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+ import argparse
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+
3
+ from certifi import contents, where
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+
5
+ parser = argparse.ArgumentParser()
6
+ parser.add_argument("-c", "--contents", action="store_true")
7
+ args = parser.parse_args()
8
+
9
+ if args.contents:
10
+ print(contents())
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+ else:
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+ print(where())
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deepseek/lib/python3.10/site-packages/multidict-6.1.0.dist-info/LICENSE ADDED
@@ -0,0 +1,13 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Copyright 2016 Andrew Svetlov and aio-libs contributors
2
+
3
+ Licensed under the Apache License, Version 2.0 (the "License");
4
+ you may not use this file except in compliance with the License.
5
+ You may obtain a copy of the License at
6
+
7
+ http://www.apache.org/licenses/LICENSE-2.0
8
+
9
+ Unless required by applicable law or agreed to in writing, software
10
+ distributed under the License is distributed on an "AS IS" BASIS,
11
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
12
+ See the License for the specific language governing permissions and
13
+ limitations under the License.
deepseek/lib/python3.10/site-packages/multidict-6.1.0.dist-info/METADATA ADDED
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1
+ Metadata-Version: 2.1
2
+ Name: multidict
3
+ Version: 6.1.0
4
+ Summary: multidict implementation
5
+ Home-page: https://github.com/aio-libs/multidict
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+ Author: Andrew Svetlov
7
+ Author-email: andrew.svetlov@gmail.com
8
+ License: Apache 2
9
+ Project-URL: Chat: Matrix, https://matrix.to/#/#aio-libs:matrix.org
10
+ Project-URL: Chat: Matrix Space, https://matrix.to/#/#aio-libs-space:matrix.org
11
+ Project-URL: CI: GitHub, https://github.com/aio-libs/multidict/actions
12
+ Project-URL: Code of Conduct, https://github.com/aio-libs/.github/blob/master/CODE_OF_CONDUCT.md
13
+ Project-URL: Coverage: codecov, https://codecov.io/github/aio-libs/multidict
14
+ Project-URL: Docs: Changelog, https://multidict.aio-libs.org/en/latest/changes/
15
+ Project-URL: Docs: RTD, https://multidict.aio-libs.org
16
+ Project-URL: GitHub: issues, https://github.com/aio-libs/multidict/issues
17
+ Project-URL: GitHub: repo, https://github.com/aio-libs/multidict
18
+ Classifier: Development Status :: 5 - Production/Stable
19
+ Classifier: Intended Audience :: Developers
20
+ Classifier: License :: OSI Approved :: Apache Software License
21
+ Classifier: Programming Language :: Python
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+ Classifier: Programming Language :: Python :: 3
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+ Classifier: Programming Language :: Python :: 3.8
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+ Classifier: Programming Language :: Python :: 3.9
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+ Classifier: Programming Language :: Python :: 3.10
26
+ Classifier: Programming Language :: Python :: 3.11
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+ Classifier: Programming Language :: Python :: 3.12
28
+ Classifier: Programming Language :: Python :: 3.13
29
+ Requires-Python: >=3.8
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+ Description-Content-Type: text/x-rst
31
+ License-File: LICENSE
32
+ Requires-Dist: typing-extensions >=4.1.0 ; python_version < "3.11"
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+
34
+ =========
35
+ multidict
36
+ =========
37
+
38
+ .. image:: https://github.com/aio-libs/multidict/actions/workflows/ci-cd.yml/badge.svg
39
+ :target: https://github.com/aio-libs/multidict/actions
40
+ :alt: GitHub status for master branch
41
+
42
+ .. image:: https://codecov.io/gh/aio-libs/multidict/branch/master/graph/badge.svg
43
+ :target: https://codecov.io/gh/aio-libs/multidict
44
+ :alt: Coverage metrics
45
+
46
+ .. image:: https://img.shields.io/pypi/v/multidict.svg
47
+ :target: https://pypi.org/project/multidict
48
+ :alt: PyPI
49
+
50
+ .. image:: https://readthedocs.org/projects/multidict/badge/?version=latest
51
+ :target: https://multidict.aio-libs.org
52
+ :alt: Read The Docs build status badge
53
+
54
+ .. image:: https://img.shields.io/pypi/pyversions/multidict.svg
55
+ :target: https://pypi.org/project/multidict
56
+ :alt: Python versions
57
+
58
+ .. image:: https://img.shields.io/matrix/aio-libs:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
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+ :target: https://matrix.to/#/%23aio-libs:matrix.org
60
+ :alt: Matrix Room — #aio-libs:matrix.org
61
+
62
+ .. image:: https://img.shields.io/matrix/aio-libs-space:matrix.org?label=Discuss%20on%20Matrix%20at%20%23aio-libs-space%3Amatrix.org&logo=matrix&server_fqdn=matrix.org&style=flat
63
+ :target: https://matrix.to/#/%23aio-libs-space:matrix.org
64
+ :alt: Matrix Space — #aio-libs-space:matrix.org
65
+
66
+ Multidict is dict-like collection of *key-value pairs* where key
67
+ might occur more than once in the container.
68
+
69
+ Introduction
70
+ ------------
71
+
72
+ *HTTP Headers* and *URL query string* require specific data structure:
73
+ *multidict*. It behaves mostly like a regular ``dict`` but it may have
74
+ several *values* for the same *key* and *preserves insertion ordering*.
75
+
76
+ The *key* is ``str`` (or ``istr`` for case-insensitive dictionaries).
77
+
78
+ ``multidict`` has four multidict classes:
79
+ ``MultiDict``, ``MultiDictProxy``, ``CIMultiDict``
80
+ and ``CIMultiDictProxy``.
81
+
82
+ Immutable proxies (``MultiDictProxy`` and
83
+ ``CIMultiDictProxy``) provide a dynamic view for the
84
+ proxied multidict, the view reflects underlying collection changes. They
85
+ implement the ``collections.abc.Mapping`` interface.
86
+
87
+ Regular mutable (``MultiDict`` and ``CIMultiDict``) classes
88
+ implement ``collections.abc.MutableMapping`` and allows them to change
89
+ their own content.
90
+
91
+
92
+ *Case insensitive* (``CIMultiDict`` and
93
+ ``CIMultiDictProxy``) assume the *keys* are case
94
+ insensitive, e.g.::
95
+
96
+ >>> dct = CIMultiDict(key='val')
97
+ >>> 'Key' in dct
98
+ True
99
+ >>> dct['Key']
100
+ 'val'
101
+
102
+ *Keys* should be ``str`` or ``istr`` instances.
103
+
104
+ The library has optional C Extensions for speed.
105
+
106
+
107
+ License
108
+ -------
109
+
110
+ Apache 2
111
+
112
+ Library Installation
113
+ --------------------
114
+
115
+ .. code-block:: bash
116
+
117
+ $ pip install multidict
118
+
119
+ The library is Python 3 only!
120
+
121
+ PyPI contains binary wheels for Linux, Windows and MacOS. If you want to install
122
+ ``multidict`` on another operating system (or *Alpine Linux* inside a Docker) the
123
+ tarball will be used to compile the library from source. It requires a C compiler and
124
+ Python headers to be installed.
125
+
126
+ To skip the compilation, please use the `MULTIDICT_NO_EXTENSIONS` environment variable,
127
+ e.g.:
128
+
129
+ .. code-block:: bash
130
+
131
+ $ MULTIDICT_NO_EXTENSIONS=1 pip install multidict
132
+
133
+ Please note, the pure Python (uncompiled) version is about 20-50 times slower depending on
134
+ the usage scenario!!!
135
+
136
+
137
+
138
+ Changelog
139
+ ---------
140
+ See `RTD page <http://multidict.aio-libs.org/en/latest/changes>`_.
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1
+ # ISO 3166 alpha-2 country codes
2
+ #
3
+ # This file is in the public domain, so clarified as of
4
+ # 2009-05-17 by Arthur David Olson.
5
+ #
6
+ # From Paul Eggert (2023-09-06):
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+ # This file contains a table of two-letter country codes. Columns are
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+ # separated by a single tab. Lines beginning with '#' are comments.
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+ # All text uses UTF-8 encoding. The columns of the table are as follows:
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+ #
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+ # 1. ISO 3166-1 alpha-2 country code, current as of
12
+ # ISO/TC 46 N1108 (2023-04-05). See: ISO/TC 46 Documents
13
+ # https://www.iso.org/committee/48750.html?view=documents
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+ # 2. The usual English name for the coded region. This sometimes
15
+ # departs from ISO-listed names, sometimes so that sorted subsets
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+ # of names are useful (e.g., "Samoa (American)" and "Samoa
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+ # (western)" rather than "American Samoa" and "Samoa"),
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+ # sometimes to avoid confusion among non-experts (e.g.,
19
+ # "Czech Republic" and "Turkey" rather than "Czechia" and "Türkiye"),
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+ # and sometimes to omit needless detail or churn (e.g., "Netherlands"
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+ # rather than "Netherlands (the)" or "Netherlands (Kingdom of the)").
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+ #
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+ # The table is sorted by country code.
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+ #
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+ # This table is intended as an aid for users, to help them select time
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+ # zone data appropriate for their practical needs. It is not intended
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+ # to take or endorse any position on legal or territorial claims.
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+ #
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+ #country-
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+ #code name of country, territory, area, or subdivision
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+ AD Andorra
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The diff for this file is too large to render. See raw diff
 
deepseek/lib/python3.10/site-packages/pytz/zoneinfo/zone.tab ADDED
@@ -0,0 +1,447 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # tzdb timezone descriptions (deprecated version)
2
+ #
3
+ # This file is in the public domain, so clarified as of
4
+ # 2009-05-17 by Arthur David Olson.
5
+ #
6
+ # From Paul Eggert (2021-09-20):
7
+ # This file is intended as a backward-compatibility aid for older programs.
8
+ # New programs should use zone1970.tab. This file is like zone1970.tab (see
9
+ # zone1970.tab's comments), but with the following additional restrictions:
10
+ #
11
+ # 1. This file contains only ASCII characters.
12
+ # 2. The first data column contains exactly one country code.
13
+ #
14
+ # Because of (2), each row stands for an area that is the intersection
15
+ # of a region identified by a country code and of a timezone where civil
16
+ # clocks have agreed since 1970; this is a narrower definition than
17
+ # that of zone1970.tab.
18
+ #
19
+ # Unlike zone1970.tab, a row's third column can be a Link from
20
+ # 'backward' instead of a Zone.
21
+ #
22
+ # This table is intended as an aid for users, to help them select timezones
23
+ # appropriate for their practical needs. It is not intended to take or
24
+ # endorse any position on legal or territorial claims.
