Fred Drake | 295da24 | 1998-08-10 19:42:37 +0000 | [diff] [blame] | 1 | \section{\module{array} --- |
Fred Drake | 4f6e4fb | 1999-04-21 16:38:53 +0000 | [diff] [blame] | 2 | Efficient arrays of numeric values} |
Fred Drake | b91e934 | 1998-07-23 17:59:49 +0000 | [diff] [blame] | 3 | |
Fred Drake | 4f6e4fb | 1999-04-21 16:38:53 +0000 | [diff] [blame] | 4 | \declaremodule{builtin}{array} |
Fred Drake | b91e934 | 1998-07-23 17:59:49 +0000 | [diff] [blame] | 5 | \modulesynopsis{Efficient arrays of uniformly typed numeric values.} |
| 6 | |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 7 | |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 8 | This module defines an object type which can efficiently represent |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 9 | an array of basic values: characters, integers, floating point |
Fred Drake | 4f6e4fb | 1999-04-21 16:38:53 +0000 | [diff] [blame] | 10 | numbers. Arrays\index{arrays} are sequence types and behave very much |
| 11 | like lists, except that the type of objects stored in them is |
| 12 | constrained. The type is specified at object creation time by using a |
| 13 | \dfn{type code}, which is a single character. The following type |
| 14 | codes are defined: |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 15 | |
Fred Drake | ee60191 | 1998-04-11 20:53:03 +0000 | [diff] [blame] | 16 | \begin{tableiii}{c|l|c}{code}{Type code}{C Type}{Minimum size in bytes} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 17 | \lineiii{'c'}{character}{1} |
Fred Drake | e9e0596 | 1998-12-10 05:04:21 +0000 | [diff] [blame] | 18 | \lineiii{'b'}{signed int}{1} |
| 19 | \lineiii{'B'}{unsigned int}{1} |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 20 | \lineiii{'u'}{Unicode character}{2} |
Fred Drake | e9e0596 | 1998-12-10 05:04:21 +0000 | [diff] [blame] | 21 | \lineiii{'h'}{signed int}{2} |
| 22 | \lineiii{'H'}{unsigned int}{2} |
| 23 | \lineiii{'i'}{signed int}{2} |
| 24 | \lineiii{'I'}{unsigned int}{2} |
| 25 | \lineiii{'l'}{signed int}{4} |
| 26 | \lineiii{'L'}{unsigned int}{4} |
| 27 | \lineiii{'f'}{float}{4} |
| 28 | \lineiii{'d'}{double}{8} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 29 | \end{tableiii} |
| 30 | |
| 31 | The actual representation of values is determined by the machine |
Fred Drake | 4f6e4fb | 1999-04-21 16:38:53 +0000 | [diff] [blame] | 32 | architecture (strictly speaking, by the C implementation). The actual |
Fred Drake | e9e0596 | 1998-12-10 05:04:21 +0000 | [diff] [blame] | 33 | size can be accessed through the \member{itemsize} attribute. The values |
Guido van Rossum | b0b8181 | 1997-01-03 19:20:52 +0000 | [diff] [blame] | 34 | stored for \code{'L'} and \code{'I'} items will be represented as |
| 35 | Python long integers when retrieved, because Python's plain integer |
Fred Drake | 4f6e4fb | 1999-04-21 16:38:53 +0000 | [diff] [blame] | 36 | type cannot represent the full range of C's unsigned (long) integers. |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 37 | |
Guido van Rossum | ecde781 | 1995-03-28 13:35:14 +0000 | [diff] [blame] | 38 | |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 39 | The module defines the following type: |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 40 | |
Fred Drake | cce1090 | 1998-03-17 06:33:25 +0000 | [diff] [blame] | 41 | \begin{funcdesc}{array}{typecode\optional{, initializer}} |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 42 | Return a new array whose items are restricted by \var{typecode}, |
| 43 | and initialized from the optional \var{initializer} value, which |
| 44 | must be a list or a string. The list or string is passed to the |
| 45 | new array's \method{fromlist()}, \method{fromstring()}, or |
| 46 | \method{fromunicode()} method (see below) to add initial items to |
| 47 | the array. |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 48 | \end{funcdesc} |
| 49 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 50 | \begin{datadesc}{ArrayType} |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 51 | Obsolete alias for \function{array}. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 52 | \end{datadesc} |
| 53 | |
| 54 | |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 55 | Array objects support the ordinary sequence operations of |
| 56 | indexing, slicing, concatenation, and multiplication. The |
