applied-ai-018 commited on
Commit
f07e988
·
verified ·
1 Parent(s): 0c77931

Add files using upload-large-folder tool

Browse files
This view is limited to 50 files because it contains too many changes.   See raw diff
Files changed (50) hide show
  1. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/__init__.cpython-310.pyc +0 -0
  2. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/cmd.cpython-310.pyc +0 -0
  3. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/core.cpython-310.pyc +0 -0
  4. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/dep_util.cpython-310.pyc +0 -0
  5. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/dir_util.cpython-310.pyc +0 -0
  6. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/dist.cpython-310.pyc +0 -0
  7. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/errors.cpython-310.pyc +0 -0
  8. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/extension.cpython-310.pyc +0 -0
  9. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/fancy_getopt.cpython-310.pyc +0 -0
  10. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/file_util.cpython-310.pyc +0 -0
  11. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/filelist.cpython-310.pyc +0 -0
  12. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/log.cpython-310.pyc +0 -0
  13. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/msvccompiler.cpython-310.pyc +0 -0
  14. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/py35compat.cpython-310.pyc +0 -0
  15. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/py38compat.cpython-310.pyc +0 -0
  16. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/spawn.cpython-310.pyc +0 -0
  17. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/text_file.cpython-310.pyc +0 -0
  18. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/unixccompiler.cpython-310.pyc +0 -0
  19. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/util.cpython-310.pyc +0 -0
  20. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/version.cpython-310.pyc +0 -0
  21. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist.cpython-310.pyc +0 -0
  22. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist_dumb.cpython-310.pyc +0 -0
  23. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist_msi.cpython-310.pyc +0 -0
  24. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist_rpm.cpython-310.pyc +0 -0
  25. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist_wininst.cpython-310.pyc +0 -0
  26. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/build.cpython-310.pyc +0 -0
  27. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/build_ext.cpython-310.pyc +0 -0
  28. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/build_py.cpython-310.pyc +0 -0
  29. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/build_scripts.cpython-310.pyc +0 -0
  30. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/check.cpython-310.pyc +0 -0
  31. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/config.cpython-310.pyc +0 -0
  32. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install.cpython-310.pyc +0 -0
  33. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install_data.cpython-310.pyc +0 -0
  34. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install_egg_info.cpython-310.pyc +0 -0
  35. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install_lib.cpython-310.pyc +0 -0
  36. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install_scripts.cpython-310.pyc +0 -0
  37. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/py37compat.cpython-310.pyc +0 -0
  38. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/register.cpython-310.pyc +0 -0
  39. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/sdist.cpython-310.pyc +0 -0
  40. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/upload.cpython-310.pyc +0 -0
  41. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/bdist_msi.py +749 -0
  42. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/clean.py +76 -0
  43. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/install.py +721 -0
  44. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/install_egg_info.py +84 -0
  45. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/py37compat.py +30 -0
  46. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/register.py +304 -0
  47. llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/upload.py +214 -0
  48. llmeval-env/lib/python3.10/site-packages/transformers/activations.py +239 -0
  49. llmeval-env/lib/python3.10/site-packages/transformers/activations_tf.py +147 -0
  50. llmeval-env/lib/python3.10/site-packages/transformers/audio_utils.py +825 -0
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/__init__.cpython-310.pyc ADDED
Binary file (563 Bytes). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/cmd.cpython-310.pyc ADDED
Binary file (14 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/core.cpython-310.pyc ADDED
Binary file (7.1 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/dep_util.cpython-310.pyc ADDED
Binary file (2.78 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/dir_util.cpython-310.pyc ADDED
Binary file (5.89 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/dist.cpython-310.pyc ADDED
Binary file (34.1 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/errors.cpython-310.pyc ADDED
Binary file (5 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/extension.cpython-310.pyc ADDED
Binary file (7.01 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/fancy_getopt.cpython-310.pyc ADDED
Binary file (10.6 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/file_util.cpython-310.pyc ADDED
Binary file (5.98 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/filelist.cpython-310.pyc ADDED
Binary file (10.8 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/log.cpython-310.pyc ADDED
Binary file (2.31 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/msvccompiler.cpython-310.pyc ADDED
Binary file (14.8 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/py35compat.cpython-310.pyc ADDED
Binary file (633 Bytes). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/py38compat.cpython-310.pyc ADDED
Binary file (430 Bytes). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/spawn.cpython-310.pyc ADDED
Binary file (2.9 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/text_file.cpython-310.pyc ADDED
Binary file (8.48 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/unixccompiler.cpython-310.pyc ADDED
Binary file (6.81 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/util.cpython-310.pyc ADDED
Binary file (14.7 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/__pycache__/version.cpython-310.pyc ADDED
Binary file (7.85 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist.cpython-310.pyc ADDED
Binary file (3.67 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist_dumb.cpython-310.pyc ADDED
Binary file (3.65 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist_msi.cpython-310.pyc ADDED
Binary file (19.7 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist_rpm.cpython-310.pyc ADDED
Binary file (12.3 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/bdist_wininst.cpython-310.pyc ADDED
Binary file (8.64 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/build.cpython-310.pyc ADDED
Binary file (3.9 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/build_ext.cpython-310.pyc ADDED
Binary file (16.2 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/build_py.cpython-310.pyc ADDED
Binary file (9.89 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/build_scripts.cpython-310.pyc ADDED
Binary file (4.02 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/check.cpython-310.pyc ADDED
Binary file (5.01 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/config.cpython-310.pyc ADDED
Binary file (10.3 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install.cpython-310.pyc ADDED
Binary file (15.3 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install_data.cpython-310.pyc ADDED
Binary file (2.35 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install_egg_info.cpython-310.pyc ADDED
Binary file (3.32 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install_lib.cpython-310.pyc ADDED
Binary file (5.18 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/install_scripts.cpython-310.pyc ADDED
Binary file (2.2 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/py37compat.cpython-310.pyc ADDED
Binary file (1.05 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/register.cpython-310.pyc ADDED
Binary file (8.69 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/sdist.cpython-310.pyc ADDED
Binary file (14.5 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/__pycache__/upload.cpython-310.pyc ADDED
Binary file (5.38 kB). View file
 
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/bdist_msi.py ADDED
@@ -0,0 +1,749 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright (C) 2005, 2006 Martin von Löwis
2
+ # Licensed to PSF under a Contributor Agreement.
3
+ # The bdist_wininst command proper
4
+ # based on bdist_wininst
5
+ """
6
+ Implements the bdist_msi command.
7
+ """
8
+
9
+ import os
10
+ import sys
11
+ import warnings
12
+ from distutils.core import Command
13
+ from distutils.dir_util import remove_tree
14
+ from distutils.sysconfig import get_python_version
15
+ from distutils.version import StrictVersion
16
+ from distutils.errors import DistutilsOptionError
17
+ from distutils.util import get_platform
18
+ from distutils import log
19
+ import msilib
20
+ from msilib import schema, sequence, text
21
+ from msilib import Directory, Feature, Dialog, add_data
22
+
23
+ class PyDialog(Dialog):
24
+ """Dialog class with a fixed layout: controls at the top, then a ruler,
25
+ then a list of buttons: back, next, cancel. Optionally a bitmap at the
26
+ left."""
27
+ def __init__(self, *args, **kw):
28
+ """Dialog(database, name, x, y, w, h, attributes, title, first,
29
+ default, cancel, bitmap=true)"""
30
+ Dialog.__init__(self, *args)
31
+ ruler = self.h - 36
32
+ bmwidth = 152*ruler/328
33
+ #if kw.get("bitmap", True):
34
+ # self.bitmap("Bitmap", 0, 0, bmwidth, ruler, "PythonWin")
35
+ self.line("BottomLine", 0, ruler, self.w, 0)
36
+
37
+ def title(self, title):
38
+ "Set the title text of the dialog at the top."
39
+ # name, x, y, w, h, flags=Visible|Enabled|Transparent|NoPrefix,
40
+ # text, in VerdanaBold10
41
+ self.text("Title", 15, 10, 320, 60, 0x30003,
42
+ r"{\VerdanaBold10}%s" % title)
43
+
44
+ def back(self, title, next, name = "Back", active = 1):
45
+ """Add a back button with a given title, the tab-next button,
46
+ its name in the Control table, possibly initially disabled.
47
+
48
+ Return the button, so that events can be associated"""
49
+ if active:
50
+ flags = 3 # Visible|Enabled
51
+ else:
52
+ flags = 1 # Visible
53
+ return self.pushbutton(name, 180, self.h-27 , 56, 17, flags, title, next)
54
+
55
+ def cancel(self, title, next, name = "Cancel", active = 1):
56
+ """Add a cancel button with a given title, the tab-next button,
57
+ its name in the Control table, possibly initially disabled.
58
+
59
+ Return the button, so that events can be associated"""
60
+ if active:
61
+ flags = 3 # Visible|Enabled
62
+ else:
63
+ flags = 1 # Visible
64
+ return self.pushbutton(name, 304, self.h-27, 56, 17, flags, title, next)
65
+
66
+ def next(self, title, next, name = "Next", active = 1):
67
+ """Add a Next button with a given title, the tab-next button,
68
+ its name in the Control table, possibly initially disabled.
69
+
70
+ Return the button, so that events can be associated"""
71
+ if active:
72
+ flags = 3 # Visible|Enabled
73
+ else:
74
+ flags = 1 # Visible
75
+ return self.pushbutton(name, 236, self.h-27, 56, 17, flags, title, next)
76
+
77
+ def xbutton(self, name, title, next, xpos):
78
+ """Add a button with a given title, the tab-next button,
79
+ its name in the Control table, giving its x position; the
80
+ y-position is aligned with the other buttons.
81
+
82
+ Return the button, so that events can be associated"""
83
+ return self.pushbutton(name, int(self.w*xpos - 28), self.h-27, 56, 17, 3, title, next)
84
+
85
+ class bdist_msi(Command):
86
+
87
+ description = "create a Microsoft Installer (.msi) binary distribution"
88
+
89
+ user_options = [('bdist-dir=', None,
90
+ "temporary directory for creating the distribution"),
91
+ ('plat-name=', 'p',
92
+ "platform name to embed in generated filenames "
93
+ "(default: %s)" % get_platform()),
94
+ ('keep-temp', 'k',
95
+ "keep the pseudo-installation tree around after " +
96
+ "creating the distribution archive"),
97
+ ('target-version=', None,
98
+ "require a specific python version" +
99
+ " on the target system"),
100
+ ('no-target-compile', 'c',
101
+ "do not compile .py to .pyc on the target system"),
102
+ ('no-target-optimize', 'o',
103
+ "do not compile .py to .pyo (optimized) "
104
+ "on the target system"),
105
+ ('dist-dir=', 'd',
106
+ "directory to put final built distributions in"),
107
+ ('skip-build', None,
108
+ "skip rebuilding everything (for testing/debugging)"),
109
+ ('install-script=', None,
110
+ "basename of installation script to be run after "
111
+ "installation or before deinstallation"),
112
+ ('pre-install-script=', None,
113
+ "Fully qualified filename of a script to be run before "
114
+ "any files are installed. This script need not be in the "
115
+ "distribution"),
116
+ ]
117
+
118
+ boolean_options = ['keep-temp', 'no-target-compile', 'no-target-optimize',
119
+ 'skip-build']
120
+
121
+ all_versions = ['2.0', '2.1', '2.2', '2.3', '2.4',
122
+ '2.5', '2.6', '2.7', '2.8', '2.9',
123
+ '3.0', '3.1', '3.2', '3.3', '3.4',
124
+ '3.5', '3.6', '3.7', '3.8', '3.9']
125
+ other_version = 'X'
126
+
127
+ def __init__(self, *args, **kw):
128
+ super().__init__(*args, **kw)
129
+ warnings.warn("bdist_msi command is deprecated since Python 3.9, "
130
+ "use bdist_wheel (wheel packages) instead",
131
+ DeprecationWarning, 2)
132
+
133
+ def initialize_options(self):
134
+ self.bdist_dir = None
135
+ self.plat_name = None
136
+ self.keep_temp = 0
137
+ self.no_target_compile = 0
138
+ self.no_target_optimize = 0
139
+ self.target_version = None
140
+ self.dist_dir = None
141
+ self.skip_build = None
142
+ self.install_script = None
143
+ self.pre_install_script = None
144
+ self.versions = None
145
+
146
+ def finalize_options(self):
147
+ self.set_undefined_options('bdist', ('skip_build', 'skip_build'))
148
+
149
+ if self.bdist_dir is None:
150
+ bdist_base = self.get_finalized_command('bdist').bdist_base
151
+ self.bdist_dir = os.path.join(bdist_base, 'msi')
152
+
153
+ short_version = get_python_version()
154
+ if (not self.target_version) and self.distribution.has_ext_modules():
155
+ self.target_version = short_version
156
+
157
+ if self.target_version:
158
+ self.versions = [self.target_version]
159
+ if not self.skip_build and self.distribution.has_ext_modules()\
160
+ and self.target_version != short_version:
161
+ raise DistutilsOptionError(
162
+ "target version can only be %s, or the '--skip-build'"
163
+ " option must be specified" % (short_version,))
164
+ else:
165
+ self.versions = list(self.all_versions)
166
+
167
+ self.set_undefined_options('bdist',
168
+ ('dist_dir', 'dist_dir'),
169
+ ('plat_name', 'plat_name'),
170
+ )
171
+
172
+ if self.pre_install_script:
173
+ raise DistutilsOptionError(
174
+ "the pre-install-script feature is not yet implemented")
175
+
176
+ if self.install_script:
177
+ for script in self.distribution.scripts:
178
+ if self.install_script == os.path.basename(script):
179
+ break
180
+ else:
181
+ raise DistutilsOptionError(
182
+ "install_script '%s' not found in scripts"
183
+ % self.install_script)
184
+ self.install_script_key = None
185
+
186
+ def run(self):
187
+ if not self.skip_build:
188
+ self.run_command('build')
189
+
190
+ install = self.reinitialize_command('install', reinit_subcommands=1)
191
+ install.prefix = self.bdist_dir
192
+ install.skip_build = self.skip_build
193
+ install.warn_dir = 0
194
+
195
+ install_lib = self.reinitialize_command('install_lib')
196
+ # we do not want to include pyc or pyo files
197
+ install_lib.compile = 0
198
+ install_lib.optimize = 0
199
+
200
+ if self.distribution.has_ext_modules():
201
+ # If we are building an installer for a Python version other
202
+ # than the one we are currently running, then we need to ensure
203
+ # our build_lib reflects the other Python version rather than ours.
204
+ # Note that for target_version!=sys.version, we must have skipped the
205
+ # build step, so there is no issue with enforcing the build of this
206
+ # version.
207
+ target_version = self.target_version
208
+ if not target_version:
209
+ assert self.skip_build, "Should have already checked this"
210
+ target_version = '%d.%d' % sys.version_info[:2]
211
+ plat_specifier = ".%s-%s" % (self.plat_name, target_version)
212
+ build = self.get_finalized_command('build')
213
+ build.build_lib = os.path.join(build.build_base,
214
+ 'lib' + plat_specifier)
215
+
216
+ log.info("installing to %s", self.bdist_dir)
217
+ install.ensure_finalized()
218
+
219
+ # avoid warning of 'install_lib' about installing
220
+ # into a directory not in sys.path
221
+ sys.path.insert(0, os.path.join(self.bdist_dir, 'PURELIB'))
222
+
223
+ install.run()
224
+
225
+ del sys.path[0]
226
+
227
+ self.mkpath(self.dist_dir)
228
+ fullname = self.distribution.get_fullname()
229
+ installer_name = self.get_installer_filename(fullname)
230
+ installer_name = os.path.abspath(installer_name)
231
+ if os.path.exists(installer_name): os.unlink(installer_name)
232
+
233
+ metadata = self.distribution.metadata
234
+ author = metadata.author
235
+ if not author:
236
+ author = metadata.maintainer
237
+ if not author:
238
+ author = "UNKNOWN"
239
+ version = metadata.get_version()
240
+ # ProductVersion must be strictly numeric
241
+ # XXX need to deal with prerelease versions
242
+ sversion = "%d.%d.%d" % StrictVersion(version).version
243
+ # Prefix ProductName with Python x.y, so that
244
+ # it sorts together with the other Python packages
245
+ # in Add-Remove-Programs (APR)
246
+ fullname = self.distribution.get_fullname()
247
+ if self.target_version:
248
+ product_name = "Python %s %s" % (self.target_version, fullname)
249
+ else:
250
+ product_name = "Python %s" % (fullname)
251
+ self.db = msilib.init_database(installer_name, schema,
252
+ product_name, msilib.gen_uuid(),
253
+ sversion, author)
254
+ msilib.add_tables(self.db, sequence)
255
+ props = [('DistVersion', version)]
256
+ email = metadata.author_email or metadata.maintainer_email
257
+ if email:
258
+ props.append(("ARPCONTACT", email))
259
+ if metadata.url:
260
+ props.append(("ARPURLINFOABOUT", metadata.url))
261
+ if props:
262
+ add_data(self.db, 'Property', props)
263
+
264
+ self.add_find_python()
265
+ self.add_files()
266
+ self.add_scripts()
267
+ self.add_ui()
268
+ self.db.Commit()
269
+
270
+ if hasattr(self.distribution, 'dist_files'):
271
+ tup = 'bdist_msi', self.target_version or 'any', fullname
272
+ self.distribution.dist_files.append(tup)
273
+
274
+ if not self.keep_temp:
275
+ remove_tree(self.bdist_dir, dry_run=self.dry_run)
276
+
277
+ def add_files(self):
278
+ db = self.db
279
+ cab = msilib.CAB("distfiles")
280
+ rootdir = os.path.abspath(self.bdist_dir)
281
+
282
+ root = Directory(db, cab, None, rootdir, "TARGETDIR", "SourceDir")
283
+ f = Feature(db, "Python", "Python", "Everything",
284
+ 0, 1, directory="TARGETDIR")
285
+
286
+ items = [(f, root, '')]
287
+ for version in self.versions + [self.other_version]:
288
+ target = "TARGETDIR" + version
289
+ name = default = "Python" + version
290
+ desc = "Everything"
291
+ if version is self.other_version:
292
+ title = "Python from another location"
293
+ level = 2
294
+ else:
295
+ title = "Python %s from registry" % version
296
+ level = 1
297
+ f = Feature(db, name, title, desc, 1, level, directory=target)
298
+ dir = Directory(db, cab, root, rootdir, target, default)
299
+ items.append((f, dir, version))
300
+ db.Commit()
301
+
302
+ seen = {}
303
+ for feature, dir, version in items:
304
+ todo = [dir]
305
+ while todo:
306
+ dir = todo.pop()
307
+ for file in os.listdir(dir.absolute):
308
+ afile = os.path.join(dir.absolute, file)
309
+ if os.path.isdir(afile):
310
+ short = "%s|%s" % (dir.make_short(file), file)
311
+ default = file + version
312
+ newdir = Directory(db, cab, dir, file, default, short)
313
+ todo.append(newdir)
314
+ else:
315
+ if not dir.component:
316
+ dir.start_component(dir.logical, feature, 0)
317
+ if afile not in seen:
318
+ key = seen[afile] = dir.add_file(file)
319
+ if file==self.install_script:
320
+ if self.install_script_key:
321
+ raise DistutilsOptionError(
322
+ "Multiple files with name %s" % file)
323
+ self.install_script_key = '[#%s]' % key
324
+ else:
325
+ key = seen[afile]
326
+ add_data(self.db, "DuplicateFile",
327
+ [(key + version, dir.component, key, None, dir.logical)])
328
+ db.Commit()
329
+ cab.commit(db)
330
+
331
+ def add_find_python(self):
332
+ """Adds code to the installer to compute the location of Python.