25
+ #
26
+ #country-
27
+ #code coordinates TZ comments
28
+ AD +4230+00131 Europe/Andorra
29
+ AE +2518+05518 Asia/Dubai
30
+ AF +3431+06912 Asia/Kabul
31
+ AG +1703-06148 America/Antigua
32
+ AI +1812-06304 America/Anguilla
33
+ AL +4120+01950 Europe/Tirane
34
+ AM +4011+04430 Asia/Yerevan
35
+ AO -0848+01314 Africa/Luanda
36
+ AQ -7750+16636 Antarctica/McMurdo New Zealand time - McMurdo, South Pole
37
+ AQ -6617+11031 Antarctica/Casey Casey
38
+ AQ -6835+07758 Antarctica/Davis Davis
39
+ AQ -6640+14001 Antarctica/DumontDUrville Dumont-d'Urville
40
+ AQ -6736+06253 Antarctica/Mawson Mawson
41
+ AQ -6448-06406 Antarctica/Palmer Palmer
42
+ AQ -6734-06808 Antarctica/Rothera Rothera
43
+ AQ -690022+0393524 Antarctica/Syowa Syowa
44
+ AQ -720041+0023206 Antarctica/Troll Troll
45
+ AQ -7824+10654 Antarctica/Vostok Vostok
46
+ AR -3436-05827 America/Argentina/Buenos_Aires Buenos Aires (BA, CF)
47
+ AR -3124-06411 America/Argentina/Cordoba Argentina (most areas: CB, CC, CN, ER, FM, MN, SE, SF)
48
+ AR -2447-06525 America/Argentina/Salta Salta (SA, LP, NQ, RN)
49
+ AR -2411-06518 America/Argentina/Jujuy Jujuy (JY)
50
+ AR -2649-06513 America/Argentina/Tucuman Tucuman (TM)
51
+ AR -2828-06547 America/Argentina/Catamarca Catamarca (CT), Chubut (CH)
52
+ AR -2926-06651 America/Argentina/La_Rioja La Rioja (LR)
53
+ AR -3132-06831 America/Argentina/San_Juan San Juan (SJ)
54
+ AR -3253-06849 America/Argentina/Mendoza Mendoza (MZ)
55
+ AR -3319-06621 America/Argentina/San_Luis San Luis (SL)
56
+ AR -5138-06913 America/Argentina/Rio_Gallegos Santa Cruz (SC)
57
+ AR -5448-06818 America/Argentina/Ushuaia Tierra del Fuego (TF)
58
+ AS -1416-17042 Pacific/Pago_Pago
59
+ AT +4813+01620 Europe/Vienna
60
+ AU -3133+15905 Australia/Lord_Howe Lord Howe Island
61
+ AU -5430+15857 Antarctica/Macquarie Macquarie Island
62
+ AU -4253+14719 Australia/Hobart Tasmania
63
+ AU -3749+14458 Australia/Melbourne Victoria
64
+ AU -3352+15113 Australia/Sydney New South Wales (most areas)
65
+ AU -3157+14127 Australia/Broken_Hill New South Wales (Yancowinna)
66
+ AU -2728+15302 Australia/Brisbane Queensland (most areas)
67
+ AU -2016+14900 Australia/Lindeman Queensland (Whitsunday Islands)
68
+ AU -3455+13835 Australia/Adelaide South Australia
69
+ AU -1228+13050 Australia/Darwin Northern Territory
70
+ AU -3157+11551 Australia/Perth Western Australia (most areas)
71
+ AU -3143+12852 Australia/Eucla Western Australia (Eucla)
72
+ AW +1230-06958 America/Aruba
73
+ AX +6006+01957 Europe/Mariehamn
74
+ AZ +4023+04951 Asia/Baku
75
+ BA +4352+01825 Europe/Sarajevo
76
+ BB +1306-05937 America/Barbados
77
+ BD +2343+09025 Asia/Dhaka
78
+ BE +5050+00420 Europe/Brussels
79
+ BF +1222-00131 Africa/Ouagadougou
80
+ BG +4241+02319 Europe/Sofia
81
+ BH +2623+05035 Asia/Bahrain
82
+ BI -0323+02922 Africa/Bujumbura
83
+ BJ +0629+00237 Africa/Porto-Novo
84
+ BL +1753-06251 America/St_Barthelemy
85
+ BM +3217-06446 Atlantic/Bermuda
86
+ BN +0456+11455 Asia/Brunei
87
+ BO -1630-06809 America/La_Paz
88
+ BQ +120903-0681636 America/Kralendijk
89
+ BR -0351-03225 America/Noronha Atlantic islands
90
+ BR -0127-04829 America/Belem Para (east), Amapa
91
+ BR -0343-03830 America/Fortaleza Brazil (northeast: MA, PI, CE, RN, PB)
92
+ BR -0803-03454 America/Recife Pernambuco
93
+ BR -0712-04812 America/Araguaina Tocantins
94
+ BR -0940-03543 America/Maceio Alagoas, Sergipe
95
+ BR -1259-03831 America/Bahia Bahia
96
+ BR -2332-04637 America/Sao_Paulo Brazil (southeast: GO, DF, MG, ES, RJ, SP, PR, SC, RS)
97
+ BR -2027-05437 America/Campo_Grande Mato Grosso do Sul
98
+ BR -1535-05605 America/Cuiaba Mato Grosso
99
+ BR -0226-05452 America/Santarem Para (west)
100
+ BR -0846-06354 America/Porto_Velho Rondonia
101
+ BR +0249-06040 America/Boa_Vista Roraima
102
+ BR -0308-06001 America/Manaus Amazonas (east)
103
+ BR -0640-06952 America/Eirunepe Amazonas (west)
104
+ BR -0958-06748 America/Rio_Branco Acre
105
+ BS +2505-07721 America/Nassau
106
+ BT +2728+08939 Asia/Thimphu
107
+ BW -2439+02555 Africa/Gaborone
108
+ BY +5354+02734 Europe/Minsk
109
+ BZ +1730-08812 America/Belize
110
+ CA +4734-05243 America/St_Johns Newfoundland, Labrador (SE)
111
+ CA +4439-06336 America/Halifax Atlantic - NS (most areas), PE
112
+ CA +4612-05957 America/Glace_Bay Atlantic - NS (Cape Breton)
113
+ CA +4606-06447 America/Moncton Atlantic - New Brunswick
114
+ CA +5320-06025 America/Goose_Bay Atlantic - Labrador (most areas)
115
+ CA +5125-05707 America/Blanc-Sablon AST - QC (Lower North Shore)
116
+ CA +4339-07923 America/Toronto Eastern - ON & QC (most areas)
117
+ CA +6344-06828 America/Iqaluit Eastern - NU (most areas)
118
+ CA +484531-0913718 America/Atikokan EST - ON (Atikokan), NU (Coral H)
119
+ CA +4953-09709 America/Winnipeg Central - ON (west), Manitoba
120
+ CA +744144-0944945 America/Resolute Central - NU (Resolute)
121
+ CA +624900-0920459 America/Rankin_Inlet Central - NU (central)
122
+ CA +5024-10439 America/Regina CST - SK (most areas)
123
+ CA +5017-10750 America/Swift_Current CST - SK (midwest)
124
+ CA +5333-11328 America/Edmonton Mountain - AB, BC(E), NT(E), SK(W)
125
+ CA +690650-1050310 America/Cambridge_Bay Mountain - NU (west)
126
+ CA +682059-1334300 America/Inuvik Mountain - NT (west)
127
+ CA +4906-11631 America/Creston MST - BC (Creston)
128
+ CA +5546-12014 America/Dawson_Creek MST - BC (Dawson Cr, Ft St John)
129
+ CA +5848-12242 America/Fort_Nelson MST - BC (Ft Nelson)
130
+ CA +6043-13503 America/Whitehorse MST - Yukon (east)
131
+ CA +6404-13925 America/Dawson MST - Yukon (west)
132
+ CA +4916-12307 America/Vancouver Pacific - BC (most areas)
133
+ CC -1210+09655 Indian/Cocos
134
+ CD -0418+01518 Africa/Kinshasa Dem. Rep. of Congo (west)
135
+ CD -1140+02728 Africa/Lubumbashi Dem. Rep. of Congo (east)
136
+ CF +0422+01835 Africa/Bangui
137
+ CG -0416+01517 Africa/Brazzaville
138
+ CH +4723+00832 Europe/Zurich
139
+ CI +0519-00402 Africa/Abidjan
140
+ CK -2114-15946 Pacific/Rarotonga
141
+ CL -3327-07040 America/Santiago most of Chile
142
+ CL -5309-07055 America/Punta_Arenas Region of Magallanes
143
+ CL -2709-10926 Pacific/Easter Easter Island
144
+ CM +0403+00942 Africa/Douala
145
+ CN +3114+12128 Asia/Shanghai Beijing Time
146
+ CN +4348+08735 Asia/Urumqi Xinjiang Time
147
+ CO +0436-07405 America/Bogota
148
+ CR +0956-08405 America/Costa_Rica
149
+ CU +2308-08222 America/Havana
150
+ CV +1455-02331 Atlantic/Cape_Verde
151
+ CW +1211-06900 America/Curacao
152
+ CX -1025+10543 Indian/Christmas
153
+ CY +3510+03322 Asia/Nicosia most of Cyprus
154
+ CY +3507+03357 Asia/Famagusta Northern Cyprus
155
+ CZ +5005+01426 Europe/Prague
156
+ DE +5230+01322 Europe/Berlin most of Germany
157
+ DE +4742+00841 Europe/Busingen Busingen
158
+ DJ +1136+04309 Africa/Djibouti
159
+ DK +5540+01235 Europe/Copenhagen
160
+ DM +1518-06124 America/Dominica
161
+ DO +1828-06954 America/Santo_Domingo
162
+ DZ +3647+00303 Africa/Algiers
163
+ EC -0210-07950 America/Guayaquil Ecuador (mainland)
164
+ EC -0054-08936 Pacific/Galapagos Galapagos Islands
165
+ EE +5925+02445 Europe/Tallinn
166
+ EG +3003+03115 Africa/Cairo
167
+ EH +2709-01312 Africa/El_Aaiun
168
+ ER +1520+03853 Africa/Asmara
169
+ ES +4024-00341 Europe/Madrid Spain (mainland)
170
+ ES +3553-00519 Africa/Ceuta Ceuta, Melilla
171
