]
+        # except OmegaConfBaseException:
+        #    pass
+
+        cmd = "".join(shell_cmd + option_cmd + env_cmds + job_command)
+        return cmd
    
+
+
+
+def create_scheduler(scheduler_spec):
+    specs = deepcopy(scheduler_spec)
+    class_name = specs.pop("name")
+    info_method = specs.pop("get_info")
+
+    class ChildScheduler(Scheduler):
+        def __init__(
+            self, shell_path="/bin/bash", shell_config_cmd="", env_cmd="", cleanup_cmd="", option_cmd=None
+        ):
+            specs.update(
+                {
+                    "shell_path": shell_path,
+                    "shell_config_cmd": shell_config_cmd,
+                    "env_cmd": env_cmd,
+                    "cleanup_cmd": cleanup_cmd,
+                    "option_cmd": option_cmd,
+                }
+            )
+
+            super().__init__(**specs)
+
+        def get_info(self):
+            return info_method(self.process_output)
+
+    ChildScheduler.__name__ = class_name
+    globals()[class_name] = ChildScheduler  # Add the subclass to the global namespace
+    # return globals()[subclass_name]
+
+
+for key, value in Schedulers_dict.items():
+    create_scheduler(value)
+
+
+# class OARScheduler(Scheduler):
+#     """OAR job scheduler, see documentation in: http://oar.imag.fr/docs/2.5/#ref-user-docs."""
+
+#     def __init__(
+#         self,
+#         shell_path="/bin/bash",
+#         shell_config_cmd="",
+#         env_cmd="",
+#         cleanup_cmd="",
+#         option_cmd=None,
+#     ):
+#         super().__init__(
+#             directive="#OAR",
+#             submission_cmd="oarsub -S",
+#             job_name_cmd="-n ",
+#             output_file_cmd= "-O ",
+#             error_file_cmd= "-E ",
+#             shell_path=shell_path,
+#             shell_config_cmd=shell_config_cmd,
+#             env_cmd=env_cmd,
+#             cleanup_cmd=cleanup_cmd,
+#             option_cmd=option_cmd,
+#         )
+
+#     def get_info(self) -> Dict[str, Any]:
+#         """Return a dictionary containing the job_id assigned to the run by the
+#         scheduler.
+
+#         :return: A dictionary containing the job_id assigned to the run by the
+#             scheduler.
+#         :rtype: Dict[str,Any]
+#         """
+#         if self.process_output:
+#             scheduler_job_id = self.process_output.split("\n")[-2].split("=")[-1]
+#             return {"scheduler_job_id": scheduler_job_id}
+#         else:
+#             return {}
+
+
+# class SLURMScheduler(Scheduler):
+#     """SLURM job scheduler, see documentation in: https://slurm.schedmd.com/documentation.html."""
+
+#     def __init__(
+#         self,
+#         shell_path="/bin/bash",
+#         shell_config_cmd="",
+#         env_cmd="",
+#         cleanup_cmd="module purge",
+#         option_cmd=None,
+#     ):
+#         super().__init__(
+#             directive="#SBATCH",
+#             submission_cmd="sbatch",
+#             job_name_cmd="--job-name=",
+#             output_file_cmd= "--output=",
+#             error_file_cmd= "--error=",
+#             shell_path=shell_path,
+#             shell_config_cmd=shell_config_cmd,
+#             env_cmd=env_cmd,
+#             cleanup_cmd=cleanup_cmd,
+#             option_cmd=option_cmd,
+#         )
+
+#     def get_info(self) -> Dict[str, Any]:
+#         """Return a dictionary containing the job_id assigned to the run by the
+#         scheduler.
+
+#         :return: A dictionary containing the job_id assigned to the run by the
+#             scheduler.
+#         :rtype: Dict[str,Any]
+#         """
+#         # Not implemented yet!
+#         return {}
+
+
+# class PBSScheduler(Scheduler):
+#     """TORQUE/PBS job scheduler, see documentation in: http://oar.imag.fr/docs/2.5/#ref-user-docs."""
+
+#     def __init__(
+#         self,
+#         shell_path="/bin/bash",
+#         shell_config_cmd="",
+#         env_cmd="",
+#         cleanup_cmd="",
+#         option_cmd=None,
+#     ):
+#         super().__init__(
+#             directive="#PBS",
+#             submission_cmd="qsub",
+
+#             shell_path=shell_path,
+#             shell_config_cmd=shell_config_cmd,
+#             env_cmd=env_cmd,
+#             cleanup_cmd=cleanup_cmd,
+#             option_cmd=option_cmd,
+#         )
+
+#     def get_info(self) -> Dict[str, Any]:
+#         """Return a dictionary containing the job_id assigned to the run by the
+#         scheduler.
+
+#         :return: A dictionary containing the job_id assigned to the run by the
+#             scheduler.
+#         :rtype: Dict[str,Any]
+#         """
+
+#         return {}
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
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    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_modules/mlxp/version_manager.html b/master/_modules/mlxp/version_manager.html new file mode 100644 index 0000000..5bb05a8 --- /dev/null +++ b/master/_modules/mlxp/version_manager.html @@ -0,0 +1,684 @@ + + + + + + + + mlxp.version_manager - MLXP 0.2.1 documentation + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
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    +
    MLXP 0.2.1 documentation
     +
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    +

    Source code for mlxp.version_manager

    +"""The version manager allows to keep track of changes to the code and to automatically
+generate a deployment version of the code based on the latest git commit."""
+
+import abc
+import os
+import subprocess
+from typing import Any, Dict
+
+from mlxp._internal._interactive_mode import _bcolors, _printc
+
+Ignore_untracked_msg = _bcolors.FAIL + "Warning:" + _bcolors.ENDC + "There are untracked files! \n"
+Ignore_untracked_msg += (
+    _bcolors.FAIL
+    + "Warning:"
+    + _bcolors.ENDC
+    + "Untracked files will not be accessible during execution of the run!"
+)
+
+Ignore_uncommited_msg = (
+    _bcolors.FAIL + "Warning:" + _bcolors.ENDC + "Run will be executed from the latest commit\n"
+)
+
+Ignore_uncommited_msg += (
+    _bcolors.FAIL
+    + "Warning:"
+    + _bcolors.ENDC
+    + "Uncommitted changes will not be taken into account during execution of the run!\n"
+)
+
+
+
    
+[docs]
+class VersionManager(abc.ABC):
+    """An abstract class whose children allow custumizing the working directory of the
+    run."""
+
+    def __init__(self):
+        self.im_handler = None
+        self._existing_choices = False
+
+    def _set_im_handler(self, im_handler: Any) -> None:
+        self.im_handler = im_handler
+        im_handler_choice = self.im_handler.get_im_choice("vm")
+        self._existing_choices = im_handler_choice is not None
+        if not self._existing_choices:
+            self.im_handler.set_im_choice("vm", True)
+
+
    
+[docs]
+    @abc.abstractmethod
+    def get_info(self) -> Dict[str, Any]:
+        """Return a dictionary containing information about the version used for the
+        run.
+
+        :return: Dictionary containing information about the version used for the run.
+        :rtype: Dict[str, Any]
+        """
+        pass
    
+
+
+
    
+[docs]
+    @abc.abstractmethod
+    def make_working_directory(self) -> str:
+        """Return a path to the target working directory from which runs submitted to a
+        cluster in batch mode will be executed.
+
+        :rtype: str
+        :return: A path to the target working directory
+        """
+        pass
    
+
    
+
+
+
+
    
+[docs]
+class GitVM(VersionManager):
+    """GitVM allows separting development code from code deployed in a cluster and
+    allows to recover exactly the code used for a given run.
+
+    GitVM creates a copy of the current directory based on the latest commit,
+    if it doesn't exist already, then sets the working directory to this copy.
+
+    .. py:attribute:: parent_work_dir
+        :type: str
+
+        The target parent directory of
+        the new working directory returned by the version manager
+
+    .. py:attribute:: compute_requirements
+        :type: bool
+
+        When set to true, the version manager stores a list of requirements and their version.
+    """
+
+    def __init__(self, parent_work_dir: str, compute_requirements: bool):
+        super().__init__()
+
+        self.parent_work_dir = os.path.abspath(parent_work_dir)
+        self.compute_requirements = compute_requirements
+        self.dst = None
+        self.commit_hash = None
+        self.repo_path = None
+        self.work_dir = os.getcwd()
+        self.requirements = ["UNKNOWN"]
+
+
    
+[docs]
+    def get_info(self) -> Dict[str, Any]:
+        """Return a dictionary containing information about the version used for the
+        run.
+
+        The following information is returned:
+        - requirements: the dependencies of the code and their versions. Empty if no requirements file was found.
+        - commit_hash: The hash of the latest commit.
+        - repo_path: Path to the repository.
+
+        :return: Dictionary containing
+        information about the version used for the run.
+        :rtype: Dict[str, Any]
+        """
+        return {
+            "requirements": self.requirements,
+            "commit_hash": self.commit_hash,
+            "repo_path": self.repo_path,
+        }
    
+
+
+
    
+[docs]
+    def make_working_directory(self) -> str:
+        """Create and return a target working directory.
+
+        Depending on the user's choice, the returned directory is either:
+
+        - The current working directory.
+        - A directory under self.parent_work_dir/repo_name/latest_commit_hash.
+        In this case, a copy of the code based on the latest git commit is created and used to run the experiment.
+
+        :rtype: str
+        :return: A path to the target working directory
+        """
+        repo = _get_git_repo()
+        repo_root = repo.git.rev_parse("--show-toplevel")
+        relpath = os.path.relpath(os.getcwd(), repo_root)
+        self.repo_path = repo.working_tree_dir
+        self._handle_untracked_files(repo)
+        self._handle_commit_state(repo)
+        self._handle_cloning(repo, relpath)
+
+        if not self._existing_choices:
+            self.im_handler.save_im_choice()
+
+        return self.work_dir
    
+
+
+    def _clone_repo(self, repo):
+        repo_name = self.repo_path.split("/")[-1]
+        self.commit_hash = repo.head.object.hexsha
+        target_name = os.path.join(repo_name, self.commit_hash)
+        parent_work_dir = self.parent_work_dir
+        self.dst = os.path.join(parent_work_dir, target_name)
+
+        if not os.path.isdir(self.dst):
+            _printc(_bcolors.OKBLUE, f"Creating a backup of the code at {self.dst}")
+            repo.clone(self.dst)
+            if self.compute_requirements:
+                self._make_requirements_file()
+        else:
+            if not self._existing_choices:
+                _printc(
+                    _bcolors.OKBLUE, f"Found a backup of the code with commit-hash: {self.commit_hash}",
+                )
+                _printc(_bcolors.OKBLUE, f"Run will be executed from {self.dst}")
+
+    # def _handle_cloning(self, repo, relpath):
+    #     choice = "y"
+    #     done = False
+    #     while True:
+    #         valid_choice = False
+    #         if self._existing_choices:
+    #             choice = self.im_handler.get_im_choice("cloning")
+    #             valid_choice = choice in ["y", "n"]
+    #         if not valid_choice:
+    #             #if self.im_handler.interactive_mode: # no need to ask for this anymore
+    #             #    choice = _get_cloning_choice()
+    #             self.im_handler.set_im_choice("cloning", choice)
+    #             if choice == "y":
+    #                 _printc(
+    #                     _bcolors.OKBLUE,
+    #                     "Run will be executed from a backup directory based on the latest commit ",
+    #                 )
+    #         if choice == "y":
+    #             self._clone_repo(repo)
+    #             self._set_requirements()
+    #             self.work_dir = os.path.join(self.dst, relpath)
+    #             done = True
+    #         elif choice == "n":
+    #             if not self._existing_choices:
+    #                 _printc(
+    #                     _bcolors.OKBLUE, "Run will be executed from the main directory",
+    #                 )
+    #                 _printc(
+    #                     _bcolors.OKBLUE, "Warning: [Reproduciblity] Run is not linked to any git commit",
+    #                 )
+
+    #             done = True
+    #         else:
+    #             _printc(_bcolors.OKBLUE, "Invalid choice. Please try again. (y/n)")
+
+    #         if done:
+    #             break
+
+    def _handle_cloning(self, repo, relpath):
+
+        self._clone_repo(repo)
+        self._set_requirements()
+        self.work_dir = os.path.join(self.dst, relpath)
+        if not self._existing_choices:
+            _printc(
+                _bcolors.OKBLUE, "Run will be executed from a backup directory based on the latest commit ",
+            )
+
+    def _handle_commit_state(self, repo):
+        while True:
+            done = True
+
+            if not self._existing_choices:
+                if repo.is_dirty():
+                    _printc(_bcolors.OKBLUE, "There are uncommitted changes in the repository:\n")
+                    _disp_uncommited_files(repo)
+                    if self.im_handler.interactive_mode:
+                        done = _is_done_uncommited_changes(repo)
+                else:
+                    _printc(_bcolors.OKBLUE, "No uncommitted changes!")
+
+            if done:
+                if repo.is_dirty() and not self._existing_choices:
+                    print(Ignore_uncommited_msg)
+                break
+
+    def _handle_untracked_files(self, repo):
+        while True:
+            done = True
+            if not self._existing_choices:
+                if repo.untracked_files:
+                    _printc(_bcolors.OKGREEN, "There are untracked files in the repository:")
+                    _disp_untracked_files(repo)
+                    if self.im_handler.interactive_mode:
+                        done = _is_done_untracked_files(repo)
+                else:
+                    _printc(_bcolors.OKBLUE, "No untracked files!")
+                    _printc(_bcolors.OKBLUE, "Continuing checks ...")
+
+            if done:
+                if repo.untracked_files and not self._existing_choices:
+                    print(Ignore_untracked_msg)
+                break
+
+    def _make_requirements_file(self):
+        _printc(_bcolors.OKBLUE, "No requirements file found")
+        _printc(_bcolors.OKBLUE, "Generating it using pipreqs")
+        # Create a new updated requirement file.
+        reqs_cmd = f"pipreqs --force {self.dst}"
+        subprocess.check_call(reqs_cmd, shell=True)
+
+    def _set_requirements(self):
+        fname = os.path.join(self.dst, "requirements.txt")
+
+        if os.path.exists(fname) or not self.compute_requirements:
+            pass
+        else:
+            self._make_requirements_file()
+
+        if os.path.exists(fname):
+            with open(fname, "r") as file:
+                # Read the contents of the file
+                contents = file.read()
+                # Split the contents into lines
+                lines = contents.splitlines()
+                # Create a list of package names
+                package_list = []
+                # Iterate through the lines and append each line (package name) to the
+                # list
+                for line in lines:
+                    package_list.append(line)
+            self.requirements = package_list
    