333
+
334
+ Properties PYTHON.MACHINE.X.Y and PYTHON.USER.X.Y will be set from the
335
+ registry for each version of Python.
336
+
337
+ Properties TARGETDIRX.Y will be set from PYTHON.USER.X.Y if defined,
338
+ else from PYTHON.MACHINE.X.Y.
339
+
340
+ Properties PYTHONX.Y will be set to TARGETDIRX.Y\\python.exe"""
341
+
342
+ start = 402
343
+ for ver in self.versions:
344
+ install_path = r"SOFTWARE\Python\PythonCore\%s\InstallPath" % ver
345
+ machine_reg = "python.machine." + ver
346
+ user_reg = "python.user." + ver
347
+ machine_prop = "PYTHON.MACHINE." + ver
348
+ user_prop = "PYTHON.USER." + ver
349
+ machine_action = "PythonFromMachine" + ver
350
+ user_action = "PythonFromUser" + ver
351
+ exe_action = "PythonExe" + ver
352
+ target_dir_prop = "TARGETDIR" + ver
353
+ exe_prop = "PYTHON" + ver
354
+ if msilib.Win64:
355
+ # type: msidbLocatorTypeRawValue + msidbLocatorType64bit
356
+ Type = 2+16
357
+ else:
358
+ Type = 2
359
+ add_data(self.db, "RegLocator",
360
+ [(machine_reg, 2, install_path, None, Type),
361
+ (user_reg, 1, install_path, None, Type)])
362
+ add_data(self.db, "AppSearch",
363
+ [(machine_prop, machine_reg),
364
+ (user_prop, user_reg)])
365
+ add_data(self.db, "CustomAction",
366
+ [(machine_action, 51+256, target_dir_prop, "[" + machine_prop + "]"),
367
+ (user_action, 51+256, target_dir_prop, "[" + user_prop + "]"),
368
+ (exe_action, 51+256, exe_prop, "[" + target_dir_prop + "]\\python.exe"),
369
+ ])
370
+ add_data(self.db, "InstallExecuteSequence",
371
+ [(machine_action, machine_prop, start),
372
+ (user_action, user_prop, start + 1),
373
+ (exe_action, None, start + 2),
374
+ ])
375
+ add_data(self.db, "InstallUISequence",
376
+ [(machine_action, machine_prop, start),
377
+ (user_action, user_prop, start + 1),
378
+ (exe_action, None, start + 2),
379
+ ])
380
+ add_data(self.db, "Condition",
381
+ [("Python" + ver, 0, "NOT TARGETDIR" + ver)])
382
+ start += 4
383
+ assert start < 500
384
+
385
+ def add_scripts(self):
386
+ if self.install_script:
387
+ start = 6800
388
+ for ver in self.versions + [self.other_version]:
389
+ install_action = "install_script." + ver
390
+ exe_prop = "PYTHON" + ver
391
+ add_data(self.db, "CustomAction",
392
+ [(install_action, 50, exe_prop, self.install_script_key)])
393
+ add_data(self.db, "InstallExecuteSequence",
394
+ [(install_action, "&Python%s=3" % ver, start)])
395
+ start += 1
396
+ # XXX pre-install scripts are currently refused in finalize_options()
397
+ # but if this feature is completed, it will also need to add
398
+ # entries for each version as the above code does
399
+ if self.pre_install_script:
400
+ scriptfn = os.path.join(self.bdist_dir, "preinstall.bat")
401
+ with open(scriptfn, "w") as f:
402
+ # The batch file will be executed with [PYTHON], so that %1
403
+ # is the path to the Python interpreter; %0 will be the path
404
+ # of the batch file.
405
+ # rem ="""
406
+ # %1 %0
407
+ # exit
408
+ # """
409
+ # <actual script>
410
+ f.write('rem ="""\n%1 %0\nexit\n"""\n')
411
+ with open(self.pre_install_script) as fin:
412
+ f.write(fin.read())
413
+ add_data(self.db, "Binary",
414
+ [("PreInstall", msilib.Binary(scriptfn))
415
+ ])
416
+ add_data(self.db, "CustomAction",
417
+ [("PreInstall", 2, "PreInstall", None)
418
+ ])
419
+ add_data(self.db, "InstallExecuteSequence",
420
+ [("PreInstall", "NOT Installed", 450)])
421
+
422
+
423
+ def add_ui(self):
424
+ db = self.db
425
+ x = y = 50
426
+ w = 370
427
+ h = 300
428
+ title = "[ProductName] Setup"
429
+
430
+ # see "Dialog Style Bits"
431
+ modal = 3 # visible | modal
432
+ modeless = 1 # visible
433
+ track_disk_space = 32
434
+
435
+ # UI customization properties
436
+ add_data(db, "Property",
437
+ # See "DefaultUIFont Property"
438
+ [("DefaultUIFont", "DlgFont8"),
439
+ # See "ErrorDialog Style Bit"
440
+ ("ErrorDialog", "ErrorDlg"),
441
+ ("Progress1", "Install"), # modified in maintenance type dlg
442
+ ("Progress2", "installs"),
443
+ ("MaintenanceForm_Action", "Repair"),
444
+ # possible values: ALL, JUSTME
445
+ ("WhichUsers", "ALL")
446
+ ])
447
+
448
+ # Fonts, see "TextStyle Table"
449
+ add_data(db, "TextStyle",
450
+ [("DlgFont8", "Tahoma", 9, None, 0),
451
+ ("DlgFontBold8", "Tahoma", 8, None, 1), #bold
452
+ ("VerdanaBold10", "Verdana", 10, None, 1),
453
+ ("VerdanaRed9", "Verdana", 9, 255, 0),
454
+ ])
455
+
456
+ # UI Sequences, see "InstallUISequence Table", "Using a Sequence Table"
457
+ # Numbers indicate sequence; see sequence.py for how these action integrate
458
+ add_data(db, "InstallUISequence",
459
+ [("PrepareDlg", "Not Privileged or Windows9x or Installed", 140),
460
+ ("WhichUsersDlg", "Privileged and not Windows9x and not Installed", 141),
461
+ # In the user interface, assume all-users installation if privileged.
462
+ ("SelectFeaturesDlg", "Not Installed", 1230),
463
+ # XXX no support for resume installations yet
464
+ #("ResumeDlg", "Installed AND (RESUME OR Preselected)", 1240),
465
+ ("MaintenanceTypeDlg", "Installed AND NOT RESUME AND NOT Preselected", 1250),
466
+ ("ProgressDlg", None, 1280)])
467
+
468
+ add_data(db, 'ActionText', text.ActionText)
469
+ add_data(db, 'UIText', text.UIText)
470
+ #####################################################################
471
+ # Standard dialogs: FatalError, UserExit, ExitDialog
472
+ fatal=PyDialog(db, "FatalError", x, y, w, h, modal, title,
473
+ "Finish", "Finish", "Finish")
474
+ fatal.title("[ProductName] Installer ended prematurely")
475
+ fatal.back("< Back", "Finish", active = 0)
476
+ fatal.cancel("Cancel", "Back", active = 0)
477
+ fatal.text("Description1", 15, 70, 320, 80, 0x30003,
478
+ "[ProductName] setup ended prematurely because of an error. Your system has not been modified. To install this program at a later time, please run the installation again.")
479
+ fatal.text("Description2", 15, 155, 320, 20, 0x30003,
480
+ "Click the Finish button to exit the Installer.")
481
+ c=fatal.next("Finish", "Cancel", name="Finish")
482
+ c.event("EndDialog", "Exit")
483
+
484
+ user_exit=PyDialog(db, "UserExit", x, y, w, h, modal, title,
485
+ "Finish", "Finish", "Finish")
486
+ user_exit.title("[ProductName] Installer was interrupted")
487
+ user_exit.back("< Back", "Finish", active = 0)
488
+ user_exit.cancel("Cancel", "Back", active = 0)
489
+ user_exit.text("Description1", 15, 70, 320, 80, 0x30003,
490
+ "[ProductName] setup was interrupted. Your system has not been modified. "
491
+ "To install this program at a later time, please run the installation again.")
492
+ user_exit.text("Description2", 15, 155, 320, 20, 0x30003,
493
+ "Click the Finish button to exit the Installer.")
494
+ c = user_exit.next("Finish", "Cancel", name="Finish")
495
+ c.event("EndDialog", "Exit")
496
+
497
+ exit_dialog = PyDialog(db, "ExitDialog", x, y, w, h, modal, title,
498
+ "Finish", "Finish", "Finish")
499
+ exit_dialog.title("Completing the [ProductName] Installer")
500
+ exit_dialog.back("< Back", "Finish", active = 0)
501
+ exit_dialog.cancel("Cancel", "Back", active = 0)
502
+ exit_dialog.text("Description", 15, 235, 320, 20, 0x30003,
503
+ "Click the Finish button to exit the Installer.")
504
+ c = exit_dialog.next("Finish", "Cancel", name="Finish")
505
+ c.event("EndDialog", "Return")
506
+
507
+ #####################################################################
508
+ # Required dialog: FilesInUse, ErrorDlg
509
+ inuse = PyDialog(db, "FilesInUse",
510
+ x, y, w, h,
511
+ 19, # KeepModeless|Modal|Visible
512
+ title,
513
+ "Retry", "Retry", "Retry", bitmap=False)
514
+ inuse.text("Title", 15, 6, 200, 15, 0x30003,
515
+ r"{\DlgFontBold8}Files in Use")
516
+ inuse.text("Description", 20, 23, 280, 20, 0x30003,
517
+ "Some files that need to be updated are currently in use.")
518
+ inuse.text("Text", 20, 55, 330, 50, 3,
519
+ "The following applications are using files that need to be updated by this setup. Close these applications and then click Retry to continue the installation or Cancel to exit it.")
520
+ inuse.control("List", "ListBox", 20, 107, 330, 130, 7, "FileInUseProcess",
521
+ None, None, None)
522
+ c=inuse.back("Exit", "Ignore", name="Exit")
523
+ c.event("EndDialog", "Exit")
524
+ c=inuse.next("Ignore", "Retry", name="Ignore")
525
+ c.event("EndDialog", "Ignore")
526
+ c=inuse.cancel("Retry", "Exit", name="Retry")
527
+ c.event("EndDialog","Retry")
528
+
529
+ # See "Error Dialog". See "ICE20" for the required names of the controls.
530
+ error = Dialog(db, "ErrorDlg",
531
+ 50, 10, 330, 101,
532
+ 65543, # Error|Minimize|Modal|Visible
533
+ title,
534
+ "ErrorText", None, None)
535
+ error.text("ErrorText", 50,9,280,48,3, "")
536
+ #error.control("ErrorIcon", "Icon", 15, 9, 24, 24, 5242881, None, "py.ico", None, None)
537
+ error.pushbutton("N",120,72,81,21,3,"No",None).event("EndDialog","ErrorNo")
538
+ error.pushbutton("Y",240,72,81,21,3,"Yes",None).event("EndDialog","ErrorYes")
539
+ error.pushbutton("A",0,72,81,21,3,"Abort",None).event("EndDialog","ErrorAbort")
540
+ error.pushbutton("C",42,72,81,21,3,"Cancel",None).event("EndDialog","ErrorCancel")
541
+ error.pushbutton("I",81,72,81,21,3,"Ignore",None).event("EndDialog","ErrorIgnore")
542
+ error.pushbutton("O",159,72,81,21,3,"Ok",None).event("EndDialog","ErrorOk")
543
+ error.pushbutton("R",198,72,81,21,3,"Retry",None).event("EndDialog","ErrorRetry")
544
+
545
+ #####################################################################
546
+ # Global "Query Cancel" dialog
547
+ cancel = Dialog(db, "CancelDlg", 50, 10, 260, 85, 3, title,
548
+ "No", "No", "No")
549
+ cancel.text("Text", 48, 15, 194, 30, 3,
550
+ "Are you sure you want to cancel [ProductName] installation?")
551
+ #cancel.control("Icon", "Icon", 15, 15, 24, 24, 5242881, None,
552
+ # "py.ico", None, None)
553
+ c=cancel.pushbutton("Yes", 72, 57, 56, 17, 3, "Yes", "No")
554
+ c.event("EndDialog", "Exit")
555
+
556
+ c=cancel.pushbutton("No", 132, 57, 56, 17, 3, "No", "Yes")
557
+ c.event("EndDialog", "Return")
558
+
559
+ #####################################################################
560
+ # Global "Wait for costing" dialog
561
+ costing = Dialog(db, "WaitForCostingDlg", 50, 10, 260, 85, modal, title,
562
+ "Return", "Return", "Return")
563
+ costing.text("Text", 48, 15, 194, 30, 3,
564
+ "Please wait while the installer finishes determining your disk space requirements.")
565
+ c = costing.pushbutton("Return", 102, 57, 56, 17, 3, "Return", None)
566
+ c.event("EndDialog", "Exit")
567
+
568
+ #####################################################################
569
+ # Preparation dialog: no user input except cancellation
570
+ prep = PyDialog(db, "PrepareDlg", x, y, w, h, modeless, title,
571
+ "Cancel", "Cancel", "Cancel")
572
+ prep.text("Description", 15, 70, 320, 40, 0x30003,
573
+ "Please wait while the Installer prepares to guide you through the installation.")
574
+ prep.title("Welcome to the [ProductName] Installer")
575
+ c=prep.text("ActionText", 15, 110, 320, 20, 0x30003, "Pondering...")
576
+ c.mapping("ActionText", "Text")
577
+ c=prep.text("ActionData", 15, 135, 320, 30, 0x30003, None)
578
+ c.mapping("ActionData", "Text")
579
+ prep.back("Back", None, active=0)
580
+ prep.next("Next", None, active=0)
581
+ c=prep.cancel("Cancel", None)
582
+ c.event("SpawnDialog", "CancelDlg")
583
+
584
+ #####################################################################
585
+ # Feature (Python directory) selection
586
+ seldlg = PyDialog(db, "SelectFeaturesDlg", x, y, w, h, modal, title,
587
+ "Next", "Next", "Cancel")
588
+ seldlg.title("Select Python Installations")
589
+
590
+ seldlg.text("Hint", 15, 30, 300, 20, 3,
591
+ "Select the Python locations where %s should be installed."
592
+ % self.distribution.get_fullname())
593
+
594
+ seldlg.back("< Back", None, active=0)
595
+ c = seldlg.next("Next >", "Cancel")
596
+ order = 1
597
+ c.event("[TARGETDIR]", "[SourceDir]", ordering=order)
598
+ for version in self.versions + [self.other_version]:
599
+ order += 1
600
+ c.event("[TARGETDIR]", "[TARGETDIR%s]" % version,
601
+ "FEATURE_SELECTED AND &Python%s=3" % version,
602
+ ordering=order)
603
+ c.event("SpawnWaitDialog", "WaitForCostingDlg", ordering=order + 1)
604
+ c.event("EndDialog", "Return", ordering=order + 2)
605
+ c = seldlg.cancel("Cancel", "Features")
606
+ c.event("SpawnDialog", "CancelDlg")
607
+
608
+ c = seldlg.control("Features", "SelectionTree", 15, 60, 300, 120, 3,
609
+ "FEATURE", None, "PathEdit", None)
610
+ c.event("[FEATURE_SELECTED]", "1")
611
+ ver = self.other_version
612
+ install_other_cond = "FEATURE_SELECTED AND &Python%s=3" % ver
613
+ dont_install_other_cond = "FEATURE_SELECTED AND &Python%s<>3" % ver
614
+
615
+ c = seldlg.text("Other", 15, 200, 300, 15, 3,
616
+ "Provide an alternate Python location")
617
+ c.condition("Enable", install_other_cond)
618
+ c.condition("Show", install_other_cond)
619
+ c.condition("Disable", dont_install_other_cond)
620
+ c.condition("Hide", dont_install_other_cond)
621
+
622
+ c = seldlg.control("PathEdit", "PathEdit", 15, 215, 300, 16, 1,
623
+ "TARGETDIR" + ver, None, "Next", None)
624
+ c.condition("Enable", install_other_cond)
625
+ c.condition("Show", install_other_cond)
626
+ c.condition("Disable", dont_install_other_cond)
627
+ c.condition("Hide", dont_install_other_cond)
628
+
629
+ #####################################################################
630
+ # Disk cost
631
+ cost = PyDialog(db, "DiskCostDlg", x, y, w, h, modal, title,
632
+ "OK", "OK", "OK", bitmap=False)
633
+ cost.text("Title", 15, 6, 200, 15, 0x30003,
634
+ r"{\DlgFontBold8}Disk Space Requirements")
635
+ cost.text("Description", 20, 20, 280, 20, 0x30003,
636
+ "The disk space required for the installation of the selected features.")
637
+ cost.text("Text", 20, 53, 330, 60, 3,
638
+ "The highlighted volumes (if any) do not have enough disk space "
639
+ "available for the currently selected features. You can either "
640
+ "remove some files from the highlighted volumes, or choose to "
641
+ "install less features onto local drive(s), or select different "
642
+ "destination drive(s).")
643
+ cost.control("VolumeList", "VolumeCostList", 20, 100, 330, 150, 393223,
644
+ None, "{120}{70}{70}{70}{70}", None, None)
645
+ cost.xbutton("OK", "Ok", None, 0.5).event("EndDialog", "Return")
646
+
647
+ #####################################################################
648
+ # WhichUsers Dialog. Only available on NT, and for privileged users.
649
+ # This must be run before FindRelatedProducts, because that will
650
+ # take into account whether the previous installation was per-user
651
+ # or per-machine. We currently don't support going back to this
652
+ # dialog after "Next" was selected; to support this, we would need to
653
+ # find how to reset the ALLUSERS property, and how to re-run
654
+ # FindRelatedProducts.
655
+ # On Windows9x, the ALLUSERS property is ignored on the command line
656
+ # and in the Property table, but installer fails according to the documentation
657
+ # if a dialog attempts to set ALLUSERS.
658
+ whichusers = PyDialog(db, "WhichUsersDlg", x, y, w, h, modal, title,
659
+ "AdminInstall", "Next", "Cancel")
660
+ whichusers.title("Select whether to install [ProductName] for all users of this computer.")
661
+ # A radio group with two options: allusers, justme
662
+ g = whichusers.radiogroup("AdminInstall", 15, 60, 260, 50, 3,
663
+ "WhichUsers", "", "Next")
664
+ g.add("ALL", 0, 5, 150, 20, "Install for all users")
665
+ g.add("JUSTME", 0, 25, 150, 20, "Install just for me")
666
+
667
+ whichusers.back("Back", None, active=0)
668
+
669
+ c = whichusers.next("Next >", "Cancel")
670
+ c.event("[ALLUSERS]", "1", 'WhichUsers="ALL"', 1)
671
+ c.event("EndDialog", "Return", ordering = 2)
672
+
673
+ c = whichusers.cancel("Cancel", "AdminInstall")
674
+ c.event("SpawnDialog", "CancelDlg")
675
+
676
+ #####################################################################
677
+ # Installation Progress dialog (modeless)
678
+ progress = PyDialog(db, "ProgressDlg", x, y, w, h, modeless, title,
679
+ "Cancel", "Cancel", "Cancel", bitmap=False)
680
+ progress.text("Title", 20, 15, 200, 15, 0x30003,
681
+ r"{\DlgFontBold8}[Progress1] [ProductName]")
682
+ progress.text("Text", 35, 65, 300, 30, 3,
683
+ "Please wait while the Installer [Progress2] [ProductName]. "
684
+ "This may take several minutes.")