| 57 | following data items and methods are also supported: |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 58 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 59 | \begin{memberdesc}[array]{typecode} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 60 | The typecode character used to create the array. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 61 | \end{memberdesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 62 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 63 | \begin{memberdesc}[array]{itemsize} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 64 | The length in bytes of one array item in the internal representation. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 65 | \end{memberdesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 66 | |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 67 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 68 | \begin{methoddesc}[array]{append}{x} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 69 | Append a new item with value \var{x} to the end of the array. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 70 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 71 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 72 | \begin{methoddesc}[array]{buffer_info}{} |
Fred Drake | bef9b0b | 1997-12-29 19:33:45 +0000 | [diff] [blame] | 73 | Return a tuple \code{(\var{address}, \var{length})} giving the current |
Fred Drake | 630a63c | 2001-08-01 16:50:49 +0000 | [diff] [blame] | 74 | memory address and the length in elements of the buffer used to hold |
| 75 | array's contents. The size of the memory buffer in bytes can be |
| 76 | computed as \code{\var{array}.buffer_info()[1] * |
| 77 | \var{array}.itemsize}. This is occasionally useful when working with |
Guido van Rossum | 8f06247 | 1997-08-14 19:50:37 +0000 | [diff] [blame] | 78 | low-level (and inherently unsafe) I/O interfaces that require memory |
Fred Drake | 630a63c | 2001-08-01 16:50:49 +0000 | [diff] [blame] | 79 | addresses, such as certain \cfunction{ioctl()} operations. The |
| 80 | returned numbers are valid as long as the array exists and no |
| 81 | length-changing operations are applied to it. |
| 82 | |
Fred Drake | 0aa811c | 2001-10-20 04:24:09 +0000 | [diff] [blame] | 83 | \note{When using array objects from code written in C or |
Fred Drake | 630a63c | 2001-08-01 16:50:49 +0000 | [diff] [blame] | 84 | \Cpp{} (the only way to effectively make use of this information), it |
| 85 | makes more sense to use the buffer interface supported by array |
| 86 | objects. This method is maintained for backward compatibility and |
| 87 | should be avoided in new code. The buffer interface is documented in |
Fred Drake | 0aa811c | 2001-10-20 04:24:09 +0000 | [diff] [blame] | 88 | the \citetitle[../api/newTypes.html]{Python/C API Reference Manual}.} |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 89 | \end{methoddesc} |
Guido van Rossum | 8f06247 | 1997-08-14 19:50:37 +0000 | [diff] [blame] | 90 | |
Fred Drake | 38e5d27 | 2000-04-03 20:13:55 +0000 | [diff] [blame] | 91 | \begin{methoddesc}[array]{byteswap}{} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 92 | ``Byteswap'' all items of the array. This is only supported for |
Fred Drake | 38e5d27 | 2000-04-03 20:13:55 +0000 | [diff] [blame] | 93 | values which are 1, 2, 4, or 8 bytes in size; for other types of |
| 94 | values, \exception{RuntimeError} is raised. It is useful when reading |
| 95 | data from a file written on a machine with a different byte order. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 96 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 97 | |
Peter Schneider-Kamp | 5a65c2d | 2000-07-31 20:52:21 +0000 | [diff] [blame] | 98 | \begin{methoddesc}[array]{count}{x} |
| 99 | Return the number of occurences of \var{x} in the array. |
| 100 | \end{methoddesc} |
| 101 | |
| 102 | \begin{methoddesc}[array]{extend}{a} |
| 103 | Append array items from \var{a} to the end of the array. |
| 104 | \end{methoddesc} |
| 105 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 106 | \begin{methoddesc}[array]{fromfile}{f, n} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 107 | Read \var{n} items (as machine values) from the file object \var{f} |
| 108 | and append them to the end of the array. If less than \var{n} items |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 109 | are available, \exception{EOFError} is raised, but the items that were |
Guido van Rossum | 470be14 | 1995-03-17 16:07:09 +0000 | [diff] [blame] | 110 | available are still inserted into the array. \var{f} must be a real |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 111 | built-in file object; something else with a \method{read()} method won't |
Guido van Rossum | 470be14 | 1995-03-17 16:07:09 +0000 | [diff] [blame] | 112 | do. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 113 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 114 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 115 | \begin{methoddesc}[array]{fromlist}{list} |
Guido van Rossum | 6c4f003 | 1995-03-07 10:14:09 +0000 | [diff] [blame] | 116 | Append items from the list. This is equivalent to |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 117 | \samp{for x in \var{list}:\ a.append(x)} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 118 | except that if there is a type error, the array is unchanged. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 119 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 120 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 121 | \begin{methoddesc}[array]{fromstring}{s} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 122 | Appends items from the string, interpreting the string as an |
Fred Drake | 91f2f26 | 2001-07-06 19:28:48 +0000 | [diff] [blame] | 123 | array of machine values (as if it had been read from a |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 124 | file using the \method{fromfile()} method). |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 125 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 126 | |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 127 | \begin{methoddesc}[array]{fromunicode}{s} |
| 128 | Extends this array with data from the given unicode string. |
| 129 | The array must be a type 'u' array; otherwise a ValueError |
| 130 | is raised. Use \samp{array.fromstring(ustr.decode(enc))} to |
| 131 | append Unicode data to an array of some other type. |
| 132 | \end{methoddesc} |
| 133 | |
Peter Schneider-Kamp | 5a65c2d | 2000-07-31 20:52:21 +0000 | [diff] [blame] | 134 | \begin{methoddesc}[array]{index}{x} |
| 135 | Return the smallest \var{i} such that \var{i} is the index of |
| 136 | the first occurence of \var{x} in the array. |
| 137 | \end{methoddesc} |
| 138 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 139 | \begin{methoddesc}[array]{insert}{i, x} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 140 | Insert a new item with value \var{x} in the array before position |
| 141 | \var{i}. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 142 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 143 | |
Peter Schneider-Kamp | 5a65c2d | 2000-07-31 20:52:21 +0000 | [diff] [blame] | 144 | \begin{methoddesc}[array]{pop}{\optional{i}} |
| 145 | Removes the item with the index \var{i} from the array and returns |
| 146 | it. The optional argument defaults to \code{-1}, so that by default |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 147 | the last item is removed and returned. |
Peter Schneider-Kamp | 5a65c2d | 2000-07-31 20:52:21 +0000 | [diff] [blame] | 148 | \end{methoddesc} |
| 149 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 150 | \begin{methoddesc}[array]{read}{f, n} |
Fred Drake | 92e3194 | 1998-02-27 16:21:31 +0000 | [diff] [blame] | 151 | \deprecated {1.5.1} |
| 152 | {Use the \method{fromfile()} method.} |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 153 | Read \var{n} items (as machine values) from the file object \var{f} |
| 154 | and append them to the end of the array. If less than \var{n} items |
| 155 | are available, \exception{EOFError} is raised, but the items that were |
| 156 | available are still inserted into the array. \var{f} must be a real |
| 157 | built-in file object; something else with a \method{read()} method won't |
| 158 | do. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 159 | \end{methoddesc} |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 160 | |
Peter Schneider-Kamp | 5a65c2d | 2000-07-31 20:52:21 +0000 | [diff] [blame] | 161 | \begin{methoddesc}[array]{remove}{x} |
| 162 | Remove the first occurence of \var{x} from the array. |
| 163 | \end{methoddesc} |
| 164 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 165 | \begin{methoddesc}[array]{reverse}{} |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 166 | Reverse the order of the items in the array. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 167 | \end{methoddesc} |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 168 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 169 | \begin{methoddesc}[array]{tofile}{f} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 170 | Write all items (as machine values) to the file object \var{f}. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 171 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 172 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 173 | \begin{methoddesc}[array]{tolist}{} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 174 | Convert the array to an ordinary list with the same items. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 175 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 176 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 177 | \begin{methoddesc}[array]{tostring}{} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 178 | Convert the array to an array of machine values and return the |
| 179 | string representation (the same sequence of bytes that would |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 180 | be written to a file by the \method{tofile()} method.) |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 181 | \end{methoddesc} |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 182 | |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 183 | \begin{methoddesc}[array]{tounicode}{} |
| 184 | Convert the array to a unicode string. The array must be |
| 185 | a type 'u' array; otherwise a ValueError is raised. Use |
| 186 | array.tostring().decode(enc) to obtain a unicode string |
| 187 | from an array of some other type. |
| 188 | \end{methoddesc} |
| 189 | |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 190 | \begin{methoddesc}[array]{write}{f} |
Fred Drake | 92e3194 | 1998-02-27 16:21:31 +0000 | [diff] [blame] | 191 | \deprecated {1.5.1} |
| 192 | {Use the \method{tofile()} method.} |
Fred Drake | 8a13525 | 1998-02-27 15:19:42 +0000 | [diff] [blame] | 193 | Write all items (as machine values) to the file object \var{f}. |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 194 | \end{methoddesc} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 195 | |
| 196 | When an array object is printed or converted to a string, it is |
| 197 | represented as \code{array(\var{typecode}, \var{initializer})}. The |
| 198 | \var{initializer} is omitted if the array is empty, otherwise it is a |
| 199 | string if the \var{typecode} is \code{'c'}, otherwise it is a list of |
| 200 | numbers. The string is guaranteed to be able to be converted back to |
| 201 | an array with the same type and value using reverse quotes |
Fred Drake | 38e5d27 | 2000-04-03 20:13:55 +0000 | [diff] [blame] | 202 | (\code{``}), so long as the \function{array()} function has been |
Fred Drake | 630a63c | 2001-08-01 16:50:49 +0000 | [diff] [blame] | 203 | imported using \code{from array import array}. Examples: |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 204 | |
Fred Drake | 1947991 | 1998-02-13 06:58:54 +0000 | [diff] [blame] | 205 | \begin{verbatim} |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 206 | array('l') |
| 207 | array('c', 'hello world') |
Martin v. Löwis | 9986633 | 2002-03-01 10:27:01 +0000 | [diff] [blame] | 208 | array('u', u'hello \textbackslash u2641') |
Guido van Rossum | 5fdeeea | 1994-01-02 01:22:07 +0000 | [diff] [blame] | 209 | array('l', [1, 2, 3, 4, 5]) |
| 210 | array('d', [1.0, 2.0, 3.14]) |
Fred Drake | 1947991 | 1998-02-13 06:58:54 +0000 | [diff] [blame] | 211 | \end{verbatim} |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 212 | |
| 213 | |
| 214 | \begin{seealso} |
Fred Drake | ba0a989 | 2000-10-18 17:43:06 +0000 | [diff] [blame] | 215 | \seemodule{struct}{Packing and unpacking of heterogeneous binary data.} |
| 216 | \seemodule{xdrlib}{Packing and unpacking of External Data |
| 217 | Representation (XDR) data as used in some remote |
| 218 | procedure call systems.} |
Fred Drake | ed911b8 | 2000-12-11 20:57:13 +0000 | [diff] [blame] | 219 | \seetitle[http://numpy.sourceforge.net/numdoc/HTML/numdoc.html]{The |
Fred Drake | b4b401e | 2000-10-17 04:58:01 +0000 | [diff] [blame] | 220 | Numerical Python Manual}{The Numeric Python extension |
| 221 | (NumPy) defines another array type; see |
| 222 | \url{http://numpy.sourceforge.net/} for further information |
Fred Drake | ed911b8 | 2000-12-11 20:57:13 +0000 | [diff] [blame] | 223 | about Numerical Python. (A PDF version of the NumPy manual |
| 224 | is available at |
| 225 | \url{http://numpy.sourceforge.net/numdoc/numdoc.pdf}.} |
Fred Drake | dd1f52b | 1998-04-03 03:35:24 +0000 | [diff] [blame] | 226 | \end{seealso} |