+
+
+
+def _disp_uncommited_files(repo):
+    unstaged_files = repo.index.diff(None)
+    staged_files = repo.index.diff("HEAD", staged=True)
+    all_files = unstaged_files + staged_files
+    for change in all_files:
+        file_name = change.a_path
+        _printc(_bcolors.FAIL, file_name)
+
+
+def _disp_untracked_files(repo):
+    from git.compat import defenc
+
+    status = repo.git.status(porcelain=True, untracked_files=False, as_process=True)
+
+    prefix = "?? "
+    untracked_files = []
+    for line in status.stdout:
+        line = line.decode(defenc)
+        if not line.startswith(prefix):
+            continue
+        filename = line[len(prefix) :].rstrip("\n")
+        if filename[0] == filename[-1] == '"':
+            filename = filename[1:-1]
+            filename = filename.encode("ascii").decode("unicode_escape").encode("latin1").decode(defenc)
+        untracked_files.append(filename)
+
+    for name in untracked_files:
+        print(name)
+
+
+def _get_git_repo():
+    import git
+
+    try:
+        repo = git.Repo(search_parent_directories=True)
+    except git.exc.InvalidGitRepositoryError:
+        msg = os.getcwd() + ". To use the GitVM version manager, the code must belong to a git repository!"
+        raise git.exc.InvalidGitRepositoryError(msg)
+
+    return repo
+
+
+def _get_cloning_choice():
+    _printc(
+        _bcolors.OKGREEN,
+        "Would you like to execute code from a backup copy based on the latest commit? (y/n):",
+    )
+    print(f"{_bcolors.OKGREEN}y{_bcolors.ENDC}: Yes (Recommended option)")
+    print(f"{_bcolors.OKGREEN}n{_bcolors.ENDC}: No. (Code will be executed from the main repository)")
+    choice = input(f"{_bcolors.OKGREEN}Please enter you answer (y/n):{_bcolors.ENDC}")
+    return choice
+
+
+def _is_done_uncommited_changes(repo):
+    done = False
+    choice = _get_choice_uncommited_changes()
+    if repo.is_dirty():
+        if choice == "y":
+            _printc(_bcolors.OKBLUE, "Commiting changes....")
+            output_msg = repo.git.commit("-a", "-m", "[mlxp]: Automatically committing all changes")
+            print(output_msg)
+            done = True
+        elif choice == "n":
+            done = True
+        else:
+            _printc(_bcolors.OKBLUE, "Invalid choice. Please try again. (y/n)")
+    else:
+        _printc(_bcolors.OKBLUE, "No more uncommitted changes were found!")
+        done = True
+    return done
+
+
+def _is_done_untracked_files(repo):
+    done = False
+    # choice = _get_choice_untracked_files()
+    # if choice == "y":
+    file_to_track = _get_files_to_track(repo)
+    # If user input is not empty
+    _add_files_to_track(repo, file_to_track)
+    if not repo.untracked_files:
+        done = True
+    else:
+        if not file_to_track:
+            done = True
+            _printc(_bcolors.OKBLUE, "Skipping untracked files!")
+
+    return done
+
+
+def _get_choice_uncommited_changes():
+
+    _printc(
+        _bcolors.OKGREEN, "Would you like to create an automatic commit for all uncommitted changes? (y/n)",
+    )
+    print(f"{_bcolors.OKGREEN}y{_bcolors.ENDC}: Yes. ")
+    print(
+        f"{_bcolors.OKGREEN}n{_bcolors.ENDC}: No. Uncommitted changes will be ignored. (Before selecting this option, it is recommanded to manually handle uncommitted changes.) "
+    )
+    choice = input(f"{_bcolors.OKGREEN}[Automatic commit]: Please enter your choice (y/n): {_bcolors.ENDC}")
+
+    return choice
+
+
+def _get_choice_untracked_files():
+    _printc(
+        _bcolors.OKGREEN, "Would you like to add untracked files? (y/n)",
+    )
+    print(f"{_bcolors.OKGREEN}y{_bcolors.ENDC}: Yes.")
+    # print(
+    #     f"{_bcolors.OKGREEN}b{_bcolors.ENDC}: Check again for untrakced files (assuming you manually added them)."
+    # )
+    print(
+        f"{_bcolors.OKGREEN}n{_bcolors.ENDC}: No. Untracked files will be ignored. (Before selecting this option, please make sure to manually add untracked files) "
+    )
+    choice = input(
+        f"{_bcolors.OKGREEN}[Adding untracked files]: Please enter your choice (y/n):{_bcolors.ENDC}"
+    )
+    return choice
+
+
+def _get_files_to_track(repo):
+    _printc(
+        _bcolors.OKGREEN, "Please select files to be tracked (comma-separated) and hit Enter to skip:",
+    )
+
+    files_input = input()
+    return files_input
+
+
+def _add_files_to_track(repo, files_to_track):
+    if files_to_track:
+        # Split user input by commas
+        files_to_add = files_to_track.split(",")
+
+        # Add selected files
+        for file in files_to_add:
+            repo.git.add(file.strip())
+            _printc(_bcolors.OKGREEN, file + " is added to the repository")
+        # Commit the changes
+        # repo.index.commit("mlxp: Committing selected files ")
+
    +
    +
    +
    + +
    + + +
    +
    +
    +
    + Copyright © Copyright (C) 2023 Michael Arbel +
    + Made with Sphinx and @pradyunsg's + + Furo + +
    +
    + +
    +
    + +
    +
    + +
    +
    + + + + + \ No newline at end of file diff --git a/master/_sources/configuring_mlxp.rst.txt b/master/_sources/configuring_mlxp.rst.txt new file mode 100644 index 0000000..1e0205f --- /dev/null +++ b/master/_sources/configuring_mlxp.rst.txt @@ -0,0 +1,87 @@ + + + +.. _Configuring_mlxp: + +Configuring MLXP +================= + +MLXP is intended to be a configurable tool with default functionalities that can be adjusted by the user. +The package default settings are stored in a file :samp:`mlxp.yaml` located in the same directory as the :samp:`config.yaml` file. These files are created automatically if they don't already exist. +By default, :samp:`./configs/mlxp.yaml` contains the following: + +.. code-block:: yaml + + logger: + name: DefaultLogger + parent_log_dir: ./logs + forced_log_id: -1 + log_streams_to_file: false + scheduler: + name: NoScheduler + shell_path: '' + shell_config_cmd: '' + env_cmd: '' + cleanup_cmd: '' + option_cmd: [] + version_manager: + name: GitVM + parent_work_dir: ./.workdir + compute_requirements: false + use_version_manager: false + use_scheduler: false + use_logger: true + interactive_mode: true + +The logger +---------- +The options under :samp:`logger` are specific to the MLXP logger object. The field :samp:`name` must contain the class name of the used logger. By default, it is set to :samp:`DefaultLogger`. The user can provide a custom Logger provided that it inherits from the abstract class :samp:`Logger`. The remaining fields refer to logger's options: + +- :samp:`parent_log_dir`: The location where the directories of each run will be stored. The outputs for each run are saved in a directory of the form :samp:`parent_log_dir/log_id` where :samp:`log_id` is an integer uniquely assigned by the logger to the run. +- :samp:`forced_log_id`: An id optionally provided by the user for the run. If :samp:`forced_log_id` is positive, the logs of the run will be stored under :samp:`parent_log_dir/forced_log_id`. Otherwise, the logs will be stored in a directory :samp:`parent_log_dir/log_id` where :samp:`log_id` is assigned uniquely for the run during execution. +- :samp:`log_streams_to_file`: If true logs the system stdout and stderr of a run to a file named :samp:`log.stdout` and :samp:`log.stderr` in the log directory. + +The scheduler (Deprecated since version 0.2.0) +---------------------------------------------- + +Since version 0.2.0, there is no need to configure the scheduler. The :samp:`mlxpsub` command automatically detects the scheduler's configurations from the main submission script (see :ref:`mlxpsub command `) + + +The version manager +------------------- +The options under :samp:`version_manager` are specific to the MLXP version manager object. The field :samp:`name` must contain the class name of the used version manager. By default, it is set to :samp:`GitVM`, which is the version manager based on git. The user can provide a custom version manager inheriting from the abstract class :samp:`VersionManager`. The remaining fields refer to manager's options: + +- :samp:`parent_work_dir`: The target parent directory of the new working directory returned by the version manager +- :samp:`compute_requirements`: When set to true, the version manager stores a list of requirements and their version. + + +The interactive mode +-------------------- +This option allows to enable/disable MLXP's interactive mode. + +When set to :samp:`True`, MLXP uses the interactive mode for interacting with some MLXP modules: + + - **Version management:** When :samp:`use_version_manager==True`, MLXP asks the user to handle uncommited/untracked files. + +When set to :samp:`False`, no interactive mode is used and the following behavior occurs: + + - **Version management:** When :samp:`use_version_manager==True`: Existing untracked files or uncommitted changes are ignored. + + +Overriding MLXP's settings +--------------------------- + +It is possible to override these options from the command line by adding the prefix :samp:`+mlxp` before the options. For instance, setting the option :samp:`use_logger` to :samp:`False` disables logging. In this case, the logger object in :samp:`ctx.logger` has a :samp:`Null` value: + +.. code-block:: console + + $ python main.py +mlxp.use_logger=false + + seed: null + model: + num_layers: 4 + optimizer: + lr: 1e-3 + + The logger object is an instance of: + \ No newline at end of file diff --git a/master/_sources/easy_launching.rst.txt b/master/_sources/easy_launching.rst.txt new file mode 100644 index 0000000..8fafd5c --- /dev/null +++ b/master/_sources/easy_launching.rst.txt @@ -0,0 +1,269 @@ +1- Launching +------------ + +We will see how to modify the file :samp:`main.py` to use MLXP using the decorator :samp:`mlxp.launch`. +But first, let's introduce the :samp:`mlxp.Context` object produced by the decorator :samp:`mlxp.launch` that allows using MLXP's logging and configuring functionalities. + + +The Context object +"""""""""""""""""" + +MLXP uses an object :samp:`ctx` of the class :samp:`mlxp.Context` that is created on the fly during the execution of the program to store information about the run. +More precisely, it contains 4 fields: + +- :samp:`ctx.config`: Stores project-specific options provided by the user. These options are loaded from a yaml file called :samp:`config.yaml` located in a directory :samp:`config_path` provided as input to the decorator :samp:`mlxp.launch`. +- :samp:`ctx.mlxp`: Stores MLXP's default settings for the project. Its content is loaded from a yaml file :samp:`mlxp.yaml` located in the same directory :samp:`config_path`. +- :samp:`ctx.info`: Contains information about the current run: ex. status, start time, hostname, etc. +- :samp:`ctx.logger`: A logger object that can be used in the code for logging variables (metrics, checkpoints, artifacts). When logging is enabled, these variables are all stored in a uniquely defined directory. + + +General setup +""""""""""""" + +Defining a default config file +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The first step is to provide all default options that will be used by the code in a separate Yaml file named :samp:`config.yaml` and contained in the :samp:`./configs` directory. + +.. code-block:: yaml + :caption: ./configs/config.yaml + + seed: 0 + num_epoch: 10 + model: + num_units: 100 + data: + d_int: 10 + device: 'cpu' + optimizer: + lr: 10. + +Here, we stored all options that were provided as input to the function :samp:`train` in the :samp:`main.py` file (such as the learning rate :samp:`lr`, number of epochs :samp:`num_epochs`, etc) into a structured Yaml file. The user has the freedom to define their own structure: for instance, here we chose to group the input dimension :samp:`d_int` and :samp:`device` into the same :samp:`data` group, but other (probably better choices) are possible. +MLXP will load this file by default, just like in `hydra `_ and provide these options as a hierachical dictionary to be used in the code (more about this later!). + + + + +Adapting code for using MLXP +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +To use MLXP, we only need to slightly change the :samp:`main.py` file. +The first step is to import MLXP and use the decorator :samp:`mlxp.launch` above the function :samp:`train`. +We also need to change the signature of the function :samp:`train` so that it can accept an object :samp:`ctx` of type :samp:`mlxp.Context` as an argument instead of the variables. +Note, however, that :samp:`train` is called later without explicitly passing any argument. The remaining modifications are: + +- Using the option values stored in :samp:`ctx.config` as a replacement to the variables provided in the older version of the code (See: :ref:`the old 'main.py' file `). +- Using the logger :samp:`ctx.logger` to store the results of the run (instead of printing them) and saving checkpoints. + +Here is how the code would look like: + +.. code-block:: python + :caption: main.py + + + import torch + from core import DataLoader, OneHiddenLayer + + import mlxp + + @mlxp.launch(config_path='./configs') + def train(ctx: mlxp.Context)->None: + + cfg = ctx.config + logger = ctx.logger + + start_epoch = 0 + + # Building model, optimizer and data loader. + model = OneHiddenLayer(d_int=cfg.data.d_int, + n_units = cfg.model.num_units) + model = model.to(cfg.data.device) + optimizer = torch.optim.SGD(model.parameters(), + lr=cfg.optimizer.lr) + dataloader = DataLoader(cfg.data.d_int, + cfg.data.device) + + # Training + for epoch in range(start_epoch,cfg.num_epoch): + + train_err = train_epoch(dataloader, + model, + optimizer) + + logger.log_metrics({'loss': train_err.item(), + 'epoch': epoch}, log_name='train') + + logger.log_checkpoint({'model': model, + 'epoch':epoch}, log_name='last_ckpt' ) + + print(f"Completed training with learing rate: {cfg.optimizer.lr}") + + if __name__ == "__main__": + train() + +Seeding code using MLXP +^^^^^^^^^^^^^^^^^^^^^^^ + +In our example, the initialization of the model uses random initial parameters which might change from one run to another. To avoid this, the user can provide a function :samp:`seeding_function` to the :samp:`mlxp.launch` decorator to set the global seeds of whatever random number generator is used. + + +.. code-block:: python + :caption: main.py + + import mlxp + from core import DataLoader, Network, Optimizer, Loss + + def seeding_function(seed): + import torch + torch.manual_seed(seed) + + @mlxp.launch(config_path='./configs', + seeding_function=seeding_function) + def train(ctx: mlxp.Context)->None: + + cfg = ctx.config + logger = ctx.logger + + ... + + if __name__ == "__main__": + train() + + +The function :samp:`seeding_function` will be called by MLXP before executing the function :samp:`train`. The parameter seed is read from the user-defined option: :samp:`ctx.config.seed`. If the field seed is not provided by the user and a seeding function is passed, then the code throws an error. +Note that the field :samp:`seed` passed to the :samp:`seeding_function` can be an integer or a dictionary or any object that can be stored in a yaml file. +Of course, it is also possible to perform seeding inside the function :samp:`train`, but :samp:`seeding_function` allows you to do it systematically. + + + + +.. _launching_multiruns: + +Launching locally using MLXP +"""""""""""""""""""""""""""" + +During execution, the default configurations will be read from the file :samp:`config.yaml` located in the directory :samp:`./configs` and passed to the object :samp:`ctx.config`. The code will be executed using these option: + +.. code-block:: console + + $ python main.py + Completed training with learning rate: 10.0 + +Just like with `hydra `_, we can run the code again with different options by overriding the default ones from the command line. For instance, we can use different learning rates and even select multiple values for it (say: :samp:`1e-2` and :samp:`1e-1`). we can do this from the command line by providing multiple values :samp:`(0.01,0.1)` to the option :samp:`optimizer.lr`: + +.. code-block:: console + + $ python main.py optimizer.lr=0.01,0.1 + Completed training with learning rate: 0.01 + Completed training with learning rate: 0.1 + +In the above instruction, we added an option :samp:`optimizer.lr=0.01,0.1` which execute the code twice: once using a learning rate of :samp:`0.01` and a second time using :samp:`0.1` . + +Launching jobs to a scheduler +""""""""""""""""""""""""""""" + +If you have access to an HPC cluster, then you probably use a job scheduler for submitting jobs. +MLXP allows you to combine the 'multirun' capabilities of `hydra `_ with job scheduling to easily submit multiple experiments to a cluster. +Currently, MLXP supports the following job schedulers: +`SLURM `_, `OAR `_, `TORQUE `_, `SGE `_, `MWM `_ and +`LSF `_. + + +.. _mlxpsub: + +Submitting jobs to a job scheduler +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Let's say, you'd like to submit multiple jobs into a job scheduler. You can do this easily using the +mlxpsub command! + + +The first step is to create a script ex.: :samp:`script.sh` in your working directory (here under :samp:`my_project/`). +In this script, you can define the resources allocated to your jobs, using the syntax of your job scheduler, as well as the python command for exectuting your main python script. You can then pass different option values to your python script :samp:`main.py` as discussed earlier in +:ref:`the launching tutorial `: + +.. code-block:: console + + #!/bin/bash + + #OAR -l core=1, walltime=6:00:00 + #OAR -t besteffort + #OAR -t idempotent + + python main.py optimizer.lr=10.,1. seed=1,2 + python main.py model.num_units=100,200 seed=1,2 + +The above script is meant to create and exectute 8 jobs in total that will be submitted to an OAR job scheduler. The first 4 jobs correspond to the first python command using all possible combinations of option values for :samp:`optimizer.lr` and :samp:`seed`: :samp:`(10.,1)` , :samp:`(10.,2)`, :samp:`(1.,1)`, :samp:`(1.,2)`. The 4 next jobs are for the second command wich varies the options :samp:`model.num_units` and :samp:`seed`. + +You only need to run the following command in the terminal: + + +.. code-block:: console + + mlxpsub script.sh + + +What happens under the woods? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + + +Here is what happens: + +1. mlxpsub command parses the script to extract the scheduler's instructions and figures out what scheduler is used, then provides those information as a context prior to executing the script. +2. `hydra `_ performs a cross-product of the options provided and creates as many jobs are needed. +3. The MLXP creates a separate directory for each one of these jobs. Each directory is assigned a unique log_id and contains a script to be submitted. +4. All generated scripts are submitted to the job scheduler. + + +What you should expect? +^^^^^^^^^^^^^^^^^^^^^^^ + +MLXP creates a script for each job corresponding to an option setting. Each script is located in a directory of the form +:samp:`parent_log/log_id`, where :samp:`log_id` is automatically assigned by MLXP for each job. Here is an example of the first created script in :samp:`logs/1/script.sh` where the user sets :samp:`parent_log` to :samp:`logs`. + +.. code-block:: console + + #!