685
+ progress.text("StatusLabel", 35, 100, 35, 20, 3, "Status:")
686
+
687
+ c=progress.text("ActionText", 70, 100, w-70, 20, 3, "Pondering...")
688
+ c.mapping("ActionText", "Text")
689
+
690
+ #c=progress.text("ActionData", 35, 140, 300, 20, 3, None)
691
+ #c.mapping("ActionData", "Text")
692
+
693
+ c=progress.control("ProgressBar", "ProgressBar", 35, 120, 300, 10, 65537,
694
+ None, "Progress done", None, None)
695
+ c.mapping("SetProgress", "Progress")
696
+
697
+ progress.back("< Back", "Next", active=False)
698
+ progress.next("Next >", "Cancel", active=False)
699
+ progress.cancel("Cancel", "Back").event("SpawnDialog", "CancelDlg")
700
+
701
+ ###################################################################
702
+ # Maintenance type: repair/uninstall
703
+ maint = PyDialog(db, "MaintenanceTypeDlg", x, y, w, h, modal, title,
704
+ "Next", "Next", "Cancel")
705
+ maint.title("Welcome to the [ProductName] Setup Wizard")
706
+ maint.text("BodyText", 15, 63, 330, 42, 3,
707
+ "Select whether you want to repair or remove [ProductName].")
708
+ g=maint.radiogroup("RepairRadioGroup", 15, 108, 330, 60, 3,
709
+ "MaintenanceForm_Action", "", "Next")
710
+ #g.add("Change", 0, 0, 200, 17, "&Change [ProductName]")
711
+ g.add("Repair", 0, 18, 200, 17, "&Repair [ProductName]")
712
+ g.add("Remove", 0, 36, 200, 17, "Re&move [ProductName]")
713
+
714
+ maint.back("< Back", None, active=False)
715
+ c=maint.next("Finish", "Cancel")
716
+ # Change installation: Change progress dialog to "Change", then ask
717
+ # for feature selection
718
+ #c.event("[Progress1]", "Change", 'MaintenanceForm_Action="Change"', 1)
719
+ #c.event("[Progress2]", "changes", 'MaintenanceForm_Action="Change"', 2)
720
+
721
+ # Reinstall: Change progress dialog to "Repair", then invoke reinstall
722
+ # Also set list of reinstalled features to "ALL"
723
+ c.event("[REINSTALL]", "ALL", 'MaintenanceForm_Action="Repair"', 5)
724
+ c.event("[Progress1]", "Repairing", 'MaintenanceForm_Action="Repair"', 6)
725
+ c.event("[Progress2]", "repairs", 'MaintenanceForm_Action="Repair"', 7)
726
+ c.event("Reinstall", "ALL", 'MaintenanceForm_Action="Repair"', 8)
727
+
728
+ # Uninstall: Change progress to "Remove", then invoke uninstall
729
+ # Also set list of removed features to "ALL"
730
+ c.event("[REMOVE]", "ALL", 'MaintenanceForm_Action="Remove"', 11)
731
+ c.event("[Progress1]", "Removing", 'MaintenanceForm_Action="Remove"', 12)
732
+ c.event("[Progress2]", "removes", 'MaintenanceForm_Action="Remove"', 13)
733
+ c.event("Remove", "ALL", 'MaintenanceForm_Action="Remove"', 14)
734
+
735
+ # Close dialog when maintenance action scheduled
736
+ c.event("EndDialog", "Return", 'MaintenanceForm_Action<>"Change"', 20)
737
+ #c.event("NewDialog", "SelectFeaturesDlg", 'MaintenanceForm_Action="Change"', 21)
738
+
739
+ maint.cancel("Cancel", "RepairRadioGroup").event("SpawnDialog", "CancelDlg")
740
+
741
+ def get_installer_filename(self, fullname):
742
+ # Factored out to allow overriding in subclasses
743
+ if self.target_version:
744
+ base_name = "%s.%s-py%s.msi" % (fullname, self.plat_name,
745
+ self.target_version)
746
+ else:
747
+ base_name = "%s.%s.msi" % (fullname, self.plat_name)
748
+ installer_name = os.path.join(self.dist_dir, base_name)
749
+ return installer_name
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/clean.py ADDED
@@ -0,0 +1,76 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """distutils.command.clean
2
+
3
+ Implements the Distutils 'clean' command."""
4
+
5
+ # contributed by Bastian Kleineidam <[email protected]>, added 2000-03-18
6
+
7
+ import os
8
+ from distutils.core import Command
9
+ from distutils.dir_util import remove_tree
10
+ from distutils import log
11
+
12
+ class clean(Command):
13
+
14
+ description = "clean up temporary files from 'build' command"
15
+ user_options = [
16
+ ('build-base=', 'b',
17
+ "base build directory (default: 'build.build-base')"),
18
+ ('build-lib=', None,
19
+ "build directory for all modules (default: 'build.build-lib')"),
20
+ ('build-temp=', 't',
21
+ "temporary build directory (default: 'build.build-temp')"),
22
+ ('build-scripts=', None,
23
+ "build directory for scripts (default: 'build.build-scripts')"),
24
+ ('bdist-base=', None,
25
+ "temporary directory for built distributions"),
26
+ ('all', 'a',
27
+ "remove all build output, not just temporary by-products")
28
+ ]
29
+
30
+ boolean_options = ['all']
31
+
32
+ def initialize_options(self):
33
+ self.build_base = None
34
+ self.build_lib = None
35
+ self.build_temp = None
36
+ self.build_scripts = None
37
+ self.bdist_base = None
38
+ self.all = None
39
+
40
+ def finalize_options(self):
41
+ self.set_undefined_options('build',
42
+ ('build_base', 'build_base'),
43
+ ('build_lib', 'build_lib'),
44
+ ('build_scripts', 'build_scripts'),
45
+ ('build_temp', 'build_temp'))
46
+ self.set_undefined_options('bdist',
47
+ ('bdist_base', 'bdist_base'))
48
+
49
+ def run(self):
50
+ # remove the build/temp.<plat> directory (unless it's already
51
+ # gone)
52
+ if os.path.exists(self.build_temp):
53
+ remove_tree(self.build_temp, dry_run=self.dry_run)
54
+ else:
55
+ log.debug("'%s' does not exist -- can't clean it",
56
+ self.build_temp)
57
+
58
+ if self.all:
59
+ # remove build directories
60
+ for directory in (self.build_lib,
61
+ self.bdist_base,
62
+ self.build_scripts):
63
+ if os.path.exists(directory):
64
+ remove_tree(directory, dry_run=self.dry_run)
65
+ else:
66
+ log.warn("'%s' does not exist -- can't clean it",
67
+ directory)
68
+
69
+ # just for the heck of it, try to remove the base build directory:
70
+ # we might have emptied it right now, but if not we don't care
71
+ if not self.dry_run:
72
+ try:
73
+ os.rmdir(self.build_base)
74
+ log.info("removing '%s'", self.build_base)
75
+ except OSError:
76
+ pass
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/install.py ADDED
@@ -0,0 +1,721 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """distutils.command.install
2
+
3
+ Implements the Distutils 'install' command."""
4
+
5
+ import sys
6
+ import os
7
+ import contextlib
8
+ import sysconfig
9
+ import itertools
10
+
11
+ from distutils import log
12
+ from distutils.core import Command
13
+ from distutils.debug import DEBUG
14
+ from distutils.sysconfig import get_config_vars
15
+ from distutils.errors import DistutilsPlatformError
16
+ from distutils.file_util import write_file
17
+ from distutils.util import convert_path, subst_vars, change_root
18
+ from distutils.util import get_platform
19
+ from distutils.errors import DistutilsOptionError
20
+
21
+ from site import USER_BASE
22
+ from site import USER_SITE
23
+ HAS_USER_SITE = True
24
+
25
+ WINDOWS_SCHEME = {
26
+ 'purelib': '{base}/Lib/site-packages',
27
+ 'platlib': '{base}/Lib/site-packages',
28
+ 'headers': '{base}/Include/{dist_name}',
29
+ 'scripts': '{base}/Scripts',
30
+ 'data' : '{base}',
31
+ }
32
+
33
+ INSTALL_SCHEMES = {
34
+ 'posix_prefix': {
35
+ 'purelib': '{base}/lib/{implementation_lower}{py_version_short}/site-packages',
36
+ 'platlib': '{platbase}/{platlibdir}/{implementation_lower}{py_version_short}/site-packages',
37
+ 'headers': '{base}/include/{implementation_lower}{py_version_short}{abiflags}/{dist_name}',
38
+ 'scripts': '{base}/bin',
39
+ 'data' : '{base}',
40
+ },
41
+ 'posix_home': {
42
+ 'purelib': '{base}/lib/{implementation_lower}',
43
+ 'platlib': '{base}/{platlibdir}/{implementation_lower}',
44
+ 'headers': '{base}/include/{implementation_lower}/{dist_name}',
45
+ 'scripts': '{base}/bin',
46
+ 'data' : '{base}',
47
+ },
48
+ 'nt': WINDOWS_SCHEME,
49
+ 'pypy': {
50
+ 'purelib': '{base}/site-packages',
51
+ 'platlib': '{base}/site-packages',
52
+ 'headers': '{base}/include/{dist_name}',
53
+ 'scripts': '{base}/bin',
54
+ 'data' : '{base}',
55
+ },
56
+ 'pypy_nt': {
57
+ 'purelib': '{base}/site-packages',
58
+ 'platlib': '{base}/site-packages',
59
+ 'headers': '{base}/include/{dist_name}',
60
+ 'scripts': '{base}/Scripts',
61
+ 'data' : '{base}',
62
+ },
63
+ }
64
+
65
+ # user site schemes
66
+ if HAS_USER_SITE:
67
+ INSTALL_SCHEMES['nt_user'] = {
68
+ 'purelib': '{usersite}',
69
+ 'platlib': '{usersite}',
70
+ 'headers': '{userbase}/{implementation}{py_version_nodot}/Include/{dist_name}',
71
+ 'scripts': '{userbase}/{implementation}{py_version_nodot}/Scripts',
72
+ 'data' : '{userbase}',
73
+ }
74
+
75
+ INSTALL_SCHEMES['posix_user'] = {
76
+ 'purelib': '{usersite}',
77
+ 'platlib': '{usersite}',
78
+ 'headers':
79
+ '{userbase}/include/{implementation_lower}{py_version_short}{abiflags}/{dist_name}',
80
+ 'scripts': '{userbase}/bin',
81
+ 'data' : '{userbase}',
82
+ }
83
+
84
+ # The keys to an installation scheme; if any new types of files are to be
85
+ # installed, be sure to add an entry to every installation scheme above,
86
+ # and to SCHEME_KEYS here.
87
+ SCHEME_KEYS = ('purelib', 'platlib', 'headers', 'scripts', 'data')
88
+
89
+
90
+ def _load_sysconfig_schemes():
91
+ with contextlib.suppress(AttributeError):
92
+ return {
93
+ scheme: sysconfig.get_paths(scheme, expand=False)
94
+ for scheme in sysconfig.get_scheme_names()
95
+ }
96
+
97
+
98
+ def _load_schemes():
99
+ """
100
+ Extend default schemes with schemes from sysconfig.
101
+ """
102
+
103
+ sysconfig_schemes = _load_sysconfig_schemes() or {}
104
+
105
+ return {
106
+ scheme: {
107
+ **INSTALL_SCHEMES.get(scheme, {}),
108
+ **sysconfig_schemes.get(scheme, {}),
109
+ }
110
+ for scheme in set(itertools.chain(INSTALL_SCHEMES, sysconfig_schemes))
111
+ }
112
+
113
+
114
+ def _get_implementation():
115
+ if hasattr(sys, 'pypy_version_info'):
116
+ return 'PyPy'
117
+ else:
118
+ return 'Python'
119
+
120
+
121
+ class install(Command):
122
+
123
+ description = "install everything from build directory"
124
+
125
+ user_options = [
126
+ # Select installation scheme and set base director(y|ies)
127
+ ('prefix=', None,
128
+ "installation prefix"),
129
+ ('exec-prefix=', None,
130
+ "(Unix only) prefix for platform-specific files"),
131
+ ('home=', None,
132
+ "(Unix only) home directory to install under"),
133
+
134
+ # Or, just set the base director(y|ies)
135
+ ('install-base=', None,
136
+ "base installation directory (instead of --prefix or --home)"),
137
+ ('install-platbase=', None,
138
+ "base installation directory for platform-specific files " +
139
+ "(instead of --exec-prefix or --home)"),
140
+ ('root=', None,
141
+ "install everything relative to this alternate root directory"),
142
+
143
+ # Or, explicitly set the installation scheme
144
+ ('install-purelib=', None,
145
+ "installation directory for pure Python module distributions"),
146
+ ('install-platlib=', None,
147
+ "installation directory for non-pure module distributions"),
148
+ ('install-lib=', None,
149
+ "installation directory for all module distributions " +
150
+ "(overrides --install-purelib and --install-platlib)"),
151
+
152
+ ('install-headers=', None,
153
+ "installation directory for C/C++ headers"),
154
+ ('install-scripts=', None,
155
+ "installation directory for Python scripts"),
156
+ ('install-data=', None,
157
+ "installation directory for data files"),
158
+
159
+ # Byte-compilation options -- see install_lib.py for details, as
160
+ # these are duplicated from there (but only install_lib does
161
+ # anything with them).
162
+ ('compile', 'c', "compile .py to .pyc [default]"),
163
+ ('no-compile', None, "don't compile .py files"),
164
+ ('optimize=', 'O',
165
+ "also compile with optimization: -O1 for \"python -O\", "
166
+ "-O2 for \"python -OO\", and -O0 to disable [default: -O0]"),
167
+
168
+ # Miscellaneous control options
169
+ ('force', 'f',
170
+ "force installation (overwrite any existing files)"),
171
+ ('skip-build', None,
172
+ "skip rebuilding everything (for testing/debugging)"),
173
+
174
+ # Where to install documentation (eventually!)
175
+ #('doc-format=', None, "format of documentation to generate"),
176
+ #('install-man=', None, "directory for Unix man pages"),
177
+ #('install-html=', None, "directory for HTML documentation"),
178
+ #('install-info=', None, "directory for GNU info files"),
179
+
180
+ ('record=', None,
181
+ "filename in which to record list of installed files"),
182
+ ]
183
+
184
+ boolean_options = ['compile', 'force', 'skip-build']
185
+
186
+ if HAS_USER_SITE:
187
+ user_options.append(('user', None,
188
+ "install in user site-package '%s'" % USER_SITE))
189
+ boolean_options.append('user')
190
+
191
+ negative_opt = {'no-compile' : 'compile'}
192
+
193
+
194
+ def initialize_options(self):
195
+ """Initializes options."""
196
+ # High-level options: these select both an installation base
197
+ # and scheme.
198
+ self.prefix = None
199
+ self.exec_prefix = None
200
+ self.home = None
201
+ self.user = 0
202
+
203
+ # These select only the installation base; it's up to the user to
204
+ # specify the installation scheme (currently, that means supplying
205
+ # the --install-{platlib,purelib,scripts,data} options).
206
+ self.install_base = None
207
+ self.install_platbase = None
208
+ self.root = None
209
+
210
+ # These options are the actual installation directories; if not
211
+ # supplied by the user, they are filled in using the installation
212
+ # scheme implied by prefix/exec-prefix/home and the contents of
213
+ # that installation scheme.
214
+ self.install_purelib = None # for pure module distributions
215
+ self.install_platlib = None # non-pure (dists w/ extensions)
216
+ self.install_headers = None # for C/C++ headers
217
+ self.install_lib = None # set to either purelib or platlib
218
+ self.install_scripts = None
219
+ self.install_data = None
220
+ self.install_userbase = USER_BASE
221
+ self.install_usersite = USER_SITE
222
+
223
+ self.compile = None
224
+ self.optimize = None
225
+
226
+ # Deprecated
227
+ # These two are for putting non-packagized distributions into their
228
+ # own directory and creating a .pth file if it makes sense.
229
+ # 'extra_path' comes from the setup file; 'install_path_file' can
230
+ # be turned off if it makes no sense to install a .pth file. (But
231
+ # better to install it uselessly than to guess wrong and not
232
+ # install it when it's necessary and would be used!) Currently,
233
+ # 'install_path_file' is always true unless some outsider meddles
234
+ # with it.
235
+ self.extra_path = None
236
+ self.install_path_file = 1
237
+
238
+ # 'force' forces installation, even if target files are not
239
+ # out-of-date. 'skip_build' skips running the "build" command,
240
+ # handy if you know it's not necessary. 'warn_dir' (which is *not*
241
+ # a user option, it's just there so the bdist_* commands can turn
242
+ # it off) determines whether we warn about installing to a
243
+ # directory not in sys.path.
244
+ self.force = 0
245
+ self.skip_build = 0
246
+ self.warn_dir = 1
247
+
248
+ # These are only here as a conduit from the 'build' command to the
249
+ # 'install_*' commands that do the real work. ('build_base' isn't
250
+ # actually used anywhere, but it might be useful in future.) They
251
+ # are not user options, because if the user told the install
252
+ # command where the build directory is, that wouldn't affect the
253
+ # build command.
254
+ self.build_base = None
255
+ self.build_lib = None
256
+
257
+ # Not defined yet because we don't know anything about
258
+ # documentation yet.
259
+ #self.install_man = None
260
+ #self.install_html = None
261
+ #self.install_info = None
262
+
263
+ self.record = None
264
+
265
+
266
+ # -- Option finalizing methods -------------------------------------
267
+ # (This is rather more involved than for most commands,
268
+ # because this is where the policy for installing third-
269
+ # party Python modules on various platforms given a wide
270
+ # array of user input is decided. Yes, it's quite complex!)
271
+
272
+ def finalize_options(self):
273
+ """Finalizes options."""
274
+ # This method (and its helpers, like 'finalize_unix()',
275
+ # 'finalize_other()', and 'select_scheme()') is where the default
276
+ # installation directories for modules, extension modules, and
277
+ # anything else we care to install from a Python module
278
+ # distribution. Thus, this code makes a pretty important policy
279
+ # statement about how third-party stuff is added to a Python
280
+ # installation! Note that the actual work of installation is done
281
+ # by the relatively simple 'install_*' commands; they just take
282
+ # their orders from the installation directory options determined
283
+ # here.
284
+
285
+ # Check for errors/inconsistencies in the options; first, stuff
286
+ # that's wrong on any platform.
287
+
288
+ if ((self.prefix or self.exec_prefix or self.home) and
289
+ (self.install_base or self.install_platbase)):
290
+ raise DistutilsOptionError(
291
+ "must supply either prefix/exec-prefix/home or " +
292
+ "install-base/install-platbase -- not both")
293
+
294
+ if self.home and (self.prefix or self.exec_prefix):
295
+ raise DistutilsOptionError(
296
+ "must supply either home or prefix/exec-prefix -- not both")
297
+
298
+ if self.user and (self.prefix or self.exec_prefix or self.home or
299
+ self.install_base or self.install_platbase):
300
+ raise DistutilsOptionError("can't combine user with prefix, "
301
+ "exec_prefix/home, or install_(plat)base")
302
+
303
+ # Next, stuff that's wrong (or dubious) only on certain platforms.
