diff options
| author | Michele Simionato <michele.simionato@gmail.com> | 2015-07-24 19:19:06 +0200 |
|---|---|---|
| committer | Michele Simionato <michele.simionato@gmail.com> | 2015-07-24 19:19:06 +0200 |
| commit | ea1edbbb24cb39ad9e123452bb45114f5ec813bc (patch) | |
| tree | 3a0296c5cc2ae08567f2308bb47fc2afa23f9051 /docs | |
| parent | 26cf4a7afad334eeb9cbc6508cca3971107d2ebf (diff) | |
| download | python-decorator-git-ea1edbbb24cb39ad9e123452bb45114f5ec813bc.tar.gz | |
Added docs directory and upload_docs command
Diffstat (limited to 'docs')
| -rw-r--r-- | docs/documentation.pdf | 8760 | ||||
| -rw-r--r-- | docs/documentation.rst | 1410 | ||||
| -rw-r--r-- | docs/index.html | 403 |
3 files changed, 10573 insertions, 0 deletions
diff --git a/docs/documentation.pdf b/docs/documentation.pdf new file mode 100644 index 0000000..20cfdce --- /dev/null +++ b/docs/documentation.pdf @@ -0,0 +1,8760 @@ +%PDF-1.4
+%“Œ‹ž ReportLab Generated PDF document http://www.reportlab.com
+1 0 obj
+<< /F1 2 0 R /F2 3 0 R /F3 4 0 R /F4 50 0 R /F5 54 0 R /F6 55 0 R >>
+endobj
+2 0 obj
+<< /BaseFont /Helvetica /Encoding /WinAnsiEncoding /Name /F1 /Subtype /Type1 /Type /Font >>
+endobj
+3 0 obj
+<< /BaseFont /Helvetica-Bold /Encoding /WinAnsiEncoding /Name /F2 /Subtype /Type1 /Type /Font >>
+endobj
+4 0 obj
+<< /BaseFont /Courier /Encoding /WinAnsiEncoding /Name /F3 /Subtype /Type1 /Type /Font >>
+endobj
+5 0 obj
+<< /A << /S /URI /Type /Action /URI (mailto:michele.simionato@gmail.com) >> /Border [ 0 0 0 ] /Rect [ 153.7323 704.0236 289.4623 716.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+6 0 obj
+<< /A << /S /URI /Type /Action /URI (http://pypi.python.org/pypi/decorator/4.0.0) >> /Border [ 0 0 0 ] /Rect [ 153.7323 659.7736 338.2823 671.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+7 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 52 0 R /XYZ 62.69291 765.0236 0 ] /Rect [ 62.69291 560.0236 121.0229 572.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+8 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 52 0 R /XYZ 62.69291 765.0236 0 ] /Rect [ 527.0227 560.7736 532.5827 572.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+9 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 52 0 R /XYZ 62.69291 582.0236 0 ] /Rect [ 62.69291 542.0236 117.3029 554.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+10 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 52 0 R /XYZ 62.69291 582.0236 0 ] /Rect [ 527.0227 542.7736 532.5827 554.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+11 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 52 0 R /XYZ 62.69291 357.0236 0 ] /Rect [ 62.69291 524.0236 182.7229 536.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+12 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 52 0 R /XYZ 62.69291 357.0236 0 ] /Rect [ 527.0227 524.7736 532.5827 536.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+13 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 57 0 R /XYZ 62.69291 729.0236 0 ] /Rect [ 62.69291 506.0236 114.3629 518.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+14 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 57 0 R /XYZ 62.69291 729.0236 0 ] /Rect [ 527.0227 506.7736 532.5827 518.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+15 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 57 0 R /XYZ 62.69291 492.0236 0 ] /Rect [ 62.69291 488.0236 183.2629 500.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+16 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 57 0 R /XYZ 62.69291 492.0236 0 ] /Rect [ 527.0227 488.7736 532.5827 500.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+17 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 58 0 R /XYZ 62.69291 433.4236 0 ] /Rect [ 62.69291 470.0236 122.1429 482.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+18 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 58 0 R /XYZ 62.69291 433.4236 0 ] /Rect [ 527.0227 470.7736 532.5827 482.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+19 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 59 0 R /XYZ 62.69291 435.4236 0 ] /Rect [ 62.69291 452.0236 69.91291 464.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+20 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 59 0 R /XYZ 62.69291 435.4236 0 ] /Rect [ 72.69291 452.0236 102.6929 464.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+21 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 59 0 R /XYZ 62.69291 435.4236 0 ] /Rect [ 108.6929 452.0236 154.8129 464.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+22 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 59 0 R /XYZ 62.69291 435.4236 0 ] /Rect [ 527.0227 452.7736 532.5827 464.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+23 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 61 0 R /XYZ 62.69291 566.6236 0 ] /Rect [ 62.69291 434.0236 164.3629 446.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+24 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 61 0 R /XYZ 62.69291 566.6236 0 ] /Rect [ 527.0227 434.7736 532.5827 446.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+25 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 62 0 R /XYZ 62.69291 765.0236 0 ] /Rect [ 62.69291 416.0236 176.6929 428.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+26 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 62 0 R /XYZ 62.69291 765.0236 0 ] /Rect [ 527.0227 416.7736 532.5827 428.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+27 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 62 0 R /XYZ 62.69291 317.2236 0 ] /Rect [ 62.69291 398.0236 110.6929 410.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+28 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 62 0 R /XYZ 62.69291 317.2236 0 ] /Rect [ 527.0227 398.7736 532.5827 410.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+29 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 63 0 R /XYZ 62.69291 434.6236 0 ] /Rect [ 62.69291 380.0236 146.6929 392.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+30 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 63 0 R /XYZ 62.69291 434.6236 0 ] /Rect [ 527.0227 380.7736 532.5827 392.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+31 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 64 0 R /XYZ 62.69291 542.6236 0 ] /Rect [ 62.69291 362.0236 139.9329 374.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+32 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 64 0 R /XYZ 62.69291 542.6236 0 ] /Rect [ 527.0227 362.7736 532.5827 374.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+33 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 65 0 R /XYZ 62.69291 657.0236 0 ] /Rect [ 62.69291 344.0236 80.47291 356.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+34 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 65 0 R /XYZ 62.69291 657.0236 0 ] /Rect [ 83.25291 344.0236 161.2529 356.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+35 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 65 0 R /XYZ 62.69291 657.0236 0 ] /Rect [ 167.2529 344.0236 192.2729 356.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+36 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 65 0 R /XYZ 62.69291 657.0236 0 ] /Rect [ 521.4627 344.7736 532.5827 356.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+37 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 67 0 R /XYZ 62.69291 659.8236 0 ] /Rect [ 62.69291 326.0236 177.1629 338.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+38 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 67 0 R /XYZ 62.69291 659.8236 0 ] /Rect [ 521.4627 326.7736 532.5827 338.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+39 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 67 0 R /XYZ 62.69291 180.0236 0 ] /Rect [ 62.69291 308.0236 228.2829 320.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+40 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 67 0 R /XYZ 62.69291 180.0236 0 ] /Rect [ 521.4627 308.7736 532.5827 320.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+41 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 70 0 R /XYZ 62.69291 445.4236 0 ] /Rect [ 62.69291 290.0236 144.3729 302.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+42 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 70 0 R /XYZ 62.69291 445.4236 0 ] /Rect [ 521.4627 290.7736 532.5827 302.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+43 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 73 0 R /XYZ 62.69291 171.0236 0 ] /Rect [ 62.69291 272.0236 251.0829 284.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+44 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 73 0 R /XYZ 62.69291 171.0236 0 ] /Rect [ 521.4627 272.7736 532.5827 284.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+45 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 77 0 R /XYZ 62.69291 276.6236 0 ] /Rect [ 62.69291 254.0236 174.3929 266.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+46 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 77 0 R /XYZ 62.69291 276.6236 0 ] /Rect [ 521.4627 254.7736 532.5827 266.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+47 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 79 0 R /XYZ 62.69291 396.6236 0 ] /Rect [ 62.69291 236.0236 106.0329 248.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+48 0 obj
+<< /Border [ 0 0 0 ] /Contents () /Dest [ 79 0 R /XYZ 62.69291 396.6236 0 ] /Rect [ 521.4627 236.7736 532.5827 248.7736 ] /Subtype /Link /Type /Annot >>
+endobj
+49 0 obj
+<< /Annots [ 5 0 R 6 0 R 7 0 R 8 0 R 9 0 R 10 0 R 11 0 R 12 0 R 13 0 R 14 0 R
+ 15 0 R 16 0 R 17 0 R 18 0 R 19 0 R 20 0 R 21 0 R 22 0 R 23 0 R 24 0 R
+ 25 0 R 26 0 R 27 0 R 28 0 R 29 0 R 30 0 R 31 0 R 32 0 R 33 0 R 34 0 R
+ 35 0 R 36 0 R 37 0 R 38 0 R 39 0 R 40 0 R 41 0 R 42 0 R 43 0 R 44 0 R
+ 45 0 R 46 0 R 47 0 R 48 0 R ] /Contents 103 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0
+ /Trans << >> /Type /Page >>
+endobj
+50 0 obj
+<< /BaseFont /Helvetica-Oblique /Encoding /WinAnsiEncoding /Name /F4 /Subtype /Type1 /Type /Font >>
+endobj
+51 0 obj
+<< /A << /S /URI /Type /Action /URI (http://pythonwheels.com/) >> /Border [ 0 0 0 ] /Rect [ 106.4829 630.0236 133.6029 642.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+52 0 obj
+<< /Annots [ 51 0 R ] /Contents 104 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0
+ /Trans << >> /Type /Page >>
+endobj
+53 0 obj
+<< /A << /S /URI /Type /Action /URI (http://www.python.org/moin/PythonDecoratorLibrary) >> /Border [ 0 0 0 ] /Rect [ 219.6428 417.0236 449.1728 429.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+54 0 obj
+<< /BaseFont /Courier-Bold /Encoding /WinAnsiEncoding /Name /F5 /Subtype /Type1 /Type /Font >>
+endobj
+55 0 obj
+<< /BaseFont /Courier-Oblique /Encoding /WinAnsiEncoding /Name /F6 /Subtype /Type1 /Type /Font >>
+endobj
+56 0 obj
+<< /A << /S /URI /Type /Action /URI (https://docs.python.org/3/library/functools.html#functools.update_wrapper) >> /Border [ 0 0 0 ] /Rect [ 143.5057 177.8236 261.1214 189.8236 ] /Subtype /Link /Type /Annot >>
+endobj
+57 0 obj
+<< /Annots [ 53 0 R 56 0 R ] /Contents 105 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0
+ /Trans << >> /Type /Page >>
+endobj
+58 0 obj
+<< /Contents 106 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+59 0 obj
+<< /Contents 107 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+60 0 obj
+<< /A << /S /URI /Type /Action /URI (http://www.python.org/dev/peps/pep-3107/) >> /Border [ 0 0 0 ] /Rect [ 231.6368 527.6236 323.0741 539.6236 ] /Subtype /Link /Type /Annot >>
+endobj
+61 0 obj
+<< /Annots [ 60 0 R ] /Contents 108 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0
+ /Trans << >> /Type /Page >>
+endobj
+62 0 obj
+<< /Contents 109 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+63 0 obj
+<< /Contents 110 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+64 0 obj
+<< /Contents 111 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+65 0 obj
+<< /Contents 112 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+66 0 obj
+<< /A << /S /URI /Type /Action /URI (http://bugs.python.org/issue1764286) >> /Border [ 0 0 0 ] /Rect [ 133.3162 345.2236 172.2473 357.2236 ] /Subtype /Link /Type /Annot >>
+endobj
+67 0 obj
+<< /Annots [ 66 0 R ] /Contents 113 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0
+ /Trans << >> /Type /Page >>
+endobj
+68 0 obj
+<< /A << /S /URI /Type /Action /URI (http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/496691) >> /Border [ 0 0 0 ] /Rect [ 62.69291 515.8236 363.4029 527.8236 ] /Subtype /Link /Type /Annot >>
+endobj
+69 0 obj
+<< /Annots [ 68 0 R ] /Contents 114 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0
+ /Trans << >> /Type /Page >>
+endobj
+70 0 obj
+<< /Contents 115 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+71 0 obj
+<< /Contents 116 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+72 0 obj
+<< /A << /S /URI /Type /Action /URI (http://www.python.org/2.3/mro.html) >> /Border [ 0 0 0 ] /Rect [ 330.4156 195.0236 355.3935 207.0236 ] /Subtype /Link /Type /Annot >>
+endobj
+73 0 obj
+<< /Annots [ 72 0 R ] /Contents 117 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0
+ /Trans << >> /Type /Page >>
+endobj
+74 0 obj
+<< /A << /S /URI /Type /Action /URI (http://www.python.org/2.3/mro.html) >> /Border [ 0 0 0 ] /Rect [ 284.1108 618.6236 309.8555 630.6236 ] /Subtype /Link /Type /Annot >>
+endobj
+75 0 obj
+<< /Annots [ 74 0 R ] /Contents 118 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0
+ /Trans << >> /Type /Page >>
+endobj
+76 0 obj
+<< /Contents 119 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+77 0 obj
+<< /Contents 120 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+78 0 obj
+<< /Contents 121 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+79 0 obj
+<< /Contents 122 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 102 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << >>
+ /Type /Page >>
+endobj
+80 0 obj
+<< /Outlines 82 0 R /PageLabels 123 0 R /PageMode /UseNone /Pages 102 0 R /Type /Catalog >>
+endobj
+81 0 obj
+<< /Author (Michele Simionato) /CreationDate (D:20150724191345-01'00') /Creator (\(unspecified\)) /Keywords () /Producer (ReportLab PDF Library - www.reportlab.com) /Subject (\(unspecified\))
+ /Title (The decorator module) >>
+endobj
+82 0 obj
+<< /Count 19 /First 83 0 R /Last 101 0 R /Type /Outlines >>
+endobj
+83 0 obj
+<< /Dest [ 52 0 R /XYZ 62.69291 765.0236 0 ] /Next 84 0 R /Parent 82 0 R /Title (Introduction) >>
+endobj
+84 0 obj
+<< /Dest [ 52 0 R /XYZ 62.69291 582.0236 0 ] /Next 85 0 R /Parent 82 0 R /Prev 83 0 R /Title (What's new) >>
+endobj
+85 0 obj
+<< /Dest [ 52 0 R /XYZ 62.69291 357.0236 0 ] /Next 86 0 R /Parent 82 0 R /Prev 84 0 R /Title (Usefulness of decorators) >>
+endobj
+86 0 obj
+<< /Dest [ 57 0 R /XYZ 62.69291 729.0236 0 ] /Next 87 0 R /Parent 82 0 R /Prev 85 0 R /Title (Definitions) >>
+endobj
+87 0 obj
+<< /Dest [ 57 0 R /XYZ 62.69291 492.0236 0 ] /Next 88 0 R /Parent 82 0 R /Prev 86 0 R /Title (Statement of the problem) >>
+endobj
+88 0 obj
+<< /Dest [ 58 0 R /XYZ 62.69291 433.4236 0 ] /Next 89 0 R /Parent 82 0 R /Prev 87 0 R /Title (The solution) >>
+endobj
+89 0 obj
+<< /Dest [ 59 0 R /XYZ 62.69291 435.4236 0 ] /Next 90 0 R /Parent 82 0 R /Prev 88 0 R /Title (A trace decorator) >>
+endobj
+90 0 obj
+<< /Dest [ 61 0 R /XYZ 62.69291 566.6236 0 ] /Next 91 0 R /Parent 82 0 R /Prev 89 0 R /Title (Function annotations) >>
+endobj
+91 0 obj
+<< /Dest [ 62 0 R /XYZ 62.69291 765.0236 0 ] /Next 92 0 R /Parent 82 0 R /Prev 90 0 R /Title (decorator.decorator) >>
+endobj
+92 0 obj
+<< /Dest [ 62 0 R /XYZ 62.69291 317.2236 0 ] /Next 93 0 R /Parent 82 0 R /Prev 91 0 R /Title (blocking) >>
+endobj
+93 0 obj
+<< /Dest [ 63 0 R /XYZ 62.69291 434.6236 0 ] /Next 94 0 R /Parent 82 0 R /Prev 92 0 R /Title (decorator\(cls\)) >>
+endobj
+94 0 obj
+<< /Dest [ 64 0 R /XYZ 62.69291 542.6236 0 ] /Next 95 0 R /Parent 82 0 R /Prev 93 0 R /Title (contextmanager) >>
+endobj
+95 0 obj
+<< /Dest [ 65 0 R /XYZ 62.69291 657.0236 0 ] /Next 96 0 R /Parent 82 0 R /Prev 94 0 R /Title (The FunctionMaker class) >>
+endobj
+96 0 obj
+<< /Dest [ 67 0 R /XYZ 62.69291 659.8236 0 ] /Next 97 0 R /Parent 82 0 R /Prev 95 0 R /Title (Getting the source code) >>
+endobj
+97 0 obj
+<< /Dest [ 67 0 R /XYZ 62.69291 180.0236 0 ] /Next 98 0 R /Parent 82 0 R /Prev 96 0 R /Title (Dealing with third party decorators) >>
+endobj
+98 0 obj
+<< /Dest [ 70 0 R /XYZ 62.69291 445.4236 0 ] /Next 99 0 R /Parent 82 0 R /Prev 97 0 R /Title (Multiple dispatch) >>
+endobj
+99 0 obj
+<< /Dest [ 73 0 R /XYZ 62.69291 171.0236 0 ] /Next 100 0 R /Parent 82 0 R /Prev 98 0 R /Title (Generic functions and virtual ancestors) >>
+endobj
+100 0 obj
+<< /Dest [ 77 0 R /XYZ 62.69291 276.6236 0 ] /Next 101 0 R /Parent 82 0 R /Prev 99 0 R /Title (Caveats and limitations) >>
+endobj
+101 0 obj
+<< /Dest [ 79 0 R /XYZ 62.69291 396.6236 0 ] /Parent 82 0 R /Prev 100 0 R /Title (LICENSE) >>
+endobj
+102 0 obj
+<< /Count 20 /Kids [ 49 0 R 52 0 R 57 0 R 58 0 R 59 0 R 61 0 R 62 0 R 63 0 R 64 0 R 65 0 R
+ 67 0 R 69 0 R 70 0 R 71 0 R 73 0 R 75 0 R 76 0 R 77 0 R 78 0 R 79 0 R ] /Type /Pages >>
+endobj
+103 0 obj
+<< /Length 7563 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 741.0236 cm
+q
+BT 1 0 0 1 0 4 Tm 118.8249 0 Td 24 TL /F2 20 Tf 0 0 0 rg (The ) Tj /F3 20 Tf 0 0 0 rg (decorator ) Tj /F2 20 Tf 0 0 0 rg (module) Tj T* -118.8249 0 Td ET
+Q
+Q
+q
+1 0 0 1 62.69291 716.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 36.93937 0 Td (Author:) Tj T* -36.93937 0 Td ET
+Q
+Q
+q
+1 0 0 1 91.03937 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Michele Simionato) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 701.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 39.69937 0 Td (E-mail:) Tj T* -39.69937 0 Td ET
+Q
+Q
+q
+1 0 0 1 91.03937 3 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 .501961 rg (michele.simionato@gmail.com) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 686.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 33.02937 0 Td (Version:) Tj T* -33.02937 0 Td ET
+Q
+Q
+q
+1 0 0 1 91.03937 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (4.0.0 \(2015-07-24\)) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 671.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 25.81937 0 Td (Supports:) Tj T* -25.81937 0 Td ET
+Q
+Q
+q
+1 0 0 1 91.03937 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Python 2.6, 2.7, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 644.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F2 10 Tf 12 TL 25.25937 0 Td (Download) Tj T* 21.11 0 Td (page:) Tj T* -46.36937 0 Td ET
+Q
+Q
+q
+1 0 0 1 91.03937 15 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (http://pypi.python.org/pypi/decorator/4.0.0) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 629.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 16.91937 0 Td (Installation:) Tj T* -16.91937 0 Td ET
+Q
+Q
+q
+1 0 0 1 91.03937 3 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (pip) Tj ( ) Tj (install) Tj ( ) Tj (decorator) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 614.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 32.46937 0 Td (License:) Tj T* -32.46937 0 Td ET
+Q
+Q
+q
+1 0 0 1 91.03937 3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (BSD license) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 581.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Contents) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 233.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 0 327 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Introduction) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 327 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (2) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 309 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (What's new) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 309 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (2) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 291 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Usefulness of decorators) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 291 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (2) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 273 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Definitions) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 273 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (3) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 255 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Statement of the problem) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 255 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (3) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 237 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (The solution) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 237 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (4) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 219 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (A ) Tj /F3 10 Tf 0 0 0 rg (trace ) Tj /F2 10 Tf 0 0 .501961 rg (decorator) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 219 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (5) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 201 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Function annotations) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 201 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (6) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 183 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (decorator.decorator) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 183 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (7) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 165 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (blocking) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 165 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (7) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 147 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf 0 0 0 rg (decorator\(cls\)) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 147 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (8) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 129 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (contextmanager) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 129 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 66.44 0 Td (9) Tj T* -66.44 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 111 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (The ) Tj /F3 10 Tf 0 0 0 rg (FunctionMaker ) Tj /F2 10 Tf 0 0 .501961 rg (class) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 111 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 60.88 0 Td (10) Tj T* -60.88 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 93 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Getting the source code) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 93 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 60.88 0 Td (11) Tj T* -60.88 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 75 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Dealing with third party decorators) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 75 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 60.88 0 Td (11) Tj T* -60.88 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 57 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Multiple dispatch) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 57 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 60.88 0 Td (13) Tj T* -60.88 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 39 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Generic functions and virtual ancestors) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 39 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 60.88 0 Td (15) Tj T* -60.88 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 21 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (Caveats and limitations) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 21 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 60.88 0 Td (18) Tj T* -60.88 0 Td ET
+Q
+Q
+q
+1 0 0 1 0 3 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F2 10 Tf 0 0 .501961 rg (LICENSE) Tj T* ET
+Q
+Q
+q
+1 0 0 1 397.8898 3 cm
+q
+0 0 .501961 rg
+0 0 .501961 RG
+BT 1 0 0 1 0 2 Tm /F2 10 Tf 12 TL 60.88 0 Td (20) Tj T* -60.88 0 Td ET
+Q
+Q
+q
+Q
+Q
+
+endstream
+endobj
+104 0 obj
+<< /Length 7225 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 744.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Introduction) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 594.0236 cm
+q
+BT 1 0 0 1 0 134 Tm 1.033876 Tw 12 TL /F1 10 Tf 0 0 0 rg (The decorator module is over ten years old, but still alive and kicking. It is used by several frameworks) Tj T* 0 Tw 1.401098 Tw (\(IPython, scipy, authkit, pylons, pycuda, sugar, ...\) and has been stable for a ) Tj /F4 10 Tf (long ) Tj /F1 10 Tf (time. It is your best) Tj T* 0 Tw 1.50686 Tw (option if you want to preserve the signature of decorated functions in a consistent way across Python) Tj T* 0 Tw .103876 Tw (releases. Version 4.0 is fully compatible with the past, except for one thing: support for Python 2.4 and 2.5) Tj T* 0 Tw 1.399431 Tw (has been dropped. That decision made it possible to use a single code base both for Python 2.X and) Tj T* 0 Tw 6.201984 Tw (Python 3.X. This is a ) Tj /F4 10 Tf (huge ) Tj /F1 10 Tf (bonus, since I could remove over 2,000 lines of duplicated) Tj T* 0 Tw .485366 Tw (documentation/doctests. Having to maintain separate docs for Python 2 and Python 3 effectively stopped) Tj T* 0 Tw .075542 Tw (any development on the module for several years. Moreover, it is now trivial to distribute the module as an) Tj T* 0 Tw .999987 Tw (universal ) Tj 0 0 .501961 rg (wheel ) Tj 0 0 0 rg (since 2to3 is no more required. Since Python 2.5 has been released 9 years ago, I felt) Tj T* 0 Tw .829461 Tw (that it was reasonable to drop the support for it. If you need to support ancient versions of Python, stick) Tj T* 0 Tw 1.438735 Tw (with the decorator module version 3.4.2. This version supports all Python releases from 2.6 up to 3.5,) Tj T* 0 Tw (which currently is still in beta status.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 561.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (What's new) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 471.0236 cm
+q
+BT 1 0 0 1 0 74 Tm 2.334692 Tw 12 TL /F1 10 Tf 0 0 0 rg (Since now there is a single manual for all Python versions, I took the occasion for overhauling the) Tj T* 0 Tw .691098 Tw (documentation. Therefore, even if you are an old time user, you may want to read the docs again, since) Tj T* 0 Tw .385318 Tw (several examples have been improved. The packaging has been improved and I am distributing the code) Tj T* 0 Tw 3.941984 Tw (in wheel format too. The integration with setuptools has been improved and now you can use) Tj T* 0 Tw .166412 Tw /F3 10 Tf 0 0 0 rg (python) Tj ( ) Tj (setup.py test ) Tj /F1 10 Tf 0 0 0 rg (to run the tests. A new utility function ) Tj /F3 10 Tf 0 0 0 rg (decorate\(func, caller\) ) Tj /F1 10 Tf 0 0 0 rg (has been) Tj T* 0 Tw 3.003318 Tw (added, doing the same job that in the past was done by ) Tj /F3 10 Tf 0 0 0 rg (decorator\(caller,) Tj ( ) Tj (func\)) Tj /F1 10 Tf 0 0 0 rg (. The old) Tj T* 0 Tw (functionality is still there for compatibility sake, but it is deprecated and not documented anymore.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 369.0236 cm
+q
+BT 1 0 0 1 0 86 Tm 4.582126 Tw 12 TL /F1 10 Tf 0 0 0 rg (Apart from that, there is a new experimental feature. The decorator module now includes an) Tj T* 0 Tw 3.31284 Tw (implementation of generic \(multiple dispatch\) functions. The API is designed to mimic the one of) Tj T* 0 Tw 2.965976 Tw /F3 10 Tf 0 0 0 rg (functools.singledispatch ) Tj /F1 10 Tf 0 0 0 rg (\(introduced in Python 3.4\) but the implementation is much simpler;) Tj T* 0 Tw .889983 Tw (moreover all the decorators involved preserve the signature of the decorated functions. For the moment) Tj T* 0 Tw 4.982927 Tw (the facility is there mostly to exemplify the power of the module. In the future it could be) Tj T* 0 Tw 1.08881 Tw (enhanced/optimized; on the other hand, both its behavior and its API could change. Such is the fate of) Tj T* 0 Tw .537765 Tw (experimental features. In any case it is very short and compact \(less then one hundred lines\) so you can) Tj T* 0 Tw (extract it for your own use. Take it as food for thought.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 336.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Usefulness of decorators) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 270.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 50 Tm /F1 10 Tf 12 TL 3.995366 Tw (Python decorators are an interesting example of why syntactic sugar matters. In principle, their) Tj T* 0 Tw .151235 Tw (introduction in Python 2.4 changed nothing, since they do not provide any new functionality which was not) Tj T* 0 Tw 2.238555 Tw (already present in the language. In practice, their introduction has significantly changed the way we) Tj T* 0 Tw .098409 Tw (structure our programs in Python. I believe the change is for the best, and that decorators are a great idea) Tj T* 0 Tw (since:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 264.0236 cm
+Q
+q
+1 0 0 1 62.69291 264.0236 cm
+Q
+q
+1 0 0 1 62.69291 252.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 -3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL 10.5 0 Td (\177) Tj T* -10.5 0 Td ET
+Q
+Q
+q
+1 0 0 1 23 -3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (decorators help reducing boilerplate code;) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 246.0236 cm
+Q
+q
+1 0 0 1 62.69291 234.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 -3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL 10.5 0 Td (\177) Tj T* -10.5 0 Td ET
+Q
+Q
+q
+1 0 0 1 23 -3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (decorators help separation of concerns;) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 228.0236 cm
+Q
+q
+1 0 0 1 62.69291 216.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 -3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL 10.5 0 Td (\177) Tj T* -10.5 0 Td ET
+Q
+Q
+q
+1 0 0 1 23 -3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (decorators enhance readability and maintenability;) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 210.0236 cm
+Q
+q
+1 0 0 1 62.69291 198.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 -3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL 10.5 0 Td (\177) Tj T* -10.5 0 Td ET
+Q
+Q
+q
+1 0 0 1 23 -3 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (decorators are explicit.) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 198.0236 cm
+Q
+q
+1 0 0 1 62.69291 156.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .848876 Tw (Still, as of now, writing custom decorators correctly requires some experience and it is not as easy as it) Tj T* 0 Tw 1.049269 Tw (could be. For instance, typical implementations of decorators involve nested functions, and we all know) Tj T* 0 Tw (that flat is better than nested.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 102.0236 cm
+q
+BT 1 0 0 1 0 38 Tm 1.093735 Tw 12 TL /F1 10 Tf 0 0 0 rg (The aim of the ) Tj /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (module it to simplify the usage of decorators for the average programmer,) Tj T* 0 Tw 2.456136 Tw (and to popularize decorators by showing various non-trivial examples. Of course, as all techniques,) Tj T* 0 Tw 2.234987 Tw (decorators can be abused \(I have seen that\) and you should not try to solve every problem with a) Tj T* 0 Tw (decorator, just because you can.) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+105 0 obj
+<< /Length 12385 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 741.0236 cm
+q
+BT 1 0 0 1 0 14 Tm .13561 Tw 12 TL /F1 10 Tf 0 0 0 rg (You may find the source code for all the examples discussed here in the ) Tj /F3 10 Tf 0 0 0 rg (documentation.py ) Tj /F1 10 Tf 0 0 0 rg (file, which) Tj T* 0 Tw (contains the documentation you are reading in the form of doctests.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 708.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Definitions) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 666.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL 2.37561 Tw (Technically speaking, any Python object which can be called with one argument can be used as a) Tj T* 0 Tw .472339 Tw (decorator. However, this definition is somewhat too large to be really useful. It is more convenient to split) Tj T* 0 Tw (the generic class of decorators in two subclasses:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 660.0236 cm
+Q
+q
+1 0 0 1 62.69291 660.0236 cm
+Q
+q
+1 0 0 1 62.69291 636.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 9 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL 10.5 0 Td (\177) Tj T* -10.5 0 Td ET
+Q
+Q
+q
+1 0 0 1 23 -3 cm
+q
+BT 1 0 0 1 0 14 Tm 2.68748 Tw 12 TL /F4 10 Tf 0 0 0 rg (signature-preserving ) Tj /F1 10 Tf (decorators, i.e. callable objects taking a function as input and returning a) Tj T* 0 Tw (function ) Tj /F4 10 Tf (with the same signature ) Tj /F1 10 Tf (as output;) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 630.0236 cm
+Q
+q
+1 0 0 1 62.69291 606.0236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+q
+1 0 0 1 6 9 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL 10.5 0 Td (\177) Tj T* -10.5 0 Td ET
+Q
+Q
+q
+1 0 0 1 23 -3 cm
+q
+BT 1 0 0 1 0 14 Tm 1.43498 Tw 12 TL /F4 10 Tf 0 0 0 rg (signature-changing ) Tj /F1 10 Tf (decorators, i.e. decorators that change the signature of their input function, or) Tj T* 0 Tw (decorators returning non-callable objects.) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 606.0236 cm
+Q
+q
+1 0 0 1 62.69291 564.0236 cm
+q
+BT 1 0 0 1 0 26 Tm 2.832706 Tw 12 TL /F1 10 Tf 0 0 0 rg (Signature-changing decorators have their use: for instance the builtin classes ) Tj /F3 10 Tf 0 0 0 rg (staticmethod ) Tj /F1 10 Tf 0 0 0 rg (and) Tj T* 0 Tw 1.506651 Tw /F3 10 Tf 0 0 0 rg (classmethod ) Tj /F1 10 Tf 0 0 0 rg (are in this group, since they take functions and return descriptor objects which are not) Tj T* 0 Tw (functions, nor callables.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 534.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 1.735814 Tw (However, signature-preserving decorators are more common and easier to reason about; in particular) Tj T* 0 Tw (signature-preserving decorators can be composed together whereas other decorators in general cannot.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 504.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .494983 Tw (Writing signature-preserving decorators from scratch is not that obvious, especially if one wants to define) Tj T* 0 Tw (proper decorators that can accept functions with any signature. A simple example will clarify the issue.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 471.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Statement of the problem) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 393.0236 cm