/bin/bash + #OAR -n logs/1 + #OAR -E /root/logs/1/log.stderr + #OAR -O /root/logs/1/log.stdout + #OAR -l core=1, walltime=6:00:00 + #OAR -t besteffort + #OAR -t idempotent + + cd /root/workdir/ + python main.py optimizer.lr=10. seed=1 + +As you can see, MLXP automatically assigns values for the job's name, :samp:`stdout` and :samp:`stderr` file paths, +so there is no need to specify those in the original script :samp:`script.sh`. +These scripts contain the same scheduler's options +as in :samp:`script.sh` in addition to a single python command specific to the option setting: :samp:`optimizer.lr=10. seed=1`. +Additionally, MLXP pre-processes the python command to extract the working directory and sets it explicitly in the newly created script before the python command. + + +Once, the job finishes execution, we can double-check that everything went well by inspecting the directory :samp:`logs/1/` which should contain the usual logs and two additional files :samp:`log.stdout` and :samp:`log.stderr`: + + +.. code-block:: text + :caption: ./logs/ + + logs/ + ├── 1/ + │ ├── metadata/ + │ │ ├── config.yaml + │ │ ├── info.yaml + │ │ └── mlxp.yaml + │ ├── metrics/ + │ │ ├── train.json + │ │ └── .keys/ + │ │ └── metrics.yaml + │ ├── artifacts/ + │ │ └── Checkpoint/ + │ │ └── last_ckpt.pkl + │ ├── log.stderr + │ ├── log.stdout + │ └── script.sh + │ + ├──... + + diff --git a/master/_sources/easy_logging.rst.txt b/master/_sources/easy_logging.rst.txt new file mode 100644 index 0000000..9dd5deb --- /dev/null +++ b/master/_sources/easy_logging.rst.txt @@ -0,0 +1,239 @@ +.. _logging: + +2- Logging +---------- + + +Logging metrics and artifacts +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +The logger provides four methods for logging objects: + + - :samp:`log_metrics`: For logging dictionaries of scalars in a json file. This method can be used to log the loss and other scalar quantities that can evolve during the run. These dictionaries are stored in a json file. + - :samp:`log_artifacts`: For logging more complex objects such as the weights of a network, etc. This method requires passing objects inheriting from the abstract class :samp:`Artifacts`. + - :samp:`log_checkpoint`: A simpler method for logging serializable objects as a pickle file. + - :samp:`load_checkpoint`: A method for loading a saved checkpoint. + + +File structure of the logs +^^^^^^^^^^^^^^^^^^^^^^^^^^ + +When the logger is activated, it stores the results of a run in a sub-directory of the parent directory :samp:`./logs`. This parent directory is created automatically if it does not exists already. By default it is set to :samp:`./logs`, but this behavior can be modified (see :ref:`Customizing the parent log directory `). + +First, the logger assigns a :samp:`log_id` to the run. Every time :samp:`main.py` is executed with an active logger, the :samp:`log_id` of the new run is incremented by 1 starting from 1. Then a new sub-directory of :samp:`./logs` is created and named after the assigned :samp:`log_id`. +Since we executed the code three times in total, we should expect three sub-directories under :samp:`./logs` called :samp:`1`, :samp:`2` and :samp:`3`, all having the same structure: + +.. code-block:: text + :caption: ./logs/ + + logs/ + ├── 1/... + ├── 2/... + └── 3/... + + +Each log directory contains three sub-directories: :samp:`metadata`, :samp:`metrics` and :samp:`artifacts`: + +.. code-block:: text + :caption: ./logs/ + + logs/ + ├── 1/ + │ ├── metadata/ + │ │ ├── config.yaml + │ │ ├── info.yaml + │ │ └── mlxp.yaml + │ ├── metrics/ + │ │ ├── train.json + │ │ └──.keys/ + │ │ └── metrics.yaml + │ └── artifacts/ + │ └── Checkpoint/ + │ └── last_ckpt.pkl + │ + ├── 2/... + └── 3/... + +Let's go through these three directories. + +The :samp:`metrics` directory +""""""""""""""""""""""""""""" + +This directory contains JSON files created when calling the logger's method +:samp:`log_metrics(dict, log_name)`. +Each file is named after the variable :samp:`log_name` and stores the dictionaries provided as input to the :samp:`log_metrics` method. + + +.. code-block:: json + :caption: ./logs/1/metrics/train.json + + {"loss": 0.030253788456320763, "epoch": 0} + {"loss": 0.02899891696870327, "epoch": 1} + {"loss": 0.026649776846170425, "epoch": 2} + {"loss": 0.023483652621507645, "epoch": 3} + {"loss": 0.019827445968985558, "epoch": 4} + {"loss": 0.01599641889333725, "epoch": 5} + {"loss": 0.012259905226528645, "epoch": 6} + {"loss": 0.008839688263833523, "epoch": 7} + {"loss": 0.005932427477091551, "epoch": 8} + {"loss": 0.003738593542948365, "epoch": 9} + +The hidden directory :samp:`.keys` is used by the reader module of MLXP and is not something to worry about here. Instead, we inspect the remaining directories below. + + +The :samp:`metadata` directory +"""""""""""""""""""""""""""""" + +The :samp:`metadata` directory contains three yaml files: :samp:`config`, :samp:`info`, and :samp:`mlxp`, each storing the content of the corresponding fields of the context object :samp:`ctx`. +:samp:`config` stores the user config of the run, :samp:`info` stores general information about the run such as the assigned :samp:`log_id` and the absolute path to the logs of the run :samp:`log_dir`. Finally, :samp:`mlxp` stores the MLXP's settings used for the run (e.g. the logger settings). + +.. code-block:: yaml + :caption: ./logs/1/metadata/config.yaml + + seed: 0 + num_epoch: 10 + model: + num_units: 100 + data: + d_int: 10 + device: 'cpu' + optimizer: + lr: 10. + +.. code-block:: yaml + :caption: ./logs/1/metadata/info.yaml + + executable: absolute_path_to/bin/python + cmd: '' + end_date: 20/04/2023 + end_time: '16:01:13' + current_file_path: absolute_path_to/main.py + log_dir: absolute_path_to/logs/1 + log_id: 1 + process_id: 7100 + start_date: 20/04/2023 + start_time: '16:01:13' + status: COMPLETE + user: marbel + work_dir: absolute_path_to/tutorial + +.. code-block:: yaml + :caption: ./logs/1/metadata/mlxp.yaml + + logger: + forced_log_id: -1 + log_streams_to_file: false + name: DefaultLogger + parent_log_dir: ./logs + scheduler: + cleanup_cmd: '' + env_cmd: '' + name: NoScheduler + option_cmd: [] + shell_config_cmd: '' + shell_path: /bin/bash + version_manager: + name: GitVM + parent_work_dir: ./.workdir + compute_requirements: false + use_logger: true + use_scheduler: false + use_version_manager: false + interactive_mode: true + + +The :samp:`artifacts` directory +""""""""""""""""""""""""""""""" + +The directory :samp:`artifacts` is where all data passed to the logger's methods :samp:`log_artifacts` and :samp:`log_checkpoint` are stored. +These are stored in different directories depending on the artifact type. In this example, since we used the reserved method :samp:`log_checkpoint`, the logged data are considered as checkpoint objects, hence the sub-directory :samp:`Checkpoint`. +You can see that it contains the pickle file :samp:`last_ckpt.pkl` which is the name we provided when calling the method :samp:`log_checkpoint` in the :samp:`main.py` file. + + + + +Checkpointing +^^^^^^^^^^^^^ + +Checkpointing can be particularly useful if you need to restart a job from its latest state without having to re-run it from scratch. To do this, you only need to slightly modify the function :samp:`train` to load the latest checkpoint by default: + +.. code-block:: python + :caption: main.py + + import torch + from core import DataLoader, OneHiddenLayer + + import mlxp + + @mlxp.launch(config_path='./configs') + def train(ctx: mlxp.Context)->None: + + cfg = ctx.config + logger = ctx.logger + + # Try loading from the checkpoint + try: + checkpoint = logger.load_checkpoint() + start_epoch = checkpoint['epoch']+1 + model = checkpoint['model'] + except: + start_epoch = 0 + model = Network(n_layers = cfg.model.num_layers) + + + model = model.to(cfg.data.device) + optimizer = torch.optim.SGD(model.parameters(), + lr=cfg.optimizer.lr) + dataloader = DataLoader(cfg.data.d_int, + cfg.data.device) + + # Training + print(f"Starting from epoch: {start_epoch} ") + + for epoch in range(start_epoch,cfg.num_epoch): + + train_err = train_epoch(dataloader, + model, + optimizer) + + logger.log_metrics({'loss': train_err.item(), + 'epoch': epoch}, log_name='train') + + logger.log_checkpoint({'model': model, + 'epoch':epoch}, log_name='last_ckpt' ) + + print(f"Completed training with learing rate: {cfg.optimizer.lr}") + + + if __name__ == "__main__": + train() + +Of course, if you execute :samp:`main.py` without further options, the logger will create a new :samp:`log_id` where there is no checkpoint yet, so it cannot resume a previous job. Instead, you need to force the :samp:`log_id` using the option :samp:`logger.forced_log_id`: + +.. code-block:: console + + $ python main.py +mlxp.logger.forced_log_id=1 + Starting from epoch 10 + Completed training with learning rate: 1e-3 + +.. _custom_log_dir: + +Customizing the parent log directory +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +You can change the parent directory by overriding the option :samp:`+mlxp.logger.parent_log_dir` from the command-line: + +.. code-block:: console + + $ python main.py +mlxp.logger.parent_log_dir='./new_logs' + + +Alternatively, the parent directory can be modified directly in the MLXP default settings file :samp:`configs/mlxp.yaml`. This file is created automatically if it doesn't exist already and contains all the defaults options for using MLXP in the current project: + +.. code-block:: yaml + :caption: ./configs/mlxp.yaml + + logger: + ... + parent_log_dir: ./logs + ... diff --git a/master/_sources/easy_reading.rst.txt b/master/_sources/easy_reading.rst.txt new file mode 100644 index 0000000..295482c --- /dev/null +++ b/master/_sources/easy_reading.rst.txt @@ -0,0 +1,227 @@ +3- Reading +---------- + +We have already stored information about 3 runs so far. +We can access this information easily using MLXP's reader module, which allows querying results, grouping, and aggregating them. Let's do this interactively! + + +Creating a result database +^^^^^^^^^^^^^^^^^^^^^^^^^^ + +We first start by creating a :samp:`reader` objects that interacts with the logs of multiple runs contained in the same parent directory (here :samp:`./logs/`): + +.. code-block:: ipython + + In [1]: import mlxp + + In [2]: # Creates a database of results stored by the logger that is accessible using a reader object. + ...: parent_log_dir = './logs/' + reader = mlxp.Reader(parent_log_dir) + + +Under the woods, the reader object creates a JSON file :samp:`database.json` in the directory :samp:`parent_log_dir` and stores metadata about all runs contained in that directory. + +.. code-block:: text + :caption: ./logs/ + + logs/ + ├── 1/... + ├── 2/... + ├── 3/... + └── database.json + + +This database allows, for instance, obtaining general information about the runs contained in the log directory :samp:`parent_log_dir`, such as the number of runs or the list of fields that are stored in the various files of the log directories: (e.g. in :samp:`config.yaml` , :samp:`info.yaml` or :samp:`metrics/`): + + +.. code-block:: ipython + + In [3]: # Displaying the number of runs accessible to the reader + ...: len(reader) + Out[3]: 3 + + In [4]: # Displaying all fields accessible in the database. + ...: print(reader.fields) + Out[4]: + Type + Fields + config.data.d_int '' + config.data.device '' + config.model.num_units '' + config.num_epoch '' + config.optimizer.lr '' + config.seed '' + info.app '' + info.cmd '' + info.end_date '' + info.end_time '' + info.exec '' + info.hostname '' + info.log_dir '' + info.log_id '' + info.process_id '' + info.start_date '' + info.start_time '' + info.status '' + info.user '' + info.work_dir '' + train.epoch 'LAZYDATA' + train.loss 'LAZYDATA' + + +For instance, the method :samp:`fields` displace a table of existing fields along with their type. +You can see that all the user config options are preceded by the prefix :samp:`config`. +The table also contains all fields stored in the files :samp:`info.yaml` of the metadata directory for each run. +Finally, all keys stored by the logger when calling the method :samp:`log_metrics` are also available. +Note that these keys are of type :samp:`LAZYDATA`, meaning that the database does not store these data but only a reference to them (more on this later). + + +Querying the database +^^^^^^^^^^^^^^^^^^^^^ +Once the database is created, the reader object allows filtering the database by the values taken by some of its fields. +Not all fields can make a valid query. Only those obtained when displaying the attribute 'searchable' are acceptable: + +.. code-block:: ipython + + In [5]: # Displaying searchable fields must start with info or config + ...: print(reader.searchable) + Out[5]: + Type + Fields + config.data.d_int '' + config.data.device '' + config.model.num_units '' + config.num_epoch '' + config.optimizer.lr '' + config.seed '' + info.executable '' + info.cmd '' + info.end_date '' + info.end_time '' info.current_file_path '' + info.hostname '' + info.log_dir '' + info.log_id '' + info.process_id '' + info.start_date '' + info.start_time '' + info.status '' + info.user '' + info.work_dir '' + + +The :samp:`searchable` fields must start with the prefixes: :samp:`info.` or :samp:`config.` to indicate that they correspond to keys in the files :samp:`config.yaml` and :samp:`info.yaml` of the directories :samp:`metadata` of the logs. Let's make a simple query and use the :samp:`filter` method: + + +.. code-block:: ipython + + In [6]: # Searching using a query string + ... query = "info.status == 'COMPLETE' & config.optimizer.lr <= 0.1" + ... results = reader.filter(query_string=query, result_format="pandas") + + In [7]: # Display the result as a pandas dataframe + ...: results + Out[7]: + config.data.d_int ... train.loss + 0 10 ... [0.030253788456320763, 0.03025251068174839, 0.... + 1 10 ... [0.030253788456320763, 0.03024102933704853, 0.... + + +Here, we call the method :samp:`filter` with the option :samp:`result_format` set to :samp:`pandas`. This allows to return the result as a pandas dataframe where the rows correspond to runs stored in the :samp:`parent_log_dir` and matching the query. If the query is an empty string, then all entries of the database are returned. + + +The dataframe's column names correspond to the fields contained in :samp:`reader.fields`. These names are constructed as follows: + +- The dot-separated flattened keys of the hierarchical options contained in the YAML file :samp:`metadata.yaml` preceded by the prefix :samp:`metadata`. +- The keys of the dictionaries stored in the files contained in the :samp:`metrics` directories (here :samp:`train.json`) preceded by the file name as a suffix (here: :samp:`train.`). + +As you can see, the dataframe loads the content of all keys in the files :samp:`train.json` (contained in the :samp:`metrics` directories of each run), which might not be desirable if these files are large. +This can be avoided using **lazy evaluation** which we describe next. + +Lazy evaluation +^^^^^^^^^^^^^^^ + +Instead of returning the result of the search as a pandas dataframe, which loads all the content of the, possibly large, :samp:`train.json` file, we can return a :samp:`mlxp.DataDictList` object. +This object can also be rendered as a dataframe but does not load the :samp:`train.json` files in memory unless the corresponding fields are explicitly accessed. + + + +.. code-block:: ipython + + In [8]: # Returning a DataDictList as a result + ... results = reader.filter(query_string=query) + + In [9]: # Display the result as a pandas dataframe + ...: results + Out[9]: + config.data.d_int config.data.device ... train.epoch train.loss + 0 10 cpu ... LAZYDATA LAZYDATA + 1 10 cpu ... LAZYDATA LAZYDATA + + [2 rows x 39 columns] + +As you can see, the content of the columns :samp:`train.epoch` and :samp:`train.loss` is simply marked as :samp:`LAZYDATA`, meaning that it is not loaded for now. If we try to access a specific column (e.g. :samp:`train.loss`), :samp:`DataDictList` will automatically load the desired result: + + +.. code-block:: ipython + + In [10]: # Access a particular column of the results + ...: results[0]['train.loss'] + Out[10]: + [0.030253788456320763, 0.03025251068174839, 0.030249962583184242, 0.030246131122112274, 0.03024103306233883, 0.030234655365347862, 0.03022700361907482, 0.030218079686164856, 0.030207885429263115, 0.030196424573659897] + +The object results should be viewed as a list of dictionaries. Each element of the list corresponds to a particular run in the :samp:`parent_log_dir` directory. The keys of each dictionary in the list are the columns of the dataframe. Finally, it is always to convert a :samp:`DataDictList` object to a pandas dataframe using the method :samp:`toPandasDF`. + + +Grouping and aggregation +^^^^^^^^^^^^^^^^^^^^^^^^ + +While it is possible to directly convert the results of a query to a pandas dataframe which supports grouping and aggregation operations, +MLXP also provides basic support for these operations. Let's see how this works: + + +.. code-block:: ipython + + + In [11]: # List of group keys. + ... group_keys = ['config.optimizer.lr'] + + In [12]: # Grouping the results + ...: grouped_results = results.groupBy(group_keys) + ...: print(grouped_results) + Out[12]: + config.data.d_int config.data.device ... train.epoch train.loss + config.optimizer.lr ... + 0.01 10 cpu ... LAZYDATA LAZYDATA + 0.10 10 cpu ... LAZYDATA LAZYDATA + + [2 rows x 38 columns] + +The output is an object of type :samp:`GroupedDataDicts`. It can be viewed as a dictionary whose keys are given by the different values taken by the group variables. Here the group variable is the learning rate :samp:`config.optimizer.lr` which takes the values :samp:`0.01` and :samp:`0.10`. Hence, the keys of :samp:`GroupedDataDicts` are :samp:`0.01` and :samp:`0.10`. Each group (for instance the group with key :samp:`0.01`) is a :samp:`DataDictList` object containing the different runs belonging to that group. + +Finally, we can aggregate these groups according to some aggregation operations: + + +.. code-block:: ipython + + + In [13]: # Creating the aggregation maps + ... from mlxp.data_structures.contrib.aggregation_maps import AvgStd + ... agg_maps = [AvgStd('train.loss'),AvgStd('train.epoch')] + + + In [14]: # Aggregating the results + ...: agg_results = grouped_results.aggregate(agg_maps) + ...: print(agg_results) + Out[14]: + train.loss_avg ... config.optimizer.lr + 0 [0.030253788456320763, 0.03024102933704853, 0.... ... 0.1 + 1 [0.030253788456320763, 0.03025251068174839, 0.... ... 