304
+ if os.name != "posix":
305
+ if self.exec_prefix:
306
+ self.warn("exec-prefix option ignored on this platform")
307
+ self.exec_prefix = None
308
+
309
+ # Now the interesting logic -- so interesting that we farm it out
310
+ # to other methods. The goal of these methods is to set the final
311
+ # values for the install_{lib,scripts,data,...} options, using as
312
+ # input a heady brew of prefix, exec_prefix, home, install_base,
313
+ # install_platbase, user-supplied versions of
314
+ # install_{purelib,platlib,lib,scripts,data,...}, and the
315
+ # install schemes. Phew!
316
+
317
+ self.dump_dirs("pre-finalize_{unix,other}")
318
+
319
+ if os.name == 'posix':
320
+ self.finalize_unix()
321
+ else:
322
+ self.finalize_other()
323
+
324
+ self.dump_dirs("post-finalize_{unix,other}()")
325
+
326
+ # Expand configuration variables, tilde, etc. in self.install_base
327
+ # and self.install_platbase -- that way, we can use $base or
328
+ # $platbase in the other installation directories and not worry
329
+ # about needing recursive variable expansion (shudder).
330
+
331
+ py_version = sys.version.split()[0]
332
+ (prefix, exec_prefix) = get_config_vars('prefix', 'exec_prefix')
333
+ try:
334
+ abiflags = sys.abiflags
335
+ except AttributeError:
336
+ # sys.abiflags may not be defined on all platforms.
337
+ abiflags = ''
338
+ self.config_vars = {'dist_name': self.distribution.get_name(),
339
+ 'dist_version': self.distribution.get_version(),
340
+ 'dist_fullname': self.distribution.get_fullname(),
341
+ 'py_version': py_version,
342
+ 'py_version_short': '%d.%d' % sys.version_info[:2],
343
+ 'py_version_nodot': '%d%d' % sys.version_info[:2],
344
+ 'sys_prefix': prefix,
345
+ 'prefix': prefix,
346
+ 'sys_exec_prefix': exec_prefix,
347
+ 'exec_prefix': exec_prefix,
348
+ 'abiflags': abiflags,
349
+ 'platlibdir': getattr(sys, 'platlibdir', 'lib'),
350
+ 'implementation_lower': _get_implementation().lower(),
351
+ 'implementation': _get_implementation(),
352
+ }
353
+
354
+ if HAS_USER_SITE:
355
+ self.config_vars['userbase'] = self.install_userbase
356
+ self.config_vars['usersite'] = self.install_usersite
357
+
358
+ self.expand_basedirs()
359
+
360
+ self.dump_dirs("post-expand_basedirs()")
361
+
362
+ # Now define config vars for the base directories so we can expand
363
+ # everything else.
364
+ self.config_vars['base'] = self.install_base
365
+ self.config_vars['platbase'] = self.install_platbase
366
+ self.config_vars['installed_base'] = (
367
+ sysconfig.get_config_vars()['installed_base'])
368
+
369
+ if DEBUG:
370
+ from pprint import pprint
371
+ print("config vars:")
372
+ pprint(self.config_vars)
373
+
374
+ # Expand "~" and configuration variables in the installation
375
+ # directories.
376
+ self.expand_dirs()
377
+
378
+ self.dump_dirs("post-expand_dirs()")
379
+
380
+ # Create directories in the home dir:
381
+ if self.user:
382
+ self.create_home_path()
383
+
384
+ # Pick the actual directory to install all modules to: either
385
+ # install_purelib or install_platlib, depending on whether this
386
+ # module distribution is pure or not. Of course, if the user
387
+ # already specified install_lib, use their selection.
388
+ if self.install_lib is None:
389
+ if self.distribution.has_ext_modules(): # has extensions: non-pure
390
+ self.install_lib = self.install_platlib
391
+ else:
392
+ self.install_lib = self.install_purelib
393
+
394
+
395
+ # Convert directories from Unix /-separated syntax to the local
396
+ # convention.
397
+ self.convert_paths('lib', 'purelib', 'platlib',
398
+ 'scripts', 'data', 'headers',
399
+ 'userbase', 'usersite')
400
+
401
+ # Deprecated
402
+ # Well, we're not actually fully completely finalized yet: we still
403
+ # have to deal with 'extra_path', which is the hack for allowing
404
+ # non-packagized module distributions (hello, Numerical Python!) to
405
+ # get their own directories.
406
+ self.handle_extra_path()
407
+ self.install_libbase = self.install_lib # needed for .pth file
408
+ self.install_lib = os.path.join(self.install_lib, self.extra_dirs)
409
+
410
+ # If a new root directory was supplied, make all the installation
411
+ # dirs relative to it.
412
+ if self.root is not None:
413
+ self.change_roots('libbase', 'lib', 'purelib', 'platlib',
414
+ 'scripts', 'data', 'headers')
415
+
416
+ self.dump_dirs("after prepending root")
417
+
418
+ # Find out the build directories, ie. where to install from.
419
+ self.set_undefined_options('build',
420
+ ('build_base', 'build_base'),
421
+ ('build_lib', 'build_lib'))
422
+
423
+ # Punt on doc directories for now -- after all, we're punting on
424
+ # documentation completely!
425
+
426
+ def dump_dirs(self, msg):
427
+ """Dumps the list of user options."""
428
+ if not DEBUG:
429
+ return
430
+ from distutils.fancy_getopt import longopt_xlate
431
+ log.debug(msg + ":")
432
+ for opt in self.user_options:
433
+ opt_name = opt[0]
434
+ if opt_name[-1] == "=":
435
+ opt_name = opt_name[0:-1]
436
+ if opt_name in self.negative_opt:
437
+ opt_name = self.negative_opt[opt_name]
438
+ opt_name = opt_name.translate(longopt_xlate)
439
+ val = not getattr(self, opt_name)
440
+ else:
441
+ opt_name = opt_name.translate(longopt_xlate)
442
+ val = getattr(self, opt_name)
443
+ log.debug(" %s: %s", opt_name, val)
444
+
445
+ def finalize_unix(self):
446
+ """Finalizes options for posix platforms."""
447
+ if self.install_base is not None or self.install_platbase is not None:
448
+ if ((self.install_lib is None and
449
+ self.install_purelib is None and
450
+ self.install_platlib is None) or
451
+ self.install_headers is None or
452
+ self.install_scripts is None or
453
+ self.install_data is None):
454
+ raise DistutilsOptionError(
455
+ "install-base or install-platbase supplied, but "
456
+ "installation scheme is incomplete")
457
+ return
458
+
459
+ if self.user:
460
+ if self.install_userbase is None:
461
+ raise DistutilsPlatformError(
462
+ "User base directory is not specified")
463
+ self.install_base = self.install_platbase = self.install_userbase
464
+ self.select_scheme("posix_user")
465
+ elif self.home is not None:
466
+ self.install_base = self.install_platbase = self.home
467
+ self.select_scheme("posix_home")
468
+ else:
469
+ if self.prefix is None:
470
+ if self.exec_prefix is not None:
471
+ raise DistutilsOptionError(
472
+ "must not supply exec-prefix without prefix")
473
+
474
+ # Allow Fedora to add components to the prefix
475
+ _prefix_addition = getattr(sysconfig, '_prefix_addition', "")
476
+
477
+ self.prefix = (
478
+ os.path.normpath(sys.prefix) + _prefix_addition)
479
+ self.exec_prefix = (
480
+ os.path.normpath(sys.exec_prefix) + _prefix_addition)
481
+
482
+ else:
483
+ if self.exec_prefix is None:
484
+ self.exec_prefix = self.prefix
485
+
486
+ self.install_base = self.prefix
487
+ self.install_platbase = self.exec_prefix
488
+ self.select_scheme("posix_prefix")
489
+
490
+ def finalize_other(self):
491
+ """Finalizes options for non-posix platforms"""
492
+ if self.user:
493
+ if self.install_userbase is None:
494
+ raise DistutilsPlatformError(
495
+ "User base directory is not specified")
496
+ self.install_base = self.install_platbase = self.install_userbase
497
+ self.select_scheme(os.name + "_user")
498
+ elif self.home is not None:
499
+ self.install_base = self.install_platbase = self.home
500
+ self.select_scheme("posix_home")
501
+ else:
502
+ if self.prefix is None:
503
+ self.prefix = os.path.normpath(sys.prefix)
504
+
505
+ self.install_base = self.install_platbase = self.prefix
506
+ try:
507
+ self.select_scheme(os.name)
508
+ except KeyError:
509
+ raise DistutilsPlatformError(
510
+ "I don't know how to install stuff on '%s'" % os.name)
511
+
512
+ def select_scheme(self, name):
513
+ """Sets the install directories by applying the install schemes."""
514
+ # it's the caller's problem if they supply a bad name!
515
+ if (hasattr(sys, 'pypy_version_info') and
516
+ sys.version_info < (3, 8) and
517
+ not name.endswith(('_user', '_home'))):
518
+ if os.name == 'nt':
519
+ name = 'pypy_nt'
520
+ else:
521
+ name = 'pypy'
522
+ scheme = _load_schemes()[name]
523
+ for key in SCHEME_KEYS:
524
+ attrname = 'install_' + key
525
+ if getattr(self, attrname) is None:
526
+ setattr(self, attrname, scheme[key])
527
+
528
+ def _expand_attrs(self, attrs):
529
+ for attr in attrs:
530
+ val = getattr(self, attr)
531
+ if val is not None:
532
+ if os.name == 'posix' or os.name == 'nt':
533
+ val = os.path.expanduser(val)
534
+ val = subst_vars(val, self.config_vars)
535
+ setattr(self, attr, val)
536
+
537
+ def expand_basedirs(self):
538
+ """Calls `os.path.expanduser` on install_base, install_platbase and
539
+ root."""
540
+ self._expand_attrs(['install_base', 'install_platbase', 'root'])
541
+
542
+ def expand_dirs(self):
543
+ """Calls `os.path.expanduser` on install dirs."""
544
+ self._expand_attrs(['install_purelib', 'install_platlib',
545
+ 'install_lib', 'install_headers',
546
+ 'install_scripts', 'install_data',])
547
+
548
+ def convert_paths(self, *names):
549
+ """Call `convert_path` over `names`."""
550
+ for name in names:
551
+ attr = "install_" + name
552
+ setattr(self, attr, convert_path(getattr(self, attr)))
553
+
554
+ def handle_extra_path(self):
555
+ """Set `path_file` and `extra_dirs` using `extra_path`."""
556
+ if self.extra_path is None:
557
+ self.extra_path = self.distribution.extra_path
558
+
559
+ if self.extra_path is not None:
560
+ log.warn(
561
+ "Distribution option extra_path is deprecated. "
562
+ "See issue27919 for details."
563
+ )
564
+ if isinstance(self.extra_path, str):
565
+ self.extra_path = self.extra_path.split(',')
566
+
567
+ if len(self.extra_path) == 1:
568
+ path_file = extra_dirs = self.extra_path[0]
569
+ elif len(self.extra_path) == 2:
570
+ path_file, extra_dirs = self.extra_path
571
+ else:
572
+ raise DistutilsOptionError(
573
+ "'extra_path' option must be a list, tuple, or "
574
+ "comma-separated string with 1 or 2 elements")
575
+
576
+ # convert to local form in case Unix notation used (as it
577
+ # should be in setup scripts)
578
+ extra_dirs = convert_path(extra_dirs)
579
+ else:
580
+ path_file = None
581
+ extra_dirs = ''
582
+
583
+ # XXX should we warn if path_file and not extra_dirs? (in which
584
+ # case the path file would be harmless but pointless)
585
+ self.path_file = path_file
586
+ self.extra_dirs = extra_dirs
587
+
588
+ def change_roots(self, *names):
589
+ """Change the install directories pointed by name using root."""
590
+ for name in names:
591
+ attr = "install_" + name
592
+ setattr(self, attr, change_root(self.root, getattr(self, attr)))
593
+
594
+ def create_home_path(self):
595
+ """Create directories under ~."""
596
+ if not self.user:
597
+ return
598
+ home = convert_path(os.path.expanduser("~"))
599
+ for name, path in self.config_vars.items():
600
+ if path.startswith(home) and not os.path.isdir(path):
601
+ self.debug_print("os.makedirs('%s', 0o700)" % path)
602
+ os.makedirs(path, 0o700)
603
+
604
+ # -- Command execution methods -------------------------------------
605
+
606
+ def run(self):
607
+ """Runs the command."""
608
+ # Obviously have to build before we can install
609
+ if not self.skip_build:
610
+ self.run_command('build')
611
+ # If we built for any other platform, we can't install.
612
+ build_plat = self.distribution.get_command_obj('build').plat_name
613
+ # check warn_dir - it is a clue that the 'install' is happening
614
+ # internally, and not to sys.path, so we don't check the platform
615
+ # matches what we are running.
616
+ if self.warn_dir and build_plat != get_platform():
617
+ raise DistutilsPlatformError("Can't install when "
618
+ "cross-compiling")
619
+
620
+ # Run all sub-commands (at least those that need to be run)
621
+ for cmd_name in self.get_sub_commands():
622
+ self.run_command(cmd_name)
623
+
624
+ if self.path_file:
625
+ self.create_path_file()
626
+
627
+ # write list of installed files, if requested.
628
+ if self.record:
629
+ outputs = self.get_outputs()
630
+ if self.root: # strip any package prefix
631
+ root_len = len(self.root)
632
+ for counter in range(len(outputs)):
633
+ outputs[counter] = outputs[counter][root_len:]
634
+ self.execute(write_file,
635
+ (self.record, outputs),
636
+ "writing list of installed files to '%s'" %
637
+ self.record)
638
+
639
+ sys_path = map(os.path.normpath, sys.path)
640
+ sys_path = map(os.path.normcase, sys_path)
641
+ install_lib = os.path.normcase(os.path.normpath(self.install_lib))
642
+ if (self.warn_dir and
643
+ not (self.path_file and self.install_path_file) and
644
+ install_lib not in sys_path):
645
+ log.debug(("modules installed to '%s', which is not in "
646
+ "Python's module search path (sys.path) -- "
647
+ "you'll have to change the search path yourself"),
648
+ self.install_lib)
649
+
650
+ def create_path_file(self):
651
+ """Creates the .pth file"""
652
+ filename = os.path.join(self.install_libbase,
653
+ self.path_file + ".pth")
654
+ if self.install_path_file:
655
+ self.execute(write_file,
656
+ (filename, [self.extra_dirs]),
657
+ "creating %s" % filename)
658
+ else:
659
+ self.warn("path file '%s' not created" % filename)
660
+
661
+
662
+ # -- Reporting methods ---------------------------------------------
663
+
664
+ def get_outputs(self):
665
+ """Assembles the outputs of all the sub-commands."""
666
+ outputs = []
667
+ for cmd_name in self.get_sub_commands():
668
+ cmd = self.get_finalized_command(cmd_name)
669
+ # Add the contents of cmd.get_outputs(), ensuring
670
+ # that outputs doesn't contain duplicate entries
671
+ for filename in cmd.get_outputs():
672
+ if filename not in outputs:
673
+ outputs.append(filename)
674
+
675
+ if self.path_file and self.install_path_file:
676
+ outputs.append(os.path.join(self.install_libbase,
677
+ self.path_file + ".pth"))
678
+
679
+ return outputs
680
+
681
+ def get_inputs(self):
682
+ """Returns the inputs of all the sub-commands"""
683
+ # XXX gee, this looks familiar ;-(
684
+ inputs = []
685
+ for cmd_name in self.get_sub_commands():
686
+ cmd = self.get_finalized_command(cmd_name)
687
+ inputs.extend(cmd.get_inputs())
688
+
689
+ return inputs
690
+
691
+ # -- Predicates for sub-command list -------------------------------
692
+
693
+ def has_lib(self):
694
+ """Returns true if the current distribution has any Python
695
+ modules to install."""
696
+ return (self.distribution.has_pure_modules() or
697
+ self.distribution.has_ext_modules())
698
+
699
+ def has_headers(self):
700
+ """Returns true if the current distribution has any headers to
701
+ install."""
702
+ return self.distribution.has_headers()
703
+
704
+ def has_scripts(self):
705
+ """Returns true if the current distribution has any scripts to.
706
+ install."""
707
+ return self.distribution.has_scripts()
708
+
709
+ def has_data(self):
710
+ """Returns true if the current distribution has any data to.
711
+ install."""
712
+ return self.distribution.has_data_files()
713
+
714
+ # 'sub_commands': a list of commands this command might have to run to
715
+ # get its work done. See cmd.py for more info.
716
+ sub_commands = [('install_lib', has_lib),
717
+ ('install_headers', has_headers),
718
+ ('install_scripts', has_scripts),
719
+ ('install_data', has_data),
720
+ ('install_egg_info', lambda self:True),
721
+ ]
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/install_egg_info.py ADDED
@@ -0,0 +1,84 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """distutils.command.install_egg_info
2
+
3
+ Implements the Distutils 'install_egg_info' command, for installing
4
+ a package's PKG-INFO metadata."""
5
+
6
+
7
+ from distutils.cmd import Command
8
+ from distutils import log, dir_util
9
+ import os, sys, re
10
+
11
+ class install_egg_info(Command):
12
+ """Install an .egg-info file for the package"""
13
+
14
+ description = "Install package's PKG-INFO metadata as an .egg-info file"
15
+ user_options = [
16
+ ('install-dir=', 'd', "directory to install to"),
17
+ ]
18
+
19
+ def initialize_options(self):
20
+ self.install_dir = None
21
+
22
+ @property
23
+ def basename(self):
24
+ """
25
+ Allow basename to be overridden by child class.
26
+ Ref pypa/distutils#2.
27
+ """
28
+ return "%s-%s-py%d.%d.egg-info" % (
29
+ to_filename(safe_name(self.distribution.get_name())),
30
+ to_filename(safe_version(self.distribution.get_version())),
31
+ *sys.version_info[:2]
32
+ )
33
+
34
+ def finalize_options(self):
35
+ self.set_undefined_options('install_lib',('install_dir','install_dir'))
36
+ self.target = os.path.join(self.install_dir, self.basename)
37
+ self.outputs = [self.target]
38
+
39
+ def run(self):
40
+ target = self.target
41
+ if os.path.isdir(target) and not os.path.islink(target):
42
+ dir_util.remove_tree(target, dry_run=self.dry_run)
43
+ elif os.path.exists(target):
44
+ self.execute(os.unlink,(self.target,),"Removing "+target)
45
+ elif not os.path.isdir(self.install_dir):
46
+ self.execute(os.makedirs, (self.install_dir,),
47
+ "Creating "+self.install_dir)
48
+ log.info("Writing %s", target)
49
+ if not self.dry_run:
50
+ with open(target, 'w', encoding='UTF-8') as f:
51
+ self.distribution.metadata.write_pkg_file(f)
52
+
53
+ def get_outputs(self):
54
+ return self.outputs
55
+
56
+
57
+ # The following routines are taken from setuptools' pkg_resources module and
58
+ # can be replaced by importing them from pkg_resources once it is included
59
+ # in the stdlib.
60
+
61
+ def safe_name(name):
62
+ """Convert an arbitrary string to a standard distribution name
63
+
64
+ Any runs of non-alphanumeric/. characters are replaced with a single '-'.