+q
+BT 1 0 0 1 0 62 Tm .351235 Tw 12 TL /F1 10 Tf 0 0 0 rg (A very common use case for decorators is the memoization of functions. A ) Tj /F3 10 Tf 0 0 0 rg (memoize ) Tj /F1 10 Tf 0 0 0 rg (decorator works by) Tj T* 0 Tw .871988 Tw (caching the result of the function call in a dictionary, so that the next time the function is called with the) Tj T* 0 Tw 2.350651 Tw (same input parameters the result is retrieved from the cache and not recomputed. There are many) Tj T* 0 Tw 2.92247 Tw (implementations of ) Tj /F3 10 Tf 0 0 0 rg (memoize ) Tj /F1 10 Tf 0 0 0 rg (in ) Tj 0 0 .501961 rg (http://www.python.org/moin/PythonDecoratorLibrary) Tj 0 0 0 rg (, but they do not) Tj T* 0 Tw .692126 Tw (preserve the signature. In recent versions of Python you can find a sophisticated ) Tj /F3 10 Tf 0 0 0 rg (lru_cache ) Tj /F1 10 Tf 0 0 0 rg (decorator) Tj T* 0 Tw (in the standard library \(in ) Tj /F3 10 Tf 0 0 0 rg (functools) Tj /F1 10 Tf 0 0 0 rg (\). Here I am just interested in giving an example.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 363.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .017485 Tw (A simple implementation could be the following \(notice that in general it is impossible to memoize correctly) Tj T* 0 Tw (something that depends on non-hashable arguments\):) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 197.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 156 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 132 60 12 re f*
+.960784 .960784 .862745 rg
+n 84 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 132 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 132 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 120 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 120 30 12 re f*
+.960784 .960784 .862745 rg
+n 90 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 120 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 96 42 12 re f*
+.960784 .960784 .862745 rg
+n 90 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 96 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 162 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 66 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 78 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 84 246 12 re f*
+.960784 .960784 .862745 rg
+n 72 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 72 24 12 re f*
+.960784 .960784 .862745 rg
+n 132 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 72 54 12 re f*
+.960784 .960784 .862745 rg
+n 198 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 72 12 12 re f*
+.960784 .960784 .862745 rg
+n 216 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 252 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 66 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 90 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 114 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 132 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 156 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 192 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 132 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 156 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 204 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 210 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 240 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 252 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 264 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 276 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 174 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 84 12 re f*
+.960784 .960784 .862745 rg
+n 210 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 258 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 270 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 294 0 6 12 re f*
+BT 1 0 0 1 0 134 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (memoize_uw) Tj 0 0 0 rg (\() Tj 0 0 0 rg (func) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (func) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (cache) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg ({}) Tj 0 0 0 rg T* T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (memoize) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# frozenset is used to ensure hashability) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj 0 0 0 rg (key) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (frozenset) Tj 0 0 0 rg (\() Tj 0 0 0 rg (kw) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (items) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (else) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (key) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (key) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (not) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (in) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (cache) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (func) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (cache) Tj 0 0 0 rg ([) Tj 0 0 0 rg (key) Tj 0 0 0 rg (]) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (cache) Tj 0 0 0 rg ([) Tj 0 0 0 rg (key) Tj 0 0 0 rg (]) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (functools) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (update_wrapper) Tj 0 0 0 rg (\() Tj 0 0 0 rg (memoize) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 141.8236 cm
+q
+BT 1 0 0 1 0 38 Tm 2.555697 Tw 12 TL /F1 10 Tf 0 0 0 rg (Here i used the ) Tj 0 0 .501961 rg (functools.update_wrapper ) Tj 0 0 0 rg (utility, which has been added in Python 2.5 expressly to) Tj T* 0 Tw .91686 Tw (simplify the definition of decorators \(in older versions of Python you need to copy the function attributes) Tj T* 0 Tw .580814 Tw /F3 10 Tf 0 0 0 rg (__name__) Tj /F1 10 Tf 0 0 0 rg (, ) Tj /F3 10 Tf 0 0 0 rg (__doc__) Tj /F1 10 Tf 0 0 0 rg (, ) Tj /F3 10 Tf 0 0 0 rg (__module__ ) Tj /F1 10 Tf 0 0 0 rg (and ) Tj /F3 10 Tf 0 0 0 rg (__dict__ ) Tj /F1 10 Tf 0 0 0 rg (from the original function to the decorated function) Tj T* 0 Tw (by hand\).) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 99.82362 cm
+q
+BT 1 0 0 1 0 26 Tm 2.517126 Tw 12 TL /F1 10 Tf 0 0 0 rg (The implementation above works in the sense that the decorator can accept functions with generic) Tj T* 0 Tw 1.233615 Tw (signatures; unfortunately this implementation does ) Tj /F4 10 Tf (not ) Tj /F1 10 Tf (define a signature-preserving decorator, since in) Tj T* 0 Tw (general ) Tj /F3 10 Tf 0 0 0 rg (memoize_uw ) Tj /F1 10 Tf 0 0 0 rg (returns a function with a ) Tj /F4 10 Tf (different signature ) Tj /F1 10 Tf (from the original function.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 81.82362 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Consider for instance the following case:) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+106 0 obj
+<< /Length 15805 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 691.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 72 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 48 66 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 36 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 192 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+BT 1 0 0 1 0 50 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@memoize_uw) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f1) Tj 0 0 0 rg (\() Tj 0 0 0 rg (x) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj .729412 .129412 .129412 rg ("Simulate some long computation") Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (time) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (sleep) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (x) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 659.8236 cm
+q
+BT 1 0 0 1 0 14 Tm .26311 Tw 12 TL /F1 10 Tf 0 0 0 rg (Here the original function takes a single argument named ) Tj /F3 10 Tf 0 0 0 rg (x) Tj /F1 10 Tf 0 0 0 rg (, but the decorated function takes any number) Tj T* 0 Tw (of arguments and keyword arguments:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 602.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 156 24 60 12 re f*
+.960784 .960784 .862745 rg
+n 228 24 168 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 42 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 186 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 228 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 258 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 270 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 318 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 324 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 348 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (from) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (decorator) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (import) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (getargspec) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# akin to inspect.getargspec) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (getargspec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f1) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* 0 0 0 rg (ArgSpec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (args) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ([],) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varargs) Tj .4 .4 .4 rg (=) Tj .729412 .129412 .129412 rg ('args') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varkw) Tj .4 .4 .4 rg (=) Tj .729412 .129412 .129412 rg ('kw') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (defaults) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 546.6236 cm
+q
+BT 1 0 0 1 0 38 Tm .002485 Tw 12 TL /F1 10 Tf 0 0 0 rg (This means that introspection tools such as ) Tj /F3 10 Tf 0 0 0 rg (pydoc ) Tj /F1 10 Tf 0 0 0 rg (will give wrong informations about the signature of ) Tj /F3 10 Tf 0 0 0 rg (f1) Tj /F1 10 Tf 0 0 0 rg (,) Tj T* 0 Tw .047356 Tw (unless you are using Python 3.5. This is pretty bad: ) Tj /F3 10 Tf 0 0 0 rg (pydoc ) Tj /F1 10 Tf 0 0 0 rg (will tell you that the function accepts a generic) Tj T* 0 Tw .416303 Tw (signature ) Tj /F3 10 Tf 0 0 0 rg (*args) Tj /F1 10 Tf 0 0 0 rg (, ) Tj /F3 10 Tf 0 0 0 rg (**kw) Tj /F1 10 Tf 0 0 0 rg (, but when you try to call the function with more than an argument, you will get an) Tj T* 0 Tw (error:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 477.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 60 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 36 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 60 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 168 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 192 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 18 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 54 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 180 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 192 0 60 12 re f*
+.960784 .960784 .862745 rg
+n 258 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 312 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 318 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 330 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 360 0 6 12 re f*
+BT 1 0 0 1 0 38 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f1) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 0 0 rg (Traceback) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj 0 0 0 rg (most) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (recent) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (call) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (last) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj .4 .4 .4 rg (...) Tj 0 0 0 rg T* /F5 10 Tf .823529 .254902 .227451 rg (TypeError) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f1) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (takes) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (exactly) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (positional) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (argument) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (2) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (given) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 445.4236 cm
+q
+BT 1 0 0 1 0 14 Tm 3.953307 Tw 12 TL /F1 10 Tf 0 0 0 rg (Notice even in Python 3.5 ) Tj /F3 10 Tf 0 0 0 rg (inspect.getargspec ) Tj /F1 10 Tf 0 0 0 rg (and ) Tj /F3 10 Tf 0 0 0 rg (inspect.getfullargspec ) Tj /F1 10 Tf 0 0 0 rg (\(which are) Tj T* 0 Tw (deprecated in that release\) will give the wrong signature.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 412.4236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (The solution) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 370.4236 cm
+q
+BT 1 0 0 1 0 26 Tm 3.313984 Tw 12 TL /F1 10 Tf 0 0 0 rg (The solution is to provide a generic factory of generators, which hides the complexity of making) Tj T* 0 Tw 3.962976 Tw (signature-preserving decorators from the application programmer. The ) Tj /F3 10 Tf 0 0 0 rg (decorate ) Tj /F1 10 Tf 0 0 0 rg (function in the) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (module is such a factory:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 337.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 24 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 156 0 48 12 re f*
+BT 1 0 0 1 0 2 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (from) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (decorator) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (import) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (decorate) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 281.2236 cm
+q
+BT 1 0 0 1 0 38 Tm 2.144983 Tw 12 TL /F3 10 Tf 0 0 0 rg (decorate ) Tj /F1 10 Tf 0 0 0 rg (takes two arguments, a caller function describing the functionality of the decorator and a) Tj T* 0 Tw 2.594983 Tw (function to be decorated; it returns the decorated function. The caller function must have signature) Tj T* 0 Tw .19311 Tw /F3 10 Tf 0 0 0 rg (\(f,) Tj ( ) Tj (*args,) Tj ( ) Tj (**kw\) ) Tj /F1 10 Tf 0 0 0 rg (and it must call the original function ) Tj /F3 10 Tf 0 0 0 rg (f ) Tj /F1 10 Tf 0 0 0 rg (with arguments ) Tj /F3 10 Tf 0 0 0 rg (args ) Tj /F1 10 Tf 0 0 0 rg (and ) Tj /F3 10 Tf 0 0 0 rg (kw) Tj /F1 10 Tf 0 0 0 rg (, implementing) Tj T* 0 Tw (the wanted capability, i.e. memoization in this case:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 152.0236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 120 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 96 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 48 12 re f*
+.960784 .960784 .862745 rg
+n 72 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 96 24 12 re f*
+.960784 .960784 .862745 rg
+n 102 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 96 24 12 re f*
+.960784 .960784 .862745 rg
+n 144 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 168 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 180 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 54 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 84 246 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 72 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 72 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 72 54 12 re f*
+.960784 .960784 .862745 rg
+n 174 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 72 12 12 re f*
+.960784 .960784 .862745 rg
+n 192 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 228 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 60 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 144 36 168 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 90 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 108 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 186 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 210 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 222 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+BT 1 0 0 1 0 98 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (_memoize) Tj 0 0 0 rg (\() Tj 0 0 0 rg (func) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# frozenset is used to ensure hashability) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj 0 0 0 rg (key) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (frozenset) Tj 0 0 0 rg (\() Tj 0 0 0 rg (kw) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (items) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (else) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (key) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (cache) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (cache) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# attribute added by memoize) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (key) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (not) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (in) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (cache) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (cache) Tj 0 0 0 rg ([) Tj 0 0 0 rg (key) Tj 0 0 0 rg (]) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (cache) Tj 0 0 0 rg ([) Tj 0 0 0 rg (key) Tj 0 0 0 rg (]) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 132.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (At this point you can define your decorator as follows:) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+107 0 obj
+<< /Length 17669 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 715.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 42 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 186 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (memoize) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (cache) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg ({}) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (decorate) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (_memoize) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 671.8236 cm
+q
+BT 1 0 0 1 0 26 Tm .12561 Tw 12 TL /F1 10 Tf 0 0 0 rg (The difference with respect to the ) Tj /F3 10 Tf 0 0 0 rg (memoize_uw ) Tj /F1 10 Tf 0 0 0 rg (approach, which is based on nested functions, is that the) Tj T* 0 Tw .598876 Tw (decorator module forces you to lift the inner function at the outer level. Moreover, you are forced to pass) Tj T* 0 Tw (explicitly the function you want to decorate, there are no closures.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 653.8236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Here is a test of usage:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 512.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 132 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 108 48 12 re f*
+.960784 .960784 .862745 rg
+n 0 96 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 96 102 12 re f*
+.960784 .960784 .862745 rg
+n 150 96 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 84 30 12 re f*
+.960784 .960784 .862745 rg
+n 108 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 72 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 48 102 12 re f*
+.960784 .960784 .862745 rg
+n 162 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 186 48 234 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 102 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 186 12 252 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 24 12 re f*
+BT 1 0 0 1 0 110 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@memoize) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (heavy_computation) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (time) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (sleep) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("done") Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (heavy_computation) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# the first time it will take 2 seconds) Tj /F3 10 Tf 0 0 0 rg T* 0 0 0 rg (done) Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (heavy_computation) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# the second time it will be instantaneous) Tj /F3 10 Tf 0 0 0 rg T* 0 0 0 rg (done) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 492.6236 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (The signature of ) Tj /F3 10 Tf 0 0 0 rg (heavy_computation ) Tj /F1 10 Tf 0 0 0 rg (is the one you would expect:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 447.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 102 12 re f*
+.960784 .960784 .862745 rg
+n 228 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 42 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 186 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 216 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 246 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 258 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 306 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 312 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 336 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (getargspec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (heavy_computation) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* 0 0 0 rg (ArgSpec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (args) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ([],) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varargs) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varkw) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (defaults) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 414.4236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (A ) Tj /F3 17.5 Tf 0 0 0 rg (trace ) Tj /F2 17.5 Tf 0 0 0 rg (decorator) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 384.4236 cm
+q
+BT 1 0 0 1 0 14 Tm .479398 Tw 12 TL /F1 10 Tf 0 0 0 rg (As an additional example, here is how you can define a trivial ) Tj /F3 10 Tf 0 0 0 rg (trace ) Tj /F1 10 Tf 0 0 0 rg (decorator, which prints a message) Tj T* 0 Tw (everytime the traced function is called:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 315.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 60 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 60 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 138 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 60 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 174 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 186 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 210 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 234 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 240 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 246 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 264 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 288 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 300 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 318 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 354 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 360 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 372 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 192 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 204 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 222 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 234 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 252 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 264 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 270 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 276 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 282 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 330 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 342 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 366 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 378 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 408 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 6 12 re f*
+BT 1 0 0 1 0 38 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (_trace) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (kwstr) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg (', ') Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (join) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg (') Tj /F5 10 Tf .733333 .4 .533333 rg (%r) Tj /F3 10 Tf .729412 .129412 .129412 rg (: ) Tj /F5 10 Tf .733333 .4 .533333 rg (%r) Tj /F3 10 Tf .729412 .129412 .129412 rg (') Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (%) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj 0 0 0 rg (k) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (kw) Tj 0 0 0 rg ([) Tj 0 0 0 rg (k) Tj 0 0 0 rg (]\)) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (for) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (k) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (in) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 .501961 0 rg (sorted) Tj 0 0 0 rg (\() Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ("calling ) Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg ( with args ) Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg (, {) Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg (}") Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (%) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__name__) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (kwstr) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 270.0236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (trace) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (decorate) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (_trace) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 250.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Here is an example of usage:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 192.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@trace) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f1) Tj 0 0 0 rg (\() Tj 0 0 0 rg (x) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (pass) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 172.8236 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (It is immediate to verify that ) Tj /F3 10 Tf 0 0 0 rg (f1 ) Tj /F1 10 Tf 0 0 0 rg (works) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 127.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 162 0 12 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f1) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 0 0 rg (calling) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f1) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (with) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (,\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg ({}) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 107.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (and it that it has the correct signature:) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+108 0 obj
+<< /Length 20133 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 727.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 42 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 162 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 192 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 234 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 240 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 264 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 276 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 324 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 330 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 354 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (getargspec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f1) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* 0 0 0 rg (ArgSpec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (args) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ([) Tj .729412 .129412 .129412 rg ('x') Tj 0 0 0 rg (],) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varargs) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varkw) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (defaults) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 707.8236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The same decorator works with functions of any signature:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 578.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 120 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 168 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 192 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 204 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 24 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 42 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 90 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 120 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 186 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 42 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 162 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 180 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 222 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 228 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 264 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 276 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 306 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 312 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 336 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 348 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 396 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 402 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 408 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 414 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 426 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 432 0 12 12 re f*
+BT 1 0 0 1 0 98 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@trace) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f) Tj 0 0 0 rg (\() Tj 0 0 0 rg (x) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (y) Tj .4 .4 .4 rg (=) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (z) Tj .4 .4 .4 rg (=) Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (pass) Tj /F3 10 Tf 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (3) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 0 0 rg (calling) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (with) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (3) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg ({}) Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (getargspec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* 0 0 0 rg (ArgSpec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (args) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ([) Tj .729412 .129412 .129412 rg ('x') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('y') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('z') Tj 0 0 0 rg (],) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varargs) Tj .4 .4 .4 rg (=) Tj .729412 .129412 .129412 rg ('args') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varkw) Tj .4 .4 .4 rg (=) Tj .729412 .129412 .129412 rg ('kw') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (defaults) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (\)\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 545.6236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Function annotations) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 491.6236 cm
+q
+BT 1 0 0 1 0 38 Tm 1.937318 Tw 12 TL /F1 10 Tf 0 0 0 rg (Python 3 introduced the concept of ) Tj 0 0 .501961 rg (function annotations) Tj 0 0 0 rg (,i.e. the ability to annotate the signature of a) Tj T* 0 Tw 2.24816 Tw (function with additional information, stored in a dictionary named ) Tj /F3 10 Tf 0 0 0 rg (__annotations__) Tj /F1 10 Tf 0 0 0 rg (. The decorator) Tj T* 0 Tw 1.923735 Tw (module, starting from release 3.3, is able to understand and to preserve the annotations. Here is an) Tj T* 0 Tw (example:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 422.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 60 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 120 12 re f*
+.960784 .960784 .862745 rg
+n 198 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 210 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 228 24 108 12 re f*
+.960784 .960784 .862745 rg
+n 336 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 342 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 348 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 360 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 366 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 372 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 378 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 54 12 re f*
+.960784 .960784 .862745 rg
+n 156 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 180 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 192 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 252 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+BT 1 0 0 1 0 38 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@trace) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f) Tj 0 0 0 rg (\() Tj 0 0 0 rg (x) Tj 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('the first argument') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (y) Tj 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('default argument') Tj .4 .4 .4 rg (=) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (z) Tj .4 .4 .4 rg (=) Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (,) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('varargs') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('kwargs') Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (pass) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 390.4236 cm
+q
+BT 1 0 0 1 0 14 Tm .596647 Tw 12 TL /F1 10 Tf 0 0 0 rg (In order to introspect functions with annotations, one needs the utility ) Tj /F3 10 Tf 0 0 0 rg (inspect.getfullargspec) Tj /F1 10 Tf 0 0 0 rg (, new) Tj T* 0 Tw (in Python 3 \(and deprecated in favor of ) Tj /F3 10 Tf 0 0 0 rg (inspect.signature ) Tj /F1 10 Tf 0 0 0 rg (in Python 3.5\):) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 213.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 168 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 144 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 144 42 12 re f*
+.960784 .960784 .862745 rg
+n 102 144 36 12 re f*
+.960784 .960784 .862745 rg
+n 144 144 84 12 re f*
+.960784 .960784 .862745 rg
+n 0 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 132 42 12 re f*
+.960784 .960784 .862745 rg
+n 72 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 132 84 12 re f*