0.01 + + [2 rows x 3 columns] + +Here, we compute the average and standard deviation of the field :samp:`train.loss` which contains a list of loss values. The loss values are averaged per group and the result is returned as a :samp:`DataDictList` object whose columns consist of: + +- The resulting fields: :samp:`train.loss_avg` and :samp:`train.loss_std` +- The original group key: :samp:`config.optimizer.lr`. + +Of course, one can always convert these structures to a pandas dataframe at any time! \ No newline at end of file diff --git a/master/_sources/easy_versioning.rst.txt b/master/_sources/easy_versioning.rst.txt new file mode 100644 index 0000000..ddaf5d7 --- /dev/null +++ b/master/_sources/easy_versioning.rst.txt @@ -0,0 +1,137 @@ +3- Versioning +------------- + +Sometimes, there can be a delay between the time when a job is submitted and when it gets executed. This typically happens when submitting jobs to a cluster queue. +Meanwhile, the development code might have already changed, with some potential bugs introduced! +Without careful version management, it is hard to know for sure what code was used to produce the results. + + +MLXP proposes a simple way to avoid these issues by introducing two features: +- Requiring the code to be in a git repository +- Systematically checking for uncommitted change/ untracked files. +- Systematically copying the code from the git repository containing the executable to another 'safe' location based on the latest commit. The code is then run from this location to avoid any interference with changes introduced later to the development code and before executing a job. + + +1- Using MLXP's version manager +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Let's see how this works! We simply need to set the option +:samp:`use_version_manager` to true and make sure the code belong to a git repository. Depending on whether the interactive mode is active (:samp:`mlxp.interactive_mode=True`) or not, an interactive session is created where the user can tell the version manager what to do or the job is executed from on a copy of the code based on the latest commit. + +Without the interactive mode +"""""""""""""""""""""""""""" + +If the version manager is used without the interative mode (:samp:`mlxp.interactive_mode=False`), a copy of the code based on the latest commit is created, if it does not already exists. It is located in a directory of the form +:samp:`parent_work_dir/repo_name/commit_hash`, where :samp:`parent_work_dir` is provided by the user in the mlxp config file, :samp:`repo_name` is the name of the git repository and :samp:`commit_hash` is the latest commit's hash. + +MLXP then proceeds to execute the code from that copy: + + +.. code-block:: console + + $ python main.py +mlxp.use_version_manager=True + + Creating a copy of the repository at absolute_path_to/.workdir/mlxp/commit_hash + Starting from epoch: 0 + Completed training with a learning rate of 10.0 + + +We can double check where the code was executed from by inspecting the :samp:`info.yaml` file (Note that this is the 4th run, so the file should be located in :samp:`./logs/4/` ) + + +.. code-block:: yaml + :caption: ./logs/4/metadata/info.yaml + + ... + work_dir: absolute_path_to/.workdir/mlxp/commit_hash/tutorial + version_manager: + commit_hash: f02c8e5aa1a4c71d348141543a20543a2e4671b4 + repo_path: absolute_path_to_repo + requirements: + - dill==0.3.6 + - GitPython==3.1.31 + - hydra-core==1.3.2 + - omegaconf==2.2.3 + - pandas==1.2.4 + - ply==3.11 + - PyYAML==6.0 + - setuptools==52.0.0.post20210125 + - tinydb==4.7.1 + +If other jobs are submitted later, and if the code did not change meanwhile, these jobs will also be executed from this same working directory. This avoids copying the same content multiple times. + +Finally, a copy of the dependencies used by the code along with their versions is also made in the field :samp:`requirements` if the option +:samp:`mlxp.version_manager.compute_requirements` is set to :samp:`True`. + + + +With the interactive mode +""""""""""""""""""""""""" + +When the interactive mode is active (:samp:`mlxp.interactive_mode=False`), the version manager checks for untracked files and uncommited changes and asks if how to handle those before executing the code. + + +First, the version manager checks for untracked files and asks the user whether untracked files should be added to the git repository. + + +.. code-block:: console + + There are untracked files in the repository: + tutorial/script.sh + Please select files to be tracked (comma-separated) and hit Enter to skip: + +Here, we just hit Enter to skip. The next step is to check for uncommitted changes. + +.. code-block:: console + + There are uncommitted changes in the repository: + + tutorial/main.py + Would you like to create an automatic commit for all uncommitted changes? (y/n) + y: Yes. + n: No. Uncommitted changes will be ignored. (Before selecting this option, it is recommanded to manually handle uncommitted changes.) + [Automatic commit]: Please enter your choice (y/n): + +We see that there is one uncommitted change. The user can either ignore it or create an automatic commit from the version manager interface. Here, we just choose the option :samp:`y` which creates an automatic commit of the changes. + + +.. code-block:: console + + Commiting changes.... + + 1 files changed, 4 insertions(+), 3 deletions(-) + create mode 100644 tutorial/script.sh + + +Finally, the version manager creates the backup copy of the code based on the latest commit and runs it from there, just like in the non-interactive mode. + + +2- Using the version manager with a job scheduler +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +You can combine both features to run several reproducible jobs with a controlled version of the code they use. For this, you can create a script (here :samp:`script.sh`) containing all the jobs you need to run as well as the options to your scheduler. You'll need to activate the version manager when executing each command. + + .. code-block:: console + + #!/bin/bash + + #OAR -l core=1, walltime=6:00:00 + #OAR -t besteffort + #OAR -t idempotent + + python main.py optimizer.lr=10.,1. seed=1,2 + mlxp.use_version_manager=True + python main.py model.num_units=100,200 seed=1,2 + mlxp.use_version_manager=True + +Now you simply need to submit your jobs using :samp:`mlxpsub` command: + + + .. code-block:: console + + mlxpsub script.sh + + +In this case, MLXP will go through the following step: + + +1. The version manager asks the user to decide how to handle untracked/uncommitted files and whether or not to create a 'safe' directory from which the code will be run. +2. Once the user's choices are entered, the jobs are created and submitted to the scheduler, and you only need to wait for the results to come! diff --git a/master/_sources/getting_started.rst.txt b/master/_sources/getting_started.rst.txt new file mode 100644 index 0000000..8485a6e --- /dev/null +++ b/master/_sources/getting_started.rst.txt @@ -0,0 +1,220 @@ +Quick start guide +================= + + +This quick-start guide is meant to give you a overview of how MLXP works. +To get a more in-depth understanding of MLXP's capabilities, please follow the :ref:`tutorial`. + + +1- Using MLXP +------------- + +Let's say you are given a directory :samp:`my_project` containing a python file :samp:`main.py` and a sub-directory :samp:`configs` containing a file 'config.yaml' with option configurations for the project: + +.. code-block:: text + + my_project/ + ├── configs/ + │ └── config.yaml + └── main.py + + +In this example, the file :samp:`main.py` contains a function :samp:`my_task` that performs some task when called. To use MLXP for launching a job, you can use the decorator :samp:`mlxp.launch` above the function :samp:`my_task`. + +.. code-block:: python + + import mlxp + + @mlxp.launch(config_path='./configs') + def my_task(ctx: mlxp.Context)->None: + + # Displaying user-defined options from './configs/config.yaml + print("ctx.config") + + # Logging information in log directory created by MLXP: (here "./logs/1" ) + for i in range(ctx.config.num_epoch) + ctx.logger.log_metrics({"epoch":i}) + + + + if __name__ == "__main__": + my_task() + +The decorated function :samp:`my_task` must take a variable :samp:`ctx` of type :samp:`mlxp.Context` as an argument. Note that :samp:`my_task` is later called without providing the context variable just like in `hydra `_. +The :samp:`ctx` variable is automatically created on the fly during execution and stores information about the run. +Importantly, it contains: + + + - :samp:`ctx.config`: a dictionary-like object storing user-defined configurations, usually loaded from a yaml file located in a configuration directory (here the directory :samp:`./configs`) + - :samp:`ctx.logger`: A logger object that can be used in the code for saving variables (metrics, checkpoints, artifacts). + +2- Configuring +-------------- + +Just like when using `hydra `_, you can provide all default options needed for the code in a separate Yaml file named :samp:`config.yaml` and contained in the :samp:`./configs` directory. These will be passed to the object :samp:`ctx.config`. + +.. code-block:: yaml + :caption: ./configs/config.yaml + + seed: 0 + num_epoch: 10 + model: + num_units: 100 + data: + d_int: 10 + device: 'cpu' + optimizer: + lr: 10. + +3- Logging +---------- + +Logging is activated by default and as soon as the run is launched, the logger creates a directory :samp:`parent_log_dir/log_id` where :samp:`parent_log_dir` is provided by the user (default to :samp:`./logs`) while :samp:`log_id` is unique id that MLXP assigns to the run. + +- **Logging metadata:** Once the job is executed, the configuration options used for the run are automatically stored in a file :samp:`parent_log_dir/log_id/metadata/config.yaml`. + +- **Logging metrics and artifacts:** Additionally, the user can log additional informations using the methods :samp:`log_metrics`, :samp:`log_checkpoint` (see :ref:`Logging tutorial`) which are stored in the directories :samp:`metrics` and :samp:`artifacts`. + + +**Log directory structure:** Each log directory contains three sub-directories: samp:`metadata`, :samp:`metrics` and samp:`artifacts`: + +.. code-block:: text + :caption: ./logs/ + + logs/ + ├── 1/ + │ ├── metadata/ + │ │ ├── config.yaml + │ │ ├── info.yaml + │ │ └── mlxp.yaml + │ ├── metrics/ + │ │ ├── train.json + │ │ └──.keys/ + │ │ └── metrics.yaml + │ └── artifacts/ + │ └── Checkpoint/ + │ └── last_ckpt.pkl + │ + ├── 2/... + └── 3/... + + + + +4- Launching locally +-------------------- + + +When executing the Python file :samp:`main.py` from the command line, we get the following output: + +.. code-block:: console + + $ python main.py + + seed: 0 + num_epoch: 10 + model: + num_units: 100 + data: + d_int: 10 + device: 'cpu' + optimizer: + lr: 10. + + + +Overriding options from the command-line interface +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +Just like in `hydra `_, you can also override the options contained in the :samp:`config.yaml` file from the command line: + +.. code-block:: console + + $ python main.py optimizer.lr=0.1 model.num_layers=6 + + seed: 0 + num_epoch: 10 + model: + num_units: 100 + data: + d_int: 10 + device: 'cpu' + optimizer: + lr: 0.1 + + +If the file :samp:`config.yaml` or its parent directory :samp:`config_path` do not exist, they will be created automatically. When created automatically, :samp:`config.yaml` is empty and needs to be filled with default values of the user defined options. + + +5- Submitting multiple jobs to a job scheduler +---------------------------------------------- + +Let's say, you'd like to submit multiple jobs into a job scheduler. You can do this easily using the mlxpsub command! + +i) Creating a job script +^^^^^^^^^^^^^^^^^^^^^^^^ + +The first step is to create a script 'script.sh' in your working directory (here under :samp:`my_project`). In this script you can define the resources allocated to your jobs, using the syntax of your job scheduler, as well as the python command for exectuting the python script :samp:`main.py` with different option values. Thanks to Hydra, you don't need any for loops and your job as be as concise as what follows: + + .. code-block:: console + + #!/bin/bash + + #OAR -l core=1, walltime=6:00:00 + #OAR -t besteffort + #OAR -t idempotent + + python main.py optimizer.lr=10.,1. seed=1,2 + python main.py model.num_units=100,200 seed=1,2 + +The above script is maint to create and exectute 8 jobs in total that will be submitted to an OAR job scheduler: + +- The first 4 jobs correspond to the first python command using all possible combinations of option values for :samp:`optimizer.lr` and :samp:`seed` : :samp:`(10.,1), (10,2), (1.,1), (1.,2)`. + +- The 4 next jobs are for the second command wich varies the options :samp:`model.num_units` and :samp:`seed`. + + +MLXP supports multiple job schedulers, including +`SLURM `_, `OAR `_, `TORQUE `_, `SGE `_, `MWM `_ and +`LSF `_. +All what you have to do is to use the native syntax for specifying resources for the job as commants in the script. + +ii) Submitting using mlxpsub +^^^^^^^^^^^^^^^^^^^^^^^^^^^^ + +You only need to run the following command in the terminal: + + +.. code-block:: console + + mlxpsub script.sh + + +How it works +^^^^^^^^^^^^ + +MLXP creates a script for each job corresponding to optionsetting. Each script is located in a directory of the form :samp:`parent_log/log_id` , where log_id is automatically assigned by MLXP for each job. + +Here is an example of the first created script in :samp:`logs/1/script.sh` where the user sets :samp:`parent_log` to :samp:`logs`. + +.. code-block:: console + + #!/bin/bash + #OAR -n logs/1 + #OAR -E /root/logs/1/log.stderr + #OAR -O /root/logs/1/log.stdout + #OAR -l core=1, walltime=6:00:00 + #OAR -t besteffort + #OAR -t idempotent + + cd /root/workdir/ + python main.py optimizer.lr=10. seed=1 + +As you can see, MLXP automatically assigns values for +the job's name, stdout and stderr file paths, so there is no need to specify those in the original script :samp:`script.sh`. + +These scripts contain the same scheduler's options +as in :samp:`script.sh` and a single python command specific option setting: :samp:`optimizer.lr=10. seed=1`. + +Additionally, MLXP pre-processes the python command to extract the working directory and sets it explicitly in the newly created script before the python command. + diff --git a/master/_sources/guide.rst.txt b/master/_sources/guide.rst.txt new file mode 100644 index 0000000..8a55f34 --- /dev/null +++ b/master/_sources/guide.rst.txt @@ -0,0 +1,16 @@ +Guide +===== + + + + +.. toctree:: + :maxdepth: 2 + + installing + getting_started + configuring_mlxp + tutorial + + + diff --git a/master/_sources/index.rst.txt b/master/_sources/index.rst.txt new file mode 100644 index 0000000..3e90e80 --- /dev/null +++ b/master/_sources/index.rst.txt @@ -0,0 +1,114 @@ +.. MLXP documentation master file, created by + sphinx-quickstart on Sun Apr 2 05:53:07 2023. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Welcome MLXP's documentation! +============================== + + +MLXP (Machine Learning eXperimentalist for Python) package is an open-source Python framework for managing multiple experiments with a flexible option structure from launching, and logging to querying results. The source code is available in `MLXP's GitHub repository `_. + + + +Key functionalities +^^^^^^^^^^^^^^^^^^^ + +1. Launching several jobs automatically using `hydra `_ and hierarchical configs by adding a single decorator to the main task function. +2. Logging outputs (metrics, artifacts, checkpoints) of a job in a uniquely assigned directory along with all metadata and configuration options to reproduce the experiment. +3. Code version management by automatically generating a deployment version of the code based on the latest git commit. +4. Submitting jobs to a cluster using a job scheduler. +5. Exploiting the results of several experiments by easily reading, querying, grouping, and aggregating the output of several jobs. + +.. |green| image:: images/Green-checkmark.png + :width: 20px + :align: middle + +.. |red| image:: images/red_checkmark.png + :width: 20px + :align: middle + + ++-----------------------------+-----------------+-----------------+-----------------+ +| Features | MLXP | MLFlow tracking | Weights & Biases| ++=============================+=================+=================+=================+ +| Configuration management | |green| | |red| | |red| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Hyperparameter Sweeps | |green| | |red| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Launching/Job submission | |green| | |red| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Logging/Tracking | |green| | |green| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Experiment Search/Filtering | |green| | |green| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Experiment Comparison | |green| | |green| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Lazy loading results | |green| | |red| | |red| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Code versioning | |green| | |green| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Code version checking | |green| | |red| | |red| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Model Versioning | |red| | |green| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Interactive Visualizations | |red| | |green| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ +| Collaboration and Sharing | |red| | |green| | |green| | ++-----------------------------+-----------------+-----------------+-----------------+ + + + + +License +^^^^^^^ + +MLXP is distributed under MIT license. + +Citing MLXP +^^^^^^^^^^^^ + +Even though this is non-legally binding, the author kindly ask users to cite MLXP in their publications if they use +it in their research as follows: + + +.. code-block:: bibtex + + @Misc{Arbel2023MLXP, + author = {Michael Arbel}, + title = {MLXP: A framework for conducting machine learning experiments in python}, + howpublished = {Github}, + year = {2023}, + url = {https://github.com/inria-thoth/mlxp} + } + +Acknowledgments +^^^^^^^^^^^^^^^ + +I would like to acknowledge the following contributors for their contributions to the development of this package: + +- `Alexandre Zouaoui `_ kindly shared his python implementation for creating job scripts and submiting them to a cluster. His code served as the basis for the implementation of the Scheduler class. While the process of job submission significantly evolved, by integrating it with MLXpy's launching functionality, I am grateful for Alexandre's contribution which were invaluable to the development of this project. + +- `Juliette Marrie `_ tested a premature version of MLXP. I am grateful for her feedback which was extremetly helpful for shaping and improving MLXP's functionalities. + +- `Romain Ménégaux `_ and `Pierre Wolinski `_ provided valuable feedback and suggestions to improve MLXP. They also found and reported several bugs in the software which helped improve its quality and stability. + + + +Tables of content +----------------- + +.. toctree:: + :maxdepth: 2 + :caption: Content: + + + guide + mlxp + + +Indices and tables +------------------ + +* :ref:`genindex` +* :ref:`modindex` diff --git a/master/_sources/installing.rst.txt b/master/_sources/installing.rst.txt new file mode 100644 index 0000000..41b5ade --- /dev/null +++ b/master/_sources/installing.rst.txt @@ -0,0 +1,73 @@ +Installing MLXP +^^^^^^^^^^^^^^^^ + +You can install MLXP either from PyPI or by cloning the GitHub. + + +From PyPI +--------- + +You can simply run the following command: + +.. code-block:: console + + $ pip install MLXP + + +From GitHub +----------- + +You can install this package by cloning it from the GitHub repository +and then installing it with `pip`. + + +1. Clone the repository: + +.. code-block:: console + + $ git clone git@github.com:inria-thoth/mlxp.git + +2. Change to the package directory: + +.. code-block:: console + + $ cd mlxp + +3. Install the requirements using `pip`: + +.. code-block:: console + + $ pip install -r requirements.txt + +4. Install the package: + +.. code-block:: console + + $ pip install . + +Note: You may need to use `pip3` instead of `pip` depending on your setup. + + + + +Before installing MLXP, make sure you the requirements are installed. + + +Requirements +------------ + + +.. list-table:: + :header-rows: 1 + :class: left + + * - Requirements + * - hydra-core + * - omegaconf + * - tinydb + * - setuptools + * - PyYAML + * - pandas + * - ply + * - dill + * - GitPython diff --git a/master/_sources/mlxp.data_structures.rst.txt b/master/_sources/mlxp.data_structures.rst.txt new file mode 100644 index 0000000..265e910 --- /dev/null +++ b/master/_sources/mlxp.data_structures.rst.txt @@ -0,0 +1,40 @@ +Data structures +=============== + + +These are the data structures provided by MLXP to handle configuration options and data + + +The :class:`~mlxp.data_structures.schemas` Classes +--------------------------------------------------- + + +.. automodule:: mlxp.data_structures.schemas + :members: + :show-inheritance: + +The :class:`~mlxp.data_structures.config_dict` Classes +------------------------------------------------------- + +.. automodule:: mlxp.data_structures.config_dict + :members: + :show-inheritance: + + +The :class:`~mlxp.data_structures.artifacts.Artifact` Class +------------------------------------------------------------ + + +.. automodule:: mlxp.data_structures.artifacts + :members: + :show-inheritance: + + + +The :class:`~mlxp.data_structures.data_dict` Module +---------------------------------------------------- + +.. automodule:: mlxp.data_structures.data_dict + :members: + :show-inheritance: + diff --git a/master/_sources/mlxp.launching.rst.txt b/master/_sources/mlxp.launching.rst.txt new file mode 100644 index 0000000..070df9d --- /dev/null +++ b/master/_sources/mlxp.launching.rst.txt @@ -0,0 +1,24 @@ +Launcher +======== + + +The :class:`~mlxp.launcher.launch` Decorator +-------------------------------------------- + +.. automodule:: mlxp.launcher + :members: + :show-inheritance: + + + + +The :class:`~mlxp.mlxpsub.mlxpsub` Command +------------------------------------------ + +.. automodule:: mlxp.mlxpsub + :members: + :show-inheritance: + + + + diff --git a/master/_sources/mlxp.logging.rst.txt b/master/_sources/mlxp.logging.rst.txt new file mode 100644 index 0000000..9df5484 --- /dev/null +++ b/master/_sources/mlxp.logging.rst.txt @@ -0,0 +1,13 @@ +Logger +====== + + +The :class:`~mlxp.logger.Logger` Class +-------------------------------------- + +.. automodule:: mlxp.logger + :members: + :show-inheritance: + + + diff --git a/master/_sources/mlxp.reading.rst.txt b/master/_sources/mlxp.reading.rst.txt new file mode 100644 index 0000000..df3e766 --- /dev/null +++ b/master/_sources/mlxp.reading.rst.txt @@ -0,0 +1,24 @@ +Reader +====== + + +The :class:`~mlxp.reader.Reader` Class +-------------------------------------- + +.. automodule:: mlxp.reader + :members: + :show-inheritance: + + + +The :class:`~mlxp.parser.Parser` Module +--------------------------------------- + +.. automodule:: mlxp.parser + :members: + :show-inheritance: + + + + + diff --git a/master/_sources/mlxp.rst.txt b/master/_sources/mlxp.rst.txt new file mode 100644 index 0000000..b342a1f --- /dev/null +++ b/master/_sources/mlxp.rst.txt @@ -0,0 +1,14 @@ +MLXP package +============= + + + +.. toctree:: + :maxdepth: 2 + + mlxp.launching + mlxp.logging + mlxp.reading + mlxp.scheduling + mlxp.version_managment + mlxp.data_structures diff --git a/master/_sources/mlxp.scheduling.rst.txt b/master/_sources/mlxp.scheduling.rst.txt new file mode 100644 index 0000000..10f25d8 --- /dev/null +++ b/master/_sources/mlxp.scheduling.rst.txt @@ -0,0 +1,14 @@ +Scheduler +========= + + + + + +The :class:`~mlxp.scheduler.Scheduler` Class +--------------------------------------------- + +.. automodule:: mlxp.scheduler + :members: + :show-inheritance: + diff --git a/master/_sources/mlxp.version_managment.rst.txt b/master/_sources/mlxp.version_managment.rst.txt new file mode 100644 index 0000000..9c1b938 --- /dev/null +++ b/master/_sources/mlxp.version_managment.rst.txt @@ -0,0 +1,12 @@ +Version manager +=============== + + + + +The :class:`~mlxp.version_manager.VersionManager` Class +-------------------------------------------------------- + +.. automodule:: mlxp.version_manager + :members: + :show-inheritance: diff --git a/master/_sources/tutorial.rst.txt b/master/_sources/tutorial.rst.txt new file mode 100644 index 0000000..6331c71 --- /dev/null +++ b/master/_sources/tutorial.rst.txt @@ -0,0 +1,45 @@ +.. _tutorial: + +Tutorial +======== + + +In this tutorial, we will see how to use MLXP to run machine learning experiments. + + +.. toctree:: + :maxdepth: 2 + + tutorial_introduction + easy_launching + easy_logging + easy_versioning + easy_reading + tutorial_conclusion + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/master/_sources/tutorial_conclusion.rst.txt b/master/_sources/tutorial_conclusion.rst.txt new file mode 100644 index 0000000..ac45bc4 --- /dev/null +++ b/master/_sources/tutorial_conclusion.rst.txt @@ -0,0 +1,6 @@ +Conclusion +^^^^^^^^^^ + +In this tutorial, you has an overview of the main functionalities provided by MLXP and how to use them for performing machine learning experiments. +I hope you can find MLXP useful, and I'd be happy to hear your feedback and suggestions! + diff --git a/master/_sources/tutorial_introduction.rst.txt b/master/_sources/tutorial_introduction.rst.txt new file mode 100644 index 0000000..37a7596 --- /dev/null +++ b/master/_sources/tutorial_introduction.rst.txt @@ -0,0 +1,152 @@ +Introduction +------------ + + +In this tutorial, we will go through the three main functionalities: Launching, Logging, and Reading and explain these are easily handled by MLXP. +Then we will see how to enhance reproducibility of experiments using the git-based version manager provided by MLXP and how to submit several jobs to a cluster in a single command using the MLXP's scheduler. + +To make things concrete, we will consider a simple use-case where we are interested in training a neural network on a regression task. You can find code for reproducing this tutorial by following this link https://github.com/inria-thoth/mlxp/tree/master/tutorial. + +The working example +^^^^^^^^^^^^^^^^^^^ +We will now give a quick overview of our working example, where we present the directory structure of the code and its main content. + +The first step is to create a directory 'tutorial' containing the code needed for this project. The directory is structured as follow: + +.. code-block:: text + :caption: tutorial/ + + tutorial/ + ├── configs/ + │ └── config.yaml + ├── core.py + ├── main.py + └── results.py + +The directory contains three files: :samp:`core.py`, :samp:`main.py` :samp:`results.py`. It also contains a directory :samp:`configs` that will be used later by MLXP. For now, we will only have a look at the :samp:`core.py` and :samp:`main.py` files. + + +The :samp:`core.py` file +"""""""""""""""""""""""" + +The file :samp:`core.py` contains a PyTorch implementation of a one hidden layer network :samp:`OneHiddenLayer` as well as a simple data loader :samp:`DataLoader` that we will use during training. +In the rest of the tutorial, we will not need to worry about the content of :samp:`core.py`, but let's just have a quick look at this file: + + +.. code-block:: python + :caption: main.py + + import torch + import torch.nn as nn + + def train_epoch(dataloader, + model, + optimizer): + for data in dataloader: + x,y = data + pred = model(x) + train_err = torch.mean((pred-y)**2) + train_err.backward() + optimizer.step() + return train_err + + class Dataset(torch.utils.data.Dataset): + + def __init__(self, d_int, device): + self.network = OneHiddenLayer(d_int, 5) + self.device = device + dtype = torch.float + self.X = torch.normal(mean= torch.zeros(N_samples,d_int,dtype=dtype,device=device),std=1.) + self.total_size = N_samples + with torch.no_grad(): + self.Y = self.network(self.X) + + def __len__(self): + return self.total_size + def __getitem__(self,index): + return self.X[index,:],self.Y[index,:] + + def DataLoader(d_int, device): + dataset = Dataset(d_int, device) + return [(dataset.X, dataset.Y)] + + + + class OneHiddenLayer(nn.Module): + def __init__(self,d_int, n_units): + super(OneHiddenLayer,self).__init__() + self.linear1 = torch.nn.Linear(d_int, n_units,bias=True) + self.linear2 = torch.nn.Linear( 1, n_units, bias=False) + self.non_linearity = torch.nn.SiLU() + self.d_int = d_int + self.n_units = n_units + + def forward(self, x): + x = self. non_linearity(self.linear1(x)) + return torch.einsum('hi,nh->ni',self.linear2.weight,x)/self.n_units + + +.. _old_main_file: + +The :samp:`main.py` file +"""""""""""""""""""""""" + +The file :samp:`main.py` contains code for training the model :samp:`OneHiddenLayer` on data provided by the :samp:`DataLoader`. Training is performed using the function :samp:`train`: + +.. code-block:: python + :caption: main.py + + import torch + from core import DataLoader, OneHiddenLayer + + def train(d_int = 10, + num_units = 100, + num_epoch = 10, + lr = 10., + device = 'cpu'): + + # Building model, optimizer and data loader. + model = OneHiddenLayer(d_int=d_int, n_units = num_units) + model = model.to(device) + optimizer = torch.optim.SGD(model.parameters(),lr=lr) + dataloader = DataLoader(d_int,device) + + # Training + for epoch in range(num_epoch): + + train_err = train_epoch(dataloader, + model, + optimizer) + + print({'loss': train_err.item(), + 'epoch': epoch}) + + print(f"Completed training with learing rate: {lr}") + + if __name__ == "__main__": + train() + + +Training the model +"""""""""""""""""" + +If we execute the function :samp:`main.py`, we can see that the training performs 10 :samp:`epochs` and then prints a message confirming that the training is complete. + +.. code-block:: console + + $ python main.py + {'loss': 0.030253788456320763, 'epoch': 0} + {'loss': 0.02899891696870327, 'epoch': 1} + {'loss': 0.026649776846170425, 'epoch': 2} + {'loss': 0.023483652621507645, 'epoch': 3} + {'loss': 0.019827445968985558, 'epoch': 4} + {'loss': 0.01599641889333725, 'epoch': 5} + {'loss': 0.012259905226528645, 'epoch': 6} + {'loss': 0.008839688263833523, 'epoch': 7} + {'loss': 0.005932427477091551, 'epoch': 8} + {'loss': 0.003738593542948365, 'epoch': 9} + Completed training with learing rate: 10.0 + + +In this basic example, we have not used any specific tool for launching or logging. Next, we will see how you can use MLXP to keep track of all options, results, and code versions seamlessly! + diff --git a/master/_static/basic.css b/master/_static/basic.css new file mode 100644 index 0000000..30fee9d --- /dev/null +++ b/master/_static/basic.css @@ -0,0 +1,925 @@ +/* + * basic.css + * ~~~~~~~~~ + * + * Sphinx stylesheet -- basic theme. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +/* -- main layout ----------------------------------------------------------- */ + +div.clearer { + clear: both; +} + +div.section::after { + display: block; + content: ''; + clear: left; +} + +/* -- relbar ---------------------------------------------------------------- */ + +div.related { + width: 100%; + font-size: 90%; +} + +div.related h3 { + display: none; +} + +div.related ul { + margin: 0; + padding: 0 0 0 10px; + list-style: none; +} + +div.related li { + display: inline; +} + +div.related li.right { + float: right; + margin-right: 5px; +} + +/* -- sidebar --------------------------------------------------------------- */ + +div.sphinxsidebarwrapper { + padding: 10px 5px 0 10px; +} + +div.sphinxsidebar { + float: left; + width: 230px; + margin-left: -100%; + font-size: 90%; + word-wrap: break-word; + overflow-wrap : break-word; +} + +div.sphinxsidebar ul { + list-style: none; +} + +div.sphinxsidebar ul ul, +div.sphinxsidebar ul.want-points { + margin-left: 20px; + list-style: square; +} + +div.sphinxsidebar ul ul { + margin-top: 0; + margin-bottom: 0; +} + +div.sphinxsidebar form { + margin-top: 10px; +} + +div.sphinxsidebar input { + border: 1px solid #98dbcc; + font-family: sans-serif; + font-size: 1em; +} + +div.sphinxsidebar #searchbox form.search { + overflow: hidden; +} + +div.sphinxsidebar #searchbox input[type="text"] { + float: left; + width: 80%; + padding: 0.25em; + box-sizing: border-box; +} + +div.sphinxsidebar #searchbox input[type="submit"] { + float: left; + width: 20%; + border-left: none; + padding: 0.25em; + box-sizing: border-box; +} + + +img { + border: 0; + max-width: 100%; +} + +/* -- search page ----------------------------------------------------------- */ + +ul.search { + margin: 10px 0 0 20px; + padding: 0; +} + +ul.search li { + padding: 5px 0 5px 20px; + background-image: url(file.png); + background-repeat: no-repeat; + background-position: 0 7px; +} + +ul.search li a { + font-weight: bold; +} + +ul.search li p.context { + color: #888; + margin: 2px 0 0 30px; + text-align: left; +} + +ul.keywordmatches li.goodmatch a { + font-weight: bold; +} + +/* -- index page ------------------------------------------------------------ */ + +table.contentstable { + width: 90%; + margin-left: auto; + margin-right: auto; +} + +table.contentstable p.biglink { + line-height: 150%; +} + +a.biglink { + font-size: 1.3em; +} + +span.linkdescr { + font-style: italic; + padding-top: 5px; + font-size: 90%; +} + +/* -- general index --------------------------------------------------------- */ + +table.indextable { + width: 100%; +} + +table.indextable td { + text-align: left; + vertical-align: top; +} + +table.indextable ul { + margin-top: 0; + margin-bottom: 0; + list-style-type: none; +} + +table.indextable > tbody > tr > td > ul { + padding-left: 0em; +} + +table.indextable tr.pcap { + height: 10px; +} + +table.indextable tr.cap { + margin-top: 10px; + background-color: #f2f2f2; +} + +img.toggler { + margin-right: 3px; + margin-top: 3px; + cursor: pointer; +} + +div.modindex-jumpbox { + border-top: 1px solid #ddd; + border-bottom: 1px solid #ddd; + margin: 1em 0 1em 0; + padding: 0.4em; +} + +div.genindex-jumpbox { + border-top: 1px solid #ddd; + border-bottom: 1px solid #ddd; + margin: 1em 0 1em 0; + padding: 0.4em; +} + +/* -- domain module index --------------------------------------------------- */ + +table.modindextable td { + padding: 2px; + border-collapse: collapse; +} + +/* -- general body styles --------------------------------------------------- */ + +div.body { + min-width: 360px; + max-width: 800px; +} + +div.body p, div.body dd, div.body li, div.body blockquote { + -moz-hyphens: auto; + -ms-hyphens: auto; + -webkit-hyphens: auto; + hyphens: auto; +} + +a.headerlink { + visibility: hidden; +} + +a:visited { + color: #551A8B; +} + +h1:hover > a.headerlink, +h2:hover > a.headerlink, +h3:hover > a.headerlink, +h4:hover > a.headerlink, +h5:hover > a.headerlink, +h6:hover > a.headerlink, +dt:hover > a.headerlink, +caption:hover > a.headerlink, +p.caption:hover > a.headerlink, +div.code-block-caption:hover > a.headerlink { + visibility: visible; +} + +div.body p.caption { + text-align: inherit; +} + +div.body td { + text-align: left; +} + +.first { + margin-top: 0 !important; +} + +p.rubric { + margin-top: 30px; + font-weight: bold; +} + +img.align-left, figure.align-left, .figure.align-left, object.align-left { + clear: left; + float: left; + margin-right: 1em; +} + +img.align-right, figure.align-right, .figure.align-right, object.align-right { + clear: right; + float: right; + margin-left: 1em; +} + +img.align-center, figure.align-center, .figure.align-center, object.align-center { + display: block; + margin-left: auto; + margin-right: auto; +} + +img.align-default, figure.align-default, .figure.align-default { + display: block; + margin-left: auto; + margin-right: auto; +} + +.align-left { + text-align: left; +} + +.align-center { + text-align: center; +} + +.align-default { + text-align: center; +} + +.align-right { + text-align: right; +} + +/* -- sidebars -------------------------------------------------------------- */ + +div.sidebar, +aside.sidebar { + margin: 0 0 0.5em 1em; + border: 1px solid #ddb; + padding: 7px; + background-color: #ffe; + width: 40%; + float: right; + clear: right; + overflow-x: auto; +} + +p.sidebar-title { + font-weight: bold; +} + +nav.contents, +aside.topic, +div.admonition, div.topic, blockquote { + clear: left; +} + +/* -- topics ---------------------------------------------------------------- */ + +nav.contents, +aside.topic, +div.topic { + border: 1px solid #ccc; + padding: 7px; + margin: 10px 0 10px 0; +} + +p.topic-title { + font-size: 1.1em; + font-weight: bold; + margin-top: 10px; +} + +/* -- admonitions ----------------------------------------------------------- */ + +div.admonition { + margin-top: 10px; + margin-bottom: 10px; + padding: 7px; +} + +div.admonition dt { + font-weight: bold; +} + +p.admonition-title { + margin: 0px 10px 5px 0px; + font-weight: bold; +} + +div.body p.centered { + text-align: center; + margin-top: 25px; +} + +/* -- content of sidebars/topics/admonitions -------------------------------- */ + +div.sidebar > :last-child, +aside.sidebar > :last-child, +nav.contents > :last-child, +aside.topic > :last-child, +div.topic > :last-child, +div.admonition > :last-child { + margin-bottom: 0; +} + +div.sidebar::after, +aside.sidebar::after, +nav.contents::after, +aside.topic::after, +div.topic::after, +div.admonition::after, +blockquote::after { + display: block; + content: ''; + clear: both; +} + +/* -- tables ---------------------------------------------------------------- */ + +table.docutils { + margin-top: 10px; + margin-bottom: 10px; + border: 0; + border-collapse: collapse; +} + +table.align-center { + margin-left: auto; + margin-right: auto; +} + +table.align-default { + margin-left: auto; + margin-right: auto; +} + +table caption span.caption-number { + font-style: italic; +} + +table caption span.caption-text { +} + +table.docutils td, table.docutils th { + padding: 1px 8px 1px 5px; + border-top: 0; + border-left: 0; + border-right: 0; + border-bottom: 1px solid #aaa; +} + +th { + text-align: left; + padding-right: 5px; +} + +table.citation { + border-left: solid 1px gray; + margin-left: 1px; +} + +table.citation td { + border-bottom: none; +} + +th > :first-child, +td > :first-child { + margin-top: 0px; +} + +th > :last-child, +td > :last-child { + margin-bottom: 0px; +} + +/* -- figures --------------------------------------------------------------- */ + +div.figure, figure { + margin: 0.5em; + padding: 0.5em; +} + +div.figure p.caption, figcaption { + padding: 0.3em; +} + +div.figure p.caption span.caption-number, +figcaption span.caption-number { + font-style: italic; +} + +div.figure p.caption span.caption-text, +figcaption span.caption-text { +} + +/* -- field list styles ----------------------------------------------------- */ + +table.field-list td, table.field-list th { + border: 0 !important; +} + +.field-list ul { + margin: 0; + padding-left: 1em; +} + +.field-list p { + margin: 0; +} + +.field-name { + -moz-hyphens: manual; + -ms-hyphens: manual; + -webkit-hyphens: manual; + hyphens: manual; +} + +/* -- hlist styles ---------------------------------------------------------- */ + +table.hlist { + margin: 1em 0; +} + +table.hlist td { + vertical-align: top; +} + +/* -- object description styles --------------------------------------------- */ + +.sig { + font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace; +} + +.sig-name, code.descname { + background-color: transparent; + font-weight: bold; +} + +.sig-name { + font-size: 1.1em; +} + +code.descname { + font-size: 1.2em; +} + +.sig-prename, code.descclassname { + background-color: transparent; +} + +.optional { + font-size: 1.3em; +} + +.sig-paren { + font-size: larger; +} + +.sig-param.n { + font-style: italic; +} + +/* C++ specific styling */ + +.sig-inline.c-texpr, +.sig-inline.cpp-texpr { + font-family: unset; +} + +.sig.c .k, .sig.c .kt, +.sig.cpp .k, .sig.cpp .kt { + color: #0033B3; +} + +.sig.c .m, +.sig.cpp .m { + color: #1750EB; +} + +.sig.c .s, .sig.c .sc, +.sig.cpp .s, .sig.cpp .sc { + color: #067D17; +} + + +/* -- other body styles ----------------------------------------------------- */ + +ol.arabic { + list-style: decimal; +} + +ol.loweralpha { + list-style: lower-alpha; +} + +ol.upperalpha { + list-style: upper-alpha; +} + +ol.lowerroman { + list-style: lower-roman; +} + +ol.upperroman { + list-style: upper-roman; +} + +:not(li) > ol > li:first-child > :first-child, +:not(li) > ul > li:first-child > :first-child { + margin-top: 0px; +} + +:not(li) > ol > li:last-child > :last-child, +:not(li) > ul > li:last-child > :last-child { + margin-bottom: 0px; +} + +ol.simple ol p, +ol.simple ul p, +ul.simple ol p, +ul.simple ul p { + margin-top: 0; +} + +ol.simple > li:not(:first-child) > p, +ul.simple > li:not(:first-child) > p { + margin-top: 0; +} + +ol.simple p, +ul.simple p { + margin-bottom: 0; +} + +aside.footnote > span, +div.citation > span { + float: left; +} +aside.footnote > span:last-of-type, +div.citation > span:last-of-type { + padding-right: 0.5em; +} +aside.footnote > p { + margin-left: 2em; +} +div.citation > p { + margin-left: 4em; +} +aside.footnote > p:last-of-type, +div.citation > p:last-of-type { + margin-bottom: 0em; +} +aside.footnote > p:last-of-type:after, +div.citation > p:last-of-type:after { + content: ""; + clear: both; +} + +dl.field-list { + display: grid; + grid-template-columns: fit-content(30%) auto; +} + +dl.field-list > dt { + font-weight: bold; + word-break: break-word; + padding-left: 0.5em; + padding-right: 5px; +} + +dl.field-list > dd { + padding-left: 0.5em; + margin-top: 0em; + margin-left: 0em; + margin-bottom: 0em; +} + +dl { + margin-bottom: 15px; +} + +dd > :first-child { + margin-top: 0px; +} + +dd ul, dd table { + margin-bottom: 10px; +} + +dd { + margin-top: 3px; + margin-bottom: 10px; + margin-left: 30px; +} + +.sig dd { + margin-top: 0px; + margin-bottom: 0px; +} + +.sig dl { + margin-top: 0px; + margin-bottom: 0px; +} + +dl > dd:last-child, +dl > dd:last-child > :last-child { + margin-bottom: 0; +} + +dt:target, span.highlighted { + background-color: #fbe54e; +} + +rect.highlighted { + fill: #fbe54e; +} + +dl.glossary dt { + font-weight: bold; + font-size: 1.1em; +} + +.versionmodified { + font-style: italic; +} + +.system-message { + background-color: #fda; + padding: 5px; + border: 3px solid red; +} + +.footnote:target { + background-color: #ffa; +} + +.line-block { + display: block; + margin-top: 1em; + margin-bottom: 1em; +} + +.line-block .line-block { + margin-top: 0; + margin-bottom: 0; + margin-left: 1.5em; +} + +.guilabel, .menuselection { + font-family: sans-serif; +} + +.accelerator { + text-decoration: underline; +} + +.classifier { + font-style: oblique; +} + +.classifier:before { + font-style: normal; + margin: 0 0.5em; + content: ":"; + display: inline-block; +} + +abbr, acronym { + border-bottom: dotted 1px; + cursor: help; +} + +.translated { + background-color: rgba(207, 255, 207, 0.2) +} + +.untranslated { + background-color: rgba(255, 207, 207, 0.2) +} + +/* -- code displays --------------------------------------------------------- */ + +pre { + overflow: auto; + overflow-y: hidden; /* fixes display issues on Chrome browsers */ +} + +pre, div[class*="highlight-"] { + clear: both; +} + +span.pre { + -moz-hyphens: none; + -ms-hyphens: none; + -webkit-hyphens: none; + hyphens: none; + white-space: nowrap; +} + +div[class*="highlight-"] { + margin: 1em 0; +} + +td.linenos pre { + border: 0; + background-color: transparent; + color: #aaa; +} + +table.highlighttable { + display: block; +} + +table.highlighttable tbody { + display: block; +} + +table.highlighttable tr { + display: flex; +} + +table.highlighttable td { + margin: 0; + padding: 0; +} + +table.highlighttable td.linenos { + padding-right: 0.5em; +} + +table.highlighttable td.code { + flex: 1; + overflow: hidden; +} + +.highlight .hll { + display: block; +} + +div.highlight pre, +table.highlighttable pre { + margin: 0; +} + +div.code-block-caption + div { + margin-top: 0; +} + +div.code-block-caption { + margin-top: 1em; + padding: 2px 5px; + font-size: small; +} + +div.code-block-caption code { + background-color: transparent; +} + +table.highlighttable td.linenos, +span.linenos, +div.highlight span.gp { /* gp: Generic.Prompt */ + user-select: none; + -webkit-user-select: text; /* Safari fallback only */ + -webkit-user-select: none; /* Chrome/Safari */ + -moz-user-select: none; /* Firefox */ + -ms-user-select: none; /* IE10+ */ +} + +div.code-block-caption span.caption-number { + padding: 0.1em 0.3em; + font-style: italic; +} + +div.code-block-caption span.caption-text { +} + +div.literal-block-wrapper { + margin: 1em 0; +} + +code.xref, a code { + background-color: transparent; + font-weight: bold; +} + +h1 code, h2 code, h3 code, h4 code, h5 code, h6 code { + background-color: transparent; +} + +.viewcode-link { + float: right; +} + +.viewcode-back { + float: right; + font-family: sans-serif; +} + +div.viewcode-block:target { + margin: -1px -10px; + padding: 0 10px; +} + +/* -- math display ---------------------------------------------------------- */ + +img.math { + vertical-align: middle; +} + +div.body div.math p { + text-align: center; +} + +span.eqno { + float: right; +} + +span.eqno a.headerlink { + position: absolute; + z-index: 1; +} + +div.math:hover a.headerlink { + visibility: visible; +} + +/* -- printout stylesheet --------------------------------------------------- */ + +@media print { + div.document, + div.documentwrapper, + div.bodywrapper { + margin: 0 !important; + width: 100%; + } + + div.sphinxsidebar, + div.related, + div.footer, + #top-link { + display: none; + } +} \ No newline at end of file diff --git a/master/_static/debug.css b/master/_static/debug.css new file mode 100644 index 0000000..74d4aec --- /dev/null +++ b/master/_static/debug.css @@ -0,0 +1,69 @@ +/* + This CSS file should be overridden by the theme authors. It's + meant for debugging and developing the skeleton that this theme provides. +*/ +body { + font-family: -apple-system, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, + "Apple Color Emoji", "Segoe UI Emoji"; + background: lavender; +} +.sb-announcement { + background: rgb(131, 131, 131); +} +.sb-announcement__inner { + background: black; + color: white; +} +.sb-header { + background: lightskyblue; +} +.sb-header__inner { + background: royalblue; + color: white; +} +.sb-header-secondary { + background: lightcyan; +} +.sb-header-secondary__inner { + background: cornflowerblue; + color: white; +} +.sb-sidebar-primary { + background: lightgreen; +} +.sb-main { + background: blanchedalmond; +} +.sb-main__inner { + background: antiquewhite; +} +.sb-header-article { + background: lightsteelblue; +} +.sb-article-container { + background: snow; +} +.sb-article-main { + background: white; +} +.sb-footer-article { + background: lightpink; +} +.sb-sidebar-secondary { + background: lightgoldenrodyellow; +} +.sb-footer-content { + background: plum; +} +.sb-footer-content__inner { + background: palevioletred; +} +.sb-footer { + background: pink; +} +.sb-footer__inner { + background: salmon; +} +.sb-article { + background: white; +} diff --git a/master/_static/doctools.js b/master/_static/doctools.js new file mode 100644 index 0000000..d06a71d --- /dev/null +++ b/master/_static/doctools.js @@ -0,0 +1,156 @@ +/* + * doctools.js + * ~~~~~~~~~~~ + * + * Base JavaScript utilities for all Sphinx HTML documentation. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ +"use strict"; + +const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([ + "TEXTAREA", + "INPUT", + "SELECT", + "BUTTON", +]); + +const _ready = (callback) => { + if (document.readyState !== "loading") { + callback(); + } else { + document.addEventListener("DOMContentLoaded", callback); + } +}; + +/** + * Small JavaScript module for the documentation. + */ +const Documentation = { + init: () => { + Documentation.initDomainIndexTable(); + Documentation.initOnKeyListeners(); + }, + + /** + * i18n support + */ + TRANSLATIONS: {}, + PLURAL_EXPR: (n) => (n === 1 ? 0 : 1), + LOCALE: "unknown", + + // gettext and ngettext don't access this so that the functions + // can safely bound to a different name (_ = Documentation.gettext) + gettext: (string) => { + const translated = Documentation.TRANSLATIONS[string]; + switch (typeof translated) { + case "undefined": + return string; // no translation + case "string": + return translated; // translation exists + default: + return translated[0]; // (singular, plural) translation tuple exists + } + }, + + ngettext: (singular, plural, n) => { + const translated = Documentation.TRANSLATIONS[singular]; + if (typeof translated !== "undefined") + return translated[Documentation.PLURAL_EXPR(n)]; + return n === 1 ? singular : plural; + }, + + addTranslations: (catalog) => { + Object.assign(Documentation.TRANSLATIONS, catalog.messages); + Documentation.PLURAL_EXPR = new Function( + "n", + `return (${catalog.plural_expr})` + ); + Documentation.LOCALE = catalog.locale; + }, + + /** + * helper function to focus on search bar + */ + focusSearchBar: () => { + document.querySelectorAll("input[name=q]")[0]?.focus(); + }, + + /** + * Initialise the domain index toggle buttons + */ + initDomainIndexTable: () => { + const toggler = (el) => { + const idNumber = el.id.substr(7); + const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`); + if (el.src.substr(-9) === "minus.png") { + el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`; + toggledRows.forEach((el) => (el.style.display = "none")); + } else { + el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`; + toggledRows.forEach((el) => (el.style.display = "")); + } + }; + + const togglerElements = document.querySelectorAll("img.toggler"); + togglerElements.forEach((el) => + el.addEventListener("click", (event) => toggler(event.currentTarget)) + ); + togglerElements.forEach((el) => (el.style.display = "")); + if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler); + }, + + initOnKeyListeners: () => { + // only install a listener if it is really needed + if ( + !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS && + !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS + ) + return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.altKey || event.ctrlKey || event.metaKey) return; + + if (!event.shiftKey) { + switch (event.key) { + case "ArrowLeft": + if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break; + + const prevLink = document.querySelector('link[rel="prev"]'); + if (prevLink && prevLink.href) { + window.location.href = prevLink.href; + event.preventDefault(); + } + break; + case "ArrowRight": + if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break; + + const nextLink = document.querySelector('link[rel="next"]'); + if (nextLink && nextLink.href) { + window.location.href = nextLink.href; + event.preventDefault(); + } + break; + } + } + + // some keyboard layouts may need Shift to get / + switch (event.key) { + case "/": + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break; + Documentation.focusSearchBar(); + event.preventDefault(); + } + }); + }, +}; + +// quick alias for translations +const _ = Documentation.gettext; + +_ready(Documentation.init); diff --git a/master/_static/documentation_options.js b/master/_static/documentation_options.js new file mode 100644 index 0000000..add8e0c --- /dev/null +++ b/master/_static/documentation_options.js @@ -0,0 +1,13 @@ +const DOCUMENTATION_OPTIONS = { + VERSION: '0.2.1', + LANGUAGE: 'en', + COLLAPSE_INDEX: false, + BUILDER: 'html', + FILE_SUFFIX: '.html', + LINK_SUFFIX: '.html', + HAS_SOURCE: true, + SOURCELINK_SUFFIX: '.txt', + NAVIGATION_WITH_KEYS: false, + SHOW_SEARCH_SUMMARY: true, + ENABLE_SEARCH_SHORTCUTS: true, +}; \ No newline at end of file diff --git a/master/_static/file.png b/master/_static/file.png new file mode 100644 index 0000000000000000000000000000000000000000..a858a410e4faa62ce324d814e4b816fff83a6fb3 GIT binary patch literal 286 zcmV+(0pb3MP)s`hMrGg#P~ix$^RISR_I47Y|r1 z_CyJOe}D1){SET-^Amu_i71Lt6eYfZjRyw@I6OQAIXXHDfiX^GbOlHe=Ae4>0m)d(f|Me07*qoM6N<$f}vM^LjV8( literal 0 HcmV?d00001 diff --git a/master/_static/language_data.js b/master/_static/language_data.js new file mode 100644 index 0000000..250f566 --- /dev/null +++ b/master/_static/language_data.js @@ -0,0 +1,199 @@ +/* + * language_data.js + * ~~~~~~~~~~~~~~~~ + * + * This script contains the language-specific data used by searchtools.js, + * namely the list of stopwords, stemmer, scorer and splitter. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"]; + + +/* Non-minified version is copied as a separate JS file, is available */ + +/** + * Porter Stemmer + */ +var Stemmer = function() { + + var step2list = { + ational: 'ate', + tional: 'tion', + enci: 'ence', + anci: 'ance', + izer: 'ize', + bli: 'ble', + alli: 'al', + entli: 'ent', + eli: 'e', + ousli: 'ous', + ization: 'ize', + ation: 'ate', + ator: 'ate', + alism: 'al', + iveness: 'ive', + fulness: 'ful', + ousness: 'ous', + aliti: 'al', + iviti: 'ive', + biliti: 'ble', + logi: 'log' + }; + + var step3list = { + icate: 'ic', + ative: '', + alize: 'al', + iciti: 'ic', + ical: 'ic', + ful: '', + ness: '' + }; + + var c = "[^aeiou]"; // consonant + var v = "[aeiouy]"; // vowel + var C = c + "[^aeiouy]*"; // consonant sequence + var V = v + "[aeiou]*"; // vowel sequence + + var mgr0 = "^(" + C + ")?" + V + C; // [C]VC... is m>0 + var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$"; // [C]VC[V] is m=1 + var mgr1 = "^(" + C + ")?" + V + C + V + C; // [C]VCVC... is m>1 + var s_v = "^(" + C + ")?" + v; // vowel in stem + + this.stemWord = function (w) { + var stem; + var suffix; + var firstch; + var origword = w; + + if (w.length < 3) + return w; + + var re; + var re2; + var re3; + var re4; + + firstch = w.substr(0,1); + if (firstch == "y") + w = firstch.toUpperCase() + w.substr(1); + + // Step 1a + re = /^(.+?)(ss|i)es$/; + re2 = /^(.+?)([^s])s$/; + + if (re.test(w)) + w = w.replace(re,"$1$2"); + else if (re2.test(w)) + w = w.replace(re2,"$1$2"); + + // Step 1b + re = /^(.+?)eed$/; + re2 = /^(.+?)(ed|ing)$/; + if (re.test(w)) { + var fp = re.exec(w); + re = new RegExp(mgr0); + if (re.test(fp[1])) { + re = /.$/; + w = w.replace(re,""); + } + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1]; + re2 = new RegExp(s_v); + if (re2.test(stem)) { + w = stem; + re2 = /(at|bl|iz)$/; + re3 = new RegExp("([^aeiouylsz])\\1$"); + re4 = new RegExp("^" + C + v + "[^aeiouwxy]$"); + if (re2.test(w)) + w = w + "e"; + else if (re3.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + else if (re4.test(w)) + w = w + "e"; + } + } + + // Step 1c + re = /^(.+?)y$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(s_v); + if (re.test(stem)) + w = stem + "i"; + } + + // Step 2 + re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step2list[suffix]; + } + + // Step 3 + re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step3list[suffix]; + } + + // Step 4 + re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/; + re2 = /^(.+?)(s|t)(ion)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + if (re.test(stem)) + w = stem; + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1] + fp[2]; + re2 = new RegExp(mgr1); + if (re2.test(stem)) + w = stem; + } + + // Step 5 + re = /^(.+?)e$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + re2 = new RegExp(meq1); + re3 = new RegExp("^" + C + v + "[^aeiouwxy]$"); + if (re.test(stem) || (re2.test(stem) && !(re3.test(stem)))) + w = stem; + } + re = /ll$/; + re2 = new RegExp(mgr1); + if (re.test(w) && re2.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + + // and turn initial Y back to y + if (firstch == "y") + w = firstch.toLowerCase() + w.substr(1); + return w; + } +} + diff --git a/master/_static/minus.png b/master/_static/minus.png new file mode 100644 index 0000000000000000000000000000000000000000..d96755fdaf8bb2214971e0db9c1fd3077d7c419d GIT binary patch literal 90 zcmeAS@N?(olHy`uVBq!ia0vp^+#t*WBp7;*Yy1LIik>cxAr*|t7R?Mi>2?kWtu=nj kDsEF_5m^0CR;1wuP-*O&G^0G}KYk!hp00i_>zopr08q^qX#fBK literal 0 HcmV?d00001 diff --git a/master/_static/plus.png b/master/_static/plus.png new file mode 100644 index 0000000000000000000000000000000000000000..7107cec93a979b9a5f64843235a16651d563ce2d GIT binary patch literal 90 zcmeAS@N?(olHy`uVBq!ia0vp^+#t*WBp7;*Yy1LIik>cxAr*|t7R?Mi>2?kWtu>-2 m3q%Vub%g%s<8sJhVPMczOq}xhg9DJoz~JfX=d#Wzp$Pyb1r*Kz literal 0 HcmV?d00001 diff --git a/master/_static/pygments.css b/master/_static/pygments.css new file mode 100644 index 0000000..c2e07c7 --- /dev/null +++ b/master/_static/pygments.css @@ -0,0 +1,258 @@ +.highlight pre { line-height: 125%; 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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 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 var bounds = elem.getBoundingClientRect();\n var offset = getOffset(settings);\n if (bottom) {\n return (\n parseInt(bounds.bottom, 10) <\n (window.innerHeight || document.documentElement.clientHeight)\n );\n }\n return parseInt(bounds.top, 10) <= offset;\n };\n\n /**\n * Check if at the bottom of the viewport\n * @return {Boolean} If true, page is at the bottom of the viewport\n */\n var isAtBottom = function () {\n if (\n Math.ceil(window.innerHeight + window.pageYOffset) >=\n getDocumentHeight()\n )\n return true;\n return false;\n };\n\n /**\n * Check if the last item should be used (even if not at the top of the page)\n * @param {Object} item The last item\n * @param {Object} settings The settings for this instantiation\n * @return {Boolean} If true, use the last item\n */\n var useLastItem = function (item, settings) {\n if (isAtBottom() && isInView(item.content, settings, true)) return true;\n return false;\n };\n\n /**\n * Get the active content\n * @param {Array} contents The content areas\n * @param {Object} settings The settings for this instantiation\n * @return {Object} The content area and matching navigation link\n */\n var getActive = function (contents, settings) {\n var last = contents[contents.length - 1];\n if (useLastItem(last, settings)) return last;\n for (var i = contents.length - 1; i >= 0; i--) {\n if (isInView(contents[i].content, settings)) return contents[i];\n }\n };\n\n /**\n * Deactivate 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 deactivateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested || !nav.parentNode) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Remove the active class\n li.classList.remove(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n deactivateNested(li, 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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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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globalThis === 'object') return globalThis;\n\ttry {\n\t\treturn this || new Function('return this')();\n\t} catch (e) {\n\t\tif (typeof window === 'object') return window;\n\t}\n})();","__webpack_require__.o = (obj, prop) => (Object.prototype.hasOwnProperty.call(obj, prop))","import Gumshoe from \"./gumshoe-patched.js\";\n\n////////////////////////////////////////////////////////////////////////////////\n// Scroll Handling\n////////////////////////////////////////////////////////////////////////////////\nvar tocScroll = null;\nvar header = null;\nvar lastScrollTop = window.pageYOffset || document.documentElement.scrollTop;\nconst GO_TO_TOP_OFFSET = 64;\n\nfunction scrollHandlerForHeader() {\n if (Math.floor(header.getBoundingClientRect().top) == 0) {\n header.classList.add(\"scrolled\");\n } else {\n header.classList.remove(\"scrolled\");\n }\n}\n\nfunction scrollHandlerForBackToTop(positionY) {\n if (positionY < GO_TO_TOP_OFFSET) {\n 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\ No newline at end of file diff --git a/master/_static/searchtools.js b/master/_static/searchtools.js new file mode 100644 index 0000000..7918c3f --- /dev/null +++ b/master/_static/searchtools.js @@ -0,0 +1,574 @@ +/* + * searchtools.js + * ~~~~~~~~~~~~~~~~ + * + * Sphinx JavaScript utilities for the full-text search. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ +"use strict"; + +/** + * Simple result scoring code. + */ +if (typeof Scorer === "undefined") { + var Scorer = { + // Implement the following function to further tweak the score for each result + // The function takes a result array [docname, title, anchor, descr, score, filename] + // and returns the new score. + /* + score: result => { + const [docname, title, anchor, descr, score, filename] = result + return score + }, + */ + + // query matches the full name of an object + objNameMatch: 11, + // or matches in the last dotted part of the object name + objPartialMatch: 6, + // Additive scores depending on the priority of the object + objPrio: { + 0: 15, // used to be importantResults + 1: 5, // used to be objectResults + 2: -5, // used to be unimportantResults + }, + // Used when the priority is not in the mapping. + objPrioDefault: 0, + + // query found in title + title: 15, + partialTitle: 7, + // query found in terms + term: 5, + partialTerm: 2, + }; +} + +const _removeChildren = (element) => { + while (element && element.lastChild) element.removeChild(element.lastChild); +}; + +/** + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ +const _escapeRegExp = (string) => + string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + +const _displayItem = (item, searchTerms, highlightTerms) => { + const docBuilder = DOCUMENTATION_OPTIONS.BUILDER; + const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX; + const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX; + const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY; + const contentRoot = document.documentElement.dataset.content_root; + + const [docName, title, anchor, descr, score, _filename] = item; + + let listItem = document.createElement("li"); + let requestUrl; + let linkUrl; + if (docBuilder === "dirhtml") { + // dirhtml builder + let dirname = docName + "/"; + if (dirname.match(/\/index\/$/)) + dirname = dirname.substring(0, dirname.length - 6); + else if (dirname === "index/") dirname = ""; + requestUrl = contentRoot + dirname; + linkUrl = requestUrl; + } else { + // normal html builders + requestUrl = contentRoot + docName + docFileSuffix; + linkUrl = docName + docLinkSuffix; + } + let linkEl = listItem.appendChild(document.createElement("a")); + linkEl.href = linkUrl + anchor; + linkEl.dataset.score = score; + linkEl.innerHTML = title; + if (descr) { + listItem.appendChild(document.createElement("span")).innerHTML = + " (" + descr + ")"; + // highlight search terms in the description + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + } + else if (showSearchSummary) + fetch(requestUrl) + .then((responseData) => responseData.text()) + .then((data) => { + if (data) + listItem.appendChild( + Search.makeSearchSummary(data, searchTerms) + ); + // highlight search terms in the summary + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + }); + Search.output.appendChild(listItem); +}; +const _finishSearch = (resultCount) => { + Search.stopPulse(); + Search.title.innerText = _("Search Results"); + if (!resultCount) + Search.status.innerText = Documentation.gettext( + "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories." + ); + else + Search.status.innerText = _( + `Search finished, found ${resultCount} page(s) matching the search query.` + ); +}; +const _displayNextItem = ( + results, + resultCount, + searchTerms, + highlightTerms, +) => { + // results left, load the summary and display it + // this is intended to be dynamic (don't sub resultsCount) + if (results.length) { + _displayItem(results.pop(), searchTerms, highlightTerms); + setTimeout( + () => _displayNextItem(results, resultCount, searchTerms, highlightTerms), + 5 + ); + } + // search finished, update title and status message + else _finishSearch(resultCount); +}; + +/** + * Default splitQuery function. Can be overridden in ``sphinx.search`` with a + * custom function per language. + * + * The regular expression works by splitting the string on consecutive characters + * that are not Unicode letters, numbers, underscores, or emoji characters. + * This is the same as ``\W+`` in Python, preserving the surrogate pair area. + */ +if (typeof splitQuery === "undefined") { + var splitQuery = (query) => query + .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu) + .filter(term => term) // remove remaining empty strings +} + +/** + * Search Module + */ +const Search = { + _index: null, + _queued_query: null, + _pulse_status: -1, + + htmlToText: (htmlString) => { + const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); + htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + const docContent = htmlElement.querySelector('[role="main"]'); + if (docContent !== undefined) return docContent.textContent; + console.warn( + "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + ); + return ""; + }, + + init: () => { + const query = new URLSearchParams(window.location.search).get("q"); + document + .querySelectorAll('input[name="q"]') + .forEach((el) => (el.value = query)); + if (query) Search.performSearch(query); + }, + + loadIndex: (url) => + (document.body.appendChild(document.createElement("script")).src = url), + + setIndex: (index) => { + Search._index = index; + if (Search._queued_query !== null) { + const query = Search._queued_query; + Search._queued_query = null; + Search.query(query); + } + }, + + hasIndex: () => Search._index !== null, + + deferQuery: (query) => (Search._queued_query = query), + + stopPulse: () => (Search._pulse_status = -1), + + startPulse: () => { + if (Search._pulse_status >= 0) return; + + const pulse = () => { + Search._pulse_status = (Search._pulse_status + 1) % 4; + Search.dots.innerText = ".".repeat(Search._pulse_status); + if (Search._pulse_status >= 0) window.setTimeout(pulse, 500); + }; + pulse(); + }, + + /** + * perform a search for something (or wait until index is loaded) + */ + performSearch: (query) => { + // create the required interface elements + const searchText = document.createElement("h2"); + searchText.textContent = _("Searching"); + const searchSummary = document.createElement("p"); + searchSummary.classList.add("search-summary"); + searchSummary.innerText = ""; + const searchList = document.createElement("ul"); + searchList.classList.add("search"); + + const out = document.getElementById("search-results"); + Search.title = out.appendChild(searchText); + Search.dots = Search.title.appendChild(document.createElement("span")); + Search.status = out.appendChild(searchSummary); + Search.output = out.appendChild(searchList); + + const searchProgress = document.getElementById("search-progress"); + // Some themes don't use the search progress node + if (searchProgress) { + searchProgress.innerText = _("Preparing search..."); + } + Search.startPulse(); + + // index already loaded, the browser was quick! + if (Search.hasIndex()) Search.query(query); + else Search.deferQuery(query); + }, + + /** + * execute search (requires search index to be loaded) + */ + query: (query) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // stem the search terms and add them to the correct list + const stemmer = new Stemmer(); + const searchTerms = new Set(); + const excludedTerms = new Set(); + const highlightTerms = new Set(); + const objectTerms = new Set(splitQuery(query.toLowerCase().trim())); + splitQuery(query.trim()).forEach((queryTerm) => { + const queryTermLower = queryTerm.toLowerCase(); + + // maybe skip this "word" + // stopwords array is from language_data.js + if ( + stopwords.indexOf(queryTermLower) !== -1 || + queryTerm.match(/^\d+$/) + ) + return; + + // stem the word + let word = stemmer.stemWord(queryTermLower); + // select the correct list + if (word[0] === "-") excludedTerms.add(word.substr(1)); + else { + searchTerms.add(word); + highlightTerms.add(queryTermLower); + } + }); + + if (SPHINX_HIGHLIGHT_ENABLED) { // set in sphinx_highlight.js + localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" ")) + } + + // console.debug("SEARCH: searching for:"); + // console.info("required: ", [...searchTerms]); + // console.info("excluded: ", [...excludedTerms]); + + // array of [docname, title, anchor, descr, score, filename] + let results = []; + _removeChildren(document.getElementById("search-progress")); + + const queryLower = query.toLowerCase(); + for (const [title, foundTitles] of Object.entries(allTitles)) { + if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + for (const [file, id] of foundTitles) { + let score = Math.round(100 * queryLower.length / title.length) + results.push([ + docNames[file], + titles[file] !== title ? `${titles[file]} > ${title}` : title, + id !== null ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // search for explicit entries in index directives + for (const [entry, foundEntries] of Object.entries(indexEntries)) { + if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { + for (const [file, id] of foundEntries) { + let score = Math.round(100 * queryLower.length / entry.length) + results.push([ + docNames[file], + titles[file], + id ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // lookup as object + objectTerms.forEach((term) => + results.push(...Search.performObjectSearch(term, objectTerms)) + ); + + // lookup as search terms in fulltext + results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + + // let the scorer override scores with a custom scoring function + if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); + + // now sort the results by score (in opposite order of appearance, since the + // display function below uses pop() to retrieve items) and then + // alphabetically + results.sort((a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; + }); + + // remove duplicate search results + // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept + let seen = new Set(); + results = results.reverse().reduce((acc, result) => { + let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(','); + if (!seen.has(resultStr)) { + acc.push(result); + seen.add(resultStr); + } + return acc; + }, []); + + results = results.reverse(); + + // for debugging + //Search.lastresults = results.slice(); // a copy + // console.info("search results:", Search.lastresults); + + // print the results + _displayNextItem(results, results.length, searchTerms, highlightTerms); + }, + + /** + * search for object names + */ + performObjectSearch: (object, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const objects = Search._index.objects; + const objNames = Search._index.objnames; + const titles = Search._index.titles; + + const results = []; + + const objectSearchCallback = (prefix, match) => { + const name = match[4] + const fullname = (prefix ? prefix + "." : "") + name; + const fullnameLower = fullname.toLowerCase(); + if (fullnameLower.indexOf(object) < 0) return; + + let score = 0; + const parts = fullnameLower.split("."); + + // check for different match types: exact matches of full name or + // "last name" (i.e. last dotted part) + if (fullnameLower === object || parts.slice(-1)[0] === object) + score += Scorer.objNameMatch; + else if (parts.slice(-1)[0].indexOf(object) > -1) + score += Scorer.objPartialMatch; // matches in last name + + const objName = objNames[match[1]][2]; + const title = titles[match[0]]; + + // If more than one term searched for, we require other words to be + // found in the name/title/description + const otherTerms = new Set(objectTerms); + otherTerms.delete(object); + if (otherTerms.size > 0) { + const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase(); + if ( + [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0) + ) + return; + } + + let anchor = match[3]; + if (anchor === "") anchor = fullname; + else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname; + + const descr = objName + _(", in ") + title; + + // add custom score for some objects according to scorer + if (Scorer.objPrio.hasOwnProperty(match[2])) + score += Scorer.objPrio[match[2]]; + else score += Scorer.objPrioDefault; + + results.push([ + docNames[match[0]], + fullname, + "#" + anchor, + descr, + score, + filenames[match[0]], + ]); + }; + Object.keys(objects).forEach((prefix) => + objects[prefix].forEach((array) => + objectSearchCallback(prefix, array) + ) + ); + return results; + }, + + /** + * search for full-text terms in the index + */ + performTermsSearch: (searchTerms, excludedTerms) => { + // prepare search + const terms = Search._index.terms; + const titleTerms = Search._index.titleterms; + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + + const scoreMap = new Map(); + const fileMap = new Map(); + + // perform the search on the required terms + searchTerms.forEach((word) => { + const files = []; + const arr = [ + { files: terms[word], score: Scorer.term }, + { files: titleTerms[word], score: Scorer.title }, + ]; + // add support for partial matches + if (word.length > 2) { + const escapedWord = _escapeRegExp(word); + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord) && !terms[word]) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord) && !titleTerms[word]) + arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); + }); + } + + // no match but word was a required one + if (arr.every((record) => record.files === undefined)) return; + + // found search word in contents + arr.forEach((record) => { + if (record.files === undefined) return; + + let recordFiles = record.files; + if (recordFiles.length === undefined) recordFiles = [recordFiles]; + files.push(...recordFiles); + + // set score for the word in each file + recordFiles.forEach((file) => { + if (!scoreMap.has(file)) scoreMap.set(file, {}); + scoreMap.get(file)[word] = record.score; + }); + }); + + // create the mapping + files.forEach((file) => { + if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) + fileMap.get(file).push(word); + else fileMap.set(file, [word]); + }); + }); + + // now check if the files don't contain excluded terms + const results = []; + for (const [file, wordList] of fileMap) { + // check if all requirements are matched + + // as search terms with length < 3 are discarded + const filteredTermCount = [...searchTerms].filter( + (term) => term.length > 2 + ).length; + if ( + wordList.length !== searchTerms.size && + wordList.length !== filteredTermCount + ) + continue; + + // ensure that none of the excluded terms is in the search result + if ( + [...excludedTerms].some( + (term) => + terms[term] === file || + titleTerms[term] === file || + (terms[term] || []).includes(file) || + (titleTerms[term] || []).includes(file) + ) + ) + break; + + // select one (max) score for the file. + const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w])); + // add result to the result list + results.push([ + docNames[file], + titles[file], + "", + null, + score, + filenames[file], + ]); + } + return results; + }, + + /** + * helper function to return a node containing the + * search summary for a given text. keywords is a list + * of stemmed words. + */ + makeSearchSummary: (htmlText, keywords) => { + const text = Search.htmlToText(htmlText); + if (text === "") return null; + + const textLower = text.toLowerCase(); + const actualStartPosition = [...keywords] + .map((k) => textLower.indexOf(k.toLowerCase())) + .filter((i) => i > -1) + .slice(-1)[0]; + const startWithContext = Math.max(actualStartPosition - 120, 0); + + const top = startWithContext === 0 ? "" : "..."; + const tail = startWithContext + 240 < text.length ? "..." : ""; + + let summary = document.createElement("p"); + summary.classList.add("context"); + summary.textContent = top + text.substr(startWithContext, 240).trim() + tail; + + return summary; + }, +}; + +_ready(Search.init); diff --git a/master/_static/skeleton.css b/master/_static/skeleton.css new file mode 100644 index 0000000..467c878 --- /dev/null +++ b/master/_static/skeleton.css @@ -0,0 +1,296 @@ +/* Some sane resets. */ +html { + height: 100%; +} + +body { + margin: 0; + min-height: 100%; +} + +/* All the flexbox magic! */ +body, +.sb-announcement, +.sb-content, +.sb-main, +.sb-container, +.sb-container__inner, +.sb-article-container, +.sb-footer-content, +.sb-header, +.sb-header-secondary, +.sb-footer { + display: flex; +} + +/* These order things vertically */ +body, +.sb-main, +.sb-article-container { + flex-direction: column; +} + +/* Put elements in the center */ +.sb-header, +.sb-header-secondary, +.sb-container, +.sb-content, +.sb-footer, +.sb-footer-content { + justify-content: center; +} +/* Put elements at the ends */ +.sb-article-container { + justify-content: space-between; +} + +/* These elements grow. */ +.sb-main, +.sb-content, +.sb-container, +article { + flex-grow: 1; +} + +/* Because padding making this wider is not fun */ +article { + box-sizing: border-box; +} + +/* The announcements element should never be wider than the page. */ +.sb-announcement { + max-width: 100%; +} + +.sb-sidebar-primary, +.sb-sidebar-secondary { + flex-shrink: 0; + width: 17rem; +} + +.sb-announcement__inner { + justify-content: center; + + box-sizing: border-box; + height: 3rem; + + overflow-x: auto; + white-space: nowrap; +} + +/* Sidebars, with checkbox-based toggle */ +.sb-sidebar-primary, +.sb-sidebar-secondary { + position: fixed; + height: 100%; + top: 0; +} + +.sb-sidebar-primary { + left: -17rem; + transition: left 250ms ease-in-out; +} +.sb-sidebar-secondary { + right: -17rem; + transition: right 250ms ease-in-out; +} + +.sb-sidebar-toggle { + display: none; +} +.sb-sidebar-overlay { + position: fixed; + top: 0; + width: 0; + height: 0; + + transition: width 0ms ease 250ms, height 0ms ease 250ms, opacity 250ms ease; + + opacity: 0; + background-color: rgba(0, 0, 0, 0.54); +} + +#sb-sidebar-toggle--primary:checked + ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--primary"], +#sb-sidebar-toggle--secondary:checked + ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--secondary"] { + width: 100%; + height: 100%; + opacity: 1; + transition: width 0ms ease, height 0ms ease, opacity 250ms ease; +} + +#sb-sidebar-toggle--primary:checked ~ .sb-container .sb-sidebar-primary { + left: 0; +} +#sb-sidebar-toggle--secondary:checked ~ .sb-container .sb-sidebar-secondary { + right: 0; +} + +/* Full-width mode */ +.drop-secondary-sidebar-for-full-width-content + .hide-when-secondary-sidebar-shown { + display: none !important; +} +.drop-secondary-sidebar-for-full-width-content .sb-sidebar-secondary { + display: none !important; +} + +/* Mobile views */ +.sb-page-width { + width: 100%; +} + +.sb-article-container, +.sb-footer-content__inner, +.drop-secondary-sidebar-for-full-width-content .sb-article, +.drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 100vw; +} + +.sb-article, +.match-content-width { + padding: 0 1rem; + box-sizing: border-box; +} + +@media (min-width: 32rem) { + .sb-article, + .match-content-width { + padding: 0 2rem; + } +} + +/* Tablet views */ +@media (min-width: 42rem) { + .sb-article-container { + width: auto; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 42rem; + } + .sb-article, + .match-content-width { + width: 42rem; + } +} +@media (min-width: 46rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 46rem; + } + .sb-article, + .match-content-width { + width: 46rem; + } +} +@media (min-width: 50rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 50rem; + } + .sb-article, + .match-content-width { + width: 50rem; + } +} + +/* Tablet views */ +@media (min-width: 59rem) { + .sb-sidebar-secondary { + position: static; + } + .hide-when-secondary-sidebar-shown { + display: none !important; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 59rem; + } + .sb-article, + .match-content-width { + width: 42rem; + } +} +@media (min-width: 63rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 63rem; + } + .sb-article, + .match-content-width { + width: 46rem; + } +} +@media (min-width: 67rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 67rem; + } + .sb-article, + .match-content-width { + width: 50rem; + } +} + +/* Desktop views */ +@media (min-width: 76rem) { + .sb-sidebar-primary { + position: static; + } + .hide-when-primary-sidebar-shown { + display: none !important; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 59rem; + } + .sb-article, + .match-content-width { + width: 42rem; + } +} + +/* Full desktop views */ +@media (min-width: 80rem) { + .sb-article, + .match-content-width { + width: 46rem; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 63rem; + } +} + +@media (min-width: 84rem) { + .sb-article, + .match-content-width { + width: 50rem; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 67rem; + } +} + +@media (min-width: 88rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 67rem; + } + .sb-page-width { + width: 88rem; + } +} diff --git a/master/_static/sphinx_highlight.js b/master/_static/sphinx_highlight.js new file mode 100644 index 0000000..8a96c69 --- /dev/null +++ b/master/_static/sphinx_highlight.js @@ -0,0 +1,154 @@ +/* Highlighting utilities for Sphinx HTML documentation. */ +"use strict"; + +const SPHINX_HIGHLIGHT_ENABLED = true + +/** + * highlight a given string on a node by wrapping it in + * span elements with the given class name. + */ +const _highlight = (node, addItems, text, className) => { + if (node.nodeType === Node.TEXT_NODE) { + const val = node.nodeValue; + const parent = node.parentNode; + const pos = val.toLowerCase().indexOf(text); + if ( + pos >= 0 && + !parent.classList.contains(className) && + !parent.classList.contains("nohighlight") + ) { + let span; + + const closestNode = parent.closest("body, svg, foreignObject"); + const isInSVG = closestNode && closestNode.matches("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.classList.add(className); + } + + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + const rest = document.createTextNode(val.substr(pos + text.length)); + parent.insertBefore( + span, + parent.insertBefore( + rest, + node.nextSibling + ) + ); + node.nodeValue = val.substr(0, pos); + /* There may be more occurrences of search term in this node. So call this + * function recursively on the remaining fragment. + */ + _highlight(rest, addItems, text, className); + + if (isInSVG) { + const rect = document.createElementNS( + "http://www.w3.org/2000/svg", + "rect" + ); + const bbox = parent.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute("class", className); + addItems.push({ parent: parent, target: rect }); + } + } + } else if (node.matches && !node.matches("button, select, textarea")) { + node.childNodes.forEach((el) => _highlight(el, addItems, text, className)); + } +}; +const _highlightText = (thisNode, text, className) => { + let addItems = []; + _highlight(thisNode, addItems, text, className); + addItems.forEach((obj) => + obj.parent.insertAdjacentElement("beforebegin", obj.target) + ); +}; + +/** + * Small JavaScript module for the documentation. + */ +const SphinxHighlight = { + + /** + * highlight the search words provided in localstorage in the text + */ + highlightSearchWords: () => { + if (!SPHINX_HIGHLIGHT_ENABLED) return; // bail if no highlight + + // get and clear terms from localstorage + const url = new URL(window.location); + const highlight = + localStorage.getItem("sphinx_highlight_terms") + || url.searchParams.get("highlight") + || ""; + localStorage.removeItem("sphinx_highlight_terms") + url.searchParams.delete("highlight"); + window.history.replaceState({}, "", url); + + // get individual terms from highlight string + const terms = highlight.toLowerCase().split(/\s+/).filter(x => x); + if (terms.length === 0) return; // nothing to do + + // There should never be more than one element matching "div.body" + const divBody = document.querySelectorAll("div.body"); + const body = divBody.length ? divBody[0] : document.querySelector("body"); + window.setTimeout(() => { + terms.forEach((term) => _highlightText(body, term, "highlighted")); + }, 10); + + const searchBox = document.getElementById("searchbox"); + if (searchBox === null) return; + searchBox.appendChild( + document + .createRange() + .createContextualFragment( + '