+ ES +2806-01524 Atlantic/Canary Canary Islands
172
+ ET +0902+03842 Africa/Addis_Ababa
173
+ FI +6010+02458 Europe/Helsinki
174
+ FJ -1808+17825 Pacific/Fiji
175
+ FK -5142-05751 Atlantic/Stanley
176
+ FM +0725+15147 Pacific/Chuuk Chuuk/Truk, Yap
177
+ FM +0658+15813 Pacific/Pohnpei Pohnpei/Ponape
178
+ FM +0519+16259 Pacific/Kosrae Kosrae
179
+ FO +6201-00646 Atlantic/Faroe
180
+ FR +4852+00220 Europe/Paris
181
+ GA +0023+00927 Africa/Libreville
182
+ GB +513030-0000731 Europe/London
183
+ GD +1203-06145 America/Grenada
184
+ GE +4143+04449 Asia/Tbilisi
185
+ GF +0456-05220 America/Cayenne
186
+ GG +492717-0023210 Europe/Guernsey
187
+ GH +0533-00013 Africa/Accra
188
+ GI +3608-00521 Europe/Gibraltar
189
+ GL +6411-05144 America/Nuuk most of Greenland
190
+ GL +7646-01840 America/Danmarkshavn National Park (east coast)
191
+ GL +7029-02158 America/Scoresbysund Scoresbysund/Ittoqqortoormiit
192
+ GL +7634-06847 America/Thule Thule/Pituffik
193
+ GM +1328-01639 Africa/Banjul
194
+ GN +0931-01343 Africa/Conakry
195
+ GP +1614-06132 America/Guadeloupe
196
+ GQ +0345+00847 Africa/Malabo
197
+ GR +3758+02343 Europe/Athens
198
+ GS -5416-03632 Atlantic/South_Georgia
199
+ GT +1438-09031 America/Guatemala
200
+ GU +1328+14445 Pacific/Guam
201
+ GW +1151-01535 Africa/Bissau
202
+ GY +0648-05810 America/Guyana
203
+ HK +2217+11409 Asia/Hong_Kong
204
+ HN +1406-08713 America/Tegucigalpa
205
+ HR +4548+01558 Europe/Zagreb
206
+ HT +1832-07220 America/Port-au-Prince
207
+ HU +4730+01905 Europe/Budapest
208
+ ID -0610+10648 Asia/Jakarta Java, Sumatra
209
+ ID -0002+10920 Asia/Pontianak Borneo (west, central)
210
+ ID -0507+11924 Asia/Makassar Borneo (east, south), Sulawesi/Celebes, Bali, Nusa Tengarra, Timor (west)
211
+ ID -0232+14042 Asia/Jayapura New Guinea (West Papua / Irian Jaya), Malukus/Moluccas
212
+ IE +5320-00615 Europe/Dublin
213
+ IL +314650+0351326 Asia/Jerusalem
214
+ IM +5409-00428 Europe/Isle_of_Man
215
+ IN +2232+08822 Asia/Kolkata
216
+ IO -0720+07225 Indian/Chagos
217
+ IQ +3321+04425 Asia/Baghdad
218
+ IR +3540+05126 Asia/Tehran
219
+ IS +6409-02151 Atlantic/Reykjavik
220
+ IT +4154+01229 Europe/Rome
221
+ JE +491101-0020624 Europe/Jersey
222
+ JM +175805-0764736 America/Jamaica
223
+ JO +3157+03556 Asia/Amman
224
+ JP +353916+1394441 Asia/Tokyo
225
+ KE -0117+03649 Africa/Nairobi
226
+ KG +4254+07436 Asia/Bishkek
227
+ KH +1133+10455 Asia/Phnom_Penh
228
+ KI +0125+17300 Pacific/Tarawa Gilbert Islands
229
+ KI -0247-17143 Pacific/Kanton Phoenix Islands
230
+ KI +0152-15720 Pacific/Kiritimati Line Islands
231
+ KM -1141+04316 Indian/Comoro
232
+ KN +1718-06243 America/St_Kitts
233
+ KP +3901+12545 Asia/Pyongyang
234
+ KR +3733+12658 Asia/Seoul
235
+ KW +2920+04759 Asia/Kuwait
236
+ KY +1918-08123 America/Cayman
237
+ KZ +4315+07657 Asia/Almaty most of Kazakhstan
238
+ KZ +4448+06528 Asia/Qyzylorda Qyzylorda/Kyzylorda/Kzyl-Orda
239
+ KZ +5312+06337 Asia/Qostanay Qostanay/Kostanay/Kustanay
240
+ KZ +5017+05710 Asia/Aqtobe Aqtobe/Aktobe
241
+ KZ +4431+05016 Asia/Aqtau Mangghystau/Mankistau
242
+ KZ +4707+05156 Asia/Atyrau Atyrau/Atirau/Gur'yev
243
+ KZ +5113+05121 Asia/Oral West Kazakhstan
244
+ LA +1758+10236 Asia/Vientiane
245
+ LB +3353+03530 Asia/Beirut
246
+ LC +1401-06100 America/St_Lucia
247
+ LI +4709+00931 Europe/Vaduz
248
+ LK +0656+07951 Asia/Colombo
249
+ LR +0618-01047 Africa/Monrovia
250
+ LS -2928+02730 Africa/Maseru
251
+ LT +5441+02519 Europe/Vilnius
252
+ LU +4936+00609 Europe/Luxembourg
253
+ LV +5657+02406 Europe/Riga
254
+ LY +3254+01311 Africa/Tripoli
255
+ MA +3339-00735 Africa/Casablanca
256
+ MC +4342+00723 Europe/Monaco
257
+ MD +4700+02850 Europe/Chisinau
258
+ ME +4226+01916 Europe/Podgorica
259
+ MF +1804-06305 America/Marigot
260
+ MG -1855+04731 Indian/Antananarivo
261
+ MH +0709+17112 Pacific/Majuro most of Marshall Islands
262
+ MH +0905+16720 Pacific/Kwajalein Kwajalein
263
+ MK +4159+02126 Europe/Skopje
264
+ ML +1239-00800 Africa/Bamako
265
+ MM +1647+09610 Asia/Yangon
266
+ MN +4755+10653 Asia/Ulaanbaatar most of Mongolia
267
+ MN +4801+09139 Asia/Hovd Bayan-Olgii, Hovd, Uvs
268
+ MO +221150+1133230 Asia/Macau
269
+ MP +1512+14545 Pacific/Saipan
270
+ MQ +1436-06105 America/Martinique
271
+ MR +1806-01557 Africa/Nouakchott
272
+ MS +1643-06213 America/Montserrat
273
+ MT +3554+01431 Europe/Malta
274
+ MU -2010+05730 Indian/Mauritius
275
+ MV +0410+07330 Indian/Maldives
276
+ MW -1547+03500 Africa/Blantyre
277
+ MX +1924-09909 America/Mexico_City Central Mexico
278
+ MX +2105-08646 America/Cancun Quintana Roo
279
+ MX +2058-08937 America/Merida Campeche, Yucatan
280
+ MX +2540-10019 America/Monterrey Durango; Coahuila, Nuevo Leon, Tamaulipas (most areas)
281
+ MX +2550-09730 America/Matamoros Coahuila, Nuevo Leon, Tamaulipas (US border)
282
+ MX +2838-10605 America/Chihuahua Chihuahua (most areas)
283
+ MX +3144-10629 America/Ciudad_Juarez Chihuahua (US border - west)
284
+ MX +2934-10425 America/Ojinaga Chihuahua (US border - east)
285
+ MX +2313-10625 America/Mazatlan Baja California Sur, Nayarit (most areas), Sinaloa
286
+ MX +2048-10515 America/Bahia_Banderas Bahia de Banderas
287
+ MX +2904-11058 America/Hermosillo Sonora
288
+ MX +3232-11701 America/Tijuana Baja California
289
+ MY +0310+10142 Asia/Kuala_Lumpur Malaysia (peninsula)
290
+ MY +0133+11020 Asia/Kuching Sabah, Sarawak
291
+ MZ -2558+03235 Africa/Maputo
292
+ NA -2234+01706 Africa/Windhoek
293
+ NC -2216+16627 Pacific/Noumea
294
+ NE +1331+00207 Africa/Niamey
295
+ NF -2903+16758 Pacific/Norfolk
296
+ NG +0627+00324 Africa/Lagos
297
+ NI +1209-08617 America/Managua
298
+ NL +5222+00454 Europe/Amsterdam
299
+ NO +5955+01045 Europe/Oslo
300
+ NP +2743+08519 Asia/Kathmandu
301
+ NR -0031+16655 Pacific/Nauru
302
+ NU -1901-16955 Pacific/Niue
303
+ NZ -3652+17446 Pacific/Auckland most of New Zealand
304
+ NZ -4357-17633 Pacific/Chatham Chatham Islands
305
+ OM +2336+05835 Asia/Muscat
306
+ PA +0858-07932 America/Panama
307
+ PE -1203-07703 America/Lima
308
+ PF -1732-14934 Pacific/Tahiti Society Islands
309
+ PF -0900-13930 Pacific/Marquesas Marquesas Islands
310
+ PF -2308-13457 Pacific/Gambier Gambier Islands
311
+ PG -0930+14710 Pacific/Port_Moresby most of Papua New Guinea
312
+ PG -0613+15534 Pacific/Bougainville Bougainville
313
+ PH +1435+12100 Asia/Manila
314
+ PK +2452+06703 Asia/Karachi
315
+ PL +5215+02100 Europe/Warsaw
316
+ PM +4703-05620 America/Miquelon
317
+ PN -2504-13005 Pacific/Pitcairn
318
+ PR +182806-0660622 America/Puerto_Rico
319
+ PS +3130+03428 Asia/Gaza Gaza Strip
320
+ PS +313200+0350542 Asia/Hebron West Bank
321
+ PT +3843-00908 Europe/Lisbon Portugal (mainland)
322
+ PT +3238-01654 Atlantic/Madeira Madeira Islands
323
+ PT +3744-02540 Atlantic/Azores Azores
324
+ PW +0720+13429 Pacific/Palau
325
+ PY -2516-05740 America/Asuncion
326
+ QA +2517+05132 Asia/Qatar
327
+ RE -2052+05528 Indian/Reunion
328
+ RO +4426+02606 Europe/Bucharest
329
+ RS +4450+02030 Europe/Belgrade
330
+ RU +5443+02030 Europe/Kaliningrad MSK-01 - Kaliningrad
331
+ RU +554521+0373704 Europe/Moscow MSK+00 - Moscow area
332
+ # The obsolescent zone.tab format cannot represent Europe/Simferopol well.
333
+ # Put it in RU section and list as UA. See "territorial claims" above.
334
+ # Programs should use zone1970.tab instead; see above.