+.960784 .960784 .862745 rg
+n 168 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 120 42 12 re f*
+.960784 .960784 .862745 rg
+n 66 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 120 24 12 re f*
+.960784 .960784 .862745 rg
+n 0 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 54 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 84 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 42 12 re f*
+.960784 .960784 .862745 rg
+n 66 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 96 42 12 re f*
+.960784 .960784 .862745 rg
+n 0 84 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 72 42 12 re f*
+.960784 .960784 .862745 rg
+n 66 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 42 12 re f*
+.960784 .960784 .862745 rg
+n 66 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 48 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 42 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 60 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 84 12 re f*
+BT 1 0 0 1 0 146 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (from) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (inspect) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (import) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (getfullargspec) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (argspec) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (getfullargspec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (argspec) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (args) Tj 0 0 0 rg T* 0 0 0 rg ([) Tj .729412 .129412 .129412 rg ('x') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('y') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('z') Tj 0 0 0 rg (]) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (argspec) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (varargs) Tj 0 0 0 rg T* .729412 .129412 .129412 rg ('args') Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (argspec) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (varkw) Tj 0 0 0 rg T* .729412 .129412 .129412 rg ('kw') Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (argspec) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (defaults) Tj 0 0 0 rg T* 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (argspec) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (kwonlyargs) Tj 0 0 0 rg T* 0 0 0 rg ([]) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (argspec) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (kwonlydefaults) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 193.2236 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (You can check that the ) Tj /F3 10 Tf 0 0 0 rg (__annotations__ ) Tj /F1 10 Tf 0 0 0 rg (dictionary is preserved:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 148.0236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 90 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 66 12 re f*
+.960784 .960784 .862745 rg
+n 228 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 12 90 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 24 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__annotations__) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (is) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__wrapped__) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__annotations__) Tj 0 0 0 rg T* 0 .501961 0 rg (True) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 92.02362 cm
+q
+BT 1 0 0 1 0 38 Tm .84284 Tw 12 TL /F1 10 Tf 0 0 0 rg (Here ) Tj /F3 10 Tf 0 0 0 rg (f.__wrapped__ ) Tj /F1 10 Tf 0 0 0 rg (is the original undecorated function. Such an attribute is added to be consistent) Tj T* 0 Tw 1.36998 Tw (with the way ) Tj /F3 10 Tf 0 0 0 rg (functools.update_wrapper ) Tj /F1 10 Tf 0 0 0 rg (work. Another attribute which is copied from the original) Tj T* 0 Tw .41881 Tw (function is ) Tj /F3 10 Tf 0 0 0 rg (__qualname__) Tj /F1 10 Tf 0 0 0 rg (, the qualified name. This is a concept introduced in Python 3. In Python 2 the) Tj T* 0 Tw (decorator module will still add a qualified name, but its value will always be ) Tj /F3 10 Tf 0 0 0 rg (None) Tj /F1 10 Tf 0 0 0 rg (.) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+109 0 obj
+<< /Length 20355 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 744.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F3 17.5 Tf 0 0 0 rg (decorator.decorator) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 690.0236 cm
+q
+BT 1 0 0 1 0 38 Tm .643876 Tw 12 TL /F1 10 Tf 0 0 0 rg (It may be annoying to write a caller function \(like the ) Tj /F3 10 Tf 0 0 0 rg (_trace ) Tj /F1 10 Tf 0 0 0 rg (function above\) and then a trivial wrapper) Tj T* 0 Tw 2.056342 Tw (\() Tj /F3 10 Tf 0 0 0 rg (def) Tj ( ) Tj (trace\(f\):) Tj ( ) Tj (return) Tj ( ) Tj (decorate\(f,) Tj ( ) Tj (_trace\)) Tj /F1 10 Tf 0 0 0 rg (\) every time. For this reason, the ) Tj /F3 10 Tf 0 0 0 rg (decorator) Tj T* 0 Tw .49284 Tw /F1 10 Tf 0 0 0 rg (module provides an easy shortcut to convert the caller function into a signature-preserving decorator: the) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (function:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 632.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 156 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 42 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 54 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 162 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 216 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 270 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 300 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 312 0 54 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (from) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (decorator) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (import) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (decorator) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (decorator) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__doc__) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 0 0 rg (decorator) Tj 0 0 0 rg (\() Tj 0 0 0 rg (caller) Tj 0 0 0 rg (\)) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (converts) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (a) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (caller) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (function) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (into) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (a) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (decorator) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 576.8236 cm
+q
+BT 1 0 0 1 0 38 Tm 1.319982 Tw 12 TL /F1 10 Tf 0 0 0 rg (The ) Tj /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (function can be used as a signature-changing decorator, just as ) Tj /F3 10 Tf 0 0 0 rg (classmethod ) Tj /F1 10 Tf 0 0 0 rg (and) Tj T* 0 Tw 1.945976 Tw /F3 10 Tf 0 0 0 rg (staticmethod) Tj /F1 10 Tf 0 0 0 rg (. However, ) Tj /F3 10 Tf 0 0 0 rg (classmethod ) Tj /F1 10 Tf 0 0 0 rg (and ) Tj /F3 10 Tf 0 0 0 rg (staticmethod ) Tj /F1 10 Tf 0 0 0 rg (return generic objects which are not) Tj T* 0 Tw 1.086342 Tw (callable, while ) Tj /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (returns signature-preserving decorators, i.e. functions of a single argument.) Tj T* 0 Tw (For instance, you can write directly) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 495.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 72 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 60 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 132 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 156 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 168 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 84 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 120 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 174 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 186 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 198 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 210 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 228 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 246 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 258 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 264 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 270 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 288 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 312 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 324 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 342 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 378 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 384 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 396 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 216 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 228 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 246 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 258 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 276 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 288 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 294 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 300 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 306 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 354 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 366 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 390 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 402 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 432 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 156 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 168 0 6 12 re f*
+BT 1 0 0 1 0 50 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@decorator) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (trace) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (kwstr) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg (', ') Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (join) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg (') Tj /F5 10 Tf .733333 .4 .533333 rg (%r) Tj /F3 10 Tf .729412 .129412 .129412 rg (: ) Tj /F5 10 Tf .733333 .4 .533333 rg (%r) Tj /F3 10 Tf .729412 .129412 .129412 rg (') Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (%) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj 0 0 0 rg (k) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (kw) Tj 0 0 0 rg ([) Tj 0 0 0 rg (k) Tj 0 0 0 rg (]\)) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (for) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (k) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (in) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 .501961 0 rg (sorted) Tj 0 0 0 rg (\() Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ("calling ) Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg ( with args ) Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg (, {) Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg (}") Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (%) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__name__) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (kwstr) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 475.6236 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (and now ) Tj /F3 10 Tf 0 0 0 rg (trace ) Tj /F1 10 Tf 0 0 0 rg (will be a decorator.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 430.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (trace) Tj 0 0 0 rg T* .4 .4 .4 rg (<) Tj 0 0 0 rg (function) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (trace) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (at) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (x) Tj .4 .4 .4 rg (...) Tj (>) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 410.4236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Here is an example of usage:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 329.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 72 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 138 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 162 0 12 12 re f*
+BT 1 0 0 1 0 50 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@trace) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (func) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (pass) Tj /F3 10 Tf 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* 0 0 0 rg (calling) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (with) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg ({}) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 296.2236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F3 17.5 Tf 0 0 0 rg (blocking) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 254.2236 cm
+q
+BT 1 0 0 1 0 26 Tm 1.224692 Tw 12 TL /F1 10 Tf 0 0 0 rg (Sometimes one has to deal with blocking resources, such as ) Tj /F3 10 Tf 0 0 0 rg (stdin) Tj /F1 10 Tf 0 0 0 rg (, and sometimes it is best to have) Tj T* 0 Tw .266235 Tw (back a "busy" message than to block everything. This behavior can be implemented with a suitable family) Tj T* 0 Tw (of decorators, where the parameter is the busy message:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 89.02362 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 156 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 132 48 12 re f*
+.960784 .960784 .862745 rg
+n 72 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 132 54 12 re f*
+.960784 .960784 .862745 rg
+n 132 132 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 120 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 120 54 12 re f*
+.960784 .960784 .862745 rg
+n 102 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 120 24 12 re f*
+.960784 .960784 .862745 rg
+n 156 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 120 12 12 re f*
+.960784 .960784 .862745 rg
+n 180 120 12 12 re f*
+.960784 .960784 .862745 rg
+n 192 120 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 108 12 12 re f*
+.960784 .960784 .862745 rg
+n 66 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 90 108 42 12 re f*
+.960784 .960784 .862745 rg
+n 132 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 108 48 12 re f*
+.960784 .960784 .862745 rg
+n 204 108 12 12 re f*
+.960784 .960784 .862745 rg
+n 228 108 114 12 re f*
+.960784 .960784 .862745 rg
+n 72 96 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 96 60 12 re f*
+.960784 .960784 .862745 rg
+n 156 96 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 84 36 12 re f*
+.960784 .960784 .862745 rg
+n 150 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 204 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 228 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 240 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 72 36 12 re f*
+.960784 .960784 .862745 rg
+n 126 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 72 54 12 re f*
+.960784 .960784 .862745 rg
+n 192 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 72 36 12 re f*
+.960784 .960784 .862745 rg
+n 234 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 240 72 24 12 re f*
+.960784 .960784 .862745 rg
+n 264 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 276 72 60 12 re f*
+.960784 .960784 .862745 rg
+n 336 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 60 36 12 re f*
+.960784 .960784 .862745 rg
+n 120 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 60 30 12 re f*
+.960784 .960784 .862745 rg
+n 156 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 36 12 re f*
+.960784 .960784 .862745 rg
+n 114 48 54 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 78 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 126 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 36 42 12 re f*
+.960784 .960784 .862745 rg
+n 174 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 114 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 282 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 36 12 re f*
+BT 1 0 0 1 0 134 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (blocking) Tj 0 0 0 rg (\() Tj 0 0 0 rg (not_avail) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (_blocking) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (not) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 .501961 0 rg (hasattr) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("thread") Tj 0 0 0 rg (\):) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# no thread running) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (set_result) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (result) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (thread) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (threading) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Thread) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (set_result) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (thread) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (start) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (not_avail) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (elif) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (thread) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (isAlive) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (not_avail) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (else) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# the thread is ended, return the stored result) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (del) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (thread) Tj 0 0 0 rg T* ET
+Q
+Q
+Q
+Q
+Q
+
+endstream
+endobj
+110 0 obj
+<< /Length 18696 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 727.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 72 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 180 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (result) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (decorator) Tj 0 0 0 rg (\() Tj 0 0 0 rg (_blocking) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 695.8236 cm
+q
+BT 1 0 0 1 0 14 Tm 1.010651 Tw 12 TL /F1 10 Tf 0 0 0 rg (Functions decorated with ) Tj /F3 10 Tf 0 0 0 rg (blocking ) Tj /F1 10 Tf 0 0 0 rg (will return a busy message if the resource is unavailable, and the) Tj T* 0 Tw (intended result if the resource is available. For instance:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 446.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 240 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 216 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 216 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 216 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 216 54 12 re f*
+.960784 .960784 .862745 rg
+n 78 216 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 216 102 12 re f*
+.960784 .960784 .862745 rg
+n 186 216 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 204 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 204 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 204 54 12 re f*
+.960784 .960784 .862745 rg
+n 102 204 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 192 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 192 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 192 30 12 re f*
+.960784 .960784 .862745 rg
+n 108 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 192 180 12 re f*
+.960784 .960784 .862745 rg
+n 0 180 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 180 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 180 66 12 re f*
+.960784 .960784 .862745 rg
+n 0 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 156 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 156 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 156 18 12 re f*
+.960784 .960784 .862745 rg
+n 144 156 162 12 re f*
+.960784 .960784 .862745 rg
+n 0 144 36 12 re f*
+.960784 .960784 .862745 rg
+n 42 144 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 144 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 120 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 120 30 12 re f*
+.960784 .960784 .862745 rg
+n 84 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 108 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 108 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 144 108 162 12 re f*
+.960784 .960784 .862745 rg
+n 0 96 36 12 re f*
+.960784 .960784 .862745 rg
+n 42 96 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 96 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 72 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 84 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 60 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 144 60 162 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 36 12 re f*
+.960784 .960784 .862745 rg
+n 42 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 84 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 108 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 228 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 30 0 24 12 re f*
+BT 1 0 0 1 0 218 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@blocking) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ("Please wait ...") Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (read_data) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (time) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (sleep) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (3) Tj 0 0 0 rg (\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# simulate a blocking resource) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("some data") Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (read_data) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# data is not available yet) Tj /F3 10 Tf 0 0 0 rg T* 0 0 0 rg (Please) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (wait) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (...) Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (time) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (sleep) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (read_data) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# data is not available yet) Tj /F3 10 Tf 0 0 0 rg T* 0 0 0 rg (Please) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (wait) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (...) Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (time) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (sleep) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (read_data) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# data is not available yet) Tj /F3 10 Tf 0 0 0 rg T* 0 0 0 rg (Please) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (wait) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (...) Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (time) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (sleep) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (1.1) Tj 0 0 0 rg (\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# after 3.1 seconds, data is available) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (read_data) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* 0 0 0 rg (some) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (data) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 413.6236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F3 17.5 Tf 0 0 0 rg (decorator\(cls\)) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 383.6236 cm
+q
+BT 1 0 0 1 0 14 Tm .441163 Tw 12 TL /F1 10 Tf 0 0 0 rg (The ) Tj /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (facility can also produce a decorator starting from a class with the signature of a caller.) Tj T* 0 Tw (In such a case the produced generator is able to convert functions into factories of instances of that class.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 329.6236 cm
+q
+BT 1 0 0 1 0 38 Tm 2.853876 Tw 12 TL /F1 10 Tf 0 0 0 rg (As an example, here will I show a decorator which is able to convert a blocking function into an) Tj T* 0 Tw .25811 Tw (asynchronous function. The function, when called, is executed in a separate thread. This is very similar to) Tj T* 0 Tw .453984 Tw (the approach used in the ) Tj /F3 10 Tf 0 0 0 rg (concurrent.futures ) Tj /F1 10 Tf 0 0 0 rg (package. Of course the code here is just an example,) Tj T* 0 Tw (it is not a recommended way of implementing futures. The implementation is the following:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 92.42362 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 228 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 204 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 204 36 12 re f*
+.960784 .960784 .862745 rg
+n 72 204 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 204 54 12 re f*
+.960784 .960784 .862745 rg
+n 132 204 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 204 36 12 re f*
+.960784 .960784 .862745 rg
+n 174 204 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 192 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 180 354 12 re f*
+.960784 .960784 .862745 rg
+n 0 168 186 12 re f*
+.960784 .960784 .862745 rg
+n 0 156 42 12 re f*
+.960784 .960784 .862745 rg
+n 24 144 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 144 48 12 re f*
+.960784 .960784 .862745 rg
+n 96 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 144 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 144 24 12 re f*
+.960784 .960784 .862745 rg
+n 162 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 144 24 12 re f*
+.960784 .960784 .862745 rg
+n 204 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 144 12 12 re f*
+.960784 .960784 .862745 rg
+n 228 144 12 12 re f*
+.960784 .960784 .862745 rg
+n 240 144 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 66 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 120 42 12 re f*
+.960784 .960784 .862745 rg
+n 120 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 120 24 12 re f*
+.960784 .960784 .862745 rg
+n 156 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 120 42 12 re f*
+.960784 .960784 .862745 rg
+n 48 108 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 108 84 12 re f*
+.960784 .960784 .862745 rg
+n 174 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 192 108 258 12 re f*
+.960784 .960784 .862745 rg
+n 72 96 42 12 re f*
+.960784 .960784 .862745 rg
+n 120 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 96 24 12 re f*
+.960784 .960784 .862745 rg
+n 156 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 96 42 12 re f*
+.960784 .960784 .862745 rg
+n 210 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 96 54 12 re f*
+.960784 .960784 .862745 rg
+n 276 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 282 96 30 12 re f*
+.960784 .960784 .862745 rg
+n 312 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 318 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 324 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 78 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 108 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 126 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 180 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 186 84 48 12 re f*
+.960784 .960784 .862745 rg
+n 234 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 246 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 270 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 276 84 42 12 re f*
+.960784 .960784 .862745 rg
+n 318 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 72 60 72 12 re f*
+.960784 .960784 .862745 rg
+n 144 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 48 42 12 re f*
+.960784 .960784 .862745 rg
+n 150 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 186 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 192 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 222 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 246 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 258 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 120 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 156 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 36 48 12 re f*
+.960784 .960784 .862745 rg
+n 216 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 258 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 264 36 72 12 re f*
+.960784 .960784 .862745 rg
+n 336 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 348 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 372 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 378 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 402 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 108 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 12 12 re f*
+BT 1 0 0 1 0 206 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (Future) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (threading) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Thread) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F6 10 Tf .729412 .129412 .129412 rg (""") Tj T* ( A class converting blocking functions into asynchronous) Tj T* ( functions by using threads.) Tj T* ( """) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (__init__) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (try) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (counter) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (counter) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (except) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf .823529 .254902 .227451 rg (AttributeError) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# instantiate the counter at the first call) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj 0 0 0 rg (counter) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (counter) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (itertools) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (count) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (name) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg (') Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg (-) Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg (') Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (%) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj 0 0 0 rg (func) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__name__) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (next) Tj 0 0 0 rg (\() Tj 0 0 0 rg (counter) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (func_wrapper) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (_result) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (super) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Future) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (\)) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__init__) Tj 0 0 0 rg (\() Tj 0 0 0 rg (target) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (func_wrapper) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (name) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (name) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (start) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (result) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ET
+Q
+Q
+Q
+Q
+Q
+
+endstream
+endobj
+111 0 obj
+<< /Length 14663 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 727.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 48 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 42 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf 0 0 0 rg ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (join) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (_result) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 695.8236 cm
+q
+BT 1 0 0 1 0 14 Tm .143984 Tw 12 TL /F1 10 Tf 0 0 0 rg (The decorated function returns a ) Tj /F3 10 Tf 0 0 0 rg (Future ) Tj /F1 10 Tf 0 0 0 rg (object, which has a ) Tj /F3 10 Tf 0 0 0 rg (.result\(\) ) Tj /F1 10 Tf 0 0 0 rg (method which blocks until the) Tj T* 0 Tw (underlying thread finishes and returns the final result. Here is a minimalistic example of usage:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 554.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 132 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 108 78 12 re f*
+.960784 .960784 .862745 rg
+n 108 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 108 54 12 re f*
+.960784 .960784 .862745 rg
+n 174 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 108 36 12 re f*
+.960784 .960784 .862745 rg
+n 216 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 84 12 re f*
+.960784 .960784 .862745 rg
+n 0 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 84 72 12 re f*
+.960784 .960784 .862745 rg
+n 120 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 108 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 36 72 12 re f*
+.960784 .960784 .862745 rg
+n 138 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 72 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 108 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 186 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+BT 1 0 0 1 0 110 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (futurefactory) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (decorator) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Future) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@futurefactory) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (long_running) Tj 0 0 0 rg (\() Tj 0 0 0 rg (x) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (time) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (sleep) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (.) Tj .4 .4 .4 rg (5) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (x) Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (fut1) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (long_running) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (fut2) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (long_running) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (fut1) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (result) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (+) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (fut2) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (result) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* .4 .4 .4 rg (3) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 521.6236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (contextmanager) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 491.6236 cm
+q
+BT 1 0 0 1 0 14 Tm 2.685984 Tw 12 TL /F1 10 Tf 0 0 0 rg (For a long time Python had in its standard library a ) Tj /F3 10 Tf 0 0 0 rg (contextmanager ) Tj /F1 10 Tf 0 0 0 rg (decorator, able to convert) Tj T* 0 Tw (generator functions into ) Tj /F3 10 Tf 0 0 0 rg (GeneratorContextManager ) Tj /F1 10 Tf 0 0 0 rg (factories. For instance if you write) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 398.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 84 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 60 60 12 re f*
+.960784 .960784 .862745 rg
+n 120 60 36 12 re f*
+.960784 .960784 .862745 rg
+n 162 60 84 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 90 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 72 12 re f*
+.960784 .960784 .862745 rg
+n 120 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 162 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 204 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 120 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 6 12 re f*
+BT 1 0 0 1 0 62 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (from) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (contextlib) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (import) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (contextmanager) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@contextmanager) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (before_after) Tj 0 0 0 rg (\() Tj 0 0 0 rg (before) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (after) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (before) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (yield) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (after) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 366.4236 cm
+q
+BT 1 0 0 1 0 14 Tm .150888 Tw 12 TL /F1 10 Tf 0 0 0 rg (then ) Tj /F3 10 Tf 0 0 0 rg (before_after ) Tj /F1 10 Tf 0 0 0 rg (is a factory function returning ) Tj /F3 10 Tf 0 0 0 rg (GeneratorContextManager ) Tj /F1 10 Tf 0 0 0 rg (objects which can be) Tj T* 0 Tw (used with the ) Tj /F3 10 Tf 0 0 0 rg (with ) Tj /F1 10 Tf 0 0 0 rg (statement:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 285.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 72 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 48 72 12 re f*
+.960784 .960784 .862745 rg
+n 126 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 48 48 12 re f*
+.960784 .960784 .862745 rg
+n 180 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 192 48 42 12 re f*
+.960784 .960784 .862745 rg
+n 234 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 36 42 12 re f*
+.960784 .960784 .862745 rg
+n 126 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 30 12 re f*
+BT 1 0 0 1 0 50 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (with) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (before_after) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('BEFORE') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('AFTER') Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('hello') Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 0 0 rg (BEFORE) Tj 0 0 0 rg T* 0 0 0 rg (hello) Tj 0 0 0 rg T* 0 0 0 rg (AFTER) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 241.2236 cm
+q
+BT 1 0 0 1 0 26 Tm .462488 Tw 12 TL /F1 10 Tf 0 0 0 rg (Basically, it is as if the content of the ) Tj /F3 10 Tf 0 0 0 rg (with ) Tj /F1 10 Tf 0 0 0 rg (block was executed in the place of the ) Tj /F3 10 Tf 0 0 0 rg (yield ) Tj /F1 10 Tf 0 0 0 rg (expression in) Tj T* 0 Tw 2.691797 Tw (the generator function. In Python 3.2 ) Tj /F3 10 Tf 0 0 0 rg (GeneratorContextManager ) Tj /F1 10 Tf 0 0 0 rg (objects were enhanced with a) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (__call__ ) Tj /F1 10 Tf 0 0 0 rg (method, so that they can be used as decorators as in this example:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 124.0236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 108 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 60 42 12 re f*
+.960784 .960784 .862745 rg
+n 126 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 30 12 re f*
+BT 1 0 0 1 0 86 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@ba) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (hello) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('hello') Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (hello) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* 0 0 0 rg (BEFORE) Tj 0 0 0 rg T* 0 0 0 rg (hello) Tj 0 0 0 rg T* 0 0 0 rg (AFTER) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 80.02362 cm
+q
+BT 1 0 0 1 0 26 Tm .20561 Tw 12 TL /F1 10 Tf 0 0 0 rg (The ) Tj /F3 10 Tf 0 0 0 rg (ba ) Tj /F1 10 Tf 0 0 0 rg (decorator is basically inserting a ) Tj /F3 10 Tf 0 0 0 rg (with) Tj ( ) Tj (ba: ) Tj /F1 10 Tf 0 0 0 rg (block inside the function. However there two issues: ) Tj T* 0 Tw 1.402126 Tw (the first is that ) Tj /F3 10 Tf 0 0 0 rg (GeneratorContextManager ) Tj /F1 10 Tf 0 0 0 rg (objects are callable only in Python 3.2, so the previous ) Tj T* 0 Tw 2.323984 Tw (example will break in older versions of Python \(you can solve this by installing ) Tj /F3 10 Tf 0 0 0 rg (contextlib2) Tj /F1 10 Tf 0 0 0 rg (\); the) Tj T* 0 Tw ET
+Q
+Q
+
+endstream
+endobj
+112 0 obj
+<< /Length 14329 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 669.0236 cm
+q
+BT 1 0 0 1 0 86 Tm 1.819147 Tw 12 TL /F1 10 Tf 0 0 0 rg (second is that ) Tj /F3 10 Tf 0 0 0 rg (GeneratorContextManager ) Tj /F1 10 Tf 0 0 0 rg (objects do not preserve the signature of the decorated) Tj T* 0 Tw 13.76298 Tw (functions: the decorated ) Tj /F3 10 Tf 0 0 0 rg (hello ) Tj /F1 10 Tf 0 0 0 rg (function here will have a generic signature) Tj T* 0 Tw 2.777674 Tw /F3 10 Tf 0 0 0 rg (hello\(*args,) Tj ( ) Tj (**kwargs\) ) Tj /F1 10 Tf 0 0 0 rg (but will break when called with more than zero arguments. For such) Tj T* 0 Tw 3.697976 Tw (reasons the decorator module, starting with release 3.4, offers a ) Tj /F3 10 Tf 0 0 0 rg (decorator.contextmanager) Tj T* 0 Tw .70936 Tw /F1 10 Tf 0 0 0 rg (decorator that solves both problems and works in all supported Python versions. The usage is the same) Tj T* 0 Tw 11.01622 Tw (and factories decorated with ) Tj /F3 10 Tf 0 0 0 rg (decorator.contextmanager ) Tj /F1 10 Tf 0 0 0 rg (will returns instances of) Tj T* 0 Tw 4.152823 Tw /F3 10 Tf 0 0 0 rg (ContextManager) Tj /F1 10 Tf 0 0 0 rg (, a subclass of ) Tj /F3 10 Tf 0 0 0 rg (contextlib.GeneratorContextManager ) Tj /F1 10 Tf 0 0 0 rg (with a ) Tj /F3 10 Tf 0 0 0 rg (__call__) Tj T* 0 Tw /F1 10 Tf 0 0 0 rg (method acting as a signature-preserving decorator.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 636.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (The ) Tj /F3 17.5 Tf 0 0 0 rg (FunctionMaker ) Tj /F2 17.5 Tf 0 0 0 rg (class) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 570.0236 cm
+q
+BT 1 0 0 1 0 50 Tm 2.241412 Tw 12 TL /F1 10 Tf 0 0 0 rg (You may wonder about how the functionality of the ) Tj /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (module is implemented. The basic) Tj T* 0 Tw 1.545868 Tw (building block is a ) Tj /F3 10 Tf 0 0 0 rg (FunctionMaker ) Tj /F1 10 Tf 0 0 0 rg (class which is able to generate on the fly functions with a given) Tj T* 0 Tw .047485 Tw (name and signature from a function template passed as a string. Generally speaking, you should not need) Tj T* 0 Tw 1.164983 Tw (to resort to ) Tj /F3 10 Tf 0 0 0 rg (FunctionMaker ) Tj /F1 10 Tf 0 0 0 rg (when writing ordinary decorators, but it is handy in some circumstances.) Tj T* 0 Tw (You will see an example shortly, in the implementation of a cool decorator utility \() Tj /F3 10 Tf 0 0 0 rg (decorator_apply) Tj /F1 10 Tf 0 0 0 rg (\).) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 528.0236 cm
+q
+BT 1 0 0 1 0 26 Tm .414597 Tw 12 TL /F3 10 Tf 0 0 0 rg (FunctionMaker ) Tj /F1 10 Tf 0 0 0 rg (provides a ) Tj /F3 10 Tf 0 0 0 rg (.create ) Tj /F1 10 Tf 0 0 0 rg (classmethod which takes as input the name, signature, and body) Tj T* 0 Tw .632927 Tw (of the function we want to generate as well as the execution environment were the function is generated) Tj T* 0 Tw (by ) Tj /F3 10 Tf 0 0 0 rg (exec) Tj /F1 10 Tf 0 0 0 rg (. Here is an example:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 434.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 84 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 90 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 114 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 126 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 144 60 222 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 48 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 132 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 78 12 re f*
+.960784 .960784 .862745 rg
+n 132 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 174 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 24 60 12 re f*
+.960784 .960784 .862745 rg
+n 240 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 252 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 306 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 318 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 342 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 348 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 354 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 360 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 366 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 0 12 12 re f*
+BT 1 0 0 1 0 62 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# a function with a generic signature) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f1) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (FunctionMaker) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (create) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('f1\(a, b\)') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('f\(a, b\)') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (dict) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f1) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (,) Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 0 0 rg (\() Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (\)) Tj 0 0 0 rg ( ) Tj 0 0 0 rg ({}) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 402.8236 cm
+q
+BT 1 0 0 1 0 14 Tm .226654 Tw 12 TL /F1 10 Tf 0 0 0 rg (It is important to notice that the function body is interpolated before being executed, so be careful with the) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (% ) Tj /F1 10 Tf 0 0 0 rg (sign!) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 360.8236 cm
+q
+BT 1 0 0 1 0 26 Tm 1.995433 Tw 12 TL /F3 10 Tf 0 0 0 rg (FunctionMaker.create ) Tj /F1 10 Tf 0 0 0 rg (also accepts keyword arguments and such arguments are attached to the) Tj T* 0 Tw 1.64686 Tw (resulting function. This is useful if you want to set some function attributes, for instance the docstring) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (__doc__) Tj /F1 10 Tf 0 0 0 rg (.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 318.8236 cm
+q
+BT 1 0 0 1 0 26 Tm .605318 Tw 12 TL /F1 10 Tf 0 0 0 rg (For debugging/introspection purposes it may be useful to see the source code of the generated function;) Tj T* 0 Tw 2.246235 Tw (to do that, just pass the flag ) Tj /F3 10 Tf 0 0 0 rg (addsource=True ) Tj /F1 10 Tf 0 0 0 rg (and a ) Tj /F3 10 Tf 0 0 0 rg (__source__ ) Tj /F1 10 Tf 0 0 0 rg (attribute will be added to the) Tj T* 0 Tw (generated function:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 225.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 84 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 60 78 12 re f*
+.960784 .960784 .862745 rg
+n 132 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 60 36 12 re f*
+.960784 .960784 .862745 rg
+n 174 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 48 60 12 re f*
+.960784 .960784 .862745 rg
+n 108 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 48 54 12 re f*
+.960784 .960784 .862745 rg
+n 174 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 186 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 210 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 228 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 252 48 54 12 re f*
+.960784 .960784 .862745 rg
+n 306 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 312 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 336 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 72 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 36 60 12 re f*
+.960784 .960784 .862745 rg
+n 138 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 36 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 6 12 re f*
+BT 1 0 0 1 0 62 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f1) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (FunctionMaker) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (create) Tj 0 0 0 rg (\() Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('f1\(a, b\)') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('f\(a, b\)') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (dict) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (addsource) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (True) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (f1) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__source__) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f1) Tj 0 0 0 rg (\() Tj 0 0 0 rg (a) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\() Tj 0 0 0 rg (a) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (<) Tj 0 0 0 rg (BLANKLINE) Tj .4 .4 .4 rg (>) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 85.62362 cm
+q
+BT 1 0 0 1 0 122 Tm .870651 Tw 12 TL /F3 10 Tf 0 0 0 rg (FunctionMaker.create ) Tj /F1 10 Tf 0 0 0 rg (can take as first argument a string, as in the examples before, or a function.) Tj T* 0 Tw .224985 Tw (This is the most common usage, since typically you want to decorate a pre-existing function. A framework) Tj T* 0 Tw 1.606136 Tw (author may want to use directly ) Tj /F3 10 Tf 0 0 0 rg (FunctionMaker.create ) Tj /F1 10 Tf 0 0 0 rg (instead of ) Tj /F3 10 Tf 0 0 0 rg (decorator) Tj /F1 10 Tf 0 0 0 rg (, since it gives you) Tj T* 0 Tw 1.36686 Tw (direct access to the body of the generated function. For instance, suppose you want to instrument the) Tj T* 0 Tw .372209 Tw /F3 10 Tf 0 0 0 rg (__init__ ) Tj /F1 10 Tf 0 0 0 rg (methods of a set of classes, by preserving their signature \(such use case is not made up; this) Tj T* 0 Tw .673828 Tw (is done in SQAlchemy and in other frameworks\). When the first argument of ) Tj /F3 10 Tf 0 0 0 rg (FunctionMaker.create) Tj T* 0 Tw 3.405814 Tw /F1 10 Tf 0 0 0 rg (is a function, a ) Tj /F3 10 Tf 0 0 0 rg (FunctionMaker ) Tj /F1 10 Tf 0 0 0 rg (object is instantiated internally, with attributes ) Tj /F3 10 Tf 0 0 0 rg (args) Tj /F1 10 Tf 0 0 0 rg (, ) Tj /F3 10 Tf 0 0 0 rg (varargs) Tj /F1 10 Tf 0 0 0 rg (,) Tj T* 0 Tw 5.509982 Tw /F3 10 Tf 0 0 0 rg (keywords ) Tj /F1 10 Tf 0 0 0 rg (and ) Tj /F3 10 Tf 0 0 0 rg (defaults ) Tj /F1 10 Tf 0 0 0 rg (which are the the return values of the standard library function) Tj T* 0 Tw .561318 Tw /F3 10 Tf 0 0 0 rg (inspect.getargspec) Tj /F1 10 Tf 0 0 0 rg (. For each argument in the ) Tj /F3 10 Tf 0 0 0 rg (args ) Tj /F1 10 Tf 0 0 0 rg (\(which is a list of strings containing the names) Tj T* 0 Tw 1.599985 Tw (of the mandatory arguments\) an attribute ) Tj /F3 10 Tf 0 0 0 rg (arg0) Tj /F1 10 Tf 0 0 0 rg (, ) Tj /F3 10 Tf 0 0 0 rg (arg1) Tj /F1 10 Tf 0 0 0 rg (, ..., ) Tj /F3 10 Tf 0 0 0 rg (argN ) Tj /F1 10 Tf 0 0 0 rg (is also generated. Finally, there is a) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (signature ) Tj /F1 10 Tf 0 0 0 rg (attribute, a string with the signature of the original function.) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+113 0 obj
+<< /Length 18360 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 741.0236 cm
+q
+BT 1 0 0 1 0 14 Tm 6.828314 Tw 12 TL /F1 10 Tf 0 0 0 rg (Notice: you should not pass signature strings with default arguments, i.e. something like) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg ('f1\(a,) Tj ( ) Tj (b=None\)') Tj /F1 10 Tf 0 0 0 rg (. Just pass ) Tj /F3 10 Tf 0 0 0 rg ('f1\(a,) Tj ( ) Tj (b\)' ) Tj /F1 10 Tf 0 0 0 rg (and then a tuple of defaults:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 671.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 60 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 36 78 12 re f*
+.960784 .960784 .862745 rg
+n 132 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 174 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 60 12 re f*
+.960784 .960784 .862745 rg
+n 108 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 174 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 186 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 210 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 228 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 252 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 306 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 312 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 336 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 348 24 48 12 re f*
+.960784 .960784 .862745 rg
+n 396 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 402 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 408 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 432 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 42 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 192 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 222 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 264 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 270 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 294 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 306 0 48 12 re f*
+.960784 .960784 .862745 rg
+n 354 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 360 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 366 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 390 0 18 12 re f*
+BT 1 0 0 1 0 38 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f1) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (FunctionMaker) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (create) Tj 0 0 0 rg (\() Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('f1\(a, b\)') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('f\(a, b\)') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (dict) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (addsource) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (True) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (defaults) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (getargspec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f1) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* 0 0 0 rg (ArgSpec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (args) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ([) Tj .729412 .129412 .129412 rg ('a') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('b') Tj 0 0 0 rg (],) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varargs) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (varkw) Tj .4 .4 .4 rg (=) Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (defaults) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (None) Tj 0 0 0 rg (,\)\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 638.8236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Getting the source code) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 560.8236 cm
+q
+BT 1 0 0 1 0 62 Tm 5.045529 Tw 12 TL /F1 10 Tf 0 0 0 rg (Internally ) Tj /F3 10 Tf 0 0 0 rg (FunctionMaker.create ) Tj /F1 10 Tf 0 0 0 rg (uses ) Tj /F3 10 Tf 0 0 0 rg (exec ) Tj /F1 10 Tf 0 0 0 rg (to generate the decorated function. Therefore) Tj T* 0 Tw 2.522126 Tw /F3 10 Tf 0 0 0 rg (inspect.getsource ) Tj /F1 10 Tf 0 0 0 rg (will not work for decorated functions. That means that the usual ) Tj /F3 10 Tf 0 0 0 rg (?? ) Tj /F1 10 Tf 0 0 0 rg (trick in) Tj T* 0 Tw 26.45775 Tw (IPython will give you the \(right on the spot\) message) Tj T* 0 Tw .261647 Tw /F3 10 Tf 0 0 0 rg (Dynamically) Tj ( ) Tj (generated) Tj ( ) Tj (function.) Tj ( ) Tj (No) Tj ( ) Tj (source) Tj ( ) Tj (code available) Tj /F1 10 Tf 0 0 0 rg (. In the past I have considered) Tj T* 0 Tw .945366 Tw (this acceptable, since ) Tj /F3 10 Tf 0 0 0 rg (inspect.getsource ) Tj /F1 10 Tf 0 0 0 rg (does not really work even with regular decorators. In that) Tj T* 0 Tw (case ) Tj /F3 10 Tf 0 0 0 rg (inspect.getsource ) Tj /F1 10 Tf 0 0 0 rg (gives you the wrapper source code which is probably not what you want:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 491.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 60 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 72 12 re f*
+.960784 .960784 .862745 rg
+n 96 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 42 12 re f*
+.960784 .960784 .862745 rg
+n 90 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 162 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 174 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 186 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 42 12 re f*
+BT 1 0 0 1 0 38 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (identity_dec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (func) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (wrapper) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (wrapper) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 446.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 42 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 90 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 162 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (wrapper) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 365.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 72 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 48 42 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 36 42 12 re f*
+.960784 .960784 .862745 rg
+n 102 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 36 54 12 re f*
+.960784 .960784 .862745 rg
+n 162 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 36 42 12 re f*
+.960784 .960784 .862745 rg
+n 210 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 42 12 re f*
+.960784 .960784 .862745 rg
+n 90 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 162 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 174 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 186 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 6 12 re f*
+BT 1 0 0 1 0 50 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (import) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (inspect) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (inspect) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (getsource) Tj 0 0 0 rg (\() Tj 0 0 0 rg (example) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (wrapper) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (<) Tj 0 0 0 rg (BLANKLINE) Tj .4 .4 .4 rg (>) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 309.2236 cm
+q
+BT 1 0 0 1 0 38 Tm .011098 Tw 12 TL /F1 10 Tf 0 0 0 rg (\(see bug report ) Tj 0 0 .501961 rg (1764286 ) Tj 0 0 0 rg (for an explanation of what is happening\). Unfortunately the bug is still there, in all) Tj T* 0 Tw 1.33436 Tw (versions of Python except Python 3.5, which is not yet released. There is however a workaround. The) Tj T* 0 Tw .725984 Tw (decorated function has an attribute ) Tj /F3 10 Tf 0 0 0 rg (__wrapped__) Tj /F1 10 Tf 0 0 0 rg (, pointing to the original function. The easy way to get) Tj T* 0 Tw (the source code is to call ) Tj /F3 10 Tf 0 0 0 rg (inspect.getsource ) Tj /F1 10 Tf 0 0 0 rg (on the undecorated function:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 192.0236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 108 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 84 42 12 re f*
+.960784 .960784 .862745 rg
+n 102 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 84 54 12 re f*
+.960784 .960784 .862745 rg
+n 162 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 84 54 12 re f*
+.960784 .960784 .862745 rg
+n 222 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 228 84 66 12 re f*
+.960784 .960784 .862745 rg
+n 294 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 90 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 54 12 re f*
+.960784 .960784 .862745 rg
+n 78 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 120 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 144 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 72 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 54 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 186 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 6 12 re f*
+BT 1 0 0 1 0 86 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (inspect) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (getsource) Tj 0 0 0 rg (\() Tj 0 0 0 rg (factorial) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (__wrapped__) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* .666667 .133333 1 rg (@tail_recursive) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (factorial) Tj 0 0 0 rg (\() Tj 0 0 0 rg (n) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (acc) Tj .4 .4 .4 rg (=) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj .729412 .129412 .129412 rg ("The good old factorial") Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (n) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (==) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (acc) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (factorial) Tj 0 0 0 rg (\() Tj 0 0 0 rg (n) Tj .4 .4 .4 rg (-) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (n) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (acc) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (<) Tj 0 0 0 rg (BLANKLINE) Tj .4 .4 .4 rg (>) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 159.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Dealing with third party decorators) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 105.0236 cm
+q
+BT 1 0 0 1 0 38 Tm .321654 Tw 12 TL /F1 10 Tf 0 0 0 rg (Sometimes you find on the net some cool decorator that you would like to include in your code. However,) Tj T* 0 Tw .50061 Tw (more often than not the cool decorator is not signature-preserving. Therefore you may want an easy way) Tj T* 0 Tw 1.814597 Tw (to upgrade third party decorators to signature-preserving decorators without having to rewrite them in) Tj T* 0 Tw (terms of ) Tj /F3 10 Tf 0 0 0 rg (decorator) Tj /F1 10 Tf 0 0 0 rg (. You can use a ) Tj /F3 10 Tf 0 0 0 rg (FunctionMaker ) Tj /F1 10 Tf 0 0 0 rg (to implement that functionality as follows:) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+114 0 obj
+<< /Length 16552 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 655.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 108 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 90 12 re f*
+.960784 .960784 .862745 rg
+n 114 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 138 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 174 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 378 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 264 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 42 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 78 12 re f*
+.960784 .960784 .862745 rg
+n 144 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 186 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 96 12 re f*
+.960784 .960784 .862745 rg
+n 180 12 78 12 re f*
+.960784 .960784 .862745 rg
+n 258 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 270 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 198 0 66 12 re f*
+.960784 .960784 .862745 rg
+n 264 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 270 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 294 0 6 12 re f*
+BT 1 0 0 1 0 86 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (decorator_apply) Tj 0 0 0 rg (\() Tj 0 0 0 rg (dec) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F6 10 Tf .729412 .129412 .129412 rg (""") Tj T* ( Decorate a function by preserving the signature even if dec) Tj T* ( is not a signature-preserving decorator.) Tj T* ( """) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (FunctionMaker) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (create) Tj 0 0 0 rg (\() Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('return decfunc\() Tj /F5 10 Tf .733333 .4 .533333 rg (%\(signature\)s) Tj /F3 10 Tf .729412 .129412 .129412 rg (\)') Tj 0 0 0 rg (,) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (dict) Tj 0 0 0 rg (\() Tj 0 0 0 rg (decfunc) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (dec) Tj 0 0 0 rg (\() Tj 0 0 0 rg (func) Tj 0 0 0 rg (\)\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (__wrapped__) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 611.8236 cm
+q
+BT 1 0 0 1 0 26 Tm .079982 Tw 12 TL /F3 10 Tf 0 0 0 rg (decorator_apply ) Tj /F1 10 Tf 0 0 0 rg (sets the attribute ) Tj /F3 10 Tf 0 0 0 rg (__wrapped__ ) Tj /F1 10 Tf 0 0 0 rg (of the generated function to the original function, so) Tj T* 0 Tw .028935 Tw (that you can get the right source code. If you are using Python 3, you should also set the ) Tj /F3 10 Tf 0 0 0 rg (__qualname__) Tj T* 0 Tw /F1 10 Tf 0 0 0 rg (attribute to preserve the qualified name of the original function.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 569.8236 cm
+q
+BT 1 0 0 1 0 26 Tm .13104 Tw 12 TL /F1 10 Tf 0 0 0 rg (Notice that I am not providing this functionality in the ) Tj /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (module directly since I think it is best to) Tj T* 0 Tw 2.070751 Tw (rewrite the decorator rather than adding an additional level of indirection. However, practicality beats) Tj T* 0 Tw (purity, so you can add ) Tj /F3 10 Tf 0 0 0 rg (decorator_apply ) Tj /F1 10 Tf 0 0 0 rg (to your toolbox and use it if you need to.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 515.8236 cm
+q
+BT 1 0 0 1 0 38 Tm 1.74881 Tw 12 TL /F1 10 Tf 0 0 0 rg (In order to give an example of usage of ) Tj /F3 10 Tf 0 0 0 rg (decorator_apply) Tj /F1 10 Tf 0 0 0 rg (, I will show a pretty slick decorator that) Tj T* 0 Tw 1.276651 Tw (converts a tail-recursive function in an iterative function. I have shamelessly stolen the basic idea from) Tj T* 0 Tw 43.62829 Tw (Kay Schluehr's recipe in the Python Cookbook,) Tj T* 0 Tw 0 0 .501961 rg (http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/496691) Tj 0 0 0 rg (.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 146.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 360 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 336 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 336 78 12 re f*
+.960784 .960784 .862745 rg
+n 114 336 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 336 36 12 re f*
+.960784 .960784 .862745 rg
+n 156 336 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 324 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 312 354 12 re f*
+.960784 .960784 .862745 rg
+n 0 300 396 12 re f*
+.960784 .960784 .862745 rg
+n 0 288 276 12 re f*
+.960784 .960784 .862745 rg
+n 0 276 42 12 re f*
+.960784 .960784 .862745 rg
+n 24 252 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 252 48 12 re f*
+.960784 .960784 .862745 rg
+n 96 252 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 252 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 252 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 252 24 12 re f*
+.960784 .960784 .862745 rg
+n 162 252 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 240 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 240 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 240 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 240 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 240 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 228 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 228 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 228 54 12 re f*
+.960784 .960784 .862745 rg
+n 138 228 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 228 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 216 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 216 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 216 48 12 re f*
+.960784 .960784 .862745 rg
+n 132 216 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 216 36 12 re f*
+.960784 .960784 .862745 rg
+n 180 216 12 12 re f*
+.960784 .960784 .862745 rg
+n 204 216 60 12 re f*
+.960784 .960784 .862745 rg
+n 24 192 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 192 48 12 re f*
+.960784 .960784 .862745 rg
+n 96 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 192 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 192 24 12 re f*
+.960784 .960784 .862745 rg
+n 168 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 192 12 12 re f*
+.960784 .960784 .862745 rg
+n 192 192 18 12 re f*
+.960784 .960784 .862745 rg
+n 210 192 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 180 48 12 re f*
+.960784 .960784 .862745 rg
+n 102 180 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 180 24 12 re f*
+.960784 .960784 .862745 rg
+n 138 180 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 180 48 12 re f*
+.960784 .960784 .862745 rg
+n 48 168 12 12 re f*
+.960784 .960784 .862745 rg
+n 66 168 24 12 re f*
+.960784 .960784 .862745 rg
+n 90 168 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 168 54 12 re f*
+.960784 .960784 .862745 rg
+n 150 168 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 156 24 12 re f*
+.960784 .960784 .862745 rg
+n 102 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 156 24 12 re f*
+.960784 .960784 .862745 rg
+n 138 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 156 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 144 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 144 54 12 re f*
+.960784 .960784 .862745 rg
+n 162 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 144 30 12 re f*
+.960784 .960784 .862745 rg
+n 72 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 90 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 120 30 12 re f*
+.960784 .960784 .862745 rg
+n 132 120 24 12 re f*
+.960784 .960784 .862745 rg
+n 156 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 108 36 12 re f*
+.960784 .960784 .862745 rg
+n 162 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 108 24 12 re f*
+.960784 .960784 .862745 rg
+n 198 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 210 108 24 12 re f*
+.960784 .960784 .862745 rg
+n 234 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 246 108 12 12 re f*
+.960784 .960784 .862745 rg
+n 258 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 276 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 138 96 36 12 re f*
+.960784 .960784 .862745 rg
+n 180 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 198 96 48 12 re f*
+.960784 .960784 .862745 rg
+n 246 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 264 96 108 12 re f*
+.960784 .960784 .862745 rg
+n 144 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 168 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 204 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 240 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 246 84 42 12 re f*
+.960784 .960784 .862745 rg
+n 120 72 24 12 re f*
+.960784 .960784 .862745 rg
+n 144 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 72 66 12 re f*
+.960784 .960784 .862745 rg