65
+ """
66
+ return re.sub('[^A-Za-z0-9.]+', '-', name)
67
+
68
+
69
+ def safe_version(version):
70
+ """Convert an arbitrary string to a standard version string
71
+
72
+ Spaces become dots, and all other non-alphanumeric characters become
73
+ dashes, with runs of multiple dashes condensed to a single dash.
74
+ """
75
+ version = version.replace(' ','.')
76
+ return re.sub('[^A-Za-z0-9.]+', '-', version)
77
+
78
+
79
+ def to_filename(name):
80
+ """Convert a project or version name to its filename-escaped form
81
+
82
+ Any '-' characters are currently replaced with '_'.
83
+ """
84
+ return name.replace('-','_')
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/py37compat.py ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import sys
2
+
3
+
4
+ def _pythonlib_compat():
5
+ """
6
+ On Python 3.7 and earlier, distutils would include the Python
7
+ library. See pypa/distutils#9.
8
+ """
9
+ from distutils import sysconfig
10
+ if not sysconfig.get_config_var('Py_ENABLED_SHARED'):
11
+ return
12
+
13
+ yield 'python{}.{}{}'.format(
14
+ sys.hexversion >> 24,
15
+ (sys.hexversion >> 16) & 0xff,
16
+ sysconfig.get_config_var('ABIFLAGS'),
17
+ )
18
+
19
+
20
+ def compose(f1, f2):
21
+ return lambda *args, **kwargs: f1(f2(*args, **kwargs))
22
+
23
+
24
+ pythonlib = (
25
+ compose(list, _pythonlib_compat)
26
+ if sys.version_info < (3, 8)
27
+ and sys.platform != 'darwin'
28
+ and sys.platform[:3] != 'aix'
29
+ else list
30
+ )
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/register.py ADDED
@@ -0,0 +1,304 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """distutils.command.register
2
+
3
+ Implements the Distutils 'register' command (register with the repository).
4
+ """
5
+
6
+ # created 2002/10/21, Richard Jones
7
+
8
+ import getpass
9
+ import io
10
+ import urllib.parse, urllib.request
11
+ from warnings import warn
12
+
13
+ from distutils.core import PyPIRCCommand
14
+ from distutils.errors import *
15
+ from distutils import log
16
+
17
+ class register(PyPIRCCommand):
18
+
19
+ description = ("register the distribution with the Python package index")
20
+ user_options = PyPIRCCommand.user_options + [
21
+ ('list-classifiers', None,
22
+ 'list the valid Trove classifiers'),
23
+ ('strict', None ,
24
+ 'Will stop the registering if the meta-data are not fully compliant')
25
+ ]
26
+ boolean_options = PyPIRCCommand.boolean_options + [
27
+ 'verify', 'list-classifiers', 'strict']
28
+
29
+ sub_commands = [('check', lambda self: True)]
30
+
31
+ def initialize_options(self):
32
+ PyPIRCCommand.initialize_options(self)
33
+ self.list_classifiers = 0
34
+ self.strict = 0
35
+
36
+ def finalize_options(self):
37
+ PyPIRCCommand.finalize_options(self)
38
+ # setting options for the `check` subcommand
39
+ check_options = {'strict': ('register', self.strict),
40
+ 'restructuredtext': ('register', 1)}
41
+ self.distribution.command_options['check'] = check_options
42
+
43
+ def run(self):
44
+ self.finalize_options()
45
+ self._set_config()
46
+
47
+ # Run sub commands
48
+ for cmd_name in self.get_sub_commands():
49
+ self.run_command(cmd_name)
50
+
51
+ if self.dry_run:
52
+ self.verify_metadata()
53
+ elif self.list_classifiers:
54
+ self.classifiers()
55
+ else:
56
+ self.send_metadata()
57
+
58
+ def check_metadata(self):
59
+ """Deprecated API."""
60
+ warn("distutils.command.register.check_metadata is deprecated, \
61
+ use the check command instead", PendingDeprecationWarning)
62
+ check = self.distribution.get_command_obj('check')
63
+ check.ensure_finalized()
64
+ check.strict = self.strict
65
+ check.restructuredtext = 1
66
+ check.run()
67
+
68
+ def _set_config(self):
69
+ ''' Reads the configuration file and set attributes.
70
+ '''
71
+ config = self._read_pypirc()
72
+ if config != {}:
73
+ self.username = config['username']
74
+ self.password = config['password']
75
+ self.repository = config['repository']
76
+ self.realm = config['realm']
77
+ self.has_config = True
78
+ else:
79
+ if self.repository not in ('pypi', self.DEFAULT_REPOSITORY):
80
+ raise ValueError('%s not found in .pypirc' % self.repository)
81
+ if self.repository == 'pypi':
82
+ self.repository = self.DEFAULT_REPOSITORY
83
+ self.has_config = False
84
+
85
+ def classifiers(self):
86
+ ''' Fetch the list of classifiers from the server.
87
+ '''
88
+ url = self.repository+'?:action=list_classifiers'
89
+ response = urllib.request.urlopen(url)
90
+ log.info(self._read_pypi_response(response))
91
+
92
+ def verify_metadata(self):
93
+ ''' Send the metadata to the package index server to be checked.
94
+ '''
95
+ # send the info to the server and report the result
96
+ (code, result) = self.post_to_server(self.build_post_data('verify'))
97
+ log.info('Server response (%s): %s', code, result)
98
+
99
+ def send_metadata(self):
100
+ ''' Send the metadata to the package index server.
101
+
102
+ Well, do the following:
103
+ 1. figure who the user is, and then
104
+ 2. send the data as a Basic auth'ed POST.
105
+
106
+ First we try to read the username/password from $HOME/.pypirc,
107
+ which is a ConfigParser-formatted file with a section
108
+ [distutils] containing username and password entries (both
109
+ in clear text). Eg:
110
+
111
+ [distutils]
112
+ index-servers =
113
+ pypi
114
+
115
+ [pypi]
116
+ username: fred
117
+ password: sekrit
118
+
119
+ Otherwise, to figure who the user is, we offer the user three
120
+ choices:
121
+
122
+ 1. use existing login,
123
+ 2. register as a new user, or
124
+ 3. set the password to a random string and email the user.
125
+
126
+ '''
127
+ # see if we can short-cut and get the username/password from the
128
+ # config
129
+ if self.has_config:
130
+ choice = '1'
131
+ username = self.username
132
+ password = self.password
133
+ else:
134
+ choice = 'x'
135
+ username = password = ''
136
+
137
+ # get the user's login info
138
+ choices = '1 2 3 4'.split()
139
+ while choice not in choices:
140
+ self.announce('''\
141
+ We need to know who you are, so please choose either:
142
+ 1. use your existing login,
143
+ 2. register as a new user,
144
+ 3. have the server generate a new password for you (and email it to you), or
145
+ 4. quit
146
+ Your selection [default 1]: ''', log.INFO)
147
+ choice = input()
148
+ if not choice:
149
+ choice = '1'
150
+ elif choice not in choices:
151
+ print('Please choose one of the four options!')
152
+
153
+ if choice == '1':
154
+ # get the username and password
155
+ while not username:
156
+ username = input('Username: ')
157
+ while not password:
158
+ password = getpass.getpass('Password: ')
159
+
160
+ # set up the authentication
161
+ auth = urllib.request.HTTPPasswordMgr()
162
+ host = urllib.parse.urlparse(self.repository)[1]
163
+ auth.add_password(self.realm, host, username, password)
164
+ # send the info to the server and report the result
165
+ code, result = self.post_to_server(self.build_post_data('submit'),
166
+ auth)
167
+ self.announce('Server response (%s): %s' % (code, result),
168
+ log.INFO)
169
+
170
+ # possibly save the login
171
+ if code == 200:
172
+ if self.has_config:
173
+ # sharing the password in the distribution instance
174
+ # so the upload command can reuse it
175
+ self.distribution.password = password
176
+ else:
177
+ self.announce(('I can store your PyPI login so future '
178
+ 'submissions will be faster.'), log.INFO)
179
+ self.announce('(the login will be stored in %s)' % \
180
+ self._get_rc_file(), log.INFO)
181
+ choice = 'X'
182
+ while choice.lower() not in 'yn':
183
+ choice = input('Save your login (y/N)?')
184
+ if not choice:
185
+ choice = 'n'
186
+ if choice.lower() == 'y':
187
+ self._store_pypirc(username, password)
188
+
189
+ elif choice == '2':
190
+ data = {':action': 'user'}
191
+ data['name'] = data['password'] = data['email'] = ''
192
+ data['confirm'] = None
193
+ while not data['name']:
194
+ data['name'] = input('Username: ')
195
+ while data['password'] != data['confirm']:
196
+ while not data['password']:
197
+ data['password'] = getpass.getpass('Password: ')
198
+ while not data['confirm']:
199
+ data['confirm'] = getpass.getpass(' Confirm: ')
200
+ if data['password'] != data['confirm']:
201
+ data['password'] = ''
202
+ data['confirm'] = None
203
+ print("Password and confirm don't match!")
204
+ while not data['email']:
205
+ data['email'] = input(' EMail: ')
206
+ code, result = self.post_to_server(data)
207
+ if code != 200:
208
+ log.info('Server response (%s): %s', code, result)
209
+ else:
210
+ log.info('You will receive an email shortly.')
211
+ log.info(('Follow the instructions in it to '
212
+ 'complete registration.'))
213
+ elif choice == '3':
214
+ data = {':action': 'password_reset'}
215
+ data['email'] = ''
216
+ while not data['email']:
217
+ data['email'] = input('Your email address: ')
218
+ code, result = self.post_to_server(data)
219
+ log.info('Server response (%s): %s', code, result)
220
+
221
+ def build_post_data(self, action):
222
+ # figure the data to send - the metadata plus some additional
223
+ # information used by the package server
224
+ meta = self.distribution.metadata
225
+ data = {
226
+ ':action': action,
227
+ 'metadata_version' : '1.0',
228
+ 'name': meta.get_name(),
229
+ 'version': meta.get_version(),
230
+ 'summary': meta.get_description(),
231
+ 'home_page': meta.get_url(),
232
+ 'author': meta.get_contact(),
233
+ 'author_email': meta.get_contact_email(),
234
+ 'license': meta.get_licence(),
235
+ 'description': meta.get_long_description(),
236
+ 'keywords': meta.get_keywords(),
237
+ 'platform': meta.get_platforms(),
238
+ 'classifiers': meta.get_classifiers(),
239
+ 'download_url': meta.get_download_url(),
240
+ # PEP 314
241
+ 'provides': meta.get_provides(),
242
+ 'requires': meta.get_requires(),
243
+ 'obsoletes': meta.get_obsoletes(),
244
+ }
245
+ if data['provides'] or data['requires'] or data['obsoletes']:
246
+ data['metadata_version'] = '1.1'
247
+ return data
248
+
249
+ def post_to_server(self, data, auth=None):
250
+ ''' Post a query to the server, and return a string response.
251
+ '''
252
+ if 'name' in data:
253
+ self.announce('Registering %s to %s' % (data['name'],
254
+ self.repository),
255
+ log.INFO)
256
+ # Build up the MIME payload for the urllib2 POST data
257
+ boundary = '--------------GHSKFJDLGDS7543FJKLFHRE75642756743254'
258
+ sep_boundary = '\n--' + boundary
259
+ end_boundary = sep_boundary + '--'
260
+ body = io.StringIO()
261
+ for key, value in data.items():
262
+ # handle multiple entries for the same name
263
+ if type(value) not in (type([]), type( () )):
264
+ value = [value]
265
+ for value in value:
266
+ value = str(value)
267
+ body.write(sep_boundary)
268
+ body.write('\nContent-Disposition: form-data; name="%s"'%key)
269
+ body.write("\n\n")
270
+ body.write(value)
271
+ if value and value[-1] == '\r':
272
+ body.write('\n') # write an extra newline (lurve Macs)
273
+ body.write(end_boundary)
274
+ body.write("\n")
275
+ body = body.getvalue().encode("utf-8")
276
+
277
+ # build the Request
278
+ headers = {
279
+ 'Content-type': 'multipart/form-data; boundary=%s; charset=utf-8'%boundary,
280
+ 'Content-length': str(len(body))
281
+ }
282
+ req = urllib.request.Request(self.repository, body, headers)
283
+
284
+ # handle HTTP and include the Basic Auth handler
285
+ opener = urllib.request.build_opener(
286
+ urllib.request.HTTPBasicAuthHandler(password_mgr=auth)
287
+ )
288
+ data = ''
289
+ try:
290
+ result = opener.open(req)
291
+ except urllib.error.HTTPError as e:
292
+ if self.show_response:
293
+ data = e.fp.read()
294
+ result = e.code, e.msg
295
+ except urllib.error.URLError as e:
296
+ result = 500, str(e)
297
+ else:
298
+ if self.show_response:
299
+ data = self._read_pypi_response(result)
300
+ result = 200, 'OK'
301
+ if self.show_response:
302
+ msg = '\n'.join(('-' * 75, data, '-' * 75))
303
+ self.announce(msg, log.INFO)
304
+ return result
llmeval-env/lib/python3.10/site-packages/setuptools/_distutils/command/upload.py ADDED
@@ -0,0 +1,214 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ """
2
+ distutils.command.upload
3
+
4
+ Implements the Distutils 'upload' subcommand (upload package to a package
5
+ index).
6
+ """
7
+
8
+ import os
9
+ import io
10
+ import hashlib
11
+ from base64 import standard_b64encode
12
+ from urllib.request import urlopen, Request, HTTPError
13
+ from urllib.parse import urlparse
14
+ from distutils.errors import DistutilsError, DistutilsOptionError
15
+ from distutils.core import PyPIRCCommand
16
+ from distutils.spawn import spawn
17
+ from distutils import log
18
+
19
+
20
+ # PyPI Warehouse supports MD5, SHA256, and Blake2 (blake2-256)
21
+ # https://bugs.python.org/issue40698
22
+ _FILE_CONTENT_DIGESTS = {
23
+ "md5_digest": getattr(hashlib, "md5", None),
24
+ "sha256_digest": getattr(hashlib, "sha256", None),
25
+ "blake2_256_digest": getattr(hashlib, "blake2b", None),
26
+ }
27
+
28
+
29
+ class upload(PyPIRCCommand):
30
+
31
+ description = "upload binary package to PyPI"
32
+
33
+ user_options = PyPIRCCommand.user_options + [
34
+ ('sign', 's',
35
+ 'sign files to upload using gpg'),
36
+ ('identity=', 'i', 'GPG identity used to sign files'),
37
+ ]
38
+
39
+ boolean_options = PyPIRCCommand.boolean_options + ['sign']
40
+
41
+ def initialize_options(self):
42
+ PyPIRCCommand.initialize_options(self)
43
+ self.username = ''
44
+ self.password = ''
45
+ self.show_response = 0
46
+ self.sign = False
47
+ self.identity = None
48
+
49
+ def finalize_options(self):
50
+ PyPIRCCommand.finalize_options(self)
51
+ if self.identity and not self.sign:
52
+ raise DistutilsOptionError(
53
+ "Must use --sign for --identity to have meaning"
54
+ )
55
+ config = self._read_pypirc()
56
+ if config != {}:
57
+ self.username = config['username']
58
+ self.password = config['password']
59
+ self.repository = config['repository']
60
+ self.realm = config['realm']
61
+
62
+ # getting the password from the distribution
63
+ # if previously set by the register command
64
+ if not self.password and self.distribution.password:
65
+ self.password = self.distribution.password
66
+
67
+ def run(self):
68
+ if not self.distribution.dist_files:
69
+ msg = ("Must create and upload files in one command "
70
+ "(e.g. setup.py sdist upload)")
71
+ raise DistutilsOptionError(msg)
72
+ for command, pyversion, filename in self.distribution.dist_files:
73
+ self.upload_file(command, pyversion, filename)
74
+
75
+ def upload_file(self, command, pyversion, filename):
76
+ # Makes sure the repository URL is compliant
77
+ schema, netloc, url, params, query, fragments = \
78
+ urlparse(self.repository)
79
+ if params or query or fragments:
80
+ raise AssertionError("Incompatible url %s" % self.repository)
81
+
82
+ if schema not in ('http', 'https'):
83
+ raise AssertionError("unsupported schema " + schema)
84
+
85
+ # Sign if requested
86
+ if self.sign:
87
+ gpg_args = ["gpg", "--detach-sign", "-a", filename]
88
+ if self.identity:
89
+ gpg_args[2:2] = ["--local-user", self.identity]
90
+ spawn(gpg_args,
91
+ dry_run=self.dry_run)
92
+
93
+ # Fill in the data - send all the meta-data in case we need to
94
+ # register a new release
95
+ f = open(filename,'rb')
96
+ try:
97
+ content = f.read()
98
+ finally:
99
+ f.close()
100
+
101
+ meta = self.distribution.metadata
102
+ data = {
103
+ # action
104
+ ':action': 'file_upload',
105
+ 'protocol_version': '1',
106
+
107
+ # identify release
108
+ 'name': meta.get_name(),
109
+ 'version': meta.get_version(),
110
+
111
+ # file content
112
+ 'content': (os.path.basename(filename),content),
113
+ 'filetype': command,
114
+ 'pyversion': pyversion,
115
+
116
+ # additional meta-data
117
+ 'metadata_version': '1.0',
118
+ 'summary': meta.get_description(),
119
+ 'home_page': meta.get_url(),
120
+ 'author': meta.get_contact(),
121
+ 'author_email': meta.get_contact_email(),
122
+ 'license': meta.get_licence(),
123
+ 'description': meta.get_long_description(),
124
+ 'keywords': meta.get_keywords(),
125
+ 'platform': meta.get_platforms(),
126
+ 'classifiers': meta.get_classifiers(),
127
+ 'download_url': meta.get_download_url(),
128
+ # PEP 314
129
+ 'provides': meta.get_provides(),
130
+ 'requires': meta.get_requires(),
131
+ 'obsoletes': meta.get_obsoletes(),
132
+ }
133
+
134
+ data['comment'] = ''
135
+
136
+ # file content digests
137
+ for digest_name, digest_cons in _FILE_CONTENT_DIGESTS.items():
138
+ if digest_cons is None:
139
+ continue
140
+ try:
141
+ data[digest_name] = digest_cons(content).hexdigest()
142
+ except ValueError:
143
+ # hash digest not available or blocked by security policy
144
+ pass
145
+
146
+ if self.sign:
147
+ with open(filename + ".asc", "rb") as f:
148
+ data['gpg_signature'] = (os.path.basename(filename) + ".asc",
149
+ f.read())
150
+
151
+ # set up the authentication
152
+ user_pass = (self.username + ":" + self.password).encode('ascii')
153
+ # The exact encoding of the authentication string is debated.
154
+ # Anyway PyPI only accepts ascii for both username or password.