335
+ UA +4457+03406 Europe/Simferopol Crimea
336
+ RU +5836+04939 Europe/Kirov MSK+00 - Kirov
337
+ RU +4844+04425 Europe/Volgograd MSK+00 - Volgograd
338
+ RU +4621+04803 Europe/Astrakhan MSK+01 - Astrakhan
339
+ RU +5134+04602 Europe/Saratov MSK+01 - Saratov
340
+ RU +5420+04824 Europe/Ulyanovsk MSK+01 - Ulyanovsk
341
+ RU +5312+05009 Europe/Samara MSK+01 - Samara, Udmurtia
342
+ RU +5651+06036 Asia/Yekaterinburg MSK+02 - Urals
343
+ RU +5500+07324 Asia/Omsk MSK+03 - Omsk
344
+ RU +5502+08255 Asia/Novosibirsk MSK+04 - Novosibirsk
345
+ RU +5322+08345 Asia/Barnaul MSK+04 - Altai
346
+ RU +5630+08458 Asia/Tomsk MSK+04 - Tomsk
347
+ RU +5345+08707 Asia/Novokuznetsk MSK+04 - Kemerovo
348
+ RU +5601+09250 Asia/Krasnoyarsk MSK+04 - Krasnoyarsk area
349
+ RU +5216+10420 Asia/Irkutsk MSK+05 - Irkutsk, Buryatia
350
+ RU +5203+11328 Asia/Chita MSK+06 - Zabaykalsky
351
+ RU +6200+12940 Asia/Yakutsk MSK+06 - Lena River
352
+ RU +623923+1353314 Asia/Khandyga MSK+06 - Tomponsky, Ust-Maysky
353
+ RU +4310+13156 Asia/Vladivostok MSK+07 - Amur River
354
+ RU +643337+1431336 Asia/Ust-Nera MSK+07 - Oymyakonsky
355
+ RU +5934+15048 Asia/Magadan MSK+08 - Magadan
356
+ RU +4658+14242 Asia/Sakhalin MSK+08 - Sakhalin Island
357
+ RU +6728+15343 Asia/Srednekolymsk MSK+08 - Sakha (E), N Kuril Is
358
+ RU +5301+15839 Asia/Kamchatka MSK+09 - Kamchatka
359
+ RU +6445+17729 Asia/Anadyr MSK+09 - Bering Sea
360
+ RW -0157+03004 Africa/Kigali
361
+ SA +2438+04643 Asia/Riyadh
362
+ SB -0932+16012 Pacific/Guadalcanal
363
+ SC -0440+05528 Indian/Mahe
364
+ SD +1536+03232 Africa/Khartoum
365
+ SE +5920+01803 Europe/Stockholm
366
+ SG +0117+10351 Asia/Singapore
367
+ SH -1555-00542 Atlantic/St_Helena
368
+ SI +4603+01431 Europe/Ljubljana
369
+ SJ +7800+01600 Arctic/Longyearbyen
370
+ SK +4809+01707 Europe/Bratislava
371
+ SL +0830-01315 Africa/Freetown
372
+ SM +4355+01228 Europe/San_Marino
373
+ SN +1440-01726 Africa/Dakar
374
+ SO +0204+04522 Africa/Mogadishu
375
+ SR +0550-05510 America/Paramaribo
376
+ SS +0451+03137 Africa/Juba
377
+ ST +0020+00644 Africa/Sao_Tome
378
+ SV +1342-08912 America/El_Salvador
379
+ SX +180305-0630250 America/Lower_Princes
380
+ SY +3330+03618 Asia/Damascus
381
+ SZ -2618+03106 Africa/Mbabane
382
+ TC +2128-07108 America/Grand_Turk
383
+ TD +1207+01503 Africa/Ndjamena
384
+ TF -492110+0701303 Indian/Kerguelen
385
+ TG +0608+00113 Africa/Lome
386
+ TH +1345+10031 Asia/Bangkok
387
+ TJ +3835+06848 Asia/Dushanbe
388
+ TK -0922-17114 Pacific/Fakaofo
389
+ TL -0833+12535 Asia/Dili
390
+ TM +3757+05823 Asia/Ashgabat
391
+ TN +3648+01011 Africa/Tunis
392
+ TO -210800-1751200 Pacific/Tongatapu
393
+ TR +4101+02858 Europe/Istanbul
394
+ TT +1039-06131 America/Port_of_Spain
395
+ TV -0831+17913 Pacific/Funafuti
396
+ TW +2503+12130 Asia/Taipei
397
+ TZ -0648+03917 Africa/Dar_es_Salaam
398
+ UA +5026+03031 Europe/Kyiv most of Ukraine
399
+ UG +0019+03225 Africa/Kampala
400
+ UM +2813-17722 Pacific/Midway Midway Islands
401
+ UM +1917+16637 Pacific/Wake Wake Island
402
+ US +404251-0740023 America/New_York Eastern (most areas)
403
+ US +421953-0830245 America/Detroit Eastern - MI (most areas)
404
+ US +381515-0854534 America/Kentucky/Louisville Eastern - KY (Louisville area)
405
+ US +364947-0845057 America/Kentucky/Monticello Eastern - KY (Wayne)
406
+ US +394606-0860929 America/Indiana/Indianapolis Eastern - IN (most areas)
407
+ US +384038-0873143 America/Indiana/Vincennes Eastern - IN (Da, Du, K, Mn)
408
+ US +410305-0863611 America/Indiana/Winamac Eastern - IN (Pulaski)
409
+ US +382232-0862041 America/Indiana/Marengo Eastern - IN (Crawford)
410
+ US +382931-0871643 America/Indiana/Petersburg Eastern - IN (Pike)
411
+ US +384452-0850402 America/Indiana/Vevay Eastern - IN (Switzerland)
412
+ US +415100-0873900 America/Chicago Central (most areas)
413
+ US +375711-0864541 America/Indiana/Tell_City Central - IN (Perry)
414
+ US +411745-0863730 America/Indiana/Knox Central - IN (Starke)
415
+ US +450628-0873651 America/Menominee Central - MI (Wisconsin border)
416
+ US +470659-1011757 America/North_Dakota/Center Central - ND (Oliver)
417
+ US +465042-1012439 America/North_Dakota/New_Salem Central - ND (Morton rural)
418
+ US +471551-1014640 America/North_Dakota/Beulah Central - ND (Mercer)
419
+ US +394421-1045903 America/Denver Mountain (most areas)
420
+ US +433649-1161209 America/Boise Mountain - ID (south), OR (east)
421
+ US +332654-1120424 America/Phoenix MST - AZ (except Navajo)
422
+ US +340308-1181434 America/Los_Angeles Pacific
423
+ US +611305-1495401 America/Anchorage Alaska (most areas)
424
+ US +581807-1342511 America/Juneau Alaska - Juneau area
425
+ US +571035-1351807 America/Sitka Alaska - Sitka area
426
+ US +550737-1313435 America/Metlakatla Alaska - Annette Island
427
+ US +593249-1394338 America/Yakutat Alaska - Yakutat
428
+ US +643004-1652423 America/Nome Alaska (west)
429
+ US +515248-1763929 America/Adak Alaska - western Aleutians
430
+ US +211825-1575130 Pacific/Honolulu Hawaii
431
+ UY -345433-0561245 America/Montevideo
432
+ UZ +3940+06648 Asia/Samarkand Uzbekistan (west)
433
+ UZ +4120+06918 Asia/Tashkent Uzbekistan (east)
434
+ VA +415408+0122711 Europe/Vatican
435
+ VC +1309-06114 America/St_Vincent
436
+ VE +1030-06656 America/Caracas
437
+ VG +1827-06437 America/Tortola
438
+ VI +1821-06456 America/St_Thomas
439
+ VN +1045+10640 Asia/Ho_Chi_Minh
440
+ VU -1740+16825 Pacific/Efate
441
+ WF -1318-17610 Pacific/Wallis
442
+ WS -1350-17144 Pacific/Apia
443
+ YE +1245+04512 Asia/Aden
444
+ YT -1247+04514 Indian/Mayotte
445
+ ZA -2615+02800 Africa/Johannesburg
446
+ ZM -1525+02817 Africa/Lusaka
447
+ ZW -1750+03103 Africa/Harare
deepseek/lib/python3.10/site-packages/pytz/zoneinfo/zone1970.tab ADDED
@@ -0,0 +1,374 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # tzdb timezone descriptions
2
+ #
3
+ # This file is in the public domain.
4
+ #
5
+ # From Paul Eggert (2018-06-27):
6
+ # This file contains a table where each row stands for a timezone where
7
+ # civil timestamps have agreed since 1970. Columns are separated by
8
+ # a single tab. Lines beginning with '#' are comments. All text uses
9
+ # UTF-8 encoding. The columns of the table are as follows:
10
+ #
11
+ # 1. The countries that overlap the timezone, as a comma-separated list
12
+ # of ISO 3166 2-character country codes. See the file 'iso3166.tab'.
13
+ # 2. Latitude and longitude of the timezone's principal location
14
+ # in ISO 6709 sign-degrees-minutes-seconds format,
15
+ # either ±DDMM±DDDMM or ±DDMMSS±DDDMMSS,
16
+ # first latitude (+ is north), then longitude (+ is east).
17
+ # 3. Timezone name used in value of TZ environment variable.
18
+ # Please see the theory.html file for how these names are chosen.
19
+ # If multiple timezones overlap a country, each has a row in the
20
+ # table, with each column 1 containing the country code.
21
+ # 4. Comments; present if and only if countries have multiple timezones,
22
+ # and useful only for those countries. For example, the comments
23
+ # for the row with countries CH,DE,LI and name Europe/Zurich
24
+ # are useful only for DE, since CH and LI have no other timezones.
25
+ #
26
+ # If a timezone covers multiple countries, the most-populous city is used,
27
+ # and that country is listed first in column 1; any other countries
28
+ # are listed alphabetically by country code. The table is sorted
29
+ # first by country code, then (if possible) by an order within the
30
+ # country that (1) makes some geographical sense, and (2) puts the
31
+ # most populous timezones first, where that does not contradict (1).
32
+ #
33
+ # This table is intended as an aid for users, to help them select timezones
34
+ # appropriate for their practical needs. It is not intended to take or
35
+ # endorse any position on legal or territorial claims.
36
+ #
37
+ #country-
38
+ #codes coordinates TZ comments
39
+ AD +4230+00131 Europe/Andorra
40
+ AE,OM,RE,SC,TF +2518+05518 Asia/Dubai Crozet
41
+ AF +3431+06912 Asia/Kabul
42
+ AL +4120+01950 Europe/Tirane
43
+ AM +4011+04430 Asia/Yerevan
44
+ AQ -6617+11031 Antarctica/Casey Casey
45
+ AQ -6835+07758 Antarctica/Davis Davis
46
+ AQ -6736+06253 Antarctica/Mawson Mawson
47
+ AQ -6448-06406 Antarctica/Palmer Palmer
48
+ AQ -6734-06808 Antarctica/Rothera Rothera
49
+ AQ -720041+0023206 Antarctica/Troll Troll
50
+ AQ -7824+10654 Antarctica/Vostok Vostok
51
+ AR -3436-05827 America/Argentina/Buenos_Aires Buenos Aires (BA, CF)
52
+ AR -3124-06411 America/Argentina/Cordoba most areas: CB, CC, CN, ER, FM, MN, SE, SF
53
+ AR -2447-06525 America/Argentina/Salta Salta (SA, LP, NQ, RN)
54
+ AR -2411-06518 America/Argentina/Jujuy Jujuy (JY)
55
+ AR -2649-06513 America/Argentina/Tucuman Tucumán (TM)
56
+ AR -2828-06547 America/Argentina/Catamarca Catamarca (CT), Chubut (CH)
57
+ AR -2926-06651 America/Argentina/La_Rioja La Rioja (LR)
58
+ AR -3132-06831 America/Argentina/San_Juan San Juan (SJ)
59
+ AR -3253-06849 America/Argentina/Mendoza Mendoza (MZ)
60
+ AR -3319-06621 America/Argentina/San_Luis San Luis (SL)
61
+ AR -5138-06913 America/Argentina/Rio_Gallegos Santa Cruz (SC)
62
+ AR -5448-06818 America/Argentina/Ushuaia Tierra del Fuego (TF)
63
+ AS,UM -1416-17042 Pacific/Pago_Pago Midway
64
+ AT +4813+01620 Europe/Vienna
65
+ AU -3133+15905 Australia/Lord_Howe Lord Howe Island
66
+ AU -5430+15857 Antarctica/Macquarie Macquarie Island
67
+ AU -4253+14719 Australia/Hobart Tasmania
68
+ AU -3749+14458 Australia/Melbourne Victoria
69
+ AU -3352+15113 Australia/Sydney New South Wales (most areas)
70
+ AU -3157+14127 Australia/Broken_Hill New South Wales (Yancowinna)
71
+ AU -2728+15302 Australia/Brisbane Queensland (most areas)
72
+ AU -2016+14900 Australia/Lindeman Queensland (Whitsunday Islands)
73
+ AU -3455+13835 Australia/Adelaide South Australia
74
+ AU -1228+13050 Australia/Darwin Northern Territory
75
+ AU -3157+11551 Australia/Perth Western Australia (most areas)
76
+ AU -3143+12852 Australia/Eucla Western Australia (Eucla)
77
+ AZ +4023+04951 Asia/Baku
78
+ BB +1306-05937 America/Barbados
79
+ BD +2343+09025 Asia/Dhaka
80
+ BE,LU,NL +5050+00420 Europe/Brussels
81
+ BG +4241+02319 Europe/Sofia
82
+ BM +3217-06446 Atlantic/Bermuda
83
+ BO -1630-06809 America/La_Paz
84
+ BR -0351-03225 America/Noronha Atlantic islands
85
+ BR -0127-04829 America/Belem Pará (east), Amapá
86
+ BR -0343-03830 America/Fortaleza Brazil (northeast: MA, PI, CE, RN, PB)
87
+ BR -0803-03454 America/Recife Pernambuco
88
+ BR -0712-04812 America/Araguaina Tocantins
89
+ BR -0940-03543 America/Maceio Alagoas, Sergipe
90
+ BR -1259-03831 America/Bahia Bahia
91
+ BR -2332-04637 America/Sao_Paulo Brazil (southeast: GO, DF, MG, ES, RJ, SP, PR, SC, RS)
92
+ BR -2027-05437 America/Campo_Grande Mato Grosso do Sul
93
+ BR -1535-05605 America/Cuiaba Mato Grosso
94
+ BR -0226-05452 America/Santarem Pará (west)
95
+ BR -0846-06354 America/Porto_Velho Rondônia
96
+ BR +0249-06040 America/Boa_Vista Roraima
97
+ BR -0308-06001 America/Manaus Amazonas (east)
98
+ BR -0640-06952 America/Eirunepe Amazonas (west)
99
+ BR -0958-06748 America/Rio_Branco Acre
100
+ BT +2728+08939 Asia/Thimphu
101
+ BY +5354+02734 Europe/Minsk
102
+ BZ +1730-08812 America/Belize
103
+ CA +4734-05243 America/St_Johns Newfoundland, Labrador (SE)
104
+ CA +4439-06336 America/Halifax Atlantic - NS (most areas), PE
105
+ CA +4612-05957 America/Glace_Bay Atlantic - NS (Cape Breton)
106
+ CA +4606-06447 America/Moncton Atlantic - New Brunswick
107
+ CA +5320-06025 America/Goose_Bay Atlantic - Labrador (most areas)
108
+ CA,BS +4339-07923 America/Toronto Eastern - ON & QC (most areas)
109
+ CA +6344-06828 America/Iqaluit Eastern - NU (most areas)
110
+ CA +4953-09709 America/Winnipeg Central - ON (west), Manitoba
111
+ CA +744144-0944945 America/Resolute Central - NU (Resolute)
112
+ CA +624900-0920459 America/Rankin_Inlet Central - NU (central)
113
+ CA +5024-10439 America/Regina CST - SK (most areas)
114
+ CA +5017-10750 America/Swift_Current CST - SK (midwest)
115
+ CA +5333-11328 America/Edmonton Mountain - AB, BC(E), NT(E), SK(W)
116
+ CA +690650-1050310 America/Cambridge_Bay Mountain - NU (west)
117
+ CA +682059-1334300 America/Inuvik Mountain - NT (west)
118
+ CA +5546-12014 America/Dawson_Creek MST - BC (Dawson Cr, Ft St John)
119
+ CA +5848-12242 America/Fort_Nelson MST - BC (Ft Nelson)
120
+ CA +6043-13503 America/Whitehorse MST - Yukon (east)
121
+ CA +6404-13925 America/Dawson MST - Yukon (west)
122
+ CA +4916-12307 America/Vancouver Pacific - BC (most areas)
123
+ CH,DE,LI +4723+00832 Europe/Zurich Büsingen
124
+ CI,BF,GH,GM,GN,IS,ML,MR,SH,SL,SN,TG +0519-00402 Africa/Abidjan
125
+ CK -2114-15946 Pacific/Rarotonga
126
+ CL -3327-07040 America/Santiago most of Chile
127
+ CL -5309-07055 America/Punta_Arenas Region of Magallanes
128
+ CL -2709-10926 Pacific/Easter Easter Island
129
+ CN +3114+12128 Asia/Shanghai Beijing Time
130
+ CN +4348+08735 Asia/Urumqi Xinjiang Time
131
+ CO +0436-07405 America/Bogota
132
+ CR +0956-08405 America/Costa_Rica
133
+ CU +2308-08222 America/Havana
134
+ CV +1455-02331 Atlantic/Cape_Verde
135
+ CY +3510+03322 Asia/Nicosia most of Cyprus
136
+ CY +3507+03357 Asia/Famagusta Northern Cyprus
137
+ CZ,SK +5005+01426 Europe/Prague
138
+ DE,DK,NO,SE,SJ +5230+01322 Europe/Berlin most of Germany
139
+ DO +1828-06954 America/Santo_Domingo
140
+ DZ +3647+00303 Africa/Algiers
141
+ EC -0210-07950 America/Guayaquil Ecuador (mainland)
142
+ EC -0054-08936 Pacific/Galapagos Galápagos Islands
143
+ EE +5925+02445 Europe/Tallinn
144
+ EG +3003+03115 Africa/Cairo
145
+ EH +2709-01312 Africa/El_Aaiun
146
+ ES +4024-00341 Europe/Madrid Spain (mainland)
147
+ ES +3553-00519 Africa/Ceuta Ceuta, Melilla
148
+ ES +2806-01524 Atlantic/Canary Canary Islands
149
+ FI,AX +6010+02458 Europe/Helsinki
150
+ FJ -1808+17825 Pacific/Fiji
151
+ FK -5142-05751 Atlantic/Stanley
152
+ FM +0519+16259 Pacific/Kosrae Kosrae
153
+ FO +6201-00646 Atlantic/Faroe
154
+ FR,MC +4852+00220 Europe/Paris
155
+ GB,GG,IM,JE +513030-0000731 Europe/London
156
+ GE +4143+04449 Asia/Tbilisi
157
+ GF +0456-05220 America/Cayenne
158
+ GI +3608-00521 Europe/Gibraltar
159
+ GL +6411-05144 America/Nuuk most of Greenland
160
+ GL +7646-01840 America/Danmarkshavn National Park (east coast)
161
+ GL +7029-02158 America/Scoresbysund Scoresbysund/Ittoqqortoormiit
162
+ GL +7634-06847 America/Thule Thule/Pituffik
163
+ GR +3758+02343 Europe/Athens
164
+ GS -5416-03632 Atlantic/South_Georgia
165
+ GT +1438-09031 America/Guatemala
166
+ GU,MP +1328+14445 Pacific/Guam
167
+ GW +1151-01535 Africa/Bissau
168
+ GY +0648-05810 America/Guyana
169
+ HK +2217+11409 Asia/Hong_Kong
170
+ HN +1406-08713 America/Tegucigalpa
171
+ HT +1832-07220 America/Port-au-Prince
172
+ HU +4730+01905 Europe/Budapest
173
+ ID -0610+10648 Asia/Jakarta Java, Sumatra
174
+ ID -0002+10920 Asia/Pontianak Borneo (west, central)
175
+ ID -0507+11924 Asia/Makassar Borneo (east, south), Sulawesi/Celebes, Bali, Nusa Tengarra, Timor (west)
176
+ ID -0232+14042 Asia/Jayapura New Guinea (West Papua / Irian Jaya), Malukus/Moluccas
177
+ IE +5320-00615 Europe/Dublin
178
+ IL +314650+0351326 Asia/Jerusalem
179
+ IN +2232+08822 Asia/Kolkata
180
+ IO -0720+07225 Indian/Chagos
181
+ IQ +3321+04425 Asia/Baghdad
182
+ IR +3540+05126 Asia/Tehran
183
+ IT,SM,VA +4154+01229 Europe/Rome
184
+ JM +175805-0764736 America/Jamaica
185
+ JO +3157+03556 Asia/Amman
186
+ JP +353916+1394441 Asia/Tokyo
187
+ KE,DJ,ER,ET,KM,MG,SO,TZ,UG,YT -0117+03649 Africa/Nairobi
188
+ KG +4254+07436 Asia/Bishkek
189
+ KI,MH,TV,UM,WF +0125+17300 Pacific/Tarawa Gilberts, Marshalls, Wake
190
+ KI -0247-17143 Pacific/Kanton Phoenix Islands
191
+ KI +0152-15720 Pacific/Kiritimati Line Islands
192
+ KP +3901+12545 Asia/Pyongyang
193
+ KR +3733+12658 Asia/Seoul
194
+ KZ +4315+07657 Asia/Almaty most of Kazakhstan
195
+ KZ +4448+06528 Asia/Qyzylorda Qyzylorda/Kyzylorda/Kzyl-Orda
196
+ KZ +5312+06337 Asia/Qostanay Qostanay/Kostanay/Kustanay
197
+ KZ +5017+05710 Asia/Aqtobe Aqtöbe/Aktobe
198
+ KZ +4431+05016 Asia/Aqtau Mangghystaū/Mankistau
199
+ KZ +4707+05156 Asia/Atyrau Atyraū/Atirau/Gur'yev
200
+ KZ +5113+05121 Asia/Oral West Kazakhstan
201
+ LB +3353+03530 Asia/Beirut
202
+ LK +0656+07951 Asia/Colombo
203
+ LR +0618-01047 Africa/Monrovia
204
+ LT +5441+02519 Europe/Vilnius
205
+ LV +5657+02406 Europe/Riga
206
+ LY +3254+01311 Africa/Tripoli
207
+ MA +3339-00735 Africa/Casablanca
208
+ MD +4700+02850 Europe/Chisinau
209
+ MH +0905+16720 Pacific/Kwajalein Kwajalein
210
+ MM,CC +1647+09610 Asia/Yangon
211
+ MN +4755+10653 Asia/Ulaanbaatar most of Mongolia
212
+ MN +4801+09139 Asia/Hovd Bayan-Ölgii, Hovd, Uvs
213
+ MO +221150+1133230 Asia/Macau
214
+ MQ +1436-06105 America/Martinique
215
+ MT +3554+01431 Europe/Malta
216
+ MU -2010+05730 Indian/Mauritius
217
+ MV,TF +0410+07330 Indian/Maldives Kerguelen, St Paul I, Amsterdam I
218
+ MX +1924-09909 America/Mexico_City Central Mexico
219
+ MX +2105-08646 America/Cancun Quintana Roo
220
+ MX +2058-08937 America/Merida Campeche, Yucatán
221
+ MX +2540-10019 America/Monterrey Durango; Coahuila, Nuevo León, Tamaulipas (most areas)
222
+ MX +2550-09730 America/Matamoros Coahuila, Nuevo León, Tamaulipas (US border)
223
+ MX +2838-10605 America/Chihuahua Chihuahua (most areas)
224
+ MX +3144-10629 America/Ciudad_Juarez Chihuahua (US border - west)
225
+ MX +2934-10425 America/Ojinaga Chihuahua (US border - east)
226
+ MX +2313-10625 America/Mazatlan Baja California Sur, Nayarit (most areas), Sinaloa
227
+ MX +2048-10515 America/Bahia_Banderas Bahía de Banderas
228
+ MX +2904-11058 America/Hermosillo Sonora
229
+ MX +3232-11701 America/Tijuana Baja California
230
+ MY,BN +0133+11020 Asia/Kuching Sabah, Sarawak
231
+ MZ,BI,BW,CD,MW,RW,ZM,ZW -2558+03235 Africa/Maputo Central Africa Time
232
+ NA -2234+01706 Africa/Windhoek
233
+ NC -2216+16627 Pacific/Noumea
234
+ NF -2903+16758 Pacific/Norfolk
235
+ NG,AO,BJ,CD,CF,CG,CM,GA,GQ,NE +0627+00324 Africa/Lagos West Africa Time
236
+ NI +1209-08617 America/Managua
237
+ NP +2743+08519 Asia/Kathmandu
238
+ NR -0031+16655 Pacific/Nauru
239
+ NU -1901-16955 Pacific/Niue
240
+ NZ,AQ -3652+17446 Pacific/Auckland New Zealand time
241
+ NZ -4357-17633 Pacific/Chatham Chatham Islands
242
+ PA,CA,KY +0858-07932 America/Panama EST - ON (Atikokan), NU (Coral H)
243
+ PE -1203-07703 America/Lima
244
+ PF -1732-14934 Pacific/Tahiti Society Islands
245
+ PF -0900-13930 Pacific/Marquesas Marquesas Islands
246
+ PF -2308-13457 Pacific/Gambier Gambier Islands
247
+ PG,AQ,FM -0930+14710 Pacific/Port_Moresby Papua New Guinea (most areas), Chuuk, Yap, Dumont d'Urville
248
+ PG -0613+15534 Pacific/Bougainville Bougainville
249
+ PH +1435+12100 Asia/Manila
250
+ PK +2452+06703 Asia/Karachi
251
+ PL +5215+02100 Europe/Warsaw
252
+ PM +4703-05620 America/Miquelon
253
+ PN -2504-13005 Pacific/Pitcairn
254
+ PR,AG,CA,AI,AW,BL,BQ,CW,DM,GD,GP,KN,LC,MF,MS,SX,TT,VC,VG,VI +182806-0660622 America/Puerto_Rico AST - QC (Lower North Shore)
255
+ PS +3130+03428 Asia/Gaza Gaza Strip
256
+ PS +313200+0350542 Asia/Hebron West Bank
257
+ PT +3843-00908 Europe/Lisbon Portugal (mainland)
258
+ PT +3238-01654 Atlantic/Madeira Madeira Islands
259
+ PT +3744-02540 Atlantic/Azores Azores
260
+ PW +0720+13429 Pacific/Palau
261
+ PY -2516-05740 America/Asuncion
262
+ QA,BH +2517+05132 Asia/Qatar
263
+ RO +4426+02606 Europe/Bucharest
264
+ RS,BA,HR,ME,MK,SI +4450+02030 Europe/Belgrade
265
+ RU +5443+02030 Europe/Kaliningrad MSK-01 - Kaliningrad
266
+ RU +554521+0373704 Europe/Moscow MSK+00 - Moscow area
267
+ # Mention RU and UA alphabetically. See "territorial claims" above.
268
+ RU,UA +4457+03406 Europe/Simferopol Crimea
269
+ RU +5836+04939 Europe/Kirov MSK+00 - Kirov
270
+ RU +4844+04425 Europe/Volgograd MSK+00 - Volgograd
271
+ RU +4621+04803 Europe/Astrakhan MSK+01 - Astrakhan
272
+ RU +5134+04602 Europe/Saratov MSK+01 - Saratov
273
+ RU +5420+04824 Europe/Ulyanovsk MSK+01 - Ulyanovsk
274
+ RU +5312+05009 Europe/Samara MSK+01 - Samara, Udmurtia
275
+ RU +5651+06036 Asia/Yekaterinburg MSK+02 - Urals
276
+ RU +5500+07324 Asia/Omsk MSK+03 - Omsk
277
+ RU +5502+08255 Asia/Novosibirsk MSK+04 - Novosibirsk
278
+ RU +5322+08345 Asia/Barnaul MSK+04 - Altai
279
+ RU +5630+08458 Asia/Tomsk MSK+04 - Tomsk
280
+ RU +5345+08707 Asia/Novokuznetsk MSK+04 - Kemerovo
281
+ RU +5601+09250 Asia/Krasnoyarsk MSK+04 - Krasnoyarsk area
282
+ RU +5216+10420 Asia/Irkutsk MSK+05 - Irkutsk, Buryatia
283
+ RU +5203+11328 Asia/Chita MSK+06 - Zabaykalsky
284
+ RU +6200+12940 Asia/Yakutsk MSK+06 - Lena River
285
+ RU +623923+1353314 Asia/Khandyga MSK+06 - Tomponsky, Ust-Maysky
286
+ RU +4310+13156 Asia/Vladivostok MSK+07 - Amur River
287
+ RU +643337+1431336 Asia/Ust-Nera MSK+07 - Oymyakonsky
288
+ RU +5934+15048 Asia/Magadan MSK+08 - Magadan
289
+ RU +4658+14242 Asia/Sakhalin MSK+08 - Sakhalin Island
290
+ RU +6728+15343 Asia/Srednekolymsk MSK+08 - Sakha (E), N Kuril Is
291
+ RU +5301+15839 Asia/Kamchatka MSK+09 - Kamchatka
292
+ RU +6445+17729 Asia/Anadyr MSK+09 - Bering Sea
293
+ SA,AQ,KW,YE +2438+04643 Asia/Riyadh Syowa
294
+ SB,FM -0932+16012 Pacific/Guadalcanal Pohnpei
295
+ SD +1536+03232 Africa/Khartoum
296
+ SG,MY +0117+10351 Asia/Singapore peninsular Malaysia
297
+ SR +0550-05510 America/Paramaribo
298
+ SS +0451+03137 Africa/Juba
299
+ ST +0020+00644 Africa/Sao_Tome
300
+ SV +1342-08912 America/El_Salvador
301
+ SY +3330+03618 Asia/Damascus
302
+ TC +2128-07108 America/Grand_Turk
303
+ TD +1207+01503 Africa/Ndjamena
304
+ TH,CX,KH,LA,VN +1345+10031 Asia/Bangkok north Vietnam
305
+ TJ +3835+06848 Asia/Dushanbe
306
+ TK -0922-17114 Pacific/Fakaofo
307
+ TL -0833+12535 Asia/Dili
308
+ TM +3757+05823 Asia/Ashgabat
309
+ TN +3648+01011 Africa/Tunis
310
+ TO -210800-1751200 Pacific/Tongatapu
311
+ TR +4101+02858 Europe/Istanbul
312
+ TW +2503+12130 Asia/Taipei
313
+ UA +5026+03031 Europe/Kyiv most of Ukraine
314
+ US +404251-0740023 America/New_York Eastern (most areas)
315
+ US +421953-0830245 America/Detroit Eastern - MI (most areas)
316
+ US +381515-0854534 America/Kentucky/Louisville Eastern - KY (Louisville area)
317
+ US +364947-0845057 America/Kentucky/Monticello Eastern - KY (Wayne)
318
+ US +394606-0860929 America/Indiana/Indianapolis Eastern - IN (most areas)
319
+ US +384038-0873143 America/Indiana/Vincennes Eastern - IN (Da, Du, K, Mn)
320
+ US +410305-0863611 America/Indiana/Winamac Eastern - IN (Pulaski)
321
+ US +382232-0862041 America/Indiana/Marengo Eastern - IN (Crawford)
322
+ US +382931-0871643 America/Indiana/Petersburg Eastern - IN (Pike)
323
+ US +384452-0850402 America/Indiana/Vevay Eastern - IN (Switzerland)
324
+ US +415100-0873900 America/Chicago Central (most areas)
325
+ US +375711-0864541 America/Indiana/Tell_City Central - IN (Perry)
326
+ US +411745-0863730 America/Indiana/Knox Central - IN (Starke)
327
+ US +450628-0873651 America/Menominee Central - MI (Wisconsin border)
328
+ US +470659-1011757 America/North_Dakota/Center Central - ND (Oliver)
329
+ US +465042-1012439 America/North_Dakota/New_Salem Central - ND (Morton rural)
330
+ US +471551-1014640 America/North_Dakota/Beulah Central - ND (Mercer)
331
+ US +394421-1045903 America/Denver Mountain (most areas)
332
+ US +433649-1161209 America/Boise Mountain - ID (south), OR (east)
333
+ US,CA +332654-1120424 America/Phoenix MST - AZ (most areas), Creston BC
334
+ US +340308-1181434 America/Los_Angeles Pacific
335
+ US +611305-1495401 America/Anchorage Alaska (most areas)
336
+ US +581807-1342511 America/Juneau Alaska - Juneau area
337
+ US +571035-1351807 America/Sitka Alaska - Sitka area
338
+ US +550737-1313435 America/Metlakatla Alaska - Annette Island
339
+ US +593249-1394338 America/Yakutat Alaska - Yakutat
340
+ US +643004-1652423 America/Nome Alaska (west)
341
+ US +515248-1763929 America/Adak Alaska - western Aleutians
342
+ US +211825-1575130 Pacific/Honolulu Hawaii
343
+ UY -345433-0561245 America/Montevideo
344
+ UZ +3940+06648 Asia/Samarkand Uzbekistan (west)
345
+ UZ +4120+06918 Asia/Tashkent Uzbekistan (east)
346
+ VE +1030-06656 America/Caracas
347
+ VN +1045+10640 Asia/Ho_Chi_Minh south Vietnam
348
+ VU -1740+16825 Pacific/Efate
349
+ WS -1350-17144 Pacific/Apia
350
+ ZA,LS,SZ -2615+02800 Africa/Johannesburg
351
+ #
352
+ # The next section contains experimental tab-separated comments for
353
+ # use by user agents like tzselect that identify continents and oceans.
354
+ #
355
+ # For example, the comment "#@AQ<tab>Antarctica/" means the country code
356
+ # AQ is in the continent Antarctica regardless of the Zone name,
357
+ # so Pacific/Auckland should be listed under Antarctica as well as
358
+ # under the Pacific because its line's country codes include AQ.
359
+ #
360
+ # If more than one country code is affected each is listed separated
361
+ # by commas, e.g., #@IS,SH<tab>Atlantic/". If a country code is in
362
+ # more than one continent or ocean, each is listed separated by
363
+ # commas, e.g., the second column of "#@CY,TR<tab>Asia/,Europe/".
364
+ #
365
+ # These experimental comments are present only for country codes where
366
+ # the continent or ocean is not already obvious from the Zone name.
367
+ # For example, there is no such comment for RU since it already
368
+ # corresponds to Zone names starting with both "Europe/" and "Asia/".
369
+ #
370
+ #@AQ Antarctica/
371
+ #@IS,SH Atlantic/
372
+ #@CY,TR Asia/,Europe/
373
+ #@SJ Arctic/
374
+ #@CC,CX,KM,MG,YT Indian/
deepseekvl2/lib/python3.10/site-packages/torch/ao/nn/quantizable/__init__.py ADDED
@@ -0,0 +1 @@
 
 
1
+ from .modules import * # noqa: F403
deepseekvl2/lib/python3.10/site-packages/torch/ao/nn/quantizable/modules/__init__.py ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
1
+ from .activation import MultiheadAttention
2
+ from .rnn import LSTM
3
+ from .rnn import LSTMCell
4
+
5
+ __all__ = [
6
+ 'LSTM',
7
+ 'LSTMCell',
8
+ 'MultiheadAttention',
9
+ ]
deepseekvl2/lib/python3.10/site-packages/torch/ao/nn/quantizable/modules/activation.py ADDED
@@ -0,0 +1,465 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import torch
2
+ import torch.jit # this is needed to avoid a circular import
3
+ from torch import nn
4
+ import torch.nn.functional as nnF
5
+
6
+ from torch import Tensor
7
+ from typing import Optional, Tuple
8
+
9
+ import warnings
10
+
11
+ __all__ = [
12
+ "MultiheadAttention"
13
+ ]
14
+
15
+ class MultiheadAttention(nn.MultiheadAttention):
16
+ _FLOAT_MODULE = nn.MultiheadAttention
17
+
18
+ r"""Quantizable implementation of the MultiheadAttention.
19
+
20
+ Note::
21
+ Please, refer to :class:`~torch.nn.MultiheadAttention` for more
22
+ information
23
+
24
+ Allows the model to jointly attend to information from different
25
+ representation subspaces.
26
+ See reference: Attention Is All You Need
27
+
28
+ The original MHA module is not quantizable.
29
+ This reimplements it by explicitly instantiating the linear layers.
30
+
31
+ .. math::
32
+ \text{MultiHead}(Q, K, V) = \text{Concat}(head_1,\dots,head_h)W^O
33
+ \text{where} head_i = \text{Attention}(QW_i^Q, KW_i^K, VW_i^V)
34
+
35
+ Args:
36
+ embed_dim: total dimension of the model.
37
+ num_heads: parallel attention heads.
38
+ dropout: a Dropout layer on attn_output_weights. Default: 0.0.
39
+ bias: add bias as module parameter. Default: True.
40
+ add_bias_kv: add bias to the key and value sequences at dim=0.
41
+ add_zero_attn: add a new batch of zeros to the key and
42
+ value sequences at dim=1.
43
+ kdim: total number of features in key. Default: None.
44
+ vdim: total number of features in value. Default: None.
45
+ batch_first: If ``True``, then the input and output tensors are provided
46
+ as (batch, seq, feature). Default: ``False`` (seq, batch, feature).
47
+
48
+ Note that if :attr:`kdim` and :attr:`vdim` are None, they will be set
49
+ to :attr:`embed_dim` such that query, key, and value have the same
50
+ number of features.
51
+
52
+ Examples::
53
+
54
+ >>> import torch.ao.nn.quantizable as nnqa
55
+ >>> multihead_attn = nnqa.MultiheadAttention(embed_dim, num_heads)
56
+ >>> attn_output, attn_output_weights = multihead_attn(query, key, value)
57
+
58
+ Note::
59
+ Please, follow the quantization flow to convert the quantizable MHA.
60
+ """
61
+ __constants__ = ['batch_first']
62
+
63
+ def __init__(self, embed_dim: int, num_heads: int,
64
+ dropout: float = 0., bias: bool = True,
65
+ add_bias_kv: bool = False, add_zero_attn: bool = False,
66
+ kdim: int = None, vdim: int = None, batch_first: bool = False,
67
+ device=None, dtype=None) -> None:
68
+ factory_kwargs = {'device': device, 'dtype': dtype}
69
+ super().__init__(embed_dim, num_heads, dropout,
70
+ bias, add_bias_kv,
71
+ add_zero_attn, kdim, vdim, batch_first,
72
+ **factory_kwargs)
73
+ self.linear_Q = nn.Linear(self.embed_dim, self.embed_dim, bias=bias, **factory_kwargs)
74
+ self.linear_K = nn.Linear(self.kdim, self.embed_dim, bias=bias, **factory_kwargs)
75
+ self.linear_V = nn.Linear(self.vdim, self.embed_dim, bias=bias, **factory_kwargs)
76
+ # for the type: ignore, see https://github.com/pytorch/pytorch/issues/58969
77
+ self.out_proj = nn.Linear(self.embed_dim, self.embed_dim, bias=bias, **factory_kwargs) # type: ignore[assignment]
78
+
79
+ # Functionals
80
+ self.q_scaling_product = torch.ao.nn.quantized.FloatFunctional()
81
+ # note: importing torch.ao.nn.quantized at top creates a circular import
82
+
83
+ # Quant/Dequant
84
+ self.quant_attn_output = torch.ao.quantization.QuantStub()
85
+ self.quant_attn_output_weights = torch.ao.quantization.QuantStub()
86
+ self.dequant_q = torch.ao.quantization.DeQuantStub()
87
+ self.dequant_k = torch.ao.quantization.DeQuantStub()
88
+ self.dequant_v = torch.ao.quantization.DeQuantStub()
89
+
90
+ def _get_name(self):
91
+ return 'QuantizableMultiheadAttention'
92
+
93
+ @classmethod
94
+ def from_float(cls, other):
95
+ assert type(other) == cls._FLOAT_MODULE
96
+ assert hasattr(other, 'qconfig'), "The float module must have 'qconfig'"
97
+ # Setting the dropout to 0.0!
98
+ observed = cls(other.embed_dim, other.num_heads, other.dropout,
99
+ (other.in_proj_bias is not None),
100
+ (other.bias_k is not None),
101
+ other.add_zero_attn, other.kdim, other.vdim,
102
+ other.batch_first)
103
+ observed.bias_k = other.bias_k
104
+ observed.bias_v = other.bias_v
105
+ observed.qconfig = other.qconfig
106
+
107
+ # Set the linear weights
108
+ # for the type: ignores, see https://github.com/pytorch/pytorch/issues/58969
109
+ observed.out_proj.weight = other.out_proj.weight # type: ignore[has-type]
110
+ observed.out_proj.bias = other.out_proj.bias # type: ignore[has-type]
111
+ if other._qkv_same_embed_dim:
112
+ # Use separate params
113
+ bias = other.in_proj_bias
114
+ _start = 0
115
+ _end = _start + other.embed_dim
116
+ weight = other.in_proj_weight[_start:_end, :]
117
+ if bias is not None:
118
+ bias = torch.nn.Parameter(bias[_start:_end], bias.requires_grad)
119
+ observed.linear_Q.weight = torch.nn.Parameter(weight,
120
+ weight.requires_grad)
121
+ observed.linear_Q.bias = bias
122
+
123
+ bias = other.in_proj_bias
124
+ _start = _end
125
+ _end = _start + other.embed_dim
126
+ weight = other.in_proj_weight[_start:_end, :]
127
+ if bias is not None:
128
+ bias = torch.nn.Parameter(bias[_start:_end], bias.requires_grad)
129
+ observed.linear_K.weight = torch.nn.Parameter(weight,
130
+ weight.requires_grad)
131
+ observed.linear_K.bias = bias
132
+
133
+ bias = other.in_proj_bias
134
+ _start = _end
135
+ weight = other.in_proj_weight[_start:, :]
136
+ if bias is not None:
137
+ bias = torch.nn.Parameter(bias[_start:], bias.requires_grad)
138
+ observed.linear_V.weight = torch.nn.Parameter(weight,
139
+ weight.requires_grad)
140
+ observed.linear_V.bias = bias
141
+ else:
142
+ observed.linear_Q.weight = nn.Parameter(other.q_proj_weight)
143
+ observed.linear_K.weight = nn.Parameter(other.k_proj_weight)
144
+ observed.linear_V.weight = nn.Parameter(other.v_proj_weight)
145
+ if other.in_proj_bias is None:
146
+ observed.linear_Q.bias = None # type: ignore[assignment]
147
+ observed.linear_K.bias = None # type: ignore[assignment]
148
+ observed.linear_V.bias = None # type: ignore[assignment]
149
+ else:
150
+ observed.linear_Q.bias = nn.Parameter(other.in_proj_bias[0:other.embed_dim])
151
+ observed.linear_K.bias = nn.Parameter(other.in_proj_bias[other.embed_dim:(other.embed_dim * 2)])
152
+ observed.linear_V.bias = nn.Parameter(other.in_proj_bias[(other.embed_dim * 2):])
153
+ observed.eval()
154
+ # Explicit prepare
155
+ observed = torch.ao.quantization.prepare(observed, inplace=True)
156
+ return observed
157
+
158
+ @torch.jit.unused
159
+ def dequantize(self):
160
+ r"""Utility to convert the quantized MHA back to float.
161
+
162
+ The motivation for this is that it is not trivial to conver the weights
163
+ from the format that is used in the quantized version back to the
164
+ float.
165
+ """
166
+ fp = self._FLOAT_MODULE(self.embed_dim, self.num_heads, self.dropout,
167
+ (self.in_proj_bias is not None),
168
+ (self.bias_k is not None),
169
+ self.add_zero_attn, self.kdim, self.vdim, self.batch_first)
170
+ assert fp._qkv_same_embed_dim == self._qkv_same_embed_dim
171
+ if self.bias_k is not None:
172
+ fp.bias_k = nn.Parameter(self.bias_k.dequantize())
173
+ if self.bias_v is not None:
174
+ fp.bias_v = nn.Parameter(self.bias_v.dequantize())
175
+
176
+ # Set the linear weights
177
+ # Note: Because the linear layers are quantized, mypy does not nkow how
178
+ # to deal with them -- might need to ignore the typing checks.
179
+ # for the type: ignore[has-type], see https://github.com/pytorch/pytorch/issues/58969
180
+ w, b = self.out_proj._weight_bias() # type: ignore[operator, has-type]
181
+ fp.out_proj.weight = nn.Parameter(w.dequantize())
182
+ if b is not None:
183
+ fp.out_proj.bias = nn.Parameter(b)
184
+
185
+ wQ, bQ = self.linear_Q._weight_bias() # type: ignore[operator]
186
+ wQ = wQ.dequantize()
187
+ wK, bK = self.linear_K._weight_bias() # type: ignore[operator]
188
+ wK = wK.dequantize()
189
+ wV, bV = self.linear_V._weight_bias() # type: ignore[operator]
190
+ wV = wV.dequantize()
191
+ if fp._qkv_same_embed_dim:
192
+ # Use separate params
193
+ _start = 0
194
+ _end = _start + fp.embed_dim
195
+ fp.in_proj_weight[_start:_end, :] = wQ
196
+ if fp.in_proj_bias is not None:
197
+ assert all(bQ == 0)
198
+ fp.in_proj_bias[_start:_end] = bQ
199
+
200
+ _start = _end
201
+ _end = _start + fp.embed_dim
202
+ fp.in_proj_weight[_start:_end, :] = wK
203
+ if fp.in_proj_bias is not None:
204
+ assert all(bK == 0)
205
+ fp.in_proj_bias[_start:_end] = bK
206
+
207
+ _start = _end
208
+ fp.in_proj_weight[_start:, :] = wV
209
+ if fp.in_proj_bias is not None:
210
+ assert all(bV == 0)
211
+ fp.in_proj_bias[_start:] = bV
212
+ else:
213
+ fp.q_proj_weight = nn.Parameter(wQ)
214
+ fp.k_proj_weight = nn.Parameter(wK)
215
+ fp.v_proj_weight = nn.Parameter(wV)
216
+ if fp.in_proj_bias is None:
217
+ self.linear_Q.bias = None
218
+ self.linear_K.bias = None
219
+ self.linear_V.bias = None
220
+ else:
221
+ fp.in_proj_bias[0:fp.embed_dim] = bQ
222
+ fp.in_proj_bias[fp.embed_dim:(fp.embed_dim * 2)] = bK
223
+ fp.in_proj_bias[(fp.embed_dim * 2):] = bV
224
+
225
+ return fp
226
+
227
+
228
+ @classmethod
229
+ def from_observed(cls, other):
230
+ # The whole flow is float -> observed -> quantized
231
+ # This class does float -> observed only
232
+ # See nn.quantized.MultiheadAttention
233
+ raise NotImplementedError("It looks like you are trying to prepare an "
234
+ "MHA module. Please, see "
235
+ "the examples on quantizable MHAs.")
236
+
237
+ def forward(self,
238
+ query: Tensor,
239
+ key: Tensor,
240
+ value: Tensor,
241
+ key_padding_mask: Optional[Tensor] = None,
242
+ need_weights: bool = True,
243
+ attn_mask: Optional[Tensor] = None,
244
+ average_attn_weights: bool = True,
245
+ is_causal: bool = False) -> Tuple[Tensor, Optional[Tensor]]:
246
+ r"""
247
+ Note::
248
+ Please, refer to :func:`~torch.nn.MultiheadAttention.forward` for more
249
+ information
250
+
251
+ Args:
252
+ query, key, value: map a query and a set of key-value pairs to an output.
253
+ See "Attention Is All You Need" for more details.
254
+ key_padding_mask: if provided, specified padding elements in the key will
255
+ be ignored by the attention. When given a binary mask and a value is True,
256
+ the corresponding value on the attention layer will be ignored.
257
+ need_weights: output attn_output_weights.
258
+ attn_mask: 2D or 3D mask that prevents attention to certain positions. A 2D mask will be broadcasted for all
259
+ the batches while a 3D mask allows to specify a different mask for the entries of each batch.
260
+
261
+ Shape:
262
+ - Inputs:
263
+ - query: :math:`(L, N, E)` where L is the target sequence length, N is the batch size, E is
264
+ the embedding dimension. :math:`(N, L, E)` if ``batch_first`` is ``True``.
265
+ - key: :math:`(S, N, E)`, where S is the source sequence length, N is the batch size, E is
266
+ the embedding dimension. :math:`(N, S, E)` if ``batch_first`` is ``True``.
267
+ - value: :math:`(S, N, E)` where S is the source sequence length, N is the batch size, E is
268
+ the embedding dimension. :math:`(N, S, E)` if ``batch_first`` is ``True``.
269
+ - key_padding_mask: :math:`(N, S)` where N is the batch size, S is the source sequence length.
270
+ If a BoolTensor is provided, the positions with the
271
+ value of ``True`` will be ignored while the position with the value of ``False`` will be unchanged.
272
+ - attn_mask: 2D mask :math:`(L, S)` where L is the target sequence length, S is the source sequence length.
273
+ 3D mask :math:`(N*num_heads, L, S)` where N is the batch size, L is the target sequence length,
274
+ S is the source sequence length. attn_mask ensure that position i is allowed to attend the unmasked
275
+ positions. If a BoolTensor is provided, positions with ``True``
276
+ is not allowed to attend while ``False`` values will be unchanged. If a FloatTensor
277
+ is provided, it will be added to the attention weight.
278
+ - is_causal: If specified, applies a causal mask as attention mask. Mutually exclusive with providing attn_mask.
279
+ Default: ``False``.
280
+ - average_attn_weights: If true, indicates that the returned ``attn_weights`` should be averaged across
281
+ heads. Otherwise, ``attn_weights`` are provided separately per head. Note that this flag only has an
282
+ effect when ``need_weights=True.``. Default: True (i.e. average weights across heads)
283
+
284
+ - Outputs:
285
+ - attn_output: :math:`(L, N, E)` where L is the target sequence length, N is the batch size,
286
+ E is the embedding dimension. :math:`(N, L, E)` if ``batch_first`` is ``True``.
287
+ - attn_output_weights: If ``average_attn_weights=True``, returns attention weights averaged
288
+ across heads of shape :math:`(N, L, S)`, where N is the batch size, L is the target sequence length,
289
+ S is the source sequence length. If ``average_attn_weights=False``, returns attention weights per
290
+ head of shape :math:`(N, num_heads, L, S)`.
291
+ """
292
+ return self._forward_impl(query, key, value, key_padding_mask,
293
+ need_weights, attn_mask, average_attn_weights,
294
+ is_causal)
295
+
296
+ def _forward_impl(self,
297
+ query: Tensor,
298
+ key: Tensor,
299
+ value: Tensor,
300
+ key_padding_mask: Optional[Tensor] = None,
301
+ need_weights: bool = True,
302
+ attn_mask: Optional[Tensor] = None,
303
+ average_attn_weights: bool = True,
304
+ is_causal: bool = False) -> Tuple[Tensor, Optional[Tensor]]:
305
+ # This version will not deal with the static key/value pairs.
306
+ # Keeping it here for future changes.
307
+ #
308
+ # TODO: This method has some duplicate lines with the
309
+ # `torch.nn.functional.multi_head_attention`. Will need to refactor.
310
+ static_k = None
311
+ static_v = None
312
+
313
+ if attn_mask is not None and is_causal:
314
+ raise AssertionError("Only allow causal mask or attn_mask")
315
+
316
+ if is_causal:
317
+ raise AssertionError("causal mask not supported by AO MHA module")
318
+
319
+ if self.batch_first:
320
+ query, key, value = [x.transpose(0, 1) for x in (query, key, value)]
321
+
322
+ tgt_len, bsz, embed_dim_to_check = query.size()
323
+ assert self.embed_dim == embed_dim_to_check
324
+ # allow MHA to have different sizes for the feature dimension
325
+ assert key.size(0) == value.size(0) and key.size(1) == value.size(1)
326
+
327
+ head_dim = self.embed_dim // self.num_heads
328
+ assert head_dim * self.num_heads == self.embed_dim, "embed_dim must be divisible by num_heads"
329
+ scaling = float(head_dim) ** -0.5
330
+
331
+ q = self.linear_Q(query)
332
+ k = self.linear_K(key)
333
+ v = self.linear_V(value)
334
+
335
+ q = self.q_scaling_product.mul_scalar(q, scaling)
336
+
337
+ if attn_mask is not None:
338
+ if attn_mask.dtype == torch.uint8:
339
+ warnings.warn("Byte tensor for attn_mask in nn.MultiheadAttention is deprecated. Use bool tensor instead.")
340
+ attn_mask = attn_mask.to(torch.bool)
341
+ assert attn_mask.is_floating_point() or attn_mask.dtype == torch.bool, \
342
+ 'Only float and bool types are supported for attn_mask, not {}'.format(attn_mask.dtype)
343
+
344
+ if attn_mask.dim() == 2:
345
+ attn_mask = attn_mask.unsqueeze(0)
346
+ if list(attn_mask.size()) != [1, query.size(0), key.size(0)]:
347
+ raise RuntimeError('The size of the 2D attn_mask is not correct.')
348
+ elif attn_mask.dim() == 3:
349
+ if list(attn_mask.size()) != [bsz * self.num_heads, query.size(0), key.size(0)]:
350
+ raise RuntimeError('The size of the 3D attn_mask is not correct.')
351
+ else:
352
+ raise RuntimeError("attn_mask's dimension {} is not supported".format(attn_mask.dim()))
353
+ # attn_mask's dim is 3 now.
354
+
355
+ # convert ByteTensor key_padding_mask to bool
356
+ if key_padding_mask is not None and key_padding_mask.dtype == torch.uint8:
357
+ warnings.warn("Byte tensor for key_padding_mask in nn.MultiheadAttention is deprecated. Use bool tensor instead.")
358
+ key_padding_mask = key_padding_mask.to(torch.bool)
359
+ if self.bias_k is not None and self.bias_v is not None:
360
+ if static_k is None and static_v is None:
361
+
362
+ # Explicitly assert that bias_k and bias_v are not None
363
+ # in a way that TorchScript can understand.
364
+ bias_k = self.bias_k
365
+ assert bias_k is not None
366
+ bias_v = self.bias_v
367
+ assert bias_v is not None
368
+
369
+ k = torch.cat([k, bias_k.repeat(1, bsz, 1)])
370
+ v = torch.cat([v, bias_v.repeat(1, bsz, 1)])
371
+ if attn_mask is not None:
372
+ attn_mask = nnF.pad(attn_mask, (0, 1))
373
+ if key_padding_mask is not None:
374
+ key_padding_mask = nnF.pad(key_padding_mask, (0, 1))
375
+ else:
376
+ assert static_k is None, "bias cannot be added to static key."
377
+ assert static_v is None, "bias cannot be added to static value."
378
+ else:
379
+ assert self.bias_k is None
380
+ assert self.bias_v is None
381
+
382
+ q = q.contiguous().view(tgt_len, bsz * self.num_heads, head_dim).transpose(0, 1)
383
+ if k is not None:
384
+ k = k.contiguous().view(-1, bsz * self.num_heads, head_dim).transpose(0, 1)
385
+ if v is not None:
386
+ v = v.contiguous().view(-1, bsz * self.num_heads, head_dim).transpose(0, 1)
387
+
388
+ if static_k is not None:
389
+ assert static_k.size(0) == bsz * self.num_heads
390
+ assert static_k.size(2) == head_dim
391
+ k = static_k
392
+
393
+ if static_v is not None:
394
+ assert static_v.size(0) == bsz * self.num_heads
395
+ assert static_v.size(2) == head_dim
396
+ v = static_v
397
+
398
+ src_len = k.size(1)
399
+
400
+ if key_padding_mask is not None:
401
+ assert key_padding_mask.size(0) == bsz
402
+ assert key_padding_mask.size(1) == src_len
403
+
404
+ if self.add_zero_attn:
405
+ src_len += 1
406
+ k_zeros = torch.zeros((k.size(0), 1) + k.size()[2:])
407
+ if k.is_quantized:
408
+ k_zeros = torch.quantize_per_tensor(k_zeros, k.q_scale(), k.q_zero_point(), k.dtype)
409
+ k = torch.cat([k, k_zeros], dim=1)
410
+ v_zeros = torch.zeros((v.size(0), 1) + k.size()[2:])
411
+ if v.is_quantized:
412
+ v_zeros = torch.quantize_per_tensor(v_zeros, v.q_scale(), v.q_zero_point(), v.dtype)
413
+ v = torch.cat([v, v_zeros], dim=1)
414
+
415
+ if attn_mask is not None:
416
+ attn_mask = nnF.pad(attn_mask, (0, 1))
417
+ if key_padding_mask is not None:
418
+ key_padding_mask = nnF.pad(key_padding_mask, (0, 1))
419
+
420
+ # Leaving the quantized zone here
421
+ q = self.dequant_q(q)
422
+ k = self.dequant_k(k)
423
+ v = self.dequant_v(v)
424
+ attn_output_weights = torch.bmm(q, k.transpose(1, 2))
425
+ assert list(attn_output_weights.size()) == [bsz * self.num_heads, tgt_len, src_len]
426
+
427
+ if attn_mask is not None:
428
+ if attn_mask.dtype == torch.bool:
429
+ attn_output_weights.masked_fill_(attn_mask, float('-inf'))
430
+ else:
431
+ attn_output_weights += attn_mask
432
+
433
+ if key_padding_mask is not None:
434
+ attn_output_weights = attn_output_weights.view(bsz, self.num_heads, tgt_len, src_len)
435
+ attn_output_weights = attn_output_weights.masked_fill(
436
+ key_padding_mask.unsqueeze(1).unsqueeze(2),
437
+ float('-inf'),
438
+ )
439
+ attn_output_weights = attn_output_weights.view(bsz * self.num_heads, tgt_len, src_len)
440
+
441
+ attn_output_weights = nnF.softmax(
442
+ attn_output_weights, dim=-1)
443
+ attn_output_weights = nnF.dropout(attn_output_weights, p=self.dropout, training=self.training)
444
+
445
+ attn_output = torch.bmm(attn_output_weights, v)
446
+ assert list(attn_output.size()) == [bsz * self.num_heads, tgt_len, head_dim]
447
+ if self.batch_first:
448
+ attn_output = attn_output.view(bsz, tgt_len, self.embed_dim)
449
+ else:
450
+ attn_output = attn_output.transpose(0, 1).contiguous().view(tgt_len, bsz, self.embed_dim)
451
+
452
+ # Reentering the quantized zone
453
+ attn_output = self.quant_attn_output(attn_output)
454
+ # for the type: ignore[has-type], see https://github.com/pytorch/pytorch/issues/58969
455
+ attn_output = self.out_proj(attn_output) # type: ignore[has-type]
456
+ attn_output_weights = self.quant_attn_output_weights(attn_output_weights)
457
+
458
+ if need_weights:
459
+ # average attention weights over heads
460
+ attn_output_weights = attn_output_weights.view(bsz, self.num_heads, tgt_len, src_len)
461
+ if average_attn_weights:
462
+ attn_output_weights = attn_output_weights.mean(dim=1)
463
+ return attn_output, attn_output_weights
464
+ else:
465
+ return attn_output, None