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q bindings of plplot -- 100M data points histogrammed in 500ms.

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Qplplot

Q bindings of PLplot graphical data plotting library.

PLplot provides C API to plot data. Qplplot is q bindings of PLplot for plotting data both in interactive mode inside kdb+ sessions and in batch mode from *.q scripts.

A notable feature of PLplot is its speed. For example, plhist() computes distribution or frequency of a data array of 100 million elements and makes a histogram plot in a window in subsecond on a modern laptop. (Sandy Bridge i7 from 2012 takes about 600ms). There is no copying or transfering data from q to PLplot as qplplot passes a pointer so that plotting is done with in-place data managed by kdb+. Compare running example scripts x05.q and x05w100M.q.

version

As of today (2015.02.16), qplplot supports most of PLplot 5.10, the latest public release.

Qplplot Documentation

PLplot documentation

qplplot synopsis

Qplplot (in qplplot.q) uses pl as its namespace prefix.

\l qplplot.q / loads qplplot API as a dictionary named pl.
pl.functionname[] / matches plfunctionname() (functionname is a placeholder name)
pl`OPTION / matches OPTION C symbol exported by plplot.h

PLplot vs qplplot

Qplplot API mirrors that of PLplot so that users can refer to PLplot API reference.

pl.functionname[] corresponds to plfunctionanme() in PLplot. For example,

PLplot in C             qplplot
-----------------------------------------------
plinit()                pl.init[]
plline(n, x, y)         pl.line[n; x; y]

Translating API of PLplot to q or qplplot is easy once types are understood:

PLplot types            q types
-----------------------------------------------
(PLINT, input)          `int atom or type -6h
(PLFLT, input)          `float atom or type -9h
(PLBOOL, input)         `int atom or type -9h, (NOT `boolean or -1h)
(const PLFLT *, input)  `float vector or 9h
(char *, input)         `sym or -11h
(char *, output)        `sym or -11h, N.B. output parameter

Therefore plline(PLINT n, const PLFLT* x, const PLFLT* y) would be translated into q as pl.line[n; x; y] where n:count x; x and y, vectors of float (of equal counts).

Here is a short example that draws a random walk across 1000 points:

\l qplplot.q
pl.init[] / plinit();
pl.env[0f;1f;0f;1f;0;0] / plenv(PLFLT xmin, PLFLT xmax, PLFLT ymin, PLFLT ymax, PLINT just, PLINT axis).
pl.col0 9 / plcol0(PLINT icol0); // same as pl.col0 pl`blue;
K:1000
x:K?1f
y:K?1f
pl.line[K;x;y] / plline(PLINT n, const PLFLT*, const PLFLT* y); // draw lines of random walk across 1000 points.
pl.lab[`x; `y; `$"random walk across 1000 points"]
/ pllab(const char* xlabel, const char* ylabel, const char* tlabel);
pl.end[] / plend();
\\

Many PLplot APIs use PLplot's exported C symbols or constants. For example, plmesh() expects a PLINT opt argument that can be either DRAW_LINEX, DRAW_LINEY, or DRAW_LINEXY. In qplplot's pl.mesh[], these opt values are q symbol keys to pl: pl`DRAW_LINEX, pl`DRAW_LINEY or pl`DRAW_LINEXY.

plcol0() expects an integer argument representing a color. Qplplot lets users to use color names listed in the plcol0 reference, e.g. pl.col0[0] works as well as pl.col0[pl`black].

Most PLplot APIs return void but some return an output parameter (marked output type). For example, plgver()

plgver(char* p_ver);
    p_ver (char *, output)
           Pointer to the current library version number.

