|
| 1 | +""" |
| 2 | +This file defines flags for that allow array-api-strict to be used in |
| 3 | +different "modes". These modes include |
| 4 | +
|
| 5 | +- Changing to different supported versions of the standard. |
| 6 | +- Enabling or disabling different optional behaviors (such as data-dependent |
| 7 | + shapes). |
| 8 | +- Enabling or disabling different optional extensions. |
| 9 | +
|
| 10 | +Nothing in this file is part of the standard itself. A typical array API |
| 11 | +library will only support one particular configuration of these flags. |
| 12 | +""" |
| 13 | + |
| 14 | +import os |
| 15 | + |
| 16 | +supported_versions = [ |
| 17 | + "2021.12", |
| 18 | + "2022.12", |
| 19 | +] |
| 20 | + |
| 21 | +STANDARD_VERSION = "2022.12" |
| 22 | + |
| 23 | +DATA_DEPENDENT_SHAPES = True |
| 24 | + |
| 25 | +all_extensions = [ |
| 26 | + "linalg", |
| 27 | + "fft", |
| 28 | +] |
| 29 | + |
| 30 | +extension_versions = { |
| 31 | + "linalg": "2021.12", |
| 32 | + "fft": "2022.12", |
| 33 | +} |
| 34 | + |
| 35 | +ENABLED_EXTENSIONS = [ |
| 36 | + "linalg", |
| 37 | + "fft", |
| 38 | +] |
| 39 | + |
| 40 | +def set_array_api_strict_flags( |
| 41 | + *, |
| 42 | + standard_version=None, |
| 43 | + data_dependent_shapes=None, |
| 44 | + enabled_extensions=None, |
| 45 | +): |
| 46 | + """ |
| 47 | + Set the array-api-strict flags to the specified values. |
| 48 | +
|
| 49 | + Flags are global variables that enable or disable array-api-strict |
| 50 | + behaviors. |
| 51 | +
|
| 52 | + .. note:: |
| 53 | +
|
| 54 | + This function is **not** part of the array API standard. It only exists |
| 55 | + in array-api-strict. |
| 56 | +
|
| 57 | + - `standard_version`: The version of the standard to use. Supported |
| 58 | + versions are: ``{supported_versions}``. The default version number is |
| 59 | + ``{default_version!r}``. |
| 60 | +
|
| 61 | + - `data_dependent_shapes`: Whether data-dependent shapes are enabled in |
| 62 | + array-api-strict. This flag is enabled by default. Array libraries that |
| 63 | + use computation graphs may not be able to support functions whose output |
| 64 | + shapes depend on the input data. |
| 65 | +
|
| 66 | + This flag is enabled by default. Array libraries that use computation graphs may not be able to support |
| 67 | + functions whose output shapes depend on the input data. |
| 68 | +
|
| 69 | + The functions that make use of data-dependent shapes, and are therefore |
| 70 | + disabled by setting this flag to False are |
| 71 | +
|
| 72 | + - `unique_all`, `unique_counts`, `unique_inverse`, and `unique_values`. |
| 73 | + - `nonzero` |
| 74 | + - Boolean array indexing |
| 75 | + - `repeat` when the `repeats` argument is an array (requires 2023.12 |
| 76 | + version of the standard) |
| 77 | +
|
| 78 | + See |
| 79 | + https://data-apis.org/array-api/latest/design_topics/data_dependent_output_shapes.html |
| 80 | + for more details. |
| 81 | +
|
| 82 | + - `enabled_extensions`: A list of extensions that are enabled in |
| 83 | + array-api-strict. The default is ``{default_extensions}``. Note that |
| 84 | + some extensions require a minimum version of the standard. |
| 85 | +
|
| 86 | + The default values of the flags can also be changed by setting environment |
| 87 | + variables: |
| 88 | +
|