+n 144 60 36 12 re f*
+.960784 .960784 .862745 rg
+n 186 60 36 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 42 12 re f*
+.960784 .960784 .862745 rg
+n 114 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 120 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 36 54 12 re f*
+.960784 .960784 .862745 rg
+n 186 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 24 234 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 42 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 186 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 48 12 re f*
+BT 1 0 0 1 0 338 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (TailRecursive) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F6 10 Tf .729412 .129412 .129412 rg (""") Tj T* ( tail_recursive decorator based on Kay Schluehr's recipe) Tj T* ( http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/496691) Tj T* ( with improvements by me and George Sakkis.) Tj T* ( """) Tj /F3 10 Tf 0 0 0 rg T* T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (__init__) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (func) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (firstcall) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (True) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (CONTINUE) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# sentinel) Tj /F3 10 Tf 0 0 0 rg T* T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (__call__) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kwd) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (CONTINUE) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (CONTINUE) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (firstcall) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (func) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (firstcall) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (False) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (try) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (while) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 .501961 0 rg (True) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (result) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kwd) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (result) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (is) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (CONTINUE) Tj 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# update arguments) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (kwd) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (argskwd) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (else) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# last call) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (result) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (finally) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (firstcall) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (True) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (else) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# return the arguments of the tail call) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (argskwd) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (kwd) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (CONTINUE) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 126.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Here the decorator is implemented as a class returning callable objects.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 81.42362 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 84 12 re f*
+.960784 .960784 .862745 rg
+n 108 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 90 12 re f*
+.960784 .960784 .862745 rg
+n 156 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 0 78 12 re f*
+.960784 .960784 .862745 rg
+n 240 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 252 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 276 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (tail_recursive) Tj 0 0 0 rg (\() Tj 0 0 0 rg (func) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (decorator_apply) Tj 0 0 0 rg (\() Tj 0 0 0 rg (TailRecursive) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (func) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+
+endstream
+endobj
+115 0 obj
+<< /Length 12356 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 753.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Here is how you apply the upgraded decorator to the good old factorial:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 659.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 84 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 60 90 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 54 12 re f*
+.960784 .960784 .862745 rg
+n 78 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 120 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 144 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 54 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 186 0 6 12 re f*
+BT 1 0 0 1 0 62 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@tail_recursive) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (factorial) Tj 0 0 0 rg (\() Tj 0 0 0 rg (n) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (acc) Tj .4 .4 .4 rg (=) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj .729412 .129412 .129412 rg ("The good old factorial") Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (n) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (==) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (acc) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (factorial) Tj 0 0 0 rg (\() Tj 0 0 0 rg (n) Tj .4 .4 .4 rg (-) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (n) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (acc) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 614.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 54 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 12 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (factorial) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (4) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (24) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 558.6236 cm
+q
+BT 1 0 0 1 0 38 Tm .188935 Tw 12 TL /F1 10 Tf 0 0 0 rg (This decorator is pretty impressive, and should give you some food for your mind ;\) Notice that there is no) Tj T* 0 Tw 1.339983 Tw (recursion limit now, and you can easily compute ) Tj /F3 10 Tf 0 0 0 rg (factorial\(1001\) ) Tj /F1 10 Tf 0 0 0 rg (or larger without filling the stack) Tj T* 0 Tw .909431 Tw (frame. Notice also that the decorator will not work on functions which are not tail recursive, such as the) Tj T* 0 Tw (following) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 489.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 60 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 84 36 168 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 0 6 12 re f*
+BT 1 0 0 1 0 38 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (fact) Tj 0 0 0 rg (\() Tj 0 0 0 rg (n) Tj 0 0 0 rg (\):) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# this is not tail-recursive) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (n) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (==) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (n) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (*) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (fact) Tj 0 0 0 rg (\() Tj 0 0 0 rg (n) Tj .4 .4 .4 rg (-) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 457.4236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .541098 Tw (\(reminder: a function is tail recursive if it either returns a value without making a recursive call, or returns) Tj T* 0 Tw (directly the result of a recursive call\).) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 424.4236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Multiple dispatch) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 334.4236 cm
+q
+BT 1 0 0 1 0 74 Tm .11936 Tw 12 TL /F1 10 Tf 0 0 0 rg (There has been talk of implementing multiple dispatch \(i.e. generic\) functions in Python for over ten years.) Tj T* 0 Tw 1.46332 Tw (Last year for the first time something concrete was done and now in Python 3.4 we have a decorator) Tj T* 0 Tw .294147 Tw /F3 10 Tf 0 0 0 rg (functools.singledispatch ) Tj /F1 10 Tf 0 0 0 rg (which can be used to implement generic functions. As the name implies,) Tj T* 0 Tw .063322 Tw (it has the restriction of being limited to single dispatch, i.e. it is able to dispatch on the first argument of the) Tj T* 0 Tw 1.423555 Tw (function only. The decorator module provide a decorator factory ) Tj /F3 10 Tf 0 0 0 rg (dispatch_on ) Tj /F1 10 Tf 0 0 0 rg (which can be used to) Tj T* 0 Tw .616905 Tw (implement generic functions dispatching on any argument; moreover it can manage dispatching on more) Tj T* 0 Tw (than one argument and, of course, it is signature-preserving.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 292.4236 cm
+q
+BT 1 0 0 1 0 26 Tm 2.022765 Tw 12 TL /F1 10 Tf 0 0 0 rg (Here I will give a very concrete example \(taken from a real-life use case\) where it is desiderable to) Tj T* 0 Tw .089984 Tw (dispatch on the second argument. Suppose you have an XMLWriter class, which is instantiated with some) Tj T* 0 Tw (configuration parameters and has a ) Tj /F3 10 Tf 0 0 0 rg (.write ) Tj /F1 10 Tf 0 0 0 rg (method which is able to serialize objects to XML:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 187.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 96 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 72 54 12 re f*
+.960784 .960784 .862745 rg
+n 90 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 72 36 12 re f*
+.960784 .960784 .862745 rg
+n 132 72 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 48 12 re f*
+.960784 .960784 .862745 rg
+n 96 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 60 36 12 re f*
+.960784 .960784 .862745 rg
+n 186 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 48 36 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 72 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 132 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 114 12 re f*
+.960784 .960784 .862745 rg
+n 198 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 228 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 252 0 12 12 re f*
+BT 1 0 0 1 0 74 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (XMLWriter) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (__init__) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (config) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 .501961 0 rg (self) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (cfg) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (config) Tj 0 0 0 rg T* T* ( ) Tj .666667 .133333 1 rg (@dispatch_on) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('obj') Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (write) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (raise) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf .823529 .254902 .227451 rg (NotImplementedError) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (type) Tj 0 0 0 rg (\() Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\)\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 107.2236 cm
+q
+BT 1 0 0 1 0 62 Tm 3.34936 Tw 12 TL /F1 10 Tf 0 0 0 rg (Here you want to dispatch on the second argument since the first, ) Tj /F3 10 Tf 0 0 0 rg (self ) Tj /F1 10 Tf 0 0 0 rg (is already taken. The) Tj T* 0 Tw .544269 Tw /F3 10 Tf 0 0 0 rg (dispatch_on ) Tj /F1 10 Tf 0 0 0 rg (decorator factory allows you to specify the dispatch argument by simply passing its name) Tj T* 0 Tw .261988 Tw (as a string \(notice that if you mispell the name you will get an error\). The function decorated is turned into) Tj T* 0 Tw 1.747045 Tw (a generic function and it is the one which is called if there are no more specialized implementations.) Tj T* 0 Tw 1.959147 Tw (Usually such default function should raise a ) Tj /F3 10 Tf 0 0 0 rg (NotImplementedError) Tj /F1 10 Tf 0 0 0 rg (, thus forcing people to register) Tj T* 0 Tw (some implementation. The registration can be done with a decorator:) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+116 0 obj
+<< /Length 17002 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 715.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 150 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 186 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 168 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 186 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 0 18 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@XMLWriter.write.register) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (float) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (writefloat) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg (') Tj (<) Tj (float) Tj (>) Tj /F5 10 Tf .733333 .4 .533333 rg (%s) Tj /F3 10 Tf .729412 .129412 .129412 rg (<) Tj (/float) Tj (>) Tj (') Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (%) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (obj) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 695.8236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Now the XMLWriter is able to serialize floats:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 638.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 132 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 42 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (writer) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (XMLWriter) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (writer) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (write) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (2.3) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .729412 .129412 .129412 rg (') Tj (<) Tj (float) Tj (>) Tj (2.3) Tj (<) Tj (/float) Tj (>) Tj (') Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 582.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 38 Tm /F1 10 Tf 12 TL .352209 Tw (I could give a down-to-earth example of situations in which it is desiderable to dispatch on more than one) Tj T* 0 Tw 3.67998 Tw (argument \(for instance once I implemented a database-access library where the first dispatching) Tj T* 0 Tw .442765 Tw (argument was the the database driver and the second one was the database record\), but here I prefer to) Tj T* 0 Tw (follow the tradition and show the time-honored Rock-Paper-Scissors example:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 537.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 60 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (Rock) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (ordinal) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 492.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 108 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (Paper) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (ordinal) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (1) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 447.0236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (Scissors) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (ordinal) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (2) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 355.0236 cm
+q
+BT 1 0 0 1 0 74 Tm .293735 Tw 12 TL /F1 10 Tf 0 0 0 rg (I have added an ordinal to the Rock-Paper-Scissors classes to simplify the implementation. The idea is to) Tj T* 0 Tw 1.821235 Tw (define a generic function ) Tj /F3 10 Tf 0 0 0 rg (win\(a, b\) ) Tj /F1 10 Tf 0 0 0 rg (of two arguments corresponding to the moves of the first and) Tj T* 0 Tw 1.487126 Tw (second player respectively. The moves are instances of the classes Rock, Paper and Scissors; Paper) Tj T* 0 Tw .587765 Tw (wins over Rock, Scissors wins over Paper and Rock wins over Scissors. The function will return +1 for a) Tj T* 0 Tw .353876 Tw (win, -1 for a loss and 0 for parity. There are 9 combinations, however combinations with the same ordinal) Tj T* 0 Tw .815542 Tw (\(i.e. the same class\) return 0; moreover by exchanging the order of the arguments the sign of the result) Tj T* 0 Tw (changes, so it is enough to specify directly only 3 implementations:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 249.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 96 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 72 72 12 re f*
+.960784 .960784 .862745 rg
+n 72 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 126 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 42 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 48 42 12 re f*
+.960784 .960784 .862745 rg
+n 102 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 120 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 48 42 12 re f*
+.960784 .960784 .862745 rg
+n 174 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 42 12 re f*
+.960784 .960784 .862745 rg
+n 114 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 42 12 re f*
+.960784 .960784 .862745 rg
+n 180 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 114 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 186 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 210 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 222 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 240 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 264 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 270 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 276 0 18 12 re f*
+BT 1 0 0 1 0 74 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@dispatch_on) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('a') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('b') Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (a) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (if) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (a) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (ordinal) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (==) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (ordinal) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (elif) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (a) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (ordinal) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (ordinal) Tj 0 0 0 rg (:) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (-) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (b) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (a) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (raise) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf .823529 .254902 .227451 rg (NotImplementedError) Tj /F3 10 Tf 0 0 0 rg (\(\() Tj 0 .501961 0 rg (type) Tj 0 0 0 rg (\() Tj 0 0 0 rg (a) Tj 0 0 0 rg (\),) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (type) Tj 0 0 0 rg (\() Tj 0 0 0 rg (b) Tj 0 0 0 rg (\)\)\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 192.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 78 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 72 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@win.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (winRockPaper) Tj 0 0 0 rg (\() Tj 0 0 0 rg (a) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (-) Tj .4 .4 .4 rg (1) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 135.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 78 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 114 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 48 12 re f*
+.960784 .960784 .862745 rg
+n 174 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 96 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@win.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (winPaperScissors) Tj 0 0 0 rg (\() Tj 0 0 0 rg (a) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (-) Tj .4 .4 .4 rg (1) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 78.22362 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 78 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 24 48 12 re f*
+.960784 .960784 .862745 rg
+n 168 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 90 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@win.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (winRockScissors) Tj 0 0 0 rg (\() Tj 0 0 0 rg (a) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (1) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+
+endstream
+endobj
+117 0 obj
+<< /Length 13663 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 753.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Here is the result:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 515.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 228 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 204 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 204 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 204 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 204 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 204 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 204 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 204 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 204 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 204 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 192 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 180 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 180 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 180 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 180 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 180 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 180 48 12 re f*
+.960784 .960784 .862745 rg
+n 96 180 18 12 re f*
+.960784 .960784 .862745 rg
+n 120 180 30 12 re f*
+.960784 .960784 .862745 rg
+n 150 180 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 168 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 156 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 156 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 156 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 156 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 156 48 12 re f*
+.960784 .960784 .862745 rg
+n 144 156 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 132 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 132 30 12 re f*
+.960784 .960784 .862745 rg
+n 132 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 108 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 108 24 12 re f*
+.960784 .960784 .862745 rg
+n 120 108 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 84 48 12 re f*
+.960784 .960784 .862745 rg
+n 96 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 120 84 48 12 re f*
+.960784 .960784 .862745 rg
+n 168 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 72 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 96 60 30 12 re f*
+.960784 .960784 .862745 rg
+n 126 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 30 12 re f*
+.960784 .960784 .862745 rg
+n 78 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 102 36 48 12 re f*
+.960784 .960784 .862745 rg
+n 150 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 0 6 12 re f*
+BT 1 0 0 1 0 206 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (1) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (1) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (1) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (0) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (0) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (0) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (-) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (-) Tj .4 .4 .4 rg (1) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (-) Tj .4 .4 .4 rg (1) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 483.8236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .76528 Tw (The point of generic functions is that they play well with subclassing. For instance, suppose we define a) Tj T* 0 Tw (StrongRock which does not lose against Paper:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 438.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 24 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (StrongRock) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (Rock) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (pass) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 381.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 78 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 24 60 12 re f*
+.960784 .960784 .862745 rg
+n 144 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 186 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 108 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@win.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (StrongRock) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Paper) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (winStrongRockPaper) Tj 0 0 0 rg (\() Tj 0 0 0 rg (a) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (b) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 361.4236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Then we do not need to define other implementations, since they are inherited from the parent:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 316.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 108 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 180 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj 0 0 0 rg (\() Tj 0 0 0 rg (StrongRock) Tj 0 0 0 rg (\(\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (1) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 284.2236 cm
+q
+BT 1 0 0 1 0 14 Tm 12.49998 Tw 12 TL /F1 10 Tf 0 0 0 rg (You can introspect the precedence used by the dispath algorithm by calling) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (.dispatch_info\(*types\)) Tj /F1 10 Tf 0 0 0 rg (:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 239.0236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 42 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 78 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 192 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 12 48 12 re f*
+.960784 .960784 .862745 rg
+n 252 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 12 0 72 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 0 60 12 re f*
+.960784 .960784 .862745 rg
+n 156 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 216 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 228 0 60 12 re f*
+.960784 .960784 .862745 rg
+n 288 0 12 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (win) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (dispatch_info) Tj 0 0 0 rg (\() Tj 0 0 0 rg (StrongRock) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (Scissors) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 0 0 rg ([\() Tj .729412 .129412 .129412 rg ('StrongRock') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('Scissors') Tj 0 0 0 rg (\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('Rock') Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ('Scissors') Tj 0 0 0 rg (\)]) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 183.0236 cm
+q
+BT 1 0 0 1 0 38 Tm 3.354269 Tw 12 TL /F1 10 Tf 0 0 0 rg (Since there is no direct implementation for \(StrongRock, Scissors\) the dispatcher will look at the) Tj T* 0 Tw .352651 Tw (implementation for \(Rock, Scissors\) which is available. Internally the algorithm is doing a cross product of) Tj T* 0 Tw 1.64784 Tw (the class precedence lists \(or Method Resolution Orders, ) Tj 0 0 .501961 rg (MRO ) Tj 0 0 0 rg (for short\) of StrongRock and Scissors) Tj T* 0 Tw (respectively.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 150.0236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Generic functions and virtual ancestors) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 120.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 1.225366 Tw (Generic function implementations in Python are complicated by the existence of "virtual ancestors", i.e.) Tj T* 0 Tw (superclasses which are not in the class hierarchy. Consider for instance this class:) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+118 0 obj
+<< /Length 13087 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 715.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 24 60 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 42 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (WithLength) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (__len__) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 683.8236 cm
+q
+BT 1 0 0 1 0 14 Tm .772765 Tw 12 TL /F1 10 Tf 0 0 0 rg (This class defines a ) Tj /F3 10 Tf 0 0 0 rg (__len__ ) Tj /F1 10 Tf 0 0 0 rg (method and as such is considered to be a subclass of the abstract base) Tj T* 0 Tw (class ) Tj /F3 10 Tf 0 0 0 rg (collections.Sized) Tj /F1 10 Tf 0 0 0 rg (:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 638.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 66 12 re f*
+.960784 .960784 .862745 rg
+n 228 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 264 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 24 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (issubclass) Tj 0 0 0 rg (\() Tj 0 0 0 rg (WithLength) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (collections) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Sized) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 .501961 0 rg (True) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 594.6236 cm
+q
+BT 1 0 0 1 0 26 Tm 2.414651 Tw 12 TL /F1 10 Tf 0 0 0 rg (However, ) Tj /F3 10 Tf 0 0 0 rg (collections.Sized ) Tj /F1 10 Tf 0 0 0 rg (is not in the ) Tj 0 0 .501961 rg (MRO ) Tj 0 0 0 rg (of ) Tj /F3 10 Tf 0 0 0 rg (WithLength) Tj /F1 10 Tf 0 0 0 rg (, it is not a true ancestor. Any) Tj T* 0 Tw .651412 Tw (implementation of generic functions, even with single dispatch, must go through some contorsion to take) Tj T* 0 Tw (into account the virtual ancestors.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 576.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (In particular if we define a generic function) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 519.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 72 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 108 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 108 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 114 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 0 24 12 re f*
+.960784 .960784 .862745 rg
+n 204 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 210 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 228 0 12 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@dispatch_on) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('obj') Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (get_length) Tj 0 0 0 rg (\() Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (raise) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf .823529 .254902 .227451 rg (NotImplementedError) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (type) Tj 0 0 0 rg (\() Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\)\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 499.4236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (implemented on all classes with a length) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 442.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 120 12 re f*
+.960784 .960784 .862745 rg
+n 120 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 66 12 re f*
+.960784 .960784 .862745 rg
+n 192 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 228 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 96 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@get_length.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (collections) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Sized) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (get_length_sized) Tj 0 0 0 rg (\() Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 .501961 0 rg (len) Tj 0 0 0 rg (\() Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 422.2236 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (then ) Tj /F3 10 Tf 0 0 0 rg (get_length ) Tj /F1 10 Tf 0 0 0 rg (must be defined on ) Tj /F3 10 Tf 0 0 0 rg (WithLength ) Tj /F1 10 Tf 0 0 0 rg (instances) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 377.0236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 150 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (get_length) Tj 0 0 0 rg (\() Tj 0 0 0 rg (WithLength) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg T* .4 .4 .4 rg (0) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 345.0236 cm
+q
+BT 1 0 0 1 0 14 Tm 2.228651 Tw 12 TL /F1 10 Tf 0 0 0 rg (even if ) Tj /F3 10 Tf 0 0 0 rg (collections.Sized ) Tj /F1 10 Tf 0 0 0 rg (is not a true ancestor of ) Tj /F3 10 Tf 0 0 0 rg (WithLength) Tj /F1 10 Tf 0 0 0 rg (. Of course this is a contrived) Tj T* 0 Tw (example since you could just use the builtin ) Tj /F3 10 Tf 0 0 0 rg (len) Tj /F1 10 Tf 0 0 0 rg (, but you should get the idea.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 303.0236 cm
+q
+BT 1 0 0 1 0 26 Tm .129461 Tw 12 TL /F1 10 Tf 0 0 0 rg (Since in Python it is possible to consider any instance of ABCMeta as a virtual ancestor of any other class) Tj T* 0 Tw .21152 Tw (\(it is enough to register it as ) Tj /F3 10 Tf 0 0 0 rg (ancestor.register\(cls\)) Tj /F1 10 Tf 0 0 0 rg (\), any implementation of generic functions must) Tj T* 0 Tw (take virtual ancestors into account. Let me give an example.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 285.0236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Suppose you are using a third party set-like class like the following:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 203.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 72 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 48 30 12 re f*
+.960784 .960784 .862745 rg
+n 36 48 42 12 re f*
+.960784 .960784 .862745 rg
+n 78 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 48 66 12 re f*
+.960784 .960784 .862745 rg
+n 150 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 48 30 12 re f*
+.960784 .960784 .862745 rg
+n 186 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 216 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 90 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 42 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 24 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 0 6 12 re f*
+BT 1 0 0 1 0 50 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (SomeSet) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (collections) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Sized) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# methods that make SomeSet set-like) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# not shown ...) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (__len__) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 171.8236 cm
+q
+BT 1 0 0 1 0 14 Tm 1.042651 Tw 12 TL /F1 10 Tf 0 0 0 rg (Here the author of ) Tj /F3 10 Tf 0 0 0 rg (SomeSet ) Tj /F1 10 Tf 0 0 0 rg (made a mistake by not inheriting from ) Tj /F3 10 Tf 0 0 0 rg (collections.Set) Tj /F1 10 Tf 0 0 0 rg (, but only from) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (collections.Sized) Tj /F1 10 Tf 0 0 0 rg (.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 141.8236 cm
+q
+BT 1 0 0 1 0 14 Tm 1.588735 Tw 12 TL /F1 10 Tf 0 0 0 rg (This is not a problem since you can register ) Tj /F4 10 Tf (a posteriori) Tj /F1 10 Tf ( ) Tj /F3 10 Tf 0 0 0 rg (collections.Set ) Tj /F1 10 Tf 0 0 0 rg (as a virtual ancestor of) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (SomeSet) Tj /F1 10 Tf 0 0 0 rg (:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 84.62362 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 66 12 re f*
+.960784 .960784 .862745 rg
+n 114 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 138 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 24 48 12 re f*
+.960784 .960784 .862745 rg
+n 192 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 24 42 12 re f*
+.960784 .960784 .862745 rg
+n 240 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 42 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 66 12 re f*
+.960784 .960784 .862745 rg
+n 210 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 234 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 24 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (_) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (collections) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Set) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (SomeSet) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 .501961 0 rg (issubclass) Tj 0 0 0 rg (\() Tj 0 0 0 rg (SomeSet) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (collections) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Set) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 .501961 0 rg (True) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+
+endstream
+endobj
+119 0 obj
+<< /Length 12076 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 753.0236 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (Now, let us define an implementation of ) Tj /F3 10 Tf 0 0 0 rg (get_length ) Tj /F1 10 Tf 0 0 0 rg (specific to set:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 695.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 120 12 re f*
+.960784 .960784 .862745 rg
+n 120 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 66 12 re f*
+.960784 .960784 .862745 rg
+n 192 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 24 18 12 re f*
+.960784 .960784 .862745 rg
+n 216 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 84 12 re f*
+.960784 .960784 .862745 rg
+n 108 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .666667 .133333 1 rg (@get_length.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (collections) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Set) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (get_length_set) Tj 0 0 0 rg (\() Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (1) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 663.8236 cm
+q
+BT 1 0 0 1 0 14 Tm .210697 Tw 12 TL /F1 10 Tf 0 0 0 rg (The current implementation, as the one used by ) Tj /F3 10 Tf 0 0 0 rg (functools.singledispatch) Tj /F1 10 Tf 0 0 0 rg (, is able to discern that a) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (Set ) Tj /F1 10 Tf 0 0 0 rg (is a ) Tj /F3 10 Tf 0 0 0 rg (Sized ) Tj /F1 10 Tf 0 0 0 rg (object, so the more specific implementation for ) Tj /F3 10 Tf 0 0 0 rg (Set ) Tj /F1 10 Tf 0 0 0 rg (is taken:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 618.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 36 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 60 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 12 42 12 re f*
+.960784 .960784 .862745 rg
+n 132 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 162 12 282 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 6 12 re f*
+BT 1 0 0 1 0 14 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (get_length) Tj 0 0 0 rg (\() Tj 0 0 0 rg (SomeSet) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# NB: the implementation for Sized would give 0) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (1) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 550.6236 cm
+q
+BT 1 0 0 1 0 50 Tm 3.503735 Tw 12 TL /F1 10 Tf 0 0 0 rg (Sometimes it is not clear how to dispatch. For instance, consider a class ) Tj /F3 10 Tf 0 0 0 rg (C ) Tj /F1 10 Tf 0 0 0 rg (registered both as) Tj T* 0 Tw 6.519974 Tw /F3 10 Tf 0 0 0 rg (collections.Iterable ) Tj /F1 10 Tf 0 0 0 rg (and ) Tj /F3 10 Tf 0 0 0 rg (collections.Sized ) Tj /F1 10 Tf 0 0 0 rg (and define a generic function ) Tj /F3 10 Tf 0 0 0 rg (g ) Tj /F1 10 Tf 0 0 0 rg (with) Tj T* 0 Tw 3.101085 Tw (implementations both for ) Tj /F3 10 Tf 0 0 0 rg (collections.Iterable ) Tj /F1 10 Tf 0 0 0 rg (and ) Tj /F3 10 Tf 0 0 0 rg (collections.Sized) Tj /F1 10 Tf 0 0 0 rg (. It is impossible to) Tj T* 0 Tw .690697 Tw (decide which implementation to use, since the ancestors are independent, and the following function will) Tj T* 0 Tw (raise a RuntimeError when called:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 337.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 204 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 180 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 180 138 12 re f*
+.960784 .960784 .862745 rg
+n 162 180 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 168 84 12 re f*
+.960784 .960784 .862745 rg
+n 114 168 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 168 66 12 re f*
+.960784 .960784 .862745 rg
+n 192 168 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 168 30 12 re f*
+.960784 .960784 .862745 rg
+n 228 168 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 144 90 12 re f*
+.960784 .960784 .862745 rg
+n 24 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 78 132 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 120 30 12 re f*
+.960784 .960784 .862745 rg
+n 84 120 114 12 re f*
+.960784 .960784 .862745 rg
+n 198 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 120 24 12 re f*
+.960784 .960784 .862745 rg
+n 228 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 234 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 240 120 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 66 12 re f*
+.960784 .960784 .862745 rg
+n 90 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 96 66 12 re f*
+.960784 .960784 .862745 rg
+n 162 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 96 30 12 re f*
+.960784 .960784 .862745 rg
+n 198 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 84 42 12 re f*
+.960784 .960784 .862745 rg
+n 90 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 84 36 12 re f*
+.960784 .960784 .862745 rg
+n 132 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 72 42 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 66 12 re f*
+.960784 .960784 .862745 rg
+n 90 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 48 66 12 re f*
+.960784 .960784 .862745 rg
+n 162 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 48 48 12 re f*
+.960784 .960784 .862745 rg
+n 216 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 36 60 12 re f*
+.960784 .960784 .862745 rg
+n 108 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 150 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 24 60 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 324 12 re f*
+BT 1 0 0 1 0 182 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (singledispatch_example1) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (singledispatch) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (dispatch_on) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('obj') Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* T* ( ) Tj .666667 .133333 1 rg (@singledispatch) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (g) Tj 0 0 0 rg (\() Tj 0 0 0 rg (obj) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (raise) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf .823529 .254902 .227451 rg (NotImplementedError) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (type) Tj 0 0 0 rg (\() Tj 0 0 0 rg (g) Tj 0 0 0 rg (\)\)) Tj 0 0 0 rg T* T* ( ) Tj .666667 .133333 1 rg (@g.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (collections) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Sized) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (g_sized) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("sized") Tj 0 0 0 rg T* T* ( ) Tj .666667 .133333 1 rg (@g.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (collections) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Iterable) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (g_iterable) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("iterable") Tj 0 0 0 rg T* T* ( ) Tj 0 0 0 rg (g) Tj 0 0 0 rg (\() Tj 0 0 0 rg (C) Tj 0 0 0 rg (\(\)\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# RuntimeError: Ambiguous dispatch: Iterable or Sized?) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 305.4236 cm
+q
+BT 1 0 0 1 0 14 Tm .745433 Tw 12 TL /F1 10 Tf 0 0 0 rg (This is consistent with the "refuse the temptation to guess" philosophy. ) Tj /F3 10 Tf 0 0 0 rg (functools.singledispatch) Tj T* 0 Tw /F1 10 Tf 0 0 0 rg (would raise a similar error.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 227.4236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 62 Tm /F1 10 Tf 12 TL .01104 Tw (It would be easy to rely on the order of registration to decide the precedence order. This is reasonable, but) Tj T* 0 Tw 3.788555 Tw (also fragile: if during some refactoring you change the registration order by mistake, a different) Tj T* 0 Tw 3.585814 Tw (implementation could be taken. If implementations of the generic functions are distributed across) Tj T* 0 Tw .939984 Tw (modules, and you change the import order, a different implementation could be taken. So the decorator) Tj T* 0 Tw .128935 Tw (module prefers to raise an error in the face of ambiguity. This is the same approach taken by the standard) Tj T* 0 Tw (library.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 161.4236 cm
+q
+BT 1 0 0 1 0 50 Tm .743735 Tw 12 TL /F1 10 Tf 0 0 0 rg (However, it should be noticed that the dispatch algorithm used by the decorator module is different from) Tj T* 0 Tw 2.269398 Tw (the one used by the standard library, so there are cases where you will get different answers. The) Tj T* 0 Tw 1.830814 Tw (difference is that ) Tj /F3 10 Tf 0 0 0 rg (functools.singledispatch ) Tj /F1 10 Tf 0 0 0 rg (tries to insert the virtual ancestors ) Tj /F4 10 Tf (before ) Tj /F1 10 Tf (the base) Tj T* 0 Tw 1.149983 Tw (classes, whereas ) Tj /F3 10 Tf 0 0 0 rg (decorator.dispatch_on ) Tj /F1 10 Tf 0 0 0 rg (tries to insert them ) Tj /F4 10 Tf (after ) Tj /F1 10 Tf (the base classes. I will give an) Tj T* 0 Tw (example showing the difference:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 80.22362 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 72 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 138 12 re f*
+.960784 .960784 .862745 rg
+n 162 48 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 294 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 84 12 re f*
+.960784 .960784 .862745 rg
+n 114 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 66 12 re f*
+.960784 .960784 .862745 rg
+n 192 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 228 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 30 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 12 12 re f*
+BT 1 0 0 1 0 50 Tm 12 TL /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (singledispatch_example2) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# adapted from functools.singledispatch test case) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj 0 0 0 rg (singledispatch) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (dispatch_on) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('arg') Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (S) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 .501961 0 rg (object) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ET
+Q
+Q
+Q
+Q
+Q
+
+endstream
+endobj
+120 0 obj
+<< /Length 12254 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 475.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 288 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 48 264 24 12 re f*
+.960784 .960784 .862745 rg
+n 24 240 30 12 re f*
+.960784 .960784 .862745 rg
+n 60 240 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 240 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 240 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 240 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 240 30 12 re f*
+.960784 .960784 .862745 rg
+n 114 240 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 240 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 240 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 228 18 12 re f*
+.960784 .960784 .862745 rg
+n 72 228 42 12 re f*
+.960784 .960784 .862745 rg
+n 114 228 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 228 24 12 re f*
+.960784 .960784 .862745 rg
+n 144 228 12 12 re f*
+.960784 .960784 .862745 rg
+n 72 216 36 12 re f*
+.960784 .960784 .862745 rg
+n 114 216 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 192 90 12 re f*
+.960784 .960784 .862745 rg
+n 24 180 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 180 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 180 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 180 18 12 re f*
+.960784 .960784 .862745 rg
+n 78 180 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 168 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 168 36 12 re f*
+.960784 .960784 .862745 rg
+n 24 144 66 12 re f*
+.960784 .960784 .862745 rg
+n 90 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 144 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 66 132 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 132 18 12 re f*
+.960784 .960784 .862745 rg
+n 90 132 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 120 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 120 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 66 12 re f*
+.960784 .960784 .862745 rg
+n 90 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 96 54 12 re f*
+.960784 .960784 .862745 rg
+n 162 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 84 66 12 re f*
+.960784 .960784 .862745 rg
+n 114 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 84 18 12 re f*
+.960784 .960784 .862745 rg
+n 138 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 36 12 re f*
+.960784 .960784 .862745 rg
+n 90 72 66 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 114 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 90 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 24 48 12 re f*
+.960784 .960784 .862745 rg
+n 144 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 174 24 246 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 144 12 294 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 0 6 12 re f*
+BT 1 0 0 1 0 266 Tm 12 TL /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (pass) Tj /F3 10 Tf 0 0 0 rg T* T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (class) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F5 10 Tf 0 0 1 rg (V) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (c) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Sized) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (S) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (__len__) Tj 0 0 0 rg (\() Tj 0 .501961 0 rg (self) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .4 .4 .4 rg (0) Tj 0 0 0 rg T* T* ( ) Tj .666667 .133333 1 rg (@singledispatch) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (g) Tj 0 0 0 rg (\() Tj 0 0 0 rg (arg) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("base") Tj 0 0 0 rg T* T* ( ) Tj .666667 .133333 1 rg (@g.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (S) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (g_s) Tj 0 0 0 rg (\() Tj 0 0 0 rg (arg) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("s") Tj 0 0 0 rg T* T* ( ) Tj .666667 .133333 1 rg (@g.register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (c) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Container) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (g_container) Tj 0 0 0 rg (\() Tj 0 0 0 rg (arg) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("container") Tj 0 0 0 rg T* T* ( ) Tj 0 0 0 rg (v) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (V) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (assert) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (g) Tj 0 0 0 rg (\() Tj 0 0 0 rg (v) Tj 0 0 0 rg (\)) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (==) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("s") Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (c) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (Container) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (register) Tj 0 0 0 rg (\() Tj 0 0 0 rg (V) Tj 0 0 0 rg (\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# add c.Container to the virtual mro of V) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (assert) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (g) Tj 0 0 0 rg (\() Tj 0 0 0 rg (v) Tj 0 0 0 rg (\)) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (==) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("s") Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# since the virtual mro is V, Sized, S, Container) Tj /F3 10 Tf 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (g) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (V) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 407.8236 cm
+q
+BT 1 0 0 1 0 50 Tm 10.88816 Tw 12 TL /F1 10 Tf 0 0 0 rg (If you play with this example and replace the ) Tj /F3 10 Tf 0 0 0 rg (singledispatch ) Tj /F1 10 Tf 0 0 0 rg (definition with) Tj T* 0 Tw 2.720888 Tw /F3 10 Tf 0 0 0 rg (functools.singledispatch) Tj /F1 10 Tf 0 0 0 rg (, the assert will break: ) Tj /F3 10 Tf 0 0 0 rg (g ) Tj /F1 10 Tf 0 0 0 rg (will return ) Tj /F3 10 Tf 0 0 0 rg ("container" ) Tj /F1 10 Tf 0 0 0 rg (instead of ) Tj /F3 10 Tf 0 0 0 rg ("s") Tj /F1 10 Tf 0 0 0 rg (,) Tj T* 0 Tw .779147 Tw (because ) Tj /F3 10 Tf 0 0 0 rg (functools.singledispatch ) Tj /F1 10 Tf 0 0 0 rg (will insert the ) Tj /F3 10 Tf 0 0 0 rg (Container ) Tj /F1 10 Tf 0 0 0 rg (class right before ) Tj /F3 10 Tf 0 0 0 rg (S) Tj /F1 10 Tf 0 0 0 rg (. The only way) Tj T* 0 Tw .259431 Tw (to understand what is happening here is to scratch your head by looking at the implementations. I will just) Tj T* 0 Tw (notice that ) Tj /F3 10 Tf 0 0 0 rg (.dispatch_info ) Tj /F1 10 Tf 0 0 0 rg (is quite useful:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 350.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 138 12 re f*
+.960784 .960784 .862745 rg
+n 204 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 78 12 re f*
+.960784 .960784 .862745 rg
+n 114 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 12 12 re f*
+.960784 .960784 .862745 rg
+n 12 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 30 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 54 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 42 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 126 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 150 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 174 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 0 66 12 re f*
+.960784 .960784 .862745 rg
+n 246 0 18 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (g) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (V) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (singledispatch_example2) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (g) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (dispatch_info) Tj 0 0 0 rg (\() Tj 0 0 0 rg (V) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* 0 0 0 rg ([\() Tj .729412 .129412 .129412 rg ('V') Tj 0 0 0 rg (,\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('Sized') Tj 0 0 0 rg (,\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('S') Tj 0 0 0 rg (,\),) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj .729412 .129412 .129412 rg ('Container') Tj 0 0 0 rg (,\)]) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 318.6236 cm
+q
+BT 1 0 0 1 0 14 Tm 1.409147 Tw 12 TL /F1 10 Tf 0 0 0 rg (The current implementation does not implement any kind of cooperation between implementations, i.e.) Tj T* 0 Tw (there is nothing akin to call-next-method in Lisp, nor akin to ) Tj /F3 10 Tf 0 0 0 rg (super ) Tj /F1 10 Tf 0 0 0 rg (in Python.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 288.6236 cm
+q
+BT 1 0 0 1 0 14 Tm .22186 Tw 12 TL /F1 10 Tf 0 0 0 rg (Finally, let me notice that the decorator module implementation does not use any cache, whereas the one) Tj T* 0 Tw (in ) Tj /F3 10 Tf 0 0 0 rg (singledispatch ) Tj /F1 10 Tf 0 0 0 rg (has a cache.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 255.6236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (Caveats and limitations) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 225.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .259431 Tw (One thing you should be aware of, is the performance penalty of decorators. The worse case is shown by) Tj T* 0 Tw (the following example:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 84.42362 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 132 re B*
+Q
+q
+0 0 0 rg
+BT 1 0 0 1 0 110 Tm /F3 10 Tf 12 TL ($ cat performance.sh) Tj T* (python3 -m timeit -s ") Tj T* (from decorator import decorator) Tj T* T* (@decorator) Tj T* (def do_nothing\(func, *args, **kw\):) Tj T* ( return func\(*args, **kw\)) Tj T* T* (@do_nothing) Tj T* (def f\(\):) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+
+endstream
+endobj
+121 0 obj
+<< /Length 11266 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 667.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 96 re B*
+Q
+q
+0 0 0 rg
+BT 1 0 0 1 0 74 Tm /F3 10 Tf 12 TL ( pass) Tj T* (" "f\(\)") Tj T* T* (python3 -m timeit -s ") Tj T* (def f\(\):) Tj T* ( pass) Tj T* (" "f\(\)") Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 647.8236 cm
+q
+BT 1 0 0 1 0 2 Tm 12 TL /F1 10 Tf 0 0 0 rg (On my laptop, using the ) Tj /F3 10 Tf 0 0 0 rg (do_nothing ) Tj /F1 10 Tf 0 0 0 rg (decorator instead of the plain function is five times slower:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 590.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+0 0 0 rg
+BT 1 0 0 1 0 26 Tm /F3 10 Tf 12 TL ($ bash performance.sh) Tj T* (1000000 loops, best of 3: 1.39 usec per loop) Tj T* (1000000 loops, best of 3: 0.278 usec per loop) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 546.6236 cm
+q
+BT 1 0 0 1 0 26 Tm 1.25832 Tw 12 TL /F1 10 Tf 0 0 0 rg (It should be noted that a real life function would probably do something more useful than ) Tj /F3 10 Tf 0 0 0 rg (f ) Tj /F1 10 Tf 0 0 0 rg (here, and) Tj T* 0 Tw .91811 Tw (therefore in real life the performance penalty could be completely negligible. As always, the only way to) Tj T* 0 Tw (know if there is a penalty in your specific use case is to measure it.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 516.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .091984 Tw (More importantly, you should be aware that decorators will make your tracebacks longer and more difficult) Tj T* 0 Tw (to understand. Consider this example:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 459.4236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 48 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 0 6 12 re f*
+BT 1 0 0 1 0 26 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@trace) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (1) Tj .4 .4 .4 rg (/) Tj .4 .4 .4 rg (0) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 427.4236 cm
+q
+BT 1 0 0 1 0 14 Tm .583318 Tw 12 TL /F1 10 Tf 0 0 0 rg (Calling ) Tj /F3 10 Tf 0 0 0 rg (f\(\) ) Tj /F1 10 Tf 0 0 0 rg (will give you a ) Tj /F3 10 Tf 0 0 0 rg (ZeroDivisionError) Tj /F1 10 Tf 0 0 0 rg (, but since the function is decorated the traceback will) Tj T* 0 Tw (be longer:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 298.2236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 120 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 96 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 84 54 12 re f*
+.960784 .960784 .862745 rg
+n 60 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 84 36 12 re f*
+.960784 .960784 .862745 rg
+n 138 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 168 84 24 12 re f*
+.960784 .960784 .862745 rg
+n 192 84 12 12 re f*
+.960784 .960784 .862745 rg
+n 12 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 30 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 60 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 60 36 12 re f*
+.960784 .960784 .862745 rg
+n 108 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 120 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 60 24 12 re f*
+.960784 .960784 .862745 rg
+n 162 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 168 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 180 60 12 12 re f*
+.960784 .960784 .862745 rg
+n 198 60 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 60 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 120 12 re f*
+.960784 .960784 .862745 rg
+n 192 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 246 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 252 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 264 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 282 48 30 12 re f*
+.960784 .960784 .862745 rg
+n 42 36 36 12 re f*
+.960784 .960784 .862745 rg
+n 84 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 96 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 102 36 24 12 re f*
+.960784 .960784 .862745 rg
+n 126 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 138 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 150 36 12 12 re f*
+.960784 .960784 .862745 rg
+n 162 36 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 60 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 120 12 re f*
+.960784 .960784 .862745 rg
+n 192 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 198 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 204 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 216 24 24 12 re f*
+.960784 .960784 .862745 rg
+n 246 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 252 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 264 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 282 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 42 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 48 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 102 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 114 0 18 12 re f*
+BT 1 0 0 1 0 98 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\(\)) Tj 0 0 0 rg T* 0 0 0 rg (Traceback) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj 0 0 0 rg (most) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (recent) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (call) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (last) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj .4 .4 .4 rg (...) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (File) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg (") Tj (<) Tj (string) Tj (>) Tj (") Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (line) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (2) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (in) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (File) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg (") Tj (<) Tj (doctest __main__[22]) Tj (>) Tj (") Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (line) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (4) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (in) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (trace) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg (\() Tj .4 .4 .4 rg (*) Tj 0 0 0 rg (args) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (**) Tj 0 0 0 rg (kw) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* ( ) Tj 0 0 0 rg (File) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg (") Tj (<) Tj (doctest __main__[51]) Tj (>) Tj (") Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (line) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (3) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (in) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj 0 0 0 rg T* ( ) Tj .4 .4 .4 rg (1) Tj .4 .4 .4 rg (/) Tj .4 .4 .4 rg (0) Tj 0 0 0 rg T* /F5 10 Tf .823529 .254902 .227451 rg (ZeroDivisionError) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (...) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 230.2236 cm
+q
+BT 1 0 0 1 0 50 Tm 1.05528 Tw 12 TL /F1 10 Tf 0 0 0 rg (You see here the inner call to the decorator ) Tj /F3 10 Tf 0 0 0 rg (trace) Tj /F1 10 Tf 0 0 0 rg (, which calls ) Tj /F3 10 Tf 0 0 0 rg (f\(*args,) Tj ( ) Tj (**kw\)) Tj /F1 10 Tf 0 0 0 rg (, and a reference to) Tj T* 0 Tw .076457 Tw /F3 10 Tf 0 0 0 rg (File) Tj ( ) Tj (") Tj (<) Tj (string) Tj (>) Tj (",) Tj ( ) Tj (line) Tj ( ) Tj (2,) Tj ( ) Tj (in) Tj ( ) Tj (f) Tj /F1 10 Tf 0 0 0 rg (. This latter reference is due to the fact that internally the decorator) Tj T* 0 Tw 2.053318 Tw (module uses ) Tj /F3 10 Tf 0 0 0 rg (exec ) Tj /F1 10 Tf 0 0 0 rg (to generate the decorated function. Notice that ) Tj /F3 10 Tf 0 0 0 rg (exec ) Tj /F1 10 Tf 0 0 0 rg (is ) Tj /F4 10 Tf (not ) Tj /F1 10 Tf (responsibile for the) Tj T* 0 Tw 1.507485 Tw (performance penalty, since is the called ) Tj /F4 10 Tf (only once ) Tj /F1 10 Tf (at function decoration time, and not every time the) Tj T* 0 Tw (decorated function is called.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 116.2236 cm
+q
+BT 1 0 0 1 0 98 Tm .932209 Tw 12 TL /F1 10 Tf 0 0 0 rg (At present, there is no clean way to avoid ) Tj /F3 10 Tf 0 0 0 rg (exec) Tj /F1 10 Tf 0 0 0 rg (. A clean solution would require to change the CPython) Tj T* 0 Tw 2.348651 Tw (implementation of functions and add an hook to make it possible to change their signature directly.) Tj T* 0 Tw 2.793984 Tw (However, at present, even in Python 3.5 it is impossible to change the function signature directly,) Tj T* 0 Tw .329985 Tw (therefore the ) Tj /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (module is still useful. Actually, this is the main reasons why I keep maintaining) Tj T* 0 Tw .042209 Tw (the module and releasing new versions. It should be noticed that in Python 3.5 a lot of improvements have) Tj T* 0 Tw 2.06998 Tw (been made: in that version you can decorated a function with ) Tj /F3 10 Tf 0 0 0 rg (func_tools.update_wrapper ) Tj /F1 10 Tf 0 0 0 rg (and) Tj T* 0 Tw 1.128735 Tw /F3 10 Tf 0 0 0 rg (pydoc ) Tj /F1 10 Tf 0 0 0 rg (will see the correct signature; still internally the function will have an incorrect signature, as you) Tj T* 0 Tw 1.10748 Tw (can see by using ) Tj /F3 10 Tf 0 0 0 rg (inspect.getfullargspec) Tj /F1 10 Tf 0 0 0 rg (: all documentation tools using such function \(which has) Tj T* 0 Tw (been correctly deprecated\) will see the wrong signature.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 86.22362 cm
+q
+BT 1 0 0 1 0 14 Tm 1.043828 Tw 12 TL /F1 10 Tf 0 0 0 rg (In the present implementation, decorators generated by ) Tj /F3 10 Tf 0 0 0 rg (decorator ) Tj /F1 10 Tf 0 0 0 rg (can only be used on user-defined ) Tj T* 0 Tw .152485 Tw (Python functions or methods, not on generic callable objects, nor on built-in functions, due to limitations of) Tj T* 0 Tw ET
+Q
+Q
+
+endstream
+endobj
+122 0 obj
+<< /Length 12308 >>
+stream
+1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET
+q
+1 0 0 1 62.69291 741.0236 cm
+q
+BT 1 0 0 1 0 14 Tm 2.15881 Tw 12 TL /F1 10 Tf 0 0 0 rg (the ) Tj /F3 10 Tf 0 0 0 rg (inspect ) Tj /F1 10 Tf 0 0 0 rg (module in the standard library, especially for Python 2.X \(in Python 3.5 a lot of such) Tj T* 0 Tw (limitations have been removed\).) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 711.0236 cm
+q
+BT 1 0 0 1 0 14 Tm .785777 Tw 12 TL /F1 10 Tf 0 0 0 rg (There is a restriction on the names of the arguments: for instance, if try to call an argument ) Tj /F3 10 Tf 0 0 0 rg (_call_ ) Tj /F1 10 Tf 0 0 0 rg (or) Tj T* 0 Tw /F3 10 Tf 0 0 0 rg (_func_ ) Tj /F1 10 Tf 0 0 0 rg (you will get a ) Tj /F3 10 Tf 0 0 0 rg (NameError) Tj /F1 10 Tf 0 0 0 rg (:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 593.8236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 108 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 84 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 84 36 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 72 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 60 72 36 12 re f*
+.960784 .960784 .862745 rg
+n 96 72 12 12 re f*
+.960784 .960784 .862745 rg
+n 114 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 144 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 150 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 0 60 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 54 12 re f*
+.960784 .960784 .862745 rg
+n 60 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 96 48 36 12 re f*
+.960784 .960784 .862745 rg
+n 138 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 168 48 24 12 re f*
+.960784 .960784 .862745 rg
+n 192 48 12 12 re f*
+.960784 .960784 .862745 rg
+n 12 36 18 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 54 12 re f*
+.960784 .960784 .862745 rg
+n 54 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 66 24 36 12 re f*
+.960784 .960784 .862745 rg
+n 108 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 60 12 re f*
+.960784 .960784 .862745 rg
+n 192 24 12 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 18 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 36 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 12 12 re f*
+.960784 .960784 .862745 rg
+n 24 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 66 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 102 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 108 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 144 0 6 12 re f*
+.960784 .960784 .862745 rg
+n 156 0 36 12 re f*
+.960784 .960784 .862745 rg
+n 192 0 6 12 re f*
+BT 1 0 0 1 0 86 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj .666667 .133333 1 rg (@trace) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f) Tj 0 0 0 rg (\() Tj 0 0 0 rg (_func_) Tj 0 0 0 rg (\):) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (print) Tj /F3 10 Tf 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (\)) Tj 0 0 0 rg T* .4 .4 .4 rg (...) Tj 0 0 0 rg T* 0 0 0 rg (Traceback) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (\() Tj 0 0 0 rg (most) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (recent) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (call) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (last) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj .4 .4 .4 rg (...) Tj 0 0 0 rg T* /F5 10 Tf .823529 .254902 .227451 rg (NameError) Tj /F3 10 Tf 0 0 0 rg (:) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (_func_) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (is) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (overridden) Tj 0 0 0 rg ( ) Tj /F5 10 Tf .666667 .133333 1 rg (in) Tj /F3 10 Tf 0 0 0 rg T* /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f) Tj 0 0 0 rg (\() Tj 0 0 0 rg (_func_) Tj 0 0 0 rg (\):) Tj 0 0 0 rg T* ( ) Tj /F5 10 Tf 0 .501961 0 rg (return) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 0 rg (_call_) Tj 0 0 0 rg (\() Tj 0 0 0 rg (_func_) Tj 0 0 0 rg (,) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (_func_) Tj 0 0 0 rg (\)) Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 561.8236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 1.720651 Tw (Finally, the implementation is such that the decorated function makes a \(shallow\) copy of the original) Tj T* 0 Tw (function dictionary:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 408.6236 cm
+q
+q
+1 0 0 1 0 0 cm
+q
+1 0 0 1 6.6 6.6 cm
+q
+.662745 .662745 .662745 RG
+.5 w
+.960784 .960784 .862745 rg
+n -6 -6 468.6898 144 re B*
+Q
+q
+.960784 .960784 .862745 rg
+n 0 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 120 18 12 re f*
+.960784 .960784 .862745 rg
+n 48 120 6 12 re f*
+.960784 .960784 .862745 rg
+n 54 120 18 12 re f*
+.960784 .960784 .862745 rg
+n 78 120 24 12 re f*
+.960784 .960784 .862745 rg
+n 108 120 138 12 re f*
+.960784 .960784 .862745 rg
+n 0 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 108 30 12 re f*
+.960784 .960784 .862745 rg
+n 72 108 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 108 66 12 re f*
+.960784 .960784 .862745 rg
+n 156 108 132 12 re f*
+.960784 .960784 .862745 rg
+n 0 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 96 30 12 re f*
+.960784 .960784 .862745 rg
+n 72 96 6 12 re f*
+.960784 .960784 .862745 rg
+n 84 96 96 12 re f*
+.960784 .960784 .862745 rg
+n 186 96 162 12 re f*
+.960784 .960784 .862745 rg
+n 0 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 72 48 12 re f*
+.960784 .960784 .862745 rg
+n 78 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 90 72 30 12 re f*
+.960784 .960784 .862745 rg
+n 120 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 132 72 6 12 re f*
+.960784 .960784 .862745 rg
+n 144 72 144 12 re f*
+.960784 .960784 .862745 rg
+n 0 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 48 48 12 re f*
+.960784 .960784 .862745 rg
+n 72 48 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 48 30 12 re f*
+.960784 .960784 .862745 rg
+n 0 36 66 12 re f*
+.960784 .960784 .862745 rg
+n 0 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 24 48 12 re f*
+.960784 .960784 .862745 rg
+n 72 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 78 24 30 12 re f*
+.960784 .960784 .862745 rg
+n 114 24 6 12 re f*
+.960784 .960784 .862745 rg
+n 126 24 126 12 re f*
+.960784 .960784 .862745 rg
+n 258 24 84 12 re f*
+.960784 .960784 .862745 rg
+n 0 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 6 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 12 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 24 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 30 12 6 12 re f*
+.960784 .960784 .862745 rg
+n 36 12 30 12 re f*
+.960784 .960784 .862745 rg
+n 72 12 234 12 re f*
+.960784 .960784 .862745 rg
+n 0 0 96 12 re f*
+BT 1 0 0 1 0 122 Tm 12 TL /F3 10 Tf .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (def) Tj /F3 10 Tf 0 0 0 rg ( ) Tj 0 0 1 rg (f) Tj 0 0 0 rg (\(\):) Tj 0 0 0 rg ( ) Tj /F5 10 Tf 0 .501961 0 rg (pass) Tj /F3 10 Tf 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# the original function) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (attr1) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("something") Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# setting an attribute) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (attr2) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("something else") Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# setting another attribute) Tj /F3 10 Tf 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (traced_f) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (trace) Tj 0 0 0 rg (\() Tj 0 0 0 rg (f) Tj 0 0 0 rg (\)) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# the decorated function) Tj /F3 10 Tf 0 0 0 rg T* T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (traced_f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (attr1) Tj 0 0 0 rg T* .729412 .129412 .129412 rg ('something') Tj 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (traced_f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (attr2) Tj 0 0 0 rg ( ) Tj .4 .4 .4 rg (=) Tj 0 0 0 rg ( ) Tj .729412 .129412 .129412 rg ("something different") Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# setting attr) Tj /F3 10 Tf 0 0 0 rg T* .4 .4 .4 rg (>) Tj (>) Tj (>) Tj 0 0 0 rg ( ) Tj 0 0 0 rg (f) Tj .4 .4 .4 rg (.) Tj 0 0 0 rg (attr2) Tj 0 0 0 rg ( ) Tj /F6 10 Tf .25098 .501961 .501961 rg (# the original attribute did not change) Tj /F3 10 Tf 0 0 0 rg T* .729412 .129412 .129412 rg ('something else') Tj T* ET
+Q
+Q
+Q
+Q
+Q
+q
+1 0 0 1 62.69291 375.6236 cm
+q
+BT 1 0 0 1 0 3.5 Tm 21 TL /F2 17.5 Tf 0 0 0 rg (LICENSE) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 357.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (Copyright \(c\) 2005-2015, Michele Simionato All rights reserved.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 327.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 1.328555 Tw (Redistribution and use in source and binary forms, with or without modification, are permitted provided) Tj T* 0 Tw (that the following conditions are met:) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 321.6236 cm
+Q
+q
+1 0 0 1 62.69291 273.6236 cm
+0 0 0 rg
+BT /F1 10 Tf 12 TL ET
+BT 1 0 0 1 0 2 Tm T* ET
+q
+1 0 0 1 20 0 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 38 Tm /F1 10 Tf 12 TL .830651 Tw (Redistributions of source code must retain the above copyright notice, this list of conditions and the) Tj T* 0 Tw .161647 Tw (following disclaimer. Redistributions in bytecode form must reproduce the above copyright notice, this) Tj T* 0 Tw 1.259213 Tw (list of conditions and the following disclaimer in the documentation and/or other materials provided) Tj T* 0 Tw (with the distribution.) Tj T* ET
+Q
+Q
+q
+Q
+Q
+q
+1 0 0 1 62.69291 273.6236 cm
+Q
+q
+1 0 0 1 62.69291 147.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 110 Tm /F1 10 Tf 12 TL .17998 Tw (THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND) Tj T* 0 Tw 2.911797 Tw (ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED) Tj T* 0 Tw 5.165529 Tw (WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE) Tj T* 0 Tw 1.395433 Tw (DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDERS OR CONTRIBUTORS BE LIABLE) Tj T* 0 Tw 5.53122 Tw (FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL) Tj T* 0 Tw 2.705976 Tw (DAMAGES \(INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR) Tj T* 0 Tw 3.868976 Tw (SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION\) HOWEVER) Tj T* 0 Tw 1.326647 Tw (CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR) Tj T* 0 Tw 1.525366 Tw (TORT \(INCLUDING NEGLIGENCE OR OTHERWISE\) ARISING IN ANY WAY OUT OF THE USE OF) Tj T* 0 Tw (THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.) Tj T* ET
+Q
+Q
+q
+1 0 0 1 62.69291 117.6236 cm
+q
+0 0 0 rg
+BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL .407132 Tw (If you use this software and you are happy with it, consider sending me a note, just to gratify my ego. On) Tj T* 0 Tw (the other hand, if you use this software and you are unhappy with it, send me a patch!) Tj T* ET
+Q
+Q
+
+endstream
+endobj
+123 0 obj
+<< /Nums [ 0 124 0 R 1 125 0 R 2 126 0 R 3 127 0 R 4 128 0 R
+ 5 129 0 R 6 130 0 R 7 131 0 R 8 132 0 R 9 133 0 R
+ 10 134 0 R 11 135 0 R 12 136 0 R 13 137 0 R 14 138 0 R
+ 15 139 0 R 16 140 0 R 17 141 0 R 18 142 0 R 19 143 0 R ] >>
+endobj
+124 0 obj
+<< /S /D /St 1 >>
+endobj
+125 0 obj
+<< /S /D /St 2 >>
+endobj
+126 0 obj
+<< /S /D /St 3 >>
+endobj
+127 0 obj
+<< /S /D /St 4 >>
+endobj
+128 0 obj
+<< /S /D /St 5 >>
+endobj
+129 0 obj
+<< /S /D /St 6 >>
+endobj
+130 0 obj
+<< /S /D /St 7 >>
+endobj
+131 0 obj
+<< /S /D /St 8 >>
+endobj
+132 0 obj
+<< /S /D /St 9 >>
+endobj
+133 0 obj
+<< /S /D /St 10 >>
+endobj
+134 0 obj
+<< /S /D /St 11 >>
+endobj
+135 0 obj
+<< /S /D /St 12 >>
+endobj
+136 0 obj
+<< /S /D /St 13 >>
+endobj
+137 0 obj
+<< /S /D /St 14 >>
+endobj
+138 0 obj
+<< /S /D /St 15 >>
+endobj
+139 0 obj
+<< /S /D /St 16 >>
+endobj
+140 0 obj
+<< /S /D /St 17 >>
+endobj
+141 0 obj
+<< /S /D /St 18 >>
+endobj
+142 0 obj
+<< /S /D /St 19 >>
+endobj
+143 0 obj
+<< /S /D /St 20 >>
+endobj
+xref
+0 144
+0000000000 65535 f
+0000000075 00000 n
+0000000162 00000 n
+0000000272 00000 n
+0000000387 00000 n
+0000000495 00000 n
+0000000684 00000 n
+0000000882 00000 n
+0000001053 00000 n
+0000001224 00000 n
+0000001395 00000 n
+0000001567 00000 n
+0000001739 00000 n
+0000001911 00000 n
+0000002083 00000 n
+0000002255 00000 n
+0000002427 00000 n
+0000002599 00000 n
+0000002771 00000 n
+0000002943 00000 n
+0000003115 00000 n
+0000003287 00000 n
+0000003459 00000 n
+0000003631 00000 n
+0000003803 00000 n
+0000003975 00000 n
+0000004147 00000 n
+0000004319 00000 n
+0000004491 00000 n
+0000004663 00000 n
+0000004835 00000 n
+0000005007 00000 n
+0000005179 00000 n
+0000005351 00000 n
+0000005523 00000 n
+0000005695 00000 n
+0000005867 00000 n
+0000006039 00000 n
+0000006211 00000 n
+0000006383 00000 n
+0000006555 00000 n
+0000006727 00000 n
+0000006899 00000 n
+0000007071 00000 n
+0000007243 00000 n
+0000007415 00000 n
+0000007587 00000 n
+0000007759 00000 n
+0000007931 00000 n
+0000008103 00000 n
+0000008646 00000 n
+0000008765 00000 n
+0000008945 00000 n
+0000009176 00000 n
+0000009381 00000 n
+0000009495 00000 n
+0000009612 00000 n
+0000009841 00000 n
+0000010079 00000 n
+0000010291 00000 n
+0000010503 00000 n
+0000010699 00000 n
+0000010930 00000 n
+0000011142 00000 n
+0000011354 00000 n
+0000011566 00000 n
+0000011778 00000 n
+0000011969 00000 n
+0000012200 00000 n
+0000012418 00000 n
+0000012649 00000 n
+0000012861 00000 n
+0000013073 00000 n
+0000013263 00000 n
+0000013494 00000 n
+0000013684 00000 n
+0000013915 00000 n
+0000014127 00000 n
+0000014339 00000 n
+0000014551 00000 n
+0000014763 00000 n
+0000014874 00000 n
+0000015122 00000 n
+0000015201 00000 n
+0000015318 00000 n
+0000015446 00000 n
+0000015588 00000 n
+0000015717 00000 n
+0000015859 00000 n
+0000015989 00000 n
+0000016124 00000 n
+0000016262 00000 n
+0000016399 00000 n
+0000016525 00000 n
+0000016659 00000 n
+0000016791 00000 n
+0000016932 00000 n
+0000017073 00000 n
+0000017226 00000 n
+0000017361 00000 n
+0000017519 00000 n
+0000017662 00000 n
+0000017776 00000 n
+0000017979 00000 n
+0000025600 00000 n
+0000032883 00000 n
+0000045327 00000 n
+0000061191 00000 n
+0000078919 00000 n
+0000099111 00000 n
+0000119525 00000 n
+0000138280 00000 n
+0000153002 00000 n
+0000167390 00000 n
+0000185809 00000 n
+0000202420 00000 n
+0000214835 00000 n
+0000231896 00000 n
+0000245618 00000 n
+0000258764 00000 n
+0000270899 00000 n
+0000283212 00000 n
+0000294537 00000 n
+0000306904 00000 n
+0000307162 00000 n
+0000307200 00000 n
+0000307238 00000 n
+0000307276 00000 n
+0000307314 00000 n
+0000307352 00000 n
+0000307390 00000 n
+0000307428 00000 n
+0000307466 00000 n
+0000307504 00000 n
+0000307543 00000 n
+0000307582 00000 n
+0000307621 00000 n
+0000307660 00000 n
+0000307699 00000 n
+0000307738 00000 n
+0000307777 00000 n
+0000307816 00000 n
+0000307855 00000 n
+0000307894 00000 n
+trailer
+<< /ID
+ % ReportLab generated PDF document -- digest (http://www.reportlab.com)
+ [(W\233#\215\347\022,\262\005\255\014\35483\375\026) (W\233#\215\347\022,\262\005\255\014\35483\375\026)]
+ /Info 81 0 R /Root 80 0 R /Size 144 >>
+startxref
+307933
+%%EOF
diff --git a/docs/documentation.rst b/docs/documentation.rst new file mode 100644 index 0000000..6c3cdcd --- /dev/null +++ b/docs/documentation.rst @@ -0,0 +1,1410 @@ + +The ``decorator`` module +============================================================= + +:Author: Michele Simionato +:E-mail: michele.simionato@gmail.com +:Version: 4.0.0 (2015-07-24) +:Supports: Python 2.6, 2.7, 3.0, 3.1, 3.2, 3.3, 3.4, 3.5 +:Download page: http://pypi.python.org/pypi/decorator/4.0.0 +:Installation: ``pip install decorator`` +:License: BSD license + +.. contents:: + +Introduction +----------------------------------------- + +The decorator module is over ten years old, but still alive and +kicking. It is used by several frameworks (IPython, scipy, authkit, +pylons, pycuda, sugar, ...) and has been stable for a *long* +time. It is your best option if you want to preserve the signature of +decorated functions in a consistent way across Python +releases. Version 4.0 is fully compatible with the past, except for +one thing: support for Python 2.4 and 2.5 has been dropped. That +decision made it possible to use a single code base both for Python +2.X and Python 3.X. This is a *huge* bonus, since I could remove over +2,000 lines of duplicated documentation/doctests. Having to maintain +separate docs for Python 2 and Python 3 effectively stopped any +development on the module for several years. Moreover, it is now +trivial to distribute the module as an universal wheel_ since 2to3 is no more +required. Since Python 2.5 has been released 9 years ago, I felt that +it was reasonable to drop the support for it. If you need to support +ancient versions of Python, stick with the decorator module version +3.4.2. This version supports all Python releases from 2.6 up to 3.5, +which currently is still in beta status. + +.. _wheel: http://pythonwheels.com/ + +What's new +--------------------- + +Since now there is a single manual for all Python versions, I took the +occasion for overhauling the documentation. Therefore, even if you are +an old time user, you may want to read the docs again, since several +examples have been improved. The packaging has been improved and I +am distributing the code in wheel format too. The integration with +setuptools has been improved and now you can use ``python setup.py +test`` to run the tests. A new utility function ``decorate(func, +caller)`` has been added, doing the same job that in the past was done +by ``decorator(caller, func)``. The old functionality is still there +for compatibility sake, but it is deprecated and not documented +anymore. + +Apart from that, there is a new experimental feature. The decorator +module now includes an implementation of generic (multiple dispatch) +functions. The API is designed to mimic the one of +``functools.singledispatch`` (introduced in Python 3.4) but the +implementation is much simpler; moreover all the decorators involved +preserve the signature of the decorated functions. For the moment the +facility is there mostly to exemplify the power of the module. In the +future it could be enhanced/optimized; on the other hand, both its +behavior and its API could change. Such is the fate of experimental +features. In any case it is very short and compact (less then one +hundred lines) so you can extract it for your own use. Take it as food +for thought. + +Usefulness of decorators +------------------------------------------------ + +Python decorators are an interesting example of why syntactic sugar +matters. In principle, their introduction in Python 2.4 changed +nothing, since they do not provide any new functionality which was not +already present in the language. In practice, their introduction has +significantly changed the way we structure our programs in Python. I +believe the change is for the best, and that decorators are a great +idea since: + +* decorators help reducing boilerplate code; +* decorators help separation of concerns; +* decorators enhance readability and maintenability; +* decorators are explicit. + +Still, as of now, writing custom decorators correctly requires +some experience and it is not as easy as it could be. For instance, +typical implementations of decorators involve nested functions, and +we all know that flat is better than nested. + +The aim of the ``decorator`` module it to simplify the usage of +decorators for the average programmer, and to popularize decorators by +showing various non-trivial examples. Of course, as all techniques, +decorators can be abused (I have seen that) and you should not try to +solve every problem with a decorator, just because you can. + +You may find the source code for all the examples +discussed here in the ``documentation.py`` file, which contains +the documentation you are reading in the form of doctests. + +Definitions +------------------------------------ + +Technically speaking, any Python object which can be called with one argument +can be used as a decorator. However, this definition is somewhat too large +to be really useful. It is more convenient to split the generic class of +decorators in two subclasses: + ++ *signature-preserving* decorators, i.e. callable objects taking a + function as input and returning a function *with the same + signature* as output; + ++ *signature-changing* decorators, i.e. decorators that change + the signature of their input function, or decorators returning + non-callable objects. + +Signature-changing decorators have their use: for instance the +builtin classes ``staticmethod`` and ``classmethod`` are in this +group, since they take functions and return descriptor objects which +are not functions, nor callables. + +However, signature-preserving decorators are more common and easier to +reason about; in particular signature-preserving decorators can be +composed together whereas other decorators in general cannot. + +Writing signature-preserving decorators from scratch is not that +obvious, especially if one wants to define proper decorators that +can accept functions with any signature. A simple example will clarify +the issue. + +Statement of the problem +------------------------------ + +A very common use case for decorators is the memoization of functions. +A ``memoize`` decorator works by caching +the result of the function call in a dictionary, so that the next time +the function is called with the same input parameters the result is retrieved +from the cache and not recomputed. There are many implementations of +``memoize`` in http://www.python.org/moin/PythonDecoratorLibrary, +but they do not preserve the signature. In recent versions of +Python you can find a sophisticated ``lru_cache`` decorator +in the standard library (in ``functools``). Here I am just +interested in giving an example. + +A simple implementation could be the following (notice +that in general it is impossible to memoize correctly something +that depends on non-hashable arguments): + +.. code-block:: python + + def memoize_uw(func): + func.cache = {} + + def memoize(*args, **kw): + if kw: # frozenset is used to ensure hashability + key = args, frozenset(kw.items()) + else: + key = args + if key not in func.cache: + func.cache[key] = func(*args, **kw) + return func.cache[key] + return functools.update_wrapper(memoize, func) + + +Here i used the functools.update_wrapper_ utility, which has +been added in Python 2.5 expressly to simplify the definition of decorators +(in older versions of Python you need to copy the function attributes +``__name__``, ``__doc__``, ``__module__`` and ``__dict__`` +from the original function to the decorated function by hand). + +.. _functools.update_wrapper: https://docs.python.org/3/library/functools.html#functools.update_wrapper + +The implementation above works in the sense that the decorator +can accept functions with generic signatures; unfortunately this +implementation does *not* define a signature-preserving decorator, since in +general ``memoize_uw`` returns a function with a +*different signature* from the original function. + +Consider for instance the following case: + +.. code-block:: python + + @memoize_uw + def f1(x): + "Simulate some long computation" + time.sleep(1) + return x + + +Here the original function takes a single argument named ``x``, +but the decorated function takes any number of arguments and +keyword arguments: + +.. code-block:: python + + >>> from decorator import getargspec # akin to inspect.getargspec + >>> print(getargspec(f1)) + ArgSpec(args=[], varargs='args', varkw='kw', defaults=None) + +This means that introspection tools such as ``pydoc`` will give wrong +informations about the signature of ``f1``, unless you are using +Python 3.5. This is pretty bad: ``pydoc`` will tell you that the +function accepts a generic signature ``*args``, ``**kw``, but when you +try to call the function with more than an argument, you will get an +error: + +.. code-block:: python + + >>> f1(0, 1) + Traceback (most recent call last): + ... + TypeError: f1() takes exactly 1 positional argument (2 given) + +Notice even in Python 3.5 ``inspect.getargspec`` and +``inspect.getfullargspec`` (which are deprecated in that release) will +give the wrong signature. + + +The solution +----------------------------------------- + +The solution is to provide a generic factory of generators, which +hides the complexity of making signature-preserving decorators +from the application programmer. The ``decorate`` function in +the ``decorator`` module is such a factory: + +.. code-block:: python + + >>> from decorator import decorate + +``decorate`` takes two arguments, a caller function describing the +functionality of the decorator and a function to be decorated; it +returns the decorated function. The caller function must have +signature ``(f, *args, **kw)`` and it must call the original function ``f`` +with arguments ``args`` and ``kw``, implementing the wanted capability, +i.e. memoization in this case: + +.. code-block:: python + + def _memoize(func, *args, **kw): + if kw: # frozenset is used to ensure hashability + key = args, frozenset(kw.items()) + else: + key = args + cache = func.cache # attribute added by memoize + if key not in cache: + cache[key] = func(*args, **kw) + return cache[key] + + +At this point you can define your decorator as follows: + +.. code-block:: python + + def memoize(f): + f.cache = {} + return decorate(f, _memoize) + + +The difference with respect to the ``memoize_uw`` approach, which is based +on nested functions, is that the decorator module forces you to lift +the inner function at the outer level. +Moreover, you are forced to pass explicitly the function you want to +decorate, there are no closures. + +Here is a test of usage: + +.. code-block:: python + + >>> @memoize + ... def heavy_computation(): + ... time.sleep(2) + ... return "done" + + >>> print(heavy_computation()) # the first time it will take 2 seconds + done + + >>> print(heavy_computation()) # the second time it will be instantaneous + done + +The signature of ``heavy_computation`` is the one you would expect: + +.. code-block:: python + + >>> print(getargspec(heavy_computation)) + ArgSpec(args=[], varargs=None, varkw=None, defaults=None) + +A ``trace`` decorator +------------------------------------------------------ + +As an additional example, here is how you can define a trivial +``trace`` decorator, which prints a message everytime the traced +function is called: + +.. code-block:: python + + def _trace(f, *args, **kw): + kwstr = ', '.join('%r: %r' % (k, kw[k]) for k in sorted(kw)) + print("calling %s with args %s, {%s}" % (f.__name__, args, kwstr)) + return f(*args, **kw) + + +.. code-block:: python + + def trace(f): + return decorate(f, _trace) + + +Here is an example of usage: + +.. code-block:: python + + >>> @trace + ... def f1(x): + ... pass + +It is immediate to verify that ``f1`` works + +.. code-block:: python + + >>> f1(0) + calling f1 with args (0,), {} + +and it that it has the correct signature: + +.. code-block:: python + + >>> print(getargspec(f1)) + ArgSpec(args=['x'], varargs=None, varkw=None, defaults=None) + +The same decorator works with functions of any signature: + +.. code-block:: python + + >>> @trace + ... def f(x, y=1, z=2, *args, **kw): + ... pass + + >>> f(0, 3) + calling f with args (0, 3, 2), {} + + >>> print(getargspec(f)) + ArgSpec(args=['x', 'y', 'z'], varargs='args', varkw='kw', defaults=(1, 2)) + +Function annotations +--------------------------------------------- + +Python 3 introduced the concept of `function annotations`_,i.e. the ability +to annotate the signature of a function with additional information, +stored in a dictionary named ``__annotations__``. The decorator module, +starting from release 3.3, is able to understand and to preserve the +annotations. Here is an example: + +.. code-block:: python + + >>> @trace + ... def f(x: 'the first argument', y: 'default argument'=1, z=2, + ... *args: 'varargs', **kw: 'kwargs'): + ... pass + +In order to introspect functions with annotations, one needs the +utility ``inspect.getfullargspec``, new in Python 3 (and deprecated +in favor of ``inspect.signature`` in Python 3.5): + +.. code-block:: python + + >>> from inspect import getfullargspec + >>> argspec = getfullargspec(f) + >>> argspec.args + ['x', 'y', 'z'] + >>> argspec.varargs + 'args' + >>> argspec.varkw + 'kw' + >>> argspec.defaults + (1, 2) + >>> argspec.kwonlyargs + [] + >>> argspec.kwonlydefaults + +You can check that the ``__annotations__`` dictionary is preserved: + +.. code-block:: python + + >>> f.__annotations__ is f.__wrapped__.__annotations__ + True + +Here ``f.__wrapped__`` is the original undecorated function. Such an attribute +is added to be consistent with the way ``functools.update_wrapper`` work. +Another attribute which is copied from the original function is +``__qualname__``, the qualified name. This is a concept introduced +in Python 3. In Python 2 the decorator module will still add a +qualified name, but its value will always be ``None``. + + +``decorator.decorator`` +--------------------------------------------- + +It may be annoying to write a caller function (like the ``_trace`` +function above) and then a trivial wrapper +(``def trace(f): return decorate(f, _trace)``) every time. For this reason, +the ``decorator`` module provides an easy shortcut to convert +the caller function into a signature-preserving decorator: the +``decorator`` function: + +.. code-block:: python + + >>> from decorator import decorator + >>> print(decorator.__doc__) + decorator(caller) converts a caller function into a decorator + +The ``decorator`` function can be used as a signature-changing +decorator, just as ``classmethod`` and ``staticmethod``. +However, ``classmethod`` and ``staticmethod`` return generic +objects which are not callable, while ``decorator`` returns +signature-preserving decorators, i.e. functions of a single argument. +For instance, you can write directly + +.. code-block:: python + + >>> @decorator + ... def trace(f, *args, **kw): + ... kwstr = ', '.join('%r: %r' % (k, kw[k]) for k in sorted(kw)) + ... print("calling %s with args %s, {%s}" % (f.__name__, args, kwstr)) + ... return f(*args, **kw) + +and now ``trace`` will be a decorator. + +.. code-block:: python + + >>> trace + <function trace at 0x...> + +Here is an example of usage: + +.. code-block:: python + + >>> @trace + ... def func(): pass + + >>> func() + calling func with args (), {} + +``blocking`` +------------------------------------------- + +Sometimes one has to deal with blocking resources, such as ``stdin``, and +sometimes it is best to have back a "busy" message than to block everything. +This behavior can be implemented with a suitable family of decorators, +where the parameter is the busy message: + +.. code-block:: python + + def blocking(not_avail): + def _blocking(f, *args, **kw): + if not hasattr(f, "thread"): # no thread running + def set_result(): + f.result = f(*args, **kw) + f.thread = threading.Thread(None, set_result) + f.thread.start() + return not_avail + elif f.thread.isAlive(): + return not_avail + else: # the thread is ended, return the stored result + del f.thread + return f.result + return decorator(_blocking) + + +Functions decorated with ``blocking`` will return a busy message if +the resource is unavailable, and the intended result if the resource is +available. For instance: + +.. code-block:: python + + >>> @blocking("Please wait ...") + ... def read_data(): + ... time.sleep(3) # simulate a blocking resource + ... return "some data" + + >>> print(read_data()) # data is not available yet + Please wait ... + + >>> time.sleep(1) + >>> print(read_data()) # data is not available yet + Please wait ... + + >>> time.sleep(1) + >>> print(read_data()) # data is not available yet + Please wait ... + + >>> time.sleep(1.1) # after 3.1 seconds, data is available + >>> print(read_data()) + some data + +``decorator(cls)`` +-------------------------------------------- + +The ``decorator`` facility can also produce a decorator starting +from a class with the signature of a caller. In such a case the +produced generator is able to convert functions into factories +of instances of that class. + +As an example, here will I show a decorator which is able to convert a +blocking function into an asynchronous function. The function, when +called, is executed in a separate thread. This is very similar +to the approach used in the ``concurrent.futures`` package. Of +course the code here is just an example, it is not a recommended way +of implementing futures. The implementation is the following: + +.. code-block:: python + + class Future(threading.Thread): + """ + A class converting blocking functions into asynchronous + functions by using threads. + """ + def __init__(self, func, *args, **kw): + try: + counter = func.counter + except AttributeError: # instantiate the counter at the first call + counter = func.counter = itertools.count(1) + name = '%s-%s' % (func.__name__, next(counter)) + + def func_wrapper(): + self._result = func(*args, **kw) + super(Future, self).__init__(target=func_wrapper, name=name) + self.start() + + def result(self): + self.join() + return self._result + + +The decorated function returns a ``Future`` object, which has a ``.result()`` +method which blocks until the underlying thread finishes and returns +the final result. Here is a minimalistic example of usage: + +.. code-block:: python + + >>> futurefactory = decorator(Future) + >>> @futurefactory + ... def long_running(x): + ... time.sleep(.5) + ... return x + + >>> fut1 = long_running(1) + >>> fut2 = long_running(2) + >>> fut1.result() + fut2.result() + 3 + +contextmanager +------------------------------------- + +For a long time Python had in its standard library a ``contextmanager`` +decorator, able to convert generator functions into +``GeneratorContextManager`` factories. For instance if you write + +.. code-block:: python + + >>> from contextlib import contextmanager + >>> @contextmanager + ... def before_after(before, after): + ... print(before) + ... yield + ... print(after) + + +then ``before_after`` is a factory function returning +``GeneratorContextManager`` objects which can be used with +the ``with`` statement: + +.. code-block:: python + + >>> with before_after('BEFORE', 'AFTER'): + ... print('hello') + BEFORE + hello + AFTER + +Basically, it is as if the content of the ``with`` block was executed +in the place of the ``yield`` expression in the generator function. +In Python 3.2 ``GeneratorContextManager`` +objects were enhanced with a ``__call__`` +method, so that they can be used as decorators as in this example: + +.. code-block:: python + + >>> @ba + ... def hello(): + ... print('hello') + ... + >>> hello() + BEFORE + hello + AFTER + +The ``ba`` decorator is basically inserting a ``with ba:`` block +inside the function. However there two issues: the first is that +``GeneratorContextManager`` objects are callable only in Python 3.2, +so the previous example will break in older versions of Python (you +can solve this by installing ``contextlib2``); the second is that +``GeneratorContextManager`` objects do not preserve the signature of +the decorated functions: the decorated ``hello`` function here will +have a generic signature ``hello(*args, **kwargs)`` but will break +when called with more than zero arguments. For such reasons the +decorator module, starting with release 3.4, offers a +``decorator.contextmanager`` decorator that solves both problems and +works in all supported Python versions. The usage is the same and +factories decorated with ``decorator.contextmanager`` will returns +instances of ``ContextManager``, a subclass of +``contextlib.GeneratorContextManager`` with a ``__call__`` method +acting as a signature-preserving decorator. + +The ``FunctionMaker`` class +--------------------------------------------------------------- + +You may wonder about how the functionality of the ``decorator`` module +is implemented. The basic building block is +a ``FunctionMaker`` class which is able to generate on the fly +functions with a given name and signature from a function template +passed as a string. Generally speaking, you should not need to +resort to ``FunctionMaker`` when writing ordinary decorators, but +it is handy in some circumstances. You will see an example shortly, in +the implementation of a cool decorator utility (``decorator_apply``). + +``FunctionMaker`` provides a ``.create`` classmethod which +takes as input the name, signature, and body of the function +we want to generate as well as the execution environment +were the function is generated by ``exec``. Here is an example: + +.. code-block:: python + + >>> def f(*args, **kw): # a function with a generic signature + ... print(args, kw) + + >>> f1 = FunctionMaker.create('f1(a, b)', 'f(a, b)', dict(f=f)) + >>> f1(1,2) + (1, 2) {} + +It is important to notice that the function body is interpolated +before being executed, so be careful with the ``%`` sign! + +``FunctionMaker.create`` also accepts keyword arguments and such +arguments are attached to the resulting function. This is useful +if you want to set some function attributes, for instance the +docstring ``__doc__``. + +For debugging/introspection purposes it may be useful to see +the source code of the generated function; to do that, just +pass the flag ``addsource=True`` and a ``__source__`` attribute will +be added to the generated function: + +.. code-block:: python + + >>> f1 = FunctionMaker.create( + ... 'f1(a, b)', 'f(a, b)', dict(f=f), addsource=True) + >>> print(f1.__source__) + def f1(a, b): + f(a, b) + <BLANKLINE> + +``FunctionMaker.create`` can take as first argument a string, +as in the examples before, or a function. This is the most common +usage, since typically you want to decorate a pre-existing +function. A framework author may want to use directly ``FunctionMaker.create`` +instead of ``decorator``, since it gives you direct access to the body +of the generated function. For instance, suppose you want to instrument +the ``__init__`` methods of a set of classes, by preserving their +signature (such use case is not made up; this is done in SQAlchemy +and in other frameworks). When the first argument of ``FunctionMaker.create`` +is a function, a ``FunctionMaker`` object is instantiated internally, +with attributes ``args``, ``varargs``, +``keywords`` and ``defaults`` which are the +the return values of the standard library function ``inspect.getargspec``. +For each argument in the ``args`` (which is a list of strings containing +the names of the mandatory arguments) an attribute ``arg0``, ``arg1``, +..., ``argN`` is also generated. Finally, there is a ``signature`` +attribute, a string with the signature of the original function. + +Notice: you should not pass signature strings with default arguments, +i.e. something like ``'f1(a, b=None)'``. Just pass ``'f1(a, b)'`` and then +a tuple of defaults: + +.. code-block:: python + + >>> f1 = FunctionMaker.create( + ... 'f1(a, b)', 'f(a, b)', dict(f=f), addsource=True, defaults=(None,)) + >>> print(getargspec(f1)) + ArgSpec(args=['a', 'b'], varargs=None, varkw=None, defaults=(None,)) + + +Getting the source code +--------------------------------------------------- + +Internally ``FunctionMaker.create`` uses ``exec`` to generate the +decorated function. Therefore +``inspect.getsource`` will not work for decorated functions. That +means that the usual ``??`` trick in IPython will give you the (right on +the spot) message ``Dynamically generated function. No source code +available``. In the past I have considered this acceptable, since +``inspect.getsource`` does not really work even with regular +decorators. In that case ``inspect.getsource`` gives you the wrapper +source code which is probably not what you want: + +.. code-block:: python + + def identity_dec(func): + def wrapper(*args, **kw): + return func(*args, **kw) + return wrapper + +.. code-block:: python + + def wrapper(*args, **kw): + return func(*args, **kw) + + +.. code-block:: python + + >>> import inspect + >>> print(inspect.getsource(example)) + def wrapper(*args, **kw): + return func(*args, **kw) + <BLANKLINE> + +(see bug report 1764286_ for an explanation of what is happening). +Unfortunately the bug is still there, in all versions of Python except +Python 3.5, which is not yet released. There is however a +workaround. The decorated function has an attribute ``__wrapped__``, +pointing to the original function. The easy way to get the source code +is to call ``inspect.getsource`` on the undecorated function: + +.. code-block:: python + + >>> print(inspect.getsource(factorial.__wrapped__)) + @tail_recursive + def factorial(n, acc=1): + "The good old factorial" + if n == 0: + return acc + return factorial(n-1, n*acc) + <BLANKLINE> + +.. _1764286: http://bugs.python.org/issue1764286 + +Dealing with third party decorators +----------------------------------------------------------------- + +Sometimes you find on the net some cool decorator that you would +like to include in your code. However, more often than not the cool +decorator is not signature-preserving. Therefore you may want an easy way to +upgrade third party decorators to signature-preserving decorators without +having to rewrite them in terms of ``decorator``. You can use a +``FunctionMaker`` to implement that functionality as follows: + +.. code-block:: python + + def decorator_apply(dec, func): + """ + Decorate a function by preserving the signature even if dec + is not a signature-preserving decorator. + """ + return FunctionMaker.create( + func, 'return decfunc(%(signature)s)', + dict(decfunc=dec(func)), __wrapped__=func) + + +``decorator_apply`` sets the attribute ``__wrapped__`` of the generated +function to the original function, so that you can get the right +source code. If you are using Python 3, you should also set the +``__qualname__`` attribute to preserve the qualified name of the +original function. + +Notice that I am not providing this functionality in the ``decorator`` +module directly since I think it is best to rewrite the decorator rather +than adding an additional level of indirection. However, practicality +beats purity, so you can add ``decorator_apply`` to your toolbox and +use it if you need to. + +In order to give an example of usage of ``decorator_apply``, I will show a +pretty slick decorator that converts a tail-recursive function in an iterative +function. I have shamelessly stolen the basic idea from Kay Schluehr's recipe +in the Python Cookbook, +http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/496691. + +.. code-block:: python + + class TailRecursive(object): + """ + tail_recursive decorator based on Kay Schluehr's recipe + http://aspn.activestate.com/ASPN/Cookbook/Python/Recipe/496691 + with improvements by me and George Sakkis. + """ + + def __init__(self, func): + self.func = func + self.firstcall = True + self.CONTINUE = object() # sentinel + + def __call__(self, *args, **kwd): + CONTINUE = self.CONTINUE + if self.firstcall: + func = self.func + self.firstcall = False + try: + while True: + result = func(*args, **kwd) + if result is CONTINUE: # update arguments + args, kwd = self.argskwd + else: # last call + return result + finally: + self.firstcall = True + else: # return the arguments of the tail call + self.argskwd = args, kwd + return CONTINUE + + +Here the decorator is implemented as a class returning callable +objects. + +.. code-block:: python + + def tail_recursive(func): + return decorator_apply(TailRecursive, func) + + +Here is how you apply the upgraded decorator to the good old factorial: + +.. code-block:: python + + @tail_recursive + def factorial(n, acc=1): + "The good old factorial" + if n == 0: + return acc + return factorial(n-1, n*acc) + + +.. code-block:: python + + >>> print(factorial(4)) + 24 + +This decorator is pretty impressive, and should give you some food for +your mind ;) Notice that there is no recursion limit now, and you can +easily compute ``factorial(1001)`` or larger without filling the stack +frame. Notice also that the decorator will not work on functions which +are not tail recursive, such as the following + +.. code-block:: python + + def fact(n): # this is not tail-recursive + if n == 0: + return 1 + return n * fact(n-1) + + +(reminder: a function is tail recursive if it either returns a value without +making a recursive call, or returns directly the result of a recursive +call). + +Multiple dispatch +------------------------------------------- + +There has been talk of implementing multiple dispatch (i.e. generic) +functions in Python for over ten years. Last year for the first time +something concrete was done and now in Python 3.4 we have a decorator +``functools.singledispatch`` which can be used to implement generic +functions. As the name implies, it has the restriction of being +limited to single dispatch, i.e. it is able to dispatch on the first +argument of the function only. The decorator module provide a +decorator factory ``dispatch_on`` which can be used to implement generic +functions dispatching on any argument; moreover it can manage +dispatching on more than one argument and, of course, it is +signature-preserving. + +Here I will give a very concrete example (taken from a real-life use +case) where it is desiderable to dispatch on the second +argument. Suppose you have an XMLWriter class, which is instantiated +with some configuration parameters and has a ``.write`` method which +is able to serialize objects to XML: + +.. code-block:: python + + class XMLWriter(object): + def __init__(self, **config): + self.cfg = config + + @dispatch_on('obj') + def write(self, obj): + raise NotImplementedError(type(obj)) + + +Here you want to dispatch on the second argument since the first, ``self`` +is already taken. The ``dispatch_on`` decorator factory allows you to specify +the dispatch argument by simply passing its name as a string (notice +that if you mispell the name you will get an error). The function +decorated is turned into a generic function +and it is the one which is called if there are no more specialized +implementations. Usually such default function should raise a +``NotImplementedError``, thus forcing people to register some implementation. +The registration can be done with a decorator: + +.. code-block:: python + + @XMLWriter.write.register(float) + def writefloat(self, obj): + return '<float>%s</float>' % obj + + +Now the XMLWriter is able to serialize floats: + +.. code-block:: python + + >>> writer = XMLWriter() + >>> writer.write(2.3) + '<float>2.3</float>' + +I could give a down-to-earth example of situations in which it is desiderable +to dispatch on more than one argument (for instance once I implemented +a database-access library where the first dispatching argument was the +the database driver and the second one was the database record), +but here I prefer to follow the tradition and show the time-honored +Rock-Paper-Scissors example: + +.. code-block:: python + + class Rock(object): + ordinal = 0 + +.. code-block:: python + + class Paper(object): + ordinal = 1 + +.. code-block:: python + + class Scissors(object): + ordinal = 2 + + +I have added an ordinal to the Rock-Paper-Scissors classes to simplify +the implementation. The idea is to define a generic function ``win(a, +b)`` of two arguments corresponding to the moves of the first and +second player respectively. The moves are instances of the classes +Rock, Paper and Scissors; Paper wins over Rock, Scissors wins over +Paper and Rock wins over Scissors. The function will return +1 for a +win, -1 for a loss and 0 for parity. There are 9 combinations, however +combinations with the same ordinal (i.e. the same class) return 0; +moreover by exchanging the order of the arguments the sign of the +result changes, so it is enough to specify directly only 3 +implementations: + +.. code-block:: python + + @dispatch_on('a', 'b') + def win(a, b): + if a.ordinal == b.ordinal: + return 0 + elif a.ordinal > b.ordinal: + return -win(b, a) + raise NotImplementedError((type(a), type(b))) + +.. code-block:: python + + @win.register(Rock, Paper) + def winRockPaper(a, b): + return -1 + +.. code-block:: python + + @win.register(Paper, Scissors) + def winPaperScissors(a, b): + return -1 + +.. code-block:: python + + @win.register(Rock, Scissors) + def winRockScissors(a, b): + return 1 + + +Here is the result: + +.. code-block:: python + + >>> win(Paper(), Rock()) + 1 + >>> win(Scissors(), Paper()) + 1 + >>> win(Rock(), Scissors()) + 1 + >>> win(Paper(), Paper()) + 0 + >>> win(Rock(), Rock()) + 0 + >>> win(Scissors(), Scissors()) + 0 + >>> win(Rock(), Paper()) + -1 + >>> win(Paper(), Scissors()) + -1 + >>> win(Scissors(), Rock()) + -1 + +The point of generic functions is that they play well with subclassing. +For instance, suppose we define a StrongRock which does not lose against +Paper: + +.. code-block:: python + + class StrongRock(Rock): + pass + +.. code-block:: python + + @win.register(StrongRock, Paper) + def winStrongRockPaper(a, b): + return 0 + + +Then we do not need to define other implementations, since they are +inherited from the parent: + +.. code-block:: python + + >>> win(StrongRock(), Scissors()) + 1 + +You can introspect the precedence used by the dispath algorithm by +calling ``.dispatch_info(*types)``: + +.. code-block:: python + + >>> win.dispatch_info(StrongRock, Scissors) + [('StrongRock', 'Scissors'), ('Rock', 'Scissors')] + +Since there is no direct implementation for (StrongRock, Scissors) +the dispatcher will look at the implementation for (Rock, Scissors) +which is available. Internally the algorithm is doing a cross +product of the class precedence lists (or Method Resolution Orders, +MRO_ for short) of StrongRock and Scissors respectively. + +.. _MRO: http://www.python.org/2.3/mro.html + +Generic functions and virtual ancestors +------------------------------------------------- + +Generic function implementations in Python are complicated by the +existence of "virtual ancestors", i.e. superclasses which are not in +the class hierarchy. Consider for instance this class: + +.. code-block:: python + + class WithLength(object): + def __len__(self): + return 0 + + +This class defines a ``__len__`` method and as such is +considered to be a subclass of the abstract base class ``collections.Sized``: + +.. code-block:: python + + >>> issubclass(WithLength, collections.Sized) + True + +However, ``collections.Sized`` is not in the MRO_ of ``WithLength``, it +is not a true ancestor. Any implementation of generic functions, even +with single dispatch, must go through some contorsion to take into +account the virtual ancestors. + +In particular if we define a generic function + +.. code-block:: python + + @dispatch_on('obj') + def get_length(obj): + raise NotImplementedError(type(obj)) + + +implemented on all classes with a length + +.. code-block:: python + + @get_length.register(collections.Sized) + def get_length_sized(obj): + return len(obj) + + +then ``get_length`` must be defined on ``WithLength`` instances + +.. code-block:: python + + >>> get_length(WithLength()) + 0 + +even if ``collections.Sized`` is not a true ancestor of ``WithLength``. +Of course this is a contrived example since you could just use the +builtin ``len``, but you should get the idea. + +Since in Python it is possible to consider any instance of ABCMeta +as a virtual ancestor of any other class (it is enough to register it +as ``ancestor.register(cls)``), any implementation of generic functions +must take virtual ancestors into account. Let me give an example. + +Suppose you are using a third party set-like class like +the following: + +.. code-block:: python + + class SomeSet(collections.Sized): + # methods that make SomeSet set-like + # not shown ... + def __len__(self): + return 0 + + +Here the author of ``SomeSet`` made a mistake by not inheriting +from ``collections.Set``, but only from ``collections.Sized``. + +This is not a problem since you can register *a posteriori* +``collections.Set`` as a virtual ancestor of ``SomeSet``: + +.. code-block:: python + + >>> _ = collections.Set.register(SomeSet) + >>> issubclass(SomeSet, collections.Set) + True + +Now, let us define an implementation of ``get_length`` specific to set: + +.. code-block:: python + + @get_length.register(collections.Set) + def get_length_set(obj): + return 1 + + +The current implementation, as the one used by ``functools.singledispatch``, +is able to discern that a ``Set`` is a ``Sized`` object, so the more specific +implementation for ``Set`` is taken: + +.. code-block:: python + + >>> get_length(SomeSet()) # NB: the implementation for Sized would give 0 + 1 + +Sometimes it is not clear how to dispatch. For instance, consider a +class ``C`` registered both as ``collections.Iterable`` and +``collections.Sized`` and define a generic function ``g`` with +implementations both for ``collections.Iterable`` and +``collections.Sized``. It is impossible to decide which implementation +to use, since the ancestors are independent, and the following function +will raise a RuntimeError when called: + +.. code-block:: python + + def singledispatch_example1(): + singledispatch = dispatch_on('obj') + + @singledispatch + def g(obj): + raise NotImplementedError(type(g)) + + @g.register(collections.Sized) + def g_sized(object): + return "sized" + + @g.register(collections.Iterable) + def g_iterable(object): + return "iterable" + + g(C()) # RuntimeError: Ambiguous dispatch: Iterable or Sized? + + +This is consistent with the "refuse the temptation to guess" +philosophy. ``functools.singledispatch`` would raise a similar error. + +It would be easy to rely on the order of registration to decide the +precedence order. This is reasonable, but also fragile: if during some +refactoring you change the registration order by mistake, a different +implementation could be taken. If implementations of the generic +functions are distributed across modules, and you change the import +order, a different implementation could be taken. So the decorator +module prefers to raise an error in the face of ambiguity. This is the +same approach taken by the standard library. + +However, it should be noticed that the dispatch +algorithm used by the decorator module is different from the one used +by the standard library, so there are cases where you will get +different answers. The difference is that ``functools.singledispatch`` +tries to insert the virtual ancestors *before* the base classes, whereas +``decorator.dispatch_on`` tries to insert them *after* the base classes. +I will give an example showing the difference: + +.. code-block:: python + + def singledispatch_example2(): + # adapted from functools.singledispatch test case + singledispatch = dispatch_on('arg') + + class S(object): + pass + + class V(c.Sized, S): + def __len__(self): + return 0 + + @singledispatch + def g(arg): + return "base" + + @g.register(S) + def g_s(arg): + return "s" + + @g.register(c.Container) + def g_container(arg): + return "container" + + v = V() + assert g(v) == "s" + c.Container.register(V) # add c.Container to the virtual mro of V + assert g(v) == "s" # since the virtual mro is V, Sized, S, Container + return g, V + + +If you play with this example and replace the ``singledispatch`` definition +with ``functools.singledispatch``, the assert will break: ``g`` will return +``"container"`` instead of ``"s"``, because ``functools.singledispatch`` +will insert the ``Container`` class right before ``S``. +The only way to understand what is happening here is to scratch your +head by looking at the implementations. I will just notice that +``.dispatch_info`` is quite useful: + +.. code-block:: python + + >>> g, V = singledispatch_example2() + >>> g.dispatch_info(V) + [('V',), ('Sized',), ('S',), ('Container',)] + +The current implementation does not implement any kind of cooperation +between implementations, i.e. there is nothing akin to call-next-method +in Lisp, nor akin to ``super`` in Python. + +Finally, let me notice that the decorator module implementation does +not use any cache, whereas the one in ``singledispatch`` has a cache. + +Caveats and limitations +------------------------------------------- + +One thing you should be aware of, is the performance penalty of decorators. +The worse case is shown by the following example:: + + $ cat performance.sh + python3 -m timeit -s " + from decorator import decorator + + @decorator + def do_nothing(func, *args, **kw): + return func(*args, **kw) + + @do_nothing + def f(): + pass + " "f()" + + python3 -m timeit -s " + def f(): + pass + " "f()" + +On my laptop, using the ``do_nothing`` decorator instead of the +plain function is five times slower:: + + $ bash performance.sh + 1000000 loops, best of 3: 1.39 usec per loop + 1000000 loops, best of 3: 0.278 usec per loop + +It should be noted that a real life function would probably do +something more useful than ``f`` here, and therefore in real life the +performance penalty could be completely negligible. As always, the +only way to know if there is +a penalty in your specific use case is to measure it. + +More importantly, you should be aware that decorators will make your +tracebacks longer and more difficult to understand. Consider this +example: + +.. code-block:: python + + >>> @trace + ... def f(): + ... 1/0 + +Calling ``f()`` will give you a ``ZeroDivisionError``, but since the +function is decorated the traceback will be longer: + +.. code-block:: python + + >>> f() + Traceback (most recent call last): + ... + File "<string>", line 2, in f + File "<doctest __main__[22]>", line 4, in trace + return f(*args, **kw) + File "<doctest __main__[51]>", line 3, in f + 1/0 + ZeroDivisionError: ... + +You see here the inner call to the decorator ``trace``, which calls +``f(*args, **kw)``, and a reference to ``File "<string>", line 2, in f``. +This latter reference is due to the fact that internally the decorator +module uses ``exec`` to generate the decorated function. Notice that +``exec`` is *not* responsibile for the performance penalty, since is the +called *only once* at function decoration time, and not every time +the decorated function is called. + +At present, there is no clean way to avoid ``exec``. A clean solution +would require to change the CPython implementation of functions and +add an hook to make it possible to change their signature directly. +However, at present, even in Python 3.5 it is impossible to change the +function signature directly, therefore the ``decorator`` module is +still useful. Actually, this is the main reasons why I keep +maintaining the module and releasing new versions. It should be +noticed that in Python 3.5 a lot of improvements have been made: in +that version you can decorated a function with +``func_tools.update_wrapper`` and ``pydoc`` will see the correct +signature; still internally the function will have an incorrect +signature, as you can see by using ``inspect.getfullargspec``: all +documentation tools using such function (which has been correctly +deprecated) will see the wrong signature. + +.. _362: http://www.python.org/dev/peps/pep-0362 + +In the present implementation, decorators generated by ``decorator`` +can only be used on user-defined Python functions or methods, not on generic +callable objects, nor on built-in functions, due to limitations of the +``inspect`` module in the standard library, especially for Python 2.X +(in Python 3.5 a lot of such limitations have been removed). + +There is a restriction on the names of the arguments: for instance, +if try to call an argument ``_call_`` or ``_func_`` +you will get a ``NameError``: + +.. code-block:: python + + >>> @trace + ... def f(_func_): print(f) + ... + Traceback (most recent call last): + ... + NameError: _func_ is overridden in + def f(_func_): + return _call_(_func_, _func_) + +Finally, the implementation is such that the decorated function makes +a (shallow) copy of the original function dictionary: + +.. code-block:: python + + >>> def f(): pass # the original function + >>> f.attr1 = "something" # setting an attribute + >>> f.attr2 = "something else" # setting another attribute + + >>> traced_f = trace(f) # the decorated function + + >>> traced_f.attr1 + 'something' + >>> traced_f.attr2 = "something different" # setting attr + >>> f.attr2 # the original attribute did not change + 'something else' + +.. _function annotations: http://www.python.org/dev/peps/pep-3107/ +.. _docutils: http://docutils.sourceforge.net/ +.. _pygments: http://pygments.org/ + +LICENSE +--------------------------------------------- + +Copyright (c) 2005-2015, Michele Simionato +All rights reserved. + +Redistribution and use in source and binary forms, with or without +modification, are permitted provided that the following conditions are +met: + + Redistributions of source code must retain the above copyright + notice, this list of conditions and the following disclaimer. + Redistributions in bytecode form must reproduce the above copyright + notice, this list of conditions and the following disclaimer in + the documentation and/or other materials provided with the + distribution. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS +"AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT +LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR +A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT +HOLDERS OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, +INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, +BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS +OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND +ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR +TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE +USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH +DAMAGE. + +If you use this software and you are happy with it, consider sending me a +note, just to gratify my ego. On the other hand, if you use this software and +you are unhappy with it, send me a patch! diff --git a/docs/index.html b/docs/index.html new file mode 100644 index 0000000..b8eb6bc --- /dev/null +++ b/docs/index.html @@ -0,0 +1,403 @@ +<?xml version="1.0" encoding="utf-8" ?> +<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"> +<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en"> +<head> +<meta http-equiv="Content-Type" content="text/html; charset=utf-8" /> +<meta name="generator" content="Docutils 0.12: http://docutils.sourceforge.net/" /> +<title>Decorator module</title> +<meta name="author" content="Michele Simionato" /> +<style type="text/css"> + +/* +:Author: David Goodger (goodger@python.org) +:Id: $Id: html4css1.css 7614 2013-02-21 15:55:51Z milde $ +:Copyright: This stylesheet has been placed in the public domain. + +Default cascading style sheet for the HTML output of Docutils. + +See http://docutils.sf.net/docs/howto/html-stylesheets.html for how to +customize this style sheet. +*/ + +/* used to remove borders from tables and images */ +.borderless, table.borderless td, table.borderless th { + border: 0 } + +table.borderless td, table.borderless th { + /* Override padding for "table.docutils td" with "! important". + The right padding separates the table cells. */ + padding: 0 0.5em 0 0 ! important } + +.first { + /* Override more specific margin styles with "! important". */ + margin-top: 0 ! important } + +.last, .with-subtitle { + margin-bottom: 0 ! important } + +.hidden { + display: none } + +a.toc-backref { + text-decoration: none ; + color: black } + +blockquote.epigraph { + margin: 2em 5em ; } + +dl.docutils dd { + margin-bottom: 0.5em } + +object[type="image/svg+xml"], object[type="application/x-shockwave-flash"] { + overflow: hidden; +} + +/* Uncomment (and remove this text!) to get bold-faced definition list terms +dl.docutils dt { + font-weight: bold } +*/ + +div.abstract { + margin: 2em 5em } + +div.abstract p.topic-title { + font-weight: bold ; + text-align: center } + +div.admonition, div.attention, div.caution, div.danger, div.error, +div.hint, div.important, div.note, div.tip, div.warning { + margin: 2em ; + border: medium outset ; + padding: 1em } + +div.admonition p.admonition-title, div.hint p.admonition-title, +div.important p.admonition-title, div.note p.admonition-title, +div.tip p.admonition-title { + font-weight: bold ; + font-family: sans-serif } + +div.attention p.admonition-title, div.caution p.admonition-title, +div.danger p.admonition-title, div.error p.admonition-title, +div.warning p.admonition-title, .code .error { + color: red ; + font-weight: bold ; + font-family: sans-serif } + +/* Uncomment (and remove this text!) to get reduced vertical space in + compound paragraphs. +div.compound .compound-first, div.compound .compound-middle { + margin-bottom: 0.5em } + +div.compound .compound-last, div.compound .compound-middle { + margin-top: 0.5em } +*/ + +div.dedication { + margin: 2em 5em ; + text-align: center ; + font-style: italic } + +div.dedication p.topic-title { + font-weight: bold ; + font-style: normal } + +div.figure { + margin-left: 2em ; + margin-right: 2em } + +div.footer, div.header { + clear: both; + font-size: smaller } + +div.line-block { + display: block ; + margin-top: 1em ; + margin-bottom: 1em } + +div.line-block div.line-block { + margin-top: 0 ; + margin-bottom: 0 ; + margin-left: 1.5em } + +div.sidebar { + margin: 0 0 0.5em 1em ; + border: medium outset ; + padding: 1em ; + background-color: #ffffee ; + width: 40% ; + float: right ; + clear: right } + +div.sidebar p.rubric { + font-family: sans-serif ; + font-size: medium } + +div.system-messages { + margin: 5em } + +div.system-messages h1 { + color: red } + +div.system-message { + border: medium outset ; + padding: 1em } + +div.system-message p.system-message-title { + color: red ; + font-weight: bold } + +div.topic { + margin: 2em } + +h1.section-subtitle, h2.section-subtitle, h3.section-subtitle, +h4.section-subtitle, h5.section-subtitle, h6.section-subtitle { + margin-top: 0.4em } + +h1.title { + text-align: center } + +h2.subtitle { + text-align: center } + +hr.docutils { + width: 75% } + +img.align-left, .figure.align-left, object.align-left { + clear: left ; + float: left ; + margin-right: 1em } + +img.align-right, .figure.align-right, object.align-right { + clear: right ; + float: right ; + margin-left: 1em } + +img.align-center, .figure.align-center, object.align-center { + display: block; + margin-left: auto; + margin-right: auto; +} + +.align-left { + text-align: left } + +.align-center { + clear: both ; + text-align: center } + +.align-right { + text-align: right } + +/* reset inner alignment in figures */ +div.align-right { + text-align: inherit } + +/* div.align-center * { */ +/* text-align: left } */ + +ol.simple, ul.simple { + margin-bottom: 1em } + +ol.arabic { + list-style: decimal } + +ol.loweralpha { + list-style: lower-alpha } + +ol.upperalpha { + list-style: upper-alpha } + +ol.lowerroman { + list-style: lower-roman } + +ol.upperroman { + list-style: upper-roman } + +p.attribution { + text-align: right ; + margin-left: 50% } + +p.caption { + font-style: italic } + +p.credits { + font-style: italic ; + font-size: smaller } + +p.label { + white-space: nowrap } + +p.rubric { + font-weight: bold ; + font-size: larger ; + color: maroon ; + text-align: center } + +p.sidebar-title { + font-family: sans-serif ; + font-weight: bold ; + font-size: larger } + +p.sidebar-subtitle { + font-family: sans-serif ; + font-weight: bold } + +p.topic-title { + font-weight: bold } + +pre.address { + margin-bottom: 0 ; + margin-top: 0 ; + font: inherit } + +pre.literal-block, pre.doctest-block, pre.math, pre.code { + margin-left: 2em ; + margin-right: 2em } + +pre.code .ln { color: grey; } /* line numbers */ +pre.code, code { background-color: #eeeeee } +pre.code .comment, code .comment { color: #5C6576 } +pre.code .keyword, code .keyword { color: #3B0D06; font-weight: bold } +pre.code .literal.string, code .literal.string { color: #0C5404 } +pre.code .name.builtin, code .name.builtin { color: #352B84 } +pre.code .deleted, code .deleted { background-color: #DEB0A1} +pre.code .inserted, code .inserted { background-color: #A3D289} + +span.classifier { + font-family: sans-serif ; + font-style: oblique } + +span.classifier-delimiter { + font-family: sans-serif ; + font-weight: bold } + +span.interpreted { + font-family: sans-serif } + +span.option { + white-space: nowrap } + +span.pre { + white-space: pre } + +span.problematic { + color: red } + +span.section-subtitle { + /* font-size relative to parent (h1..h6 element) */ + font-size: 80% } + +table.citation { + border-left: solid 1px gray; + margin-left: 1px } + +table.docinfo { + margin: 2em 4em } + +table.docutils { + margin-top: 0.5em ; + margin-bottom: 0.5em } + +table.footnote { + border-left: solid 1px black; + margin-left: 1px } + +table.docutils td, table.docutils th, +table.docinfo td, table.docinfo th { + padding-left: 0.5em ; + padding-right: 0.5em ; + vertical-align: top } + +table.docutils th.field-name, table.docinfo th.docinfo-name { + font-weight: bold ; + text-align: left ; + white-space: nowrap ; + padding-left: 0 } + +/* "booktabs" style (no vertical lines) */ +table.docutils.booktabs { + border: 0px; + border-top: 2px solid; + border-bottom: 2px solid; + border-collapse: collapse; +} +table.docutils.booktabs * { + border: 0px; +} +table.docutils.booktabs th { + border-bottom: thin solid; + text-align: left; +} + +h1 tt.docutils, h2 tt.docutils, h3 tt.docutils, +h4 tt.docutils, h5 tt.docutils, h6 tt.docutils { + font-size: 100% } + +ul.auto-toc { + list-style-type: none } + +</style> +</head> +<body> +<div class="document" id="decorator-module"> +<h1 class="title">Decorator module</h1> +<table class="docinfo" frame="void" rules="none"> +<col class="docinfo-name" /> +<col class="docinfo-content" /> +<tbody valign="top"> +<tr><th class="docinfo-name">Author:</th> +<td>Michele Simionato</td></tr> +<tr class="field"><th class="docinfo-name">E-mail:</th><td class="field-body"><a class="reference external" href="mailto:michele.simionato@gmail.com">michele.simionato@gmail.com</a></td> +</tr> +<tr class="field"><th class="docinfo-name">Requires:</th><td class="field-body">Python 2.6+</td> +</tr> +<tr class="field"><th class="docinfo-name">Download page:</th><td class="field-body"><a class="reference external" href="http://pypi.python.org/pypi/decorator">http://pypi.python.org/pypi/decorator</a></td> +</tr> +<tr class="field"><th class="docinfo-name">Installation:</th><td class="field-body"><tt class="docutils literal">pip install decorator</tt></td> +</tr> +<tr class="field"><th class="docinfo-name">License:</th><td class="field-body">BSD license</td> +</tr> +</tbody> +</table> +<div class="section" id="installation"> +<h1>Installation</h1> +<p>If you are lazy, just perform</p> +<blockquote> +<cite>$ pip install decorator</cite></blockquote> +<p>which will install just the module on your system.</p> +<p>If you prefer to install the full distribution from source, including +the documentation, download the <a class="reference external" href="http://pypi.python.org/pypi/decorator">tarball</a>, unpack it and run</p> +<blockquote> +<cite>$ python setup.py install</cite></blockquote> +<p>in the main directory, possibly as superuser.</p> +</div> +<div class="section" id="testing"> +<h1>Testing</h1> +<p>Run</p> +<blockquote> +<cite>$ python src/tests/test.py -v</cite></blockquote> +<p>or (if you have setuptools installed)</p> +<blockquote> +<cite>$ python setup.py test</cite></blockquote> +<p>Notice that you may run into trouble if in your system there +is an older version of the decorator module; in such a case remove the +old version. It is safe even to copy the module <cite>decorator.py</cite> over +an existing one, since version 4.0 is backward-compatible.</p> +</div> +<div class="section" id="documentation"> +<h1>Documentation</h1> +<p>There are various versions of the documentation:</p> +<ul class="simple"> +<li><a class="reference external" href="https://github.com/micheles/decorator/blob/4.0.0/documentation.rst">HTML version</a></li> +<li><a class="reference external" href="https://github.com/micheles/decorator/blob/4.0.0/documentation.pdf">PDF version</a></li> +</ul> +</div> +<div class="section" id="repository"> +<h1>Repository</h1> +<p>The project is hosted on GitHub. You can look at the source here:</p> +<blockquote> +<a class="reference external" href="https://github.com/micheles/decorator">https://github.com/micheles/decorator</a></blockquote> +</div> +</div> +</body> +</html> |