155
+ auth = "Basic " + standard_b64encode(user_pass).decode('ascii')
156
+
157
+ # Build up the MIME payload for the POST data
158
+ boundary = '--------------GHSKFJDLGDS7543FJKLFHRE75642756743254'
159
+ sep_boundary = b'\r\n--' + boundary.encode('ascii')
160
+ end_boundary = sep_boundary + b'--\r\n'
161
+ body = io.BytesIO()
162
+ for key, value in data.items():
163
+ title = '\r\nContent-Disposition: form-data; name="%s"' % key
164
+ # handle multiple entries for the same name
165
+ if not isinstance(value, list):
166
+ value = [value]
167
+ for value in value:
168
+ if type(value) is tuple:
169
+ title += '; filename="%s"' % value[0]
170
+ value = value[1]
171
+ else:
172
+ value = str(value).encode('utf-8')
173
+ body.write(sep_boundary)
174
+ body.write(title.encode('utf-8'))
175
+ body.write(b"\r\n\r\n")
176
+ body.write(value)
177
+ body.write(end_boundary)
178
+ body = body.getvalue()
179
+
180
+ msg = "Submitting %s to %s" % (filename, self.repository)
181
+ self.announce(msg, log.INFO)
182
+
183
+ # build the Request
184
+ headers = {
185
+ 'Content-type': 'multipart/form-data; boundary=%s' % boundary,
186
+ 'Content-length': str(len(body)),
187
+ 'Authorization': auth,
188
+ }
189
+
190
+ request = Request(self.repository, data=body,
191
+ headers=headers)
192
+ # send the data
193
+ try:
194
+ result = urlopen(request)
195
+ status = result.getcode()
196
+ reason = result.msg
197
+ except HTTPError as e:
198
+ status = e.code
199
+ reason = e.msg
200
+ except OSError as e:
201
+ self.announce(str(e), log.ERROR)
202
+ raise
203
+
204
+ if status == 200:
205
+ self.announce('Server response (%s): %s' % (status, reason),
206
+ log.INFO)
207
+ if self.show_response:
208
+ text = self._read_pypi_response(result)
209
+ msg = '\n'.join(('-' * 75, text, '-' * 75))
210
+ self.announce(msg, log.INFO)
211
+ else:
212
+ msg = 'Upload failed (%s): %s' % (status, reason)
213
+ self.announce(msg, log.ERROR)
214
+ raise DistutilsError(msg)
llmeval-env/lib/python3.10/site-packages/transformers/activations.py ADDED
@@ -0,0 +1,239 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright 2020 The HuggingFace Team. All rights reserved.
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.
14
+
15
+ import math
16
+ from collections import OrderedDict
17
+
18
+ import torch
19
+ from packaging import version
20
+ from torch import Tensor, nn
21
+
22
+ from .utils import logging
23
+
24
+
25
+ logger = logging.get_logger(__name__)
26
+
27
+
28
+ class PytorchGELUTanh(nn.Module):
29
+ """
30
+ A fast C implementation of the tanh approximation of the GeLU activation function. See
31
+ https://arxiv.org/abs/1606.08415.
32
+
33
+ This implementation is equivalent to NewGELU and FastGELU but much faster. However, it is not an exact numerical
34
+ match due to rounding errors.
35
+ """
36
+
37
+ def __init__(self):
38
+ super().__init__()
39
+ if version.parse(torch.__version__) < version.parse("1.12.0"):
40
+ raise ImportError(
41
+ f"You are using torch=={torch.__version__}, but torch>=1.12.0 is required to use "
42
+ "PytorchGELUTanh. Please upgrade torch."
43
+ )
44
+
45
+ def forward(self, input: Tensor) -> Tensor:
46
+ return nn.functional.gelu(input, approximate="tanh")
47
+
48
+
49
+ class NewGELUActivation(nn.Module):
50
+ """
51
+ Implementation of the GELU activation function currently in Google BERT repo (identical to OpenAI GPT). Also see
52
+ the Gaussian Error Linear Units paper: https://arxiv.org/abs/1606.08415
53
+ """
54
+
55
+ def forward(self, input: Tensor) -> Tensor:
56
+ return 0.5 * input * (1.0 + torch.tanh(math.sqrt(2.0 / math.pi) * (input + 0.044715 * torch.pow(input, 3.0))))
57
+
58
+
59
+ class GELUActivation(nn.Module):
60
+ """
61
+ Original Implementation of the GELU activation function in Google BERT repo when initially created. For
62
+ information: OpenAI GPT's GELU is slightly different (and gives slightly different results): 0.5 * x * (1 +
63
+ torch.tanh(math.sqrt(2 / math.pi) * (x + 0.044715 * torch.pow(x, 3)))) This is now written in C in nn.functional
64
+ Also see the Gaussian Error Linear Units paper: https://arxiv.org/abs/1606.08415
65
+ """
66
+
67
+ def __init__(self, use_gelu_python: bool = False):
68
+ super().__init__()
69
+ if use_gelu_python:
70
+ self.act = self._gelu_python
71
+ else:
72
+ self.act = nn.functional.gelu
73
+
74
+ def _gelu_python(self, input: Tensor) -> Tensor:
75
+ return input * 0.5 * (1.0 + torch.erf(input / math.sqrt(2.0)))
76
+
77
+ def forward(self, input: Tensor) -> Tensor:
78
+ return self.act(input)
79
+
80
+
81
+ class FastGELUActivation(nn.Module):
82
+ """
83
+ Applies GELU approximation that is slower than QuickGELU but more accurate. See: https://github.com/hendrycks/GELUs
84
+ """
85
+
86
+ def forward(self, input: Tensor) -> Tensor:
87
+ return 0.5 * input * (1.0 + torch.tanh(input * 0.7978845608 * (1.0 + 0.044715 * input * input)))
88
+
89
+
90
+ class QuickGELUActivation(nn.Module):
91
+ """
92
+ Applies GELU approximation that is fast but somewhat inaccurate. See: https://github.com/hendrycks/GELUs
93
+ """
94
+
95
+ def forward(self, input: Tensor) -> Tensor:
96
+ return input * torch.sigmoid(1.702 * input)
97
+
98
+
99
+ class ClippedGELUActivation(nn.Module):
100
+ """
101
+ Clip the range of possible GeLU outputs between [min, max]. This is especially useful for quantization purpose, as
102
+ it allows mapping negatives values in the GeLU spectrum. For more information on this trick, please refer to
103
+ https://arxiv.org/abs/2004.09602.
104
+
105
+ Gaussian Error Linear Unit. Original Implementation of the gelu activation function in Google Bert repo when
106
+ initially created.
107
+
108
+ For information: OpenAI GPT's gelu is slightly different (and gives slightly different results): 0.5 * x * (1 +
109
+ torch.tanh(math.sqrt(2 / math.pi) * (x + 0.044715 * torch.pow(x, 3)))). See https://arxiv.org/abs/1606.08415
110
+ """
111
+
112
+ def __init__(self, min: float, max: float):
113
+ if min > max:
114
+ raise ValueError(f"min should be < max (got min: {min}, max: {max})")
115
+
116
+ super().__init__()
117
+ self.min = min
118
+ self.max = max
119
+
120
+ def forward(self, x: Tensor) -> Tensor:
121
+ return torch.clip(gelu(x), self.min, self.max)
122
+
123
+
124
+ class AccurateGELUActivation(nn.Module):
125
+ """
126
+ Applies GELU approximation that is faster than default and more accurate than QuickGELU. See:
127
+ https://github.com/hendrycks/GELUs
128
+
129
+ Implemented along with MEGA (Moving Average Equipped Gated Attention)
130
+ """
131
+
132
+ def __init__(self):
133
+ super().__init__()
134
+ self.precomputed_constant = math.sqrt(2 / math.pi)
135
+
136
+ def forward(self, input: Tensor) -> Tensor:
137
+ return 0.5 * input * (1 + torch.tanh(self.precomputed_constant * (input + 0.044715 * torch.pow(input, 3))))
138
+
139
+
140
+ class MishActivation(nn.Module):
141
+ """
142
+ See Mish: A Self-Regularized Non-Monotonic Activation Function (Misra., https://arxiv.org/abs/1908.08681). Also
143
+ visit the official repository for the paper: https://github.com/digantamisra98/Mish
144
+ """
145
+
146
+ def __init__(self):
147
+ super().__init__()
148
+ if version.parse(torch.__version__) < version.parse("1.9.0"):
149
+ self.act = self._mish_python
150
+ else:
151
+ self.act = nn.functional.mish
152
+
153
+ def _mish_python(self, input: Tensor) -> Tensor:
154
+ return input * torch.tanh(nn.functional.softplus(input))
155
+
156
+ def forward(self, input: Tensor) -> Tensor:
157
+ return self.act(input)
158
+
159
+
160
+ class LinearActivation(nn.Module):
161
+ """
162
+ Applies the linear activation function, i.e. forwarding input directly to output.
163
+ """
164
+
165
+ def forward(self, input: Tensor) -> Tensor:
166
+ return input
167
+
168
+
169
+ class LaplaceActivation(nn.Module):
170
+ """
171
+ Applies elementwise activation based on Laplace function, introduced in MEGA as an attention activation. See
172
+ https://arxiv.org/abs/2209.10655
173
+
174
+ Inspired by squared relu, but with bounded range and gradient for better stability
175
+ """
176
+
177
+ def forward(self, input, mu=0.707107, sigma=0.282095):
178
+ input = (input - mu).div(sigma * math.sqrt(2.0))
179
+ return 0.5 * (1.0 + torch.erf(input))
180
+
181
+
182
+ class ReLUSquaredActivation(nn.Module):
183
+ """
184
+ Applies the relu^2 activation introduced in https://arxiv.org/abs/2109.08668v2
185
+ """
186
+
187
+ def forward(self, input):
188
+ relu_applied = nn.functional.relu(input)
189
+ squared = torch.square(relu_applied)
190
+ return squared
191
+
192
+
193
+ class ClassInstantier(OrderedDict):
194
+ def __getitem__(self, key):
195
+ content = super().__getitem__(key)
196
+ cls, kwargs = content if isinstance(content, tuple) else (content, {})
197
+ return cls(**kwargs)
198
+
199
+
200
+ ACT2CLS = {
201
+ "gelu": GELUActivation,
202
+ "gelu_10": (ClippedGELUActivation, {"min": -10, "max": 10}),
203
+ "gelu_fast": FastGELUActivation,
204
+ "gelu_new": NewGELUActivation,
205
+ "gelu_python": (GELUActivation, {"use_gelu_python": True}),
206
+ "gelu_pytorch_tanh": PytorchGELUTanh,
207
+ "gelu_accurate": AccurateGELUActivation,
208
+ "laplace": LaplaceActivation,
209
+ "leaky_relu": nn.LeakyReLU,
210
+ "linear": LinearActivation,
211
+ "mish": MishActivation,
212
+ "quick_gelu": QuickGELUActivation,
213
+ "relu": nn.ReLU,
214
+ "relu2": ReLUSquaredActivation,
215
+ "relu6": nn.ReLU6,
216
+ "sigmoid": nn.Sigmoid,
217
+ "silu": nn.SiLU,
218
+ "swish": nn.SiLU,
219
+ "tanh": nn.Tanh,
220
+ }
221
+ ACT2FN = ClassInstantier(ACT2CLS)
222
+
223
+
224
+ def get_activation(activation_string):
225
+ if activation_string in ACT2FN:
226
+ return ACT2FN[activation_string]
227
+ else:
228
+ raise KeyError(f"function {activation_string} not found in ACT2FN mapping {list(ACT2FN.keys())}")
229
+
230
+
231
+ # For backwards compatibility with: from activations import gelu_python
232
+ gelu_python = get_activation("gelu_python")
233
+ gelu_new = get_activation("gelu_new")
234
+ gelu = get_activation("gelu")
235
+ gelu_fast = get_activation("gelu_fast")
236
+ quick_gelu = get_activation("quick_gelu")
237
+ silu = get_activation("silu")
238
+ mish = get_activation("mish")
239
+ linear_act = get_activation("linear")
llmeval-env/lib/python3.10/site-packages/transformers/activations_tf.py ADDED
@@ -0,0 +1,147 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Copyright 2020 The HuggingFace Team. All rights reserved.
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.
14
+
15
+ import math
16
+
17
+ import tensorflow as tf
18
+ from packaging.version import parse
19
+
20
+
21
+ try:
22
+ import tf_keras as keras
23
+ except (ModuleNotFoundError, ImportError):
24
+ import keras
25
+
26
+ if parse(keras.__version__).major > 2:
27
+ raise ValueError(
28
+ "Your currently installed version of Keras is Keras 3, but this is not yet supported in "
29
+ "Transformers. Please install the backwards-compatible tf-keras package with "
30
+ "`pip install tf-keras`."
31
+ )
32
+
33
+
34
+ def _gelu(x):
35
+ """
36
+ Gaussian Error Linear Unit. Original Implementation of the gelu activation function in Google Bert repo when
37
+ initially created. For information: OpenAI GPT's gelu is slightly different (and gives slightly different results):
38
+ 0.5 * x * (1 + torch.tanh(math.sqrt(2 / math.pi) * (x + 0.044715 * torch.pow(x, 3)))) Also see
39
+ https://arxiv.org/abs/1606.08415
40
+ """
41
+ x = tf.convert_to_tensor(x)
42
+ cdf = 0.5 * (1.0 + tf.math.erf(x / tf.cast(tf.sqrt(2.0), x.dtype)))
43
+
44
+ return x * cdf
45
+
46
+
47
+ def _gelu_new(x):
48
+ """
49
+ Gaussian Error Linear Unit. This is a smoother version of the GELU. Original paper: https://arxiv.org/abs/1606.0841
50
+
51
+ Args:
52
+ x: float Tensor to perform activation
53
+
54
+ Returns:
55
+ `x` with the GELU activation applied.
56
+ """
57
+ x = tf.convert_to_tensor(x)
58
+ pi = tf.cast(math.pi, x.dtype)
59
+ coeff = tf.cast(0.044715, x.dtype)
60
+ cdf = 0.5 * (1.0 + tf.tanh(tf.sqrt(2.0 / pi) * (x + coeff * tf.pow(x, 3))))
61
+
62
+ return x * cdf
63
+
64
+
65
+ def mish(x):
66
+ x = tf.convert_to_tensor(x)
67
+
68
+ return x * tf.tanh(tf.math.softplus(x))
69
+
70
+
71
+ def gelu_fast(x):
72
+ x = tf.convert_to_tensor(x)
73
+ coeff1 = tf.cast(0.044715, x.dtype)
74
+ coeff2 = tf.cast(0.7978845608, x.dtype)
75
+
76
+ return 0.5 * x * (1.0 + tf.tanh(x * coeff2 * (1.0 + coeff1 * x * x)))
77
+
78
+
79
+ def quick_gelu(x):
80
+ x = tf.convert_to_tensor(x)
81
+ coeff = tf.cast(1.702, x.dtype)
82
+ return x * tf.math.sigmoid(coeff * x)
83
+
84
+
85
+ def gelu_10(x):
86
+ """
87
+ Clip the range of possible GeLU outputs between [-10, 10]. This is especially useful for quantization purpose, as
88
+ it allows mapping 2 negatives values in the GeLU spectrum. For more information on this trick, please refer to
89
+ https://arxiv.org/abs/2004.09602
90
+
91
+ Gaussian Error Linear Unit. Original Implementation of the gelu activation function in Google Bert repo when
92
+ initially created. For information: OpenAI GPT's gelu is slightly different (and gives slightly different results):
93
+ 0.5 * x * (1 + torch.tanh(math.sqrt(2 / math.pi) * (x + 0.044715 * torch.pow(x, 3)))) Also see
94
+ https://arxiv.org/abs/1606.08415 :param x: :return:
95
+ """
96
+ return tf.clip_by_value(_gelu(x), -10, 10)
97
+
98
+
99
+ def glu(x, axis=-1):
100
+ """
101
+ Gated Linear Unit. Implementation as defined in the original paper (see https://arxiv.org/abs/1612.08083), where
102
+ the input `x` is split in two halves across a dimension (`axis`), A and B, returning A * sigmoid(B).
103
+
104
+ Args:
105
+ `x`: float Tensor to perform activation
106
+ `axis`: dimension across which `x` be split in half
107
+
108
+ Returns:
109
+ `x` with the GLU activation applied (with its size halved across the dimension `axis`).
110
+ """
111
+ a, b = tf.split(x, 2, axis=axis)
112
+ return a * tf.math.sigmoid(b)
113
+
114
+
115
+ if parse(tf.version.VERSION) >= parse("2.4"):
116
+
117
+ def approximate_gelu_wrap(x):
118
+ return keras.activations.gelu(x, approximate=True)
119
+
120
+ gelu = keras.activations.gelu
121
+ gelu_new = approximate_gelu_wrap
122
+ else:
123
+ gelu = _gelu
124
+ gelu_new = _gelu_new
125
+
126
+
127
+ ACT2FN = {
128
+ "gelu": gelu,
129
+ "gelu_10": gelu_10,
130
+ "gelu_fast": gelu_fast,
131
+ "gelu_new": gelu_new,
132
+ "glu": glu,
133
+ "mish": mish,
134
+ "quick_gelu": quick_gelu,
135
+ "relu": keras.activations.relu,
136
+ "sigmoid": keras.activations.sigmoid,
137
+ "silu": keras.activations.swish,
138
+ "swish": keras.activations.swish,
139
+ "tanh": keras.activations.tanh,
140
+ }
141
+
142
+
143
+ def get_tf_activation(activation_string):
144
+ if activation_string in ACT2FN:
145
+ return ACT2FN[activation_string]
146
+ else:
147
+ raise KeyError(f"function {activation_string} not found in ACT2FN mapping {list(ACT2FN.keys())}")
llmeval-env/lib/python3.10/site-packages/transformers/audio_utils.py ADDED
@@ -0,0 +1,825 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # coding=utf-8
2
+ # Copyright 2023 The HuggingFace Inc. team and the librosa & torchaudio authors.
3
+ #
4
+ # Licensed under the Apache License, Version 2.0 (the "License");
5
+ # you may not use this file except in compliance with the License.
6
+ # You may obtain a copy of the License at
7
+ #
8
+ # http://www.apache.org/licenses/LICENSE-2.0
9
+ #
10
+ # Unless required by applicable law or agreed to in writing, software
11
+ # distributed under the License is distributed on an "AS IS" BASIS,
12
+ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
13
+ # See the License for the specific language governing permissions and
14
+ # limitations under the License.
15
+ """
16
+ Audio processing functions to extract features from audio waveforms. This code is pure numpy to support all frameworks
17
+ and remove unnecessary dependencies.
18
+ """
19
+ import warnings
20
+ from typing import Optional, Tuple, Union
21
+
22
+ import numpy as np
23
+
24
+
25
+ def hertz_to_mel(freq: Union[float, np.ndarray], mel_scale: str = "htk") -> Union[float, np.ndarray]:
26
+ """
27
+ Convert frequency from hertz to mels.
28
+
29
+ Args:
30
+ freq (`float` or `np.ndarray`):
31
+ The frequency, or multiple frequencies, in hertz (Hz).
32
+ mel_scale (`str`, *optional*, defaults to `"htk"`):
33
+ The mel frequency scale to use, `"htk"`, `"kaldi"` or `"slaney"`.
34
+
35
+ Returns:
36
+ `float` or `np.ndarray`: The frequencies on the mel scale.
37
+ """
38
+
39
+ if mel_scale not in ["slaney", "htk", "kaldi"]:
40
+ raise ValueError('mel_scale should be one of "htk", "slaney" or "kaldi".')
41
+
42
+ if mel_scale == "htk":
43
+ return 2595.0 * np.log10(1.0 + (freq / 700.0))
44
+ elif mel_scale == "kaldi":
45
+ return 1127.0 * np.log(1.0 + (freq / 700.0))
46
+
47
+ min_log_hertz = 1000.0
48
+ min_log_mel = 15.0
49
+ logstep = 27.0 / np.log(6.4)
50
+ mels = 3.0 * freq / 200.0
51
+
52
+ if isinstance(freq, np.ndarray):
53
+ log_region = freq >= min_log_hertz
54
+ mels[log_region] = min_log_mel + np.log(freq[log_region] / min_log_hertz) * logstep
55
+ elif freq >= min_log_hertz:
56
+ mels = min_log_mel + np.log(freq / min_log_hertz) * logstep
57
+
58
+ return mels
59
+
60
+
61
+ def mel_to_hertz(mels: Union[float, np.ndarray], mel_scale: str = "htk") -> Union[float, np.ndarray]:
62
+ """
63
+ Convert frequency from mels to hertz.
64
+
65
+ Args:
66
+ mels (`float` or `np.ndarray`):
67
+ The frequency, or multiple frequencies, in mels.
68
+ mel_scale (`str`, *optional*, `"htk"`):
69
+ The mel frequency scale to use, `"htk"`, `"kaldi"` or `"slaney"`.
70
+
71
+ Returns:
72
+ `float` or `np.ndarray`: The frequencies in hertz.
73
+ """
74
+
75
+ if mel_scale not in ["slaney", "htk", "kaldi"]:
76
+ raise ValueError('mel_scale should be one of "htk", "slaney" or "kaldi".')
77
+
78
+ if mel_scale == "htk":
79
+ return 700.0 * (np.power(10, mels / 2595.0) - 1.0)
80
+ elif mel_scale == "kaldi":
81
+ return 700.0 * (np.exp(mels / 1127.0) - 1.0)
82
+
83
+ min_log_hertz = 1000.0
84
+ min_log_mel = 15.0
85
+ logstep = np.log(6.4) / 27.0
86
+ freq = 200.0 * mels / 3.0
87
+
88
+ if isinstance(mels, np.ndarray):
89
+ log_region = mels >= min_log_mel
90
+ freq[log_region] = min_log_hertz * np.exp(logstep * (mels[log_region] - min_log_mel))
91
+ elif mels >= min_log_mel:
92
+ freq = min_log_hertz * np.exp(logstep * (mels - min_log_mel))
93
+
94
+ return freq
95
+
96
+
97
+ def hertz_to_octave(
98
+ freq: Union[float, np.ndarray], tuning: Optional[float] = 0.0, bins_per_octave: Optional[int] = 12
99
+ ):
100
+ """
101
+ Convert frequency from hertz to fractional octave numbers.
102
+ Adapted from *librosa*.
103
+
104
+ Args:
105
+ freq (`float` or `np.ndarray`):
106
+ The frequency, or multiple frequencies, in hertz (Hz).
107
+ tuning (`float`, defaults to `0.`):
108
+ Tuning deviation from the Stuttgart pitch (A440) in (fractional) bins per octave.
109
+ bins_per_octave (`int`, defaults to `12`):
110
+ Number of bins per octave.
111
+
112
+ Returns:
113
+ `float` or `np.ndarray`: The frequencies on the octave scale.
114
+ """
115
+ stuttgart_pitch = 440.0 * 2.0 ** (tuning / bins_per_octave)
116
+ octave = np.log2(freq / (float(stuttgart_pitch) / 16))
117
+ return octave
118
+
119
+
120
+ def _create_triangular_filter_bank(fft_freqs: np.ndarray, filter_freqs: np.ndarray) -> np.ndarray:
121
+ """
122
+ Creates a triangular filter bank.
123
+
124
+ Adapted from *torchaudio* and *librosa*.
125
+
126
+ Args:
127
+ fft_freqs (`np.ndarray` of shape `(num_frequency_bins,)`):
128
+ Discrete frequencies of the FFT bins in Hz.
129
+ filter_freqs (`np.ndarray` of shape `(num_mel_filters,)`):
130
+ Center frequencies of the triangular filters to create, in Hz.
131
+
132
+ Returns:
133
+ `np.ndarray` of shape `(num_frequency_bins, num_mel_filters)`
134
+ """
135
+ filter_diff = np.diff(filter_freqs)
136
+ slopes = np.expand_dims(filter_freqs, 0) - np.expand_dims(fft_freqs, 1)
137
+ down_slopes = -slopes[:, :-2] / filter_diff[:-1]
138
+ up_slopes = slopes[:, 2:] / filter_diff[1:]
139
+ return np.maximum(np.zeros(1), np.minimum(down_slopes, up_slopes))
140
+
141
+
142
+ def chroma_filter_bank(
143
+ num_frequency_bins: int,
144
+ num_chroma: int,
145
+ sampling_rate: int,
146
+ tuning: float = 0.0,
147
+ power: Optional[float] = 2.0,
148
+ weighting_parameters: Optional[Tuple[float]] = (5.0, 2),
149
+ start_at_c_chroma: Optional[bool] = True,
150
+ ):
151
+ """
152
+ Creates a chroma filter bank, i.e a linear transformation to project spectrogram bins onto chroma bins.
153
+
154
+ Adapted from *librosa*.
155
+
156
+ Args:
157
+ num_frequency_bins (`int`):
158
+ Number of frequencies used to compute the spectrogram (should be the same as in `stft`).
159
+ num_chroma (`int`):
160
+ Number of chroma bins (i.e pitch classes).
161
+ sampling_rate (`float`):
162
+ Sample rate of the audio waveform.
163
+ tuning (`float`):
164
+ Tuning deviation from A440 in fractions of a chroma bin.
165
+ power (`float`, *optional*, defaults to 2.0):
166
+ If 12.0, normalizes each column with their L2 norm. If 1.0, normalizes each column with their L1 norm.
167
+ weighting_parameters (`Tuple[float]`, *optional*, defaults to `(5., 2.)`):
168
+ If specified, apply a Gaussian weighting parameterized by the first element of the tuple being the center and
169
+ the second element being the Gaussian half-width.
170
+ start_at_c_chroma (`float`, *optional*, defaults to `True`):
171
+ If True, the filter bank will start at the 'C' pitch class. Otherwise, it will start at 'A'.
172
+ Returns:
173
+ `np.ndarray` of shape `(num_frequency_bins, num_chroma)`
174
+ """
175
+ # Get the FFT bins, not counting the DC component
176
+ frequencies = np.linspace(0, sampling_rate, num_frequency_bins, endpoint=False)[1:]
177
+
178
+ freq_bins = num_chroma * hertz_to_octave(frequencies, tuning=tuning, bins_per_octave=num_chroma)
179
+
180
+ # make up a value for the 0 Hz bin = 1.5 octaves below bin 1
181
+ # (so chroma is 50% rotated from bin 1, and bin width is broad)
182
+ freq_bins = np.concatenate(([freq_bins[0] - 1.5 * num_chroma], freq_bins))
183
+
184
+ bins_width = np.concatenate((np.maximum(freq_bins[1:] - freq_bins[:-1], 1.0), [1]))
185
+
186
+ chroma_filters = np.subtract.outer(freq_bins, np.arange(0, num_chroma, dtype="d")).T
187
+
188
+ num_chroma2 = np.round(float(num_chroma) / 2)
189
+
190
+ # Project into range -num_chroma/2 .. num_chroma/2
191
+ # add on fixed offset of 10*num_chroma to ensure all values passed to
192
+ # rem are positive
193
+ chroma_filters = np.remainder(chroma_filters + num_chroma2 + 10 * num_chroma, num_chroma) - num_chroma2
194
+
195
+ # Gaussian bumps - 2*D to make them narrower
196
+ chroma_filters = np.exp(-0.5 * (2 * chroma_filters / np.tile(bins_width, (num_chroma, 1))) ** 2)
197
+
198
+ # normalize each column
199
+ if power is not None:
200
+ chroma_filters = chroma_filters / np.sum(chroma_filters**power, axis=0, keepdims=True) ** (1.0 / power)
201
+
202
+ # Maybe apply scaling for fft bins
203
+ if weighting_parameters is not None:
204
+ center, half_width = weighting_parameters
205
+ chroma_filters *= np.tile(
206
+ np.exp(-0.5 * (((freq_bins / num_chroma - center) / half_width) ** 2)),
207
+ (num_chroma, 1),
208
+ )
209
+
210
+ if start_at_c_chroma:
211
+ chroma_filters = np.roll(chroma_filters, -3 * (num_chroma // 12), axis=0)
212
+
213
+ # remove aliasing columns, copy to ensure row-contiguity
214
+ return np.ascontiguousarray(chroma_filters[:, : int(1 + num_frequency_bins / 2)])
215
+
216
+
217
+ def mel_filter_bank(
218
+ num_frequency_bins: int,
219
+ num_mel_filters: int,
220
+ min_frequency: float,
221
+ max_frequency: float,
222
+ sampling_rate: int,
223
+ norm: Optional[str] = None,
224
+ mel_scale: str = "htk",
225
+ triangularize_in_mel_space: bool = False,
226
+ ) -> np.ndarray:
227
+ """
228
+ Creates a frequency bin conversion matrix used to obtain a mel spectrogram. This is called a *mel filter bank*, and
229
+ various implementation exist, which differ in the number of filters, the shape of the filters, the way the filters
230
+ are spaced, the bandwidth of the filters, and the manner in which the spectrum is warped. The goal of these
231
+ features is to approximate the non-linear human perception of the variation in pitch with respect to the frequency.
232
+
233
+ Different banks of mel filters were introduced in the literature. The following variations are supported:
234
+
235
+ - MFCC FB-20: introduced in 1980 by Davis and Mermelstein, it assumes a sampling frequency of 10 kHz and a speech
236
+ bandwidth of `[0, 4600]` Hz.
237
+ - MFCC FB-24 HTK: from the Cambridge HMM Toolkit (HTK) (1995) uses a filter bank of 24 filters for a speech
238
+ bandwidth of `[0, 8000]` Hz. This assumes sampling rate ≥ 16 kHz.
239
+ - MFCC FB-40: from the Auditory Toolbox for MATLAB written by Slaney in 1998, assumes a sampling rate of 16 kHz and
240
+ speech bandwidth of `[133, 6854]` Hz. This version also includes area normalization.
241
+ - HFCC-E FB-29 (Human Factor Cepstral Coefficients) of Skowronski and Harris (2004), assumes a sampling rate of
242
+ 12.5 kHz and speech bandwidth of `[0, 6250]` Hz.
243
+
244
+ This code is adapted from *torchaudio* and *librosa*. Note that the default parameters of torchaudio's
245
+ `melscale_fbanks` implement the `"htk"` filters while librosa uses the `"slaney"` implementation.
246
+
247
+ Args:
248
+ num_frequency_bins (`int`):
249
+ Number of frequencies used to compute the spectrogram (should be the same as in `stft`).
250
+ num_mel_filters (`int`):
251
+ Number of mel filters to generate.
252
+ min_frequency (`float`):
253
+ Lowest frequency of interest in Hz.
254
+ max_frequency (`float`):
255
+ Highest frequency of interest in Hz. This should not exceed `sampling_rate / 2`.
256
+ sampling_rate (`int`):
257
+ Sample rate of the audio waveform.
258
+ norm (`str`, *optional*):
259
+ If `"slaney"`, divide the triangular mel weights by the width of the mel band (area normalization).
260
+ mel_scale (`str`, *optional*, defaults to `"htk"`):
261
+ The mel frequency scale to use, `"htk"`, `"kaldi"` or `"slaney"`.
262
+ triangularize_in_mel_space (`bool`, *optional*, defaults to `False`):
263
+ If this option is enabled, the triangular filter is applied in mel space rather than frequency space. This
264
+ should be set to `true` in order to get the same results as `torchaudio` when computing mel filters.
265
+
266
+ Returns:
267
+ `np.ndarray` of shape (`num_frequency_bins`, `num_mel_filters`): Triangular filter bank matrix. This is a
268
+ projection matrix to go from a spectrogram to a mel spectrogram.
269
+ """
270
+ if norm is not None and norm != "slaney":
271
+ raise ValueError('norm must be one of None or "slaney"')
272
+
273
+ # center points of the triangular mel filters
274
+ mel_min = hertz_to_mel(min_frequency, mel_scale=mel_scale)
275
+ mel_max = hertz_to_mel(max_frequency, mel_scale=mel_scale)
276
+ mel_freqs = np.linspace(mel_min, mel_max, num_mel_filters + 2)
277
+ filter_freqs = mel_to_hertz(mel_freqs, mel_scale=mel_scale)
278
+
279
+ if triangularize_in_mel_space:
280
+ # frequencies of FFT bins in Hz, but filters triangularized in mel space
281
+ fft_bin_width = sampling_rate / (num_frequency_bins * 2)
282
+ fft_freqs = hertz_to_mel(fft_bin_width * np.arange(num_frequency_bins), mel_scale=mel_scale)
283
+ filter_freqs = mel_freqs
284
+ else:
285
+ # frequencies of FFT bins in Hz
286
+ fft_freqs = np.linspace(0, sampling_rate // 2, num_frequency_bins)
287
+
288
+ mel_filters = _create_triangular_filter_bank(fft_freqs, filter_freqs)
289
+
290
+ if norm is not None and norm == "slaney":
291
+ # Slaney-style mel is scaled to be approx constant energy per channel
292
+ enorm = 2.0 / (filter_freqs[2 : num_mel_filters + 2] - filter_freqs[:num_mel_filters])
293
+ mel_filters *= np.expand_dims(enorm, 0)
294
+
295
+ if (mel_filters.max(axis=0) == 0.0).any():
296
+ warnings.warn(
297
+ "At least one mel filter has all zero values. "
298
+ f"The value for `num_mel_filters` ({num_mel_filters}) may be set too high. "
299
+ f"Or, the value for `num_frequency_bins` ({num_frequency_bins}) may be set too low."
300
+ )
301
+
302
+ return mel_filters
303
+
304
+
305
+ def optimal_fft_length(window_length: int) -> int:
306
+ """
307
+ Finds the best FFT input size for a given `window_length`. This function takes a given window length and, if not
308
+ already a power of two, rounds it up to the next power or two.
309
+
310
+ The FFT algorithm works fastest when the length of the input is a power of two, which may be larger than the size
311
+ of the window or analysis frame. For example, if the window is 400 samples, using an FFT input size of 512 samples
312
+ is more optimal than an FFT size of 400 samples. Using a larger FFT size does not affect the detected frequencies,
313
+ it simply gives a higher frequency resolution (i.e. the frequency bins are smaller).
314
+ """
315
+ return 2 ** int(np.ceil(np.log2(window_length)))
316
+
317
+
318
+ def window_function(
319
+ window_length: int,
320
+ name: str = "hann",
321
+ periodic: bool = True,
322
+ frame_length: Optional[int] = None,
323
+ center: bool = True,
324
+ ) -> np.ndarray:
325
+ """
326
+ Returns an array containing the specified window. This window is intended to be used with `stft`.
327
+
328
+ The following window types are supported:
329
+
330
+ - `"boxcar"`: a rectangular window
331
+ - `"hamming"`: the Hamming window
332
+ - `"hann"`: the Hann window
333
+ - `"povey"`: the Povey window
334
+
335
+ Args:
336
+ window_length (`int`):
337
+ The length of the window in samples.
338
+ name (`str`, *optional*, defaults to `"hann"`):
339
+ The name of the window function.
340
+ periodic (`bool`, *optional*, defaults to `True`):
341
+ Whether the window is periodic or symmetric.
342
+ frame_length (`int`, *optional*):
343
+ The length of the analysis frames in samples. Provide a value for `frame_length` if the window is smaller
344
+ than the frame length, so that it will be zero-padded.
345
+ center (`bool`, *optional*, defaults to `True`):
346
+ Whether to center the window inside the FFT buffer. Only used when `frame_length` is provided.
347
+
348
+ Returns:
349
+ `np.ndarray` of shape `(window_length,)` or `(frame_length,)` containing the window.
350
+ """
351
+ length = window_length + 1 if periodic else window_length
352
+
353
+ if name == "boxcar":
354
+ window = np.ones(length)
355
+ elif name in ["hamming", "hamming_window"]:
356
+ window = np.hamming(length)
357
+ elif name in ["hann", "hann_window"]:
358
+ window = np.hanning(length)
359
+ elif name in ["povey"]:
360
+ window = np.power(np.hanning(length), 0.85)
361
+ else:
362
+ raise ValueError(f"Unknown window function '{name}'")
363
+
364
+ if periodic:
365
+ window = window[:-1]
366
+
367
+ if frame_length is None:
368
+ return window
369
+
370
+ if window_length > frame_length:
371
+ raise ValueError(
372
+ f"Length of the window ({window_length}) may not be larger than frame_length ({frame_length})"
373
+ )
374
+
375
+ padded_window = np.zeros(frame_length)
376
+ offset = (frame_length - window_length) // 2 if center else 0
377
+ padded_window[offset : offset + window_length] = window
378
+ return padded_window
379
+
380
+
381
+ # TODO This method does not support batching yet as we are mainly focused on inference.
382
+ def spectrogram(
383
+ waveform: np.ndarray,
384
+ window: np.ndarray,
385
+ frame_length: int,
386
+ hop_length: int,
387
+ fft_length: Optional[int] = None,
388
+ power: Optional[float] = 1.0,
389
+ center: bool = True,
390
+ pad_mode: str = "reflect",
391
+ onesided: bool = True,
392
+ preemphasis: Optional[float] = None,
393
+ mel_filters: Optional[np.ndarray] = None,
394
+ mel_floor: float = 1e-10,
395
+ log_mel: Optional[str] = None,
396
+ reference: float = 1.0,
397
+ min_value: float = 1e-10,
398
+ db_range: Optional[float] = None,
399
+ remove_dc_offset: Optional[bool] = None,
400
+ dtype: np.dtype = np.float32,
401
+ ) -> np.ndarray:
402
+ """
403
+ Calculates a spectrogram over one waveform using the Short-Time Fourier Transform.
404
+
405
+ This function can create the following kinds of spectrograms:
406
+
407
+ - amplitude spectrogram (`power = 1.0`)
408
+ - power spectrogram (`power = 2.0`)
409
+ - complex-valued spectrogram (`power = None`)
410
+ - log spectrogram (use `log_mel` argument)
411
+ - mel spectrogram (provide `mel_filters`)
412
+ - log-mel spectrogram (provide `mel_filters` and `log_mel`)
413
+
414
+ How this works:
415
+
416
+ 1. The input waveform is split into frames of size `frame_length` that are partially overlapping by `frame_length
417
+ - hop_length` samples.
418
+ 2. Each frame is multiplied by the window and placed into a buffer of size `fft_length`.
419
+ 3. The DFT is taken of each windowed frame.
420
+ 4. The results are stacked into a spectrogram.
421
+
422
+ We make a distinction between the following "blocks" of sample data, each of which may have a different lengths:
423
+
424
+ - The analysis frame. This is the size of the time slices that the input waveform is split into.
425
+ - The window. Each analysis frame is multiplied by the window to avoid spectral leakage.
426
+ - The FFT input buffer. The length of this determines how many frequency bins are in the spectrogram.
427
+
428
+ In this implementation, the window is assumed to be zero-padded to have the same size as the analysis frame. A
429
+ padded window can be obtained from `window_function()`. The FFT input buffer may be larger than the analysis frame,
430
+ typically the next power of two.
431
+
432
+ Note: This function is not optimized for speed yet. It should be mostly compatible with `librosa.stft` and
433
+ `torchaudio.functional.transforms.Spectrogram`, although it is more flexible due to the different ways spectrograms
434
+ can be constructed.
435
+
436
+ Args:
437
+ waveform (`np.ndarray` of shape `(length,)`):
438
+ The input waveform. This must be a single real-valued, mono waveform.
439
+ window (`np.ndarray` of shape `(frame_length,)`):
440
+ The windowing function to apply, including zero-padding if necessary. The actual window length may be
441
+ shorter than `frame_length`, but we're assuming the array has already been zero-padded.
442
+ frame_length (`int`):
443
+ The length of the analysis frames in samples. With librosa this is always equal to `fft_length` but we also
444
+ allow smaller sizes.
445
+ hop_length (`int`):
446
+ The stride between successive analysis frames in samples.
447
+ fft_length (`int`, *optional*):
448
+ The size of the FFT buffer in samples. This determines how many frequency bins the spectrogram will have.
449
+ For optimal speed, this should be a power of two. If `None`, uses `frame_length`.
450
+ power (`float`, *optional*, defaults to 1.0):
451
+ If 1.0, returns the amplitude spectrogram. If 2.0, returns the power spectrogram. If `None`, returns
452
+ complex numbers.
453
+ center (`bool`, *optional*, defaults to `True`):
454
+ Whether to pad the waveform so that frame `t` is centered around time `t * hop_length`. If `False`, frame
455
+ `t` will start at time `t * hop_length`.
456
+ pad_mode (`str`, *optional*, defaults to `"reflect"`):
457
+ Padding mode used when `center` is `True`. Possible values are: `"constant"` (pad with zeros), `"edge"`
458
+ (pad with edge values), `"reflect"` (pads with mirrored values).
459
+ onesided (`bool`, *optional*, defaults to `True`):
460
+ If True, only computes the positive frequencies and returns a spectrogram containing `fft_length // 2 + 1`
461
+ frequency bins. If False, also computes the negative frequencies and returns `fft_length` frequency bins.
462
+ preemphasis (`float`, *optional*)
463
+ Coefficient for a low-pass filter that applies pre-emphasis before the DFT.
464
+ mel_filters (`np.ndarray` of shape `(num_freq_bins, num_mel_filters)`, *optional*):
465
+ The mel filter bank. If supplied, applies a this filter bank to create a mel spectrogram.
466
+ mel_floor (`float`, *optional*, defaults to 1e-10):
467
+ Minimum value of mel frequency banks.
468
+ log_mel (`str`, *optional*):
469
+ How to convert the spectrogram to log scale. Possible options are: `None` (don't convert), `"log"` (take
470
+ the natural logarithm) `"log10"` (take the base-10 logarithm), `"dB"` (convert to decibels). Can only be
471
+ used when `power` is not `None`.
472
+ reference (`float`, *optional*, defaults to 1.0):
473
+ Sets the input spectrogram value that corresponds to 0 dB. For example, use `np.max(spectrogram)` to set
474
+ the loudest part to 0 dB. Must be greater than zero.
475
+ min_value (`float`, *optional*, defaults to `1e-10`):
476
+ The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking
477
+ `log(0)`. For a power spectrogram, the default of `1e-10` corresponds to a minimum of -100 dB. For an
478
+ amplitude spectrogram, the value `1e-5` corresponds to -100 dB. Must be greater than zero.
479
+ db_range (`float`, *optional*):
480
+ Sets the maximum dynamic range in decibels. For example, if `db_range = 80`, the difference between the
481
+ peak value and the smallest value will never be more than 80 dB. Must be greater than zero.
482
+ remove_dc_offset (`bool`, *optional*):
483
+ Subtract mean from waveform on each frame, applied before pre-emphasis. This should be set to `true` in
484
+ order to get the same results as `torchaudio.compliance.kaldi.fbank` when computing mel filters.
485
+ dtype (`np.dtype`, *optional*, defaults to `np.float32`):
486
+ Data type of the spectrogram tensor. If `power` is None, this argument is ignored and the dtype will be
487
+ `np.complex64`.
488
+
489
+ Returns:
490
+ `nd.array` containing a spectrogram of shape `(num_frequency_bins, length)` for a regular spectrogram or shape
491
+ `(num_mel_filters, length)` for a mel spectrogram.
492
+ """
493
+ window_length = len(window)
494
+
495
+ if fft_length is None:
496
+ fft_length = frame_length
497
+
498
+ if frame_length > fft_length:
499
+ raise ValueError(f"frame_length ({frame_length}) may not be larger than fft_length ({fft_length})")
500
+
501
+ if window_length != frame_length:
502
+ raise ValueError(f"Length of the window ({window_length}) must equal frame_length ({frame_length})")
503
+
504
+ if hop_length <= 0:
505
+ raise ValueError("hop_length must be greater than zero")
506
+
507
+ if waveform.ndim != 1:
508
+ raise ValueError(f"Input waveform must have only one dimension, shape is {waveform.shape}")
509
+
510
+ if np.iscomplexobj(waveform):
511
+ raise ValueError("Complex-valued input waveforms are not currently supported")
512
+
513
+ if power is None and mel_filters is not None:
514
+ raise ValueError(
515
+ "You have provided `mel_filters` but `power` is `None`. Mel spectrogram computation is not yet supported for complex-valued spectrogram."
516
+ "Specify `power` to fix this issue."
517
+ )
518
+
519
+ # center pad the waveform
520
+ if center:
521
+ padding = [(int(frame_length // 2), int(frame_length // 2))]
522
+ waveform = np.pad(waveform, padding, mode=pad_mode)
523
+
524
+ # promote to float64, since np.fft uses float64 internally
525
+ waveform = waveform.astype(np.float64)
526
+ window = window.astype(np.float64)
527
+
528
+ # split waveform into frames of frame_length size
529
+ num_frames = int(1 + np.floor((waveform.size - frame_length) / hop_length))
530
+
531
+ num_frequency_bins = (fft_length // 2) + 1 if onesided else fft_length
532
+ spectrogram = np.empty((num_frames, num_frequency_bins), dtype=np.complex64)
533
+
534
+ # rfft is faster than fft
535
+ fft_func = np.fft.rfft if onesided else np.fft.fft
536
+ buffer = np.zeros(fft_length)
537
+
538
+ timestep = 0
539
+ for frame_idx in range(num_frames):
540
+ buffer[:frame_length] = waveform[timestep : timestep + frame_length]
541
+
542
+ if remove_dc_offset:
543
+ buffer[:frame_length] = buffer[:frame_length] - buffer[:frame_length].mean()
544
+
545
+ if preemphasis is not None:
546
+ buffer[1:frame_length] -= preemphasis * buffer[: frame_length - 1]
547
+ buffer[0] *= 1 - preemphasis
548
+
549
+ buffer[:frame_length] *= window
550
+
551
+ spectrogram[frame_idx] = fft_func(buffer)
552
+ timestep += hop_length
553
+
554
+ # note: ** is much faster than np.power
555
+ if power is not None:
556
+ spectrogram = np.abs(spectrogram, dtype=np.float64) ** power
557
+
558
+ spectrogram = spectrogram.T
559
+
560
+ if mel_filters is not None:
561
+ spectrogram = np.maximum(mel_floor, np.dot(mel_filters.T, spectrogram))
562
+
563
+ if power is not None and log_mel is not None:
564
+ if log_mel == "log":
565
+ spectrogram = np.log(spectrogram)
566
+ elif log_mel == "log10":
567
+ spectrogram = np.log10(spectrogram)
568
+ elif log_mel == "dB":
569
+ if power == 1.0:
570
+ spectrogram = amplitude_to_db(spectrogram, reference, min_value, db_range)
571
+ elif power == 2.0:
572
+ spectrogram = power_to_db(spectrogram, reference, min_value, db_range)
573
+ else:
574
+ raise ValueError(f"Cannot use log_mel option '{log_mel}' with power {power}")
575
+ else:
576
+ raise ValueError(f"Unknown log_mel option: {log_mel}")
577
+
578
+ spectrogram = np.asarray(spectrogram, dtype)
579
+
580
+ return spectrogram
581
+
582
+
583
+ def power_to_db(
584
+ spectrogram: np.ndarray,
585
+ reference: float = 1.0,
586
+ min_value: float = 1e-10,
587
+ db_range: Optional[float] = None,
588
+ ) -> np.ndarray:
589
+ """
590
+ Converts a power spectrogram to the decibel scale. This computes `10 * log10(spectrogram / reference)`, using basic
591
+ logarithm properties for numerical stability.
592
+
593
+ The motivation behind applying the log function on the (mel) spectrogram is that humans do not hear loudness on a
594
+ linear scale. Generally to double the perceived volume of a sound we need to put 8 times as much energy into it.
595
+ This means that large variations in energy may not sound all that different if the sound is loud to begin with.
596
+ This compression operation makes the (mel) spectrogram features match more closely what humans actually hear.
597
+
598
+ Based on the implementation of `librosa.power_to_db`.
599
+
600
+ Args:
601
+ spectrogram (`np.ndarray`):
602
+ The input power (mel) spectrogram. Note that a power spectrogram has the amplitudes squared!
603
+ reference (`float`, *optional*, defaults to 1.0):
604
+ Sets the input spectrogram value that corresponds to 0 dB. For example, use `np.max(spectrogram)` to set
605
+ the loudest part to 0 dB. Must be greater than zero.
606
+ min_value (`float`, *optional*, defaults to `1e-10`):
607
+ The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking
608
+ `log(0)`. The default of `1e-10` corresponds to a minimum of -100 dB. Must be greater than zero.
609
+ db_range (`float`, *optional*):
610
+ Sets the maximum dynamic range in decibels. For example, if `db_range = 80`, the difference between the
611
+ peak value and the smallest value will never be more than 80 dB. Must be greater than zero.
612
+
613
+ Returns:
614
+ `np.ndarray`: the spectrogram in decibels
615
+ """
616
+ if reference <= 0.0:
617
+ raise ValueError("reference must be greater than zero")
618
+ if min_value <= 0.0:
619
+ raise ValueError("min_value must be greater than zero")
620
+
621
+ reference = max(min_value, reference)
622
+
623
+ spectrogram = np.clip(spectrogram, a_min=min_value, a_max=None)
624
+ spectrogram = 10.0 * (np.log10(spectrogram) - np.log10(reference))
625
+
626
+ if db_range is not None:
627
+ if db_range <= 0.0:
628
+ raise ValueError("db_range must be greater than zero")
629
+ spectrogram = np.clip(spectrogram, a_min=spectrogram.max() - db_range, a_max=None)
630
+
631
+ return spectrogram
632
+
633
+
634
+ def amplitude_to_db(
635
+ spectrogram: np.ndarray,
636
+ reference: float = 1.0,
637
+ min_value: float = 1e-5,
638
+ db_range: Optional[float] = None,
639
+ ) -> np.ndarray:
640
+ """
641
+ Converts an amplitude spectrogram to the decibel scale. This computes `20 * log10(spectrogram / reference)`, using
642
+ basic logarithm properties for numerical stability.
643
+
644
+ The motivation behind applying the log function on the (mel) spectrogram is that humans do not hear loudness on a
645
+ linear scale. Generally to double the perceived volume of a sound we need to put 8 times as much energy into it.
646
+ This means that large variations in energy may not sound all that different if the sound is loud to begin with.
647
+ This compression operation makes the (mel) spectrogram features match more closely what humans actually hear.
648
+
649
+ Args:
650
+ spectrogram (`np.ndarray`):
651
+ The input amplitude (mel) spectrogram.
652
+ reference (`float`, *optional*, defaults to 1.0):
653
+ Sets the input spectrogram value that corresponds to 0 dB. For example, use `np.max(spectrogram)` to set
654
+ the loudest part to 0 dB. Must be greater than zero.
655
+ min_value (`float`, *optional*, defaults to `1e-5`):
656
+ The spectrogram will be clipped to this minimum value before conversion to decibels, to avoid taking
657
+ `log(0)`. The default of `1e-5` corresponds to a minimum of -100 dB. Must be greater than zero.
658
+ db_range (`float`, *optional*):
659
+ Sets the maximum dynamic range in decibels. For example, if `db_range = 80`, the difference between the
660
+ peak value and the smallest value will never be more than 80 dB. Must be greater than zero.
661
+
662
+ Returns:
663
+ `np.ndarray`: the spectrogram in decibels
664
+ """
665
+ if reference <= 0.0:
666
+ raise ValueError("reference must be greater than zero")
667
+ if min_value <= 0.0:
668
+ raise ValueError("min_value must be greater than zero")
669
+
670
+ reference = max(min_value, reference)
671
+
672
+ spectrogram = np.clip(spectrogram, a_min=min_value, a_max=None)
673
+ spectrogram = 20.0 * (np.log10(spectrogram) - np.log10(reference))
674
+
675
+ if db_range is not None:
676
+ if db_range <= 0.0:
677
+ raise ValueError("db_range must be greater than zero")
678
+ spectrogram = np.clip(spectrogram, a_min=spectrogram.max() - db_range, a_max=None)
679
+
680
+ return spectrogram
681
+
682
+
683
+ ### deprecated functions below this line ###
684
+
685
+
686
+ def get_mel_filter_banks(
687
+ nb_frequency_bins: int,
688
+ nb_mel_filters: int,
689
+ frequency_min: float,
690
+ frequency_max: float,
691
+ sample_rate: int,
692
+ norm: Optional[str] = None,
693
+ mel_scale: str = "htk",
694
+ ) -> np.array:
695
+ warnings.warn(
696
+ "The function `get_mel_filter_banks` is deprecated and will be removed in version 4.31.0 of Transformers",
697
+ FutureWarning,
698
+ )
699
+ return mel_filter_bank(
700
+ num_frequency_bins=nb_frequency_bins,
701
+ num_mel_filters=nb_mel_filters,
702
+ min_frequency=frequency_min,
703
+ max_frequency=frequency_max,
704
+ sampling_rate=sample_rate,
705
+ norm=norm,
706
+ mel_scale=mel_scale,
707
+ )
708
+
709
+
710
+ def fram_wave(waveform: np.array, hop_length: int = 160, fft_window_size: int = 400, center: bool = True):
711
+ """
712
+ In order to compute the short time fourier transform, the waveform needs to be split in overlapping windowed
713
+ segments called `frames`.
714
+
715
+ The window length (window_length) defines how much of the signal is contained in each frame, while the hop length
716
+ defines the step between the beginning of each new frame.
717
+
718
+
719
+ Args:
720
+ waveform (`np.array` of shape `(sample_length,)`):
721
+ The raw waveform which will be split into smaller chunks.
722
+ hop_length (`int`, *optional*, defaults to 160):
723
+ Step between each window of the waveform.
724
+ fft_window_size (`int`, *optional*, defaults to 400):
725
+ Defines the size of the window.
726
+ center (`bool`, defaults to `True`):
727
+ Whether or not to center each frame around the middle of the frame. Centering is done by reflecting the
728
+ waveform on the left and on the right.
729
+
730
+ Return:
731
+ framed_waveform (`np.array` of shape `(waveform.shape // hop_length , fft_window_size)`):
732
+ The framed waveforms that can be fed to `np.fft`.
733
+ """
734
+ warnings.warn(
735
+ "The function `fram_wave` is deprecated and will be removed in version 4.31.0 of Transformers",
736
+ FutureWarning,
737
+ )
738
+ frames = []
739
+ for i in range(0, waveform.shape[0] + 1, hop_length):
740
+ if center:
741
+ half_window = (fft_window_size - 1) // 2 + 1
742
+ start = i - half_window if i > half_window else 0
743
+ end = i + half_window if i < waveform.shape[0] - half_window else waveform.shape[0]
744
+ frame = waveform[start:end]
745
+ if start == 0:
746
+ padd_width = (-i + half_window, 0)
747
+ frame = np.pad(frame, pad_width=padd_width, mode="reflect")
748
+
749
+ elif end == waveform.shape[0]:
750
+ padd_width = (0, (i - waveform.shape[0] + half_window))
751
+ frame = np.pad(frame, pad_width=padd_width, mode="reflect")
752
+
753
+ else:
754
+ frame = waveform[i : i + fft_window_size]
755
+ frame_width = frame.shape[0]
756
+ if frame_width < waveform.shape[0]:
757
+ frame = np.lib.pad(
758
+ frame, pad_width=(0, fft_window_size - frame_width), mode="constant", constant_values=0
759
+ )
760
+ frames.append(frame)
761
+
762
+ frames = np.stack(frames, 0)
763
+ return frames
764
+
765
+
766
+ def stft(frames: np.array, windowing_function: np.array, fft_window_size: int = None):
767
+ """
768
+ Calculates the complex Short-Time Fourier Transform (STFT) of the given framed signal. Should give the same results
769
+ as `torch.stft`.
770
+
771
+ Args:
772
+ frames (`np.array` of dimension `(num_frames, fft_window_size)`):
773
+ A framed audio signal obtained using `audio_utils.fram_wav`.
774
+ windowing_function (`np.array` of dimension `(nb_frequency_bins, nb_mel_filters)`:
775
+ A array reprensenting the function that will be used to reduces the amplitude of the discontinuities at the
776
+ boundaries of each frame when computing the STFT. Each frame will be multiplied by the windowing_function.
777
+ For more information on the discontinuities, called *Spectral leakage*, refer to [this
778
+ tutorial]https://download.ni.com/evaluation/pxi/Understanding%20FFTs%20and%20Windowing.pdf
779
+ fft_window_size (`int`, *optional*):
780
+ Size of the window om which the Fourier transform is applied. This controls the frequency resolution of the
781
+ spectrogram. 400 means that the fourrier transform is computed on windows of 400 samples. The number of
782
+ frequency bins (`nb_frequency_bins`) used to divide the window into equal strips is equal to
783
+ `(1+fft_window_size)//2`. An increase of the fft_window_size slows the calculus time proportionnally.
784
+
785
+ Example:
786
+
787
+ ```python
788
+ >>> from transformers.audio_utils import stft, fram_wave
789
+ >>> import numpy as np
790
+
791
+ >>> audio = np.random.rand(50)
792
+ >>> fft_window_size = 10
793
+ >>> hop_length = 2
794
+ >>> framed_audio = fram_wave(audio, hop_length, fft_window_size)
795
+ >>> spectrogram = stft(framed_audio, np.hanning(fft_window_size + 1))
796
+ ```
797
+
798
+ Returns:
799
+ spectrogram (`np.ndarray`):
800
+ A spectrogram of shape `(num_frames, nb_frequency_bins)` obtained using the STFT algorithm
801
+ """
802
+ warnings.warn(
803
+ "The function `stft` is deprecated and will be removed in version 4.31.0 of Transformers",
804
+ FutureWarning,
805
+ )
806
+ frame_size = frames.shape[1]
807
+
808
+ if fft_window_size is None:
809
+ fft_window_size = frame_size
810
+
811
+ if fft_window_size < frame_size:
812
+ raise ValueError("FFT size must greater or equal the frame size")
813
+ # number of FFT bins to store
814
+ nb_frequency_bins = (fft_window_size >> 1) + 1
815
+
816
+ spectrogram = np.empty((len(frames), nb_frequency_bins), dtype=np.complex64)
817
+ fft_signal = np.zeros(fft_window_size)
818
+
819
+ for f, frame in enumerate(frames):
820
+ if windowing_function is not None:
821
+ np.multiply(frame, windowing_function, out=fft_signal[:frame_size])
822
+ else:
823
+ fft_signal[:frame_size] = frame
824
+ spectrogram[f] = np.fft.fft(fft_signal, axis=0)[:nb_frequency_bins]
825
+ return spectrogram.T