| 89 | + - ``ARRAY_API_STRICT_STANDARD_VERSION``: A string representing the version number. |
| 90 | + - ``ARRAY_API_STRICT_DATA_DEPENDENT_SHAPES``: "True" or "False". |
| 91 | + - ``ARRAY_API_STRICT_ENABLED_EXTENSIONS``: A comma separated list of |
| 92 | + extensions to enable. |
| 93 | +
|
| 94 | + Examples |
| 95 | + -------- |
| 96 | +
|
| 97 | + >>> from array_api_strict import set_array_api_strict_flags |
| 98 | + >>> # Set the standard version to 2021.12 |
| 99 | + >>> set_array_api_strict_flags(standard_version="2021.12") |
| 100 | + >>> # Disable data-dependent shapes |
| 101 | + >>> set_array_api_strict_flags(data_dependent_shapes=False) |
| 102 | + >>> # Enable only the linalg extension (disable the fft extension) |
| 103 | + >>> set_array_api_strict_flags(enabled_extensions=["linalg"]) |
| 104 | +
|
| 105 | + See Also |
| 106 | + -------- |
| 107 | +
|
| 108 | + get_array_api_strict_flags |
| 109 | + reset_array_api_strict_flags |
| 110 | + ArrayApiStrictFlags: A context manager to temporarily set the flags. |
| 111 | +
|
| 112 | + """ |
| 113 | + global STANDARD_VERSION, DATA_DEPENDENT_SHAPES, ENABLED_EXTENSIONS |
| 114 | + |
| 115 | + if standard_version is not None: |
| 116 | + if standard_version not in supported_versions: |
| 117 | + raise ValueError(f"Unsupported standard version {standard_version}") |
| 118 | + STANDARD_VERSION = standard_version |
| 119 | + |
| 120 | + if data_dependent_shapes is not None: |
| 121 | + DATA_DEPENDENT_SHAPES = data_dependent_shapes |
| 122 | + |
| 123 | + if enabled_extensions is not None: |
| 124 | + for extension in enabled_extensions: |
| 125 | + if extension not in all_extensions: |
| 126 | + raise ValueError(f"Unsupported extension {extension}") |
| 127 | + if extension_versions[extension] > STANDARD_VERSION: |
| 128 | + raise ValueError( |
| 129 | + f"Extension {extension} requires standard version " |
| 130 | + f"{extension_versions[extension]} or later" |
| 131 | + ) |
| 132 | + ENABLED_EXTENSIONS = enabled_extensions |
| 133 | + |
| 134 | +# We have to do this separately or it won't get added as the docstring |
| 135 | +set_array_api_strict_flags.__doc__ = set_array_api_strict_flags.__doc__.format( |
| 136 | + supported_versions=supported_versions, |
| 137 | + default_version=STANDARD_VERSION, |
| 138 | + default_extensions=ENABLED_EXTENSIONS, |
| 139 | +) |
| 140 | + |
| 141 | +def get_array_api_strict_flags(): |
| 142 | + """ |
| 143 | + Get the current array-api-strict flags. |
| 144 | +
|
| 145 | + .. note:: |
| 146 | +
|
| 147 | + This function is **not** part of the array API standard. It only exists |
| 148 | + in array-api-strict. |
| 149 | +
|
| 150 | + Returns |
| 151 | + ------- |
| 152 | + dict |
| 153 | + A dictionary containing the current array-api-strict flags. |
| 154 | +
|
| 155 | + Examples |
| 156 | + -------- |
| 157 | +
|
| 158 | + >>> from array_api_strict import get_array_api_strict_flags |
| 159 | + >>> flags = get_array_api_strict_flags() |
| 160 | + >>> flags |
| 161 | + {'standard_version': '2022.12', 'data_dependent_shapes': True, 'enabled_extensions': ['linalg', 'fft']} |
| 162 | +
|
| 163 | + See Also |
| 164 | + -------- |
| 165 | +
|
| 166 | + set_array_api_strict_flags |
| 167 | + reset_array_api_strict_flags |
| 168 | + ArrayApiStrictFlags: A context manager to temporarily set the flags. |
| 169 | +
|
| 170 | + """ |
| 171 | + return { |
| 172 | + "standard_version": STANDARD_VERSION, |
| 173 | + "data_dependent_shapes": DATA_DEPENDENT_SHAPES, |
| 174 | + "enabled_extensions": ENABLED_EXTENSIONS, |
| 175 | + } |
| 176 | + |
| 177 | + |
| 178 | +def reset_array_api_strict_flags(): |
| 179 | + """ |
| 180 | + Reset the array-api-strict flags to their default values. |
| 181 | +
|
| 182 | + .. note:: |
| 183 | +
|
| 184 | + This function is **not** part of the array API standard. It only exists |
| 185 | + in array-api-strict. |
| 186 | +
|
| 187 | + Examples |
| 188 | + -------- |
| 189 | +
|
| 190 | + >>> from array_api_strict import reset_array_api_strict_flags |
| 191 | + >>> reset_array_api_strict_flags() |
| 192 | +
|
| 193 | + See Also |
| 194 | + -------- |
| 195 | +
|
| 196 | + set_array_api_strict_flags |
| 197 | + get_array_api_strict_flags |
| 198 | + ArrayApiStrictFlags: A context manager to temporarily set the flags. |
| 199 | +
|
| 200 | + """ |
| 201 | + global STANDARD_VERSION, DATA_DEPENDENT_SHAPES, ENABLED_EXTENSIONS |
| 202 | + STANDARD_VERSION = "2022.12" |
| 203 | + DATA_DEPENDENT_SHAPES = True |
| 204 | + ENABLED_EXTENSIONS = ["linalg", "fft"] |
| 205 | + |
| 206 | + |
| 207 | +class ArrayApiStrictFlags: |
| 208 | + """ |
| 209 | + A context manager to temporarily set the array-api-strict flags. |
| 210 | +
|
| 211 | + .. note:: |
| 212 | +
|
| 213 | + This class is **not** part of the array API standard. It only exists |
| 214 | + in array-api-strict. |
| 215 | +
|
| 216 | + See :func:`~.array_api_strict.set_array_api_strict_flags` for a |
| 217 | + description of the available flags. |
| 218 | +
|
| 219 | + See Also |
| 220 | + -------- |
| 221 | +
|
| 222 | + set_array_api_strict_flags |
| 223 | + get_array_api_strict_flags |
| 224 | + reset_array_api_strict_flags |
| 225 | +
|
| 226 | + """ |
| 227 | + def __init__(self, *, standard_version=None, data_dependent_shapes=None, |
| 228 | + enabled_extensions=None): |
| 229 | + self.kwargs = { |
| 230 | + "standard_version": standard_version, |
| 231 | + "data_dependent_shapes": data_dependent_shapes, |
| 232 | + "enabled_extensions": enabled_extensions, |
| 233 | + } |
| 234 | + self.old_flags = get_array_api_strict_flags() |
| 235 | + |
| 236 | + def __enter__(self): |
| 237 | + set_array_api_strict_flags(**self.kwargs) |
| 238 | + |
| 239 | + def __exit__(self, exc_type, exc_value, traceback): |
| 240 | + set_array_api_strict_flags(**self.old_flags) |
| 241 | + |
| 242 | +# Set the flags from the environment variables |
| 243 | +if "ARRAY_API_STRICT_STANDARD_VERSION" in os.environ: |
| 244 | + set_array_api_strict_flags( |
| 245 | + standard_version=os.environ["ARRAY_API_STRICT_STANDARD_VERSION"] |
| 246 | + ) |
| 247 | + |
| 248 | +if "ARRAY_API_STRICT_DATA_DEPENDENT_SHAPES" in os.environ: |
| 249 | + set_array_api_strict_flags( |
| 250 | + data_dependent_shapes=os.environ["ARRAY_API_STRICT_DATA_DEPENDENT_SHAPES"].lower() == "true" |
| 251 | + ) |
| 252 | + |
| 253 | +if "ARRAY_API_STRICT_ENABLED_EXTENSIONS" in os.environ: |
| 254 | + set_array_api_strict_flags( |
| 255 | + enabled_extensions=os.environ["ARRAY_API_STRICT_ENABLED_EXTENSIONS"].split(",") |
| 256 | + ) |
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