    ' + + '' + + _("Hide Search Matches") + + "

    " + ) + ); + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords: () => { + document + .querySelectorAll("#searchbox .highlight-link") + .forEach((el) => el.remove()); + document + .querySelectorAll("span.highlighted") + .forEach((el) => el.classList.remove("highlighted")); + localStorage.removeItem("sphinx_highlight_terms") + }, + + initEscapeListener: () => { + // only install a listener if it is really needed + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return; + if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) { + SphinxHighlight.hideSearchWords(); + event.preventDefault(); + } + }); + }, +}; + +_ready(() => { + /* Do not call highlightSearchWords() when we are on the search page. + * It will highlight words from the *previous* search query. + */ + if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords(); + SphinxHighlight.initEscapeListener(); +}); diff --git a/master/_static/styles/furo-extensions.css b/master/_static/styles/furo-extensions.css new file mode 100644 index 0000000..bc447f2 --- /dev/null +++ b/master/_static/styles/furo-extensions.css @@ -0,0 +1,2 @@ +#furo-sidebar-ad-placement{padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)}#furo-sidebar-ad-placement .ethical-sidebar{background:var(--color-background-secondary);border:none;box-shadow:none}#furo-sidebar-ad-placement .ethical-sidebar:hover{background:var(--color-background-hover)}#furo-sidebar-ad-placement .ethical-sidebar a{color:var(--color-foreground-primary)}#furo-sidebar-ad-placement .ethical-callout 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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\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\n display: block\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\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: #646776; // 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: #2962ff;\n --color-brand-content: #2a5adf;\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 --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--hover: var(--color-brand-content);\n --color-link-underline: var(--color-background-border);\n --color-link-underline--hover: var(--color-foreground-border);\n}\n\n@mixin colors-dark {\n --color-problematic: #ee5151;\n\n // Base Colors\n --color-foreground-primary: #ffffffcc; // 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: #2b8cee;\n --color-brand-content: #368ce2;\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 // 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-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 &: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)\n text-decoration-color: var(--color-link-underline--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\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\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: 1rem\n width: 1rem\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: 1rem\n width: 1rem\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 svg\n color: inherit\n height: 1rem\n width: 1rem\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: 1.25rem\n width: 1.25rem\n\n // Add a scroll margin for the content\n :target\n scroll-margin-top: var(--header-height)\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","//\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: 3.5rem\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\n.versionmodified\n font-style: italic\ndiv.versionadded, div.versionchanged, div.deprecated\n p\n margin-top: 0.125rem\n margin-bottom: 0.125rem\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 > p,\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 border-left: 1px solid var(--color-table-border)\n border-right: 1px solid var(--color-table-border)\n border-bottom: 1px solid var(--color-table-border)\n\n p\n margin: 0.25rem\n\n &:first-child\n border-left: none\n &:last-child\n border-right: none\n\n // MyST-parser tables set these classes for control of column alignment\n &.text-left\n text-align: left\n &.text-right\n text-align: right\n &.text-center\n text-align: center\n",":target\n scroll-margin-top: 0.5rem\n\n@media (max-width: $full-width - $sidebar-width)\n :target\n scroll-margin-top: calc(0.5rem + var(--header-height))\n\n // When a heading is selected\n section > span:target\n scroll-margin-top: calc(0.8rem + var(--header-height))\n\n// Permalinks\n.headerlink\n font-weight: 100\n user-select: none\n\nh1,\nh2,\nh3,\nh4,\nh5,\nh6,\ndl dt,\np.caption,\nfigcaption p,\ntable > caption,\n.code-block-caption\n > .headerlink\n margin-left: 0.5rem\n visibility: hidden\n &:hover > .headerlink\n visibility: visible\n\n // Don't change to link-like, if someone adds the contents directive.\n > .toc-backref\n color: inherit\n text-decoration-line: none\n\n// Figure and table captions are special.\nfigure:hover > figcaption > p > .headerlink,\ntable:hover > caption > .headerlink\n visibility: visible\n\n:target >, // Regular section[id] style anchors\nspan:target ~ // Non-regular span[id] style \"extra\" anchors\n h1,\n h2,\n h3,\n h4,\n h5,\n h6\n &:nth-of-type(1)\n background-color: var(--color-highlight-on-target)\n // .headerlink\n // visibility: visible\n code.literal\n background-color: transparent\n\ntable:target > caption,\nfigure:target\n background-color: var(--color-highlight-on-target)\n\n// Inline page contents\n.this-will-duplicate-information-and-it-is-still-useful-here li :target\n background-color: var(--color-highlight-on-target)\n\n// Code block permalinks\n.literal-block-wrapper:target .code-block-caption\n background-color: var(--color-highlight-on-target)\n\n// When a definition list item is selected\n//\n// There isn't really an alternative to !important here, due to the\n// high-specificity of API documentation's selector.\ndt:target\n background-color: var(--color-highlight-on-target) !important\n\n// When a footnote reference is selected\n.footnote > dt:target + dd,\n.footnote-reference:target\n background-color: var(--color-highlight-on-target)\n",".guilabel\n background-color: var(--color-guilabel-background)\n border: 1px solid var(--color-guilabel-border)\n color: var(--color-guilabel-text)\n\n padding: 0 0.3em\n border-radius: 0.5em\n font-size: 0.9em\n","// This file contains the styles used for stylizing the footer that's shown\n// below the content.\n\nfooter\n font-size: var(--font-size--small)\n display: flex\n flex-direction: column\n\n margin-top: 2rem\n\n// Bottom of page information\n.bottom-of-page\n display: flex\n align-items: center\n justify-content: space-between\n\n margin-top: 1rem\n padding-top: 1rem\n padding-bottom: 1rem\n\n color: var(--color-foreground-secondary)\n border-top: 1px solid var(--color-background-border)\n\n line-height: 1.5\n\n @media (max-width: $content-width)\n text-align: center\n flex-direction: column-reverse\n gap: 0.25rem\n\n .left-details\n font-size: var(--font-size--small)\n\n .right-details\n display: flex\n flex-direction: column\n gap: 0.25rem\n text-align: right\n\n .icons\n display: flex\n justify-content: flex-end\n gap: 0.25rem\n font-size: 1rem\n\n a\n text-decoration: none\n\n svg,\n img\n font-size: 1.125rem\n height: 1em\n width: 1em\n\n// Next/Prev page information\n.related-pages\n a\n display: flex\n align-items: center\n\n text-decoration: none\n &:hover .page-info .title\n text-decoration: underline\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline)\n\n svg.furo-related-icon,\n svg.furo-related-icon > use\n flex-shrink: 0\n\n color: var(--color-foreground-border)\n\n width: 0.75rem\n height: 0.75rem\n margin: 0 0.5rem\n\n &.next-page\n max-width: 50%\n\n float: right\n clear: right\n text-align: right\n\n &.prev-page\n max-width: 50%\n\n float: left\n clear: left\n\n svg\n transform: rotate(180deg)\n\n.page-info\n display: flex\n flex-direction: column\n overflow-wrap: anywhere\n\n .next-page &\n align-items: flex-end\n\n .context\n display: flex\n align-items: center\n\n padding-bottom: 0.1rem\n\n color: var(--color-foreground-muted)\n font-size: var(--font-size--small)\n text-decoration: none\n","// This file contains the styles for the contents of the left sidebar, which\n// contains the navigation tree, logo, search etc.\n\n////////////////////////////////////////////////////////////////////////////////\n// Brand on top of the scrollable tree.\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-brand\n display: flex\n flex-direction: column\n flex-shrink: 0\n\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n text-decoration: 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: var(--color-sidebar-search-icon)\n font-size: var(--font-size--small--2)\n\n////////////////////////////////////////////////////////////////////////////////\n// Structure/Skeleton of the navigation tree (left)\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-tree\n font-size: var(--sidebar-item-font-size)\n margin-top: var(--sidebar-tree-space-above)\n margin-bottom: var(--sidebar-item-spacing-vertical)\n\n ul\n padding: 0\n margin-top: 0\n margin-bottom: 0\n\n display: flex\n flex-direction: column\n\n list-style: none\n\n li\n position: relative\n margin: 0\n\n > ul\n margin-left: var(--sidebar-item-spacing-horizontal)\n\n .icon\n color: var(--color-sidebar-link-text)\n\n .reference\n box-sizing: border-box\n color: var(--color-sidebar-link-text)\n\n // Fill the parent.\n display: inline-block\n line-height: var(--sidebar-item-line-height)\n text-decoration: none\n\n // Don't allow long words to cause wrapping.\n overflow-wrap: anywhere\n\n height: 100%\n width: 100%\n\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n &:hover\n background: var(--color-sidebar-item-background--hover)\n\n // Add a nice little \"external-link\" arrow here.\n &.external::after\n content: url('data:image/svg+xml,')\n margin: 0 0.25rem\n vertical-align: middle\n color: var(--color-sidebar-link-text)\n\n // Make the current page reference bold.\n .current-page > .reference\n font-weight: bold\n\n label\n position: absolute\n top: 0\n right: 0\n height: var(--sidebar-item-height)\n width: var(--sidebar-expander-width)\n\n cursor: pointer\n user-select: none\n\n display: flex\n justify-content: center\n align-items: center\n\n .caption, :not(.caption) > .caption-text\n font-size: var(--sidebar-caption-font-size)\n color: var(--color-sidebar-caption-text)\n\n font-weight: bold\n text-transform: uppercase\n\n margin: var(--sidebar-caption-space-above) 0 0 0\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n // If it has children, add a bit more padding to wrap the content to avoid\n // overlapping with the

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