Qplplot's counterpart returns output parameter p_ver as a symbol:

q)pl.gver[]
`5.10.0

Some other APIs return multiple output parameters and qplplot wraps them in a dictionary. For example, plgchr()

q)pl.gchr[] / plgchr(&p_def, &p_ht); in C
p_def| 7.5
p_ht | 7.5

Notice that symbol keys of the output dictionary match the names of output parameters in PLplot's API reference.

further hints for translation

  • A qplplot function name is same as PLplot's original name except for a . between pl and the rest of the name.
  • Most PLplot API names are abbreviations:
    • plg*() APIs are usually getter functions, e.g. plgver() or pl.gver[] above.
    • pls*() APIs are usually setter functions, e.g. plsdev(const char* devname) or pl.sdev[`devname].
  • Examples resemble PLplot's original examples closely. See Examples section below.

types or `int vs `long

  • PLINT atom can be passed as `long or -7h as long as its value fits `int. This leniency lets users skip adding i-suffix behind every integer that is `long by default in Kdb+ 3.0 or later.
  • However, if a list that expects a PLINT (or PLBOOL), make sure to use `int in q.
  • Getters (plg*() or pl.g*[]) returning PLINT returns `int (see x31.q).

special cases

Because a q function allows maximum of 8 arguments (define a function with more than 8 arguments and q returns 'params exception), some PLplot APIs with more than 8 arguments deserve special attention.

For most PLplot APIs, qplplot preserves order, count and types of arguments of the original PLplot APIs so that PLplot's API documentation can cover qplplot's. However, PLplot APIs with more than 8 arguments are expressed differently in qplplot:

  • Arguments are grouped logically into lists. See the pl.* functions below and cross-check with PLplot's reference.

  • Often, argument for count and other bookkeeping arguments are elided.

  • plcont() uses a callback function: a user-defined one as well as built-in pltr0, pltr1 or, pltr2. Qplplot's pl.cont* come with four flavors: pl.cont[], pl.cont0[], pl.cont1[] and pl.cont2[]. See examples for usage (see Examples section below).

  • Likewise for plimagefr(), plshade(), plshades(), plvect().

  • See also Bugs section below.

      pl.box3[(`xopt;`lsxlabel;xtick;nxsub);
          (`yopt;`lsylabel;ytick;nysub);
          (`zopt;`lszlabel;ztick;nzsub)]
      pl.colorbar[dict] / dict is made of all input args as keys and values.
          / Returns a dict with keys p_colorbar_width and p_colorbar_height.
      pl.cont[z; (kx;lx); (ky;ly); clevel; pltr; pltr_data]; / nlevel=count clevel
      pl.cont0[f; (kx;ly); (ky;ly); clevel]; / nlevel=count clevel; pltr0 called by qplplot.
      pl.cont1[z; (kx;ly); (ky;ly); clevel; xg1; yg1]; / nlevel=count clevel; pltr1 called by qplplot.
      pl.cont2[f; (kx;ly); (ky;ly); clevel; xg2; yg2]; / nlevel=count clevel; pltr2 called by qplplot.
      pl.imagefr[x; (xmin;xmax;ymin;ymax);(zmin;zmax);(valuemin;valuemax); pltr; pltr_data]
      pl.imagefr0[x; (xmin;xmax;ymin;ymax);(zmin;zmax);(valuemin;valuemax)]
      pl.imagefr1[x; (xmin;xmax;ymin;ymax);(zmin;zmax);(valuemin;valuemax); xg1; yg1]
      pl.imagefr2[x; (xmin;xmax;ymin;ymax);(zmin;zmax);(valuemin;valuemax); xg2; yg2]
      pl.image[x; (xmin;xmax; ymin;ymax);(zmin;zmax);(dxmin;dxmax;dymin;dymax)]
      pl.legend[(opt; position; x; y; plot_width);
          (bg_color; bb_color; bb_style);
          (nrow,ncolumn,nlegend);
          opt_array;
          (text_offset; text_scale;  text_spacing;  test_justification; text_colors; text);
          (box_colors; box_patterns; box_scales; box_line_widths);
          (line_colors; line_styles; line_widths);
          (symbol_colors; symbol_scales; symbol_numbers; symbols)]
      pl.ptex3[(x;y;z);(dx;dy;dz);(sx;sy;sz);just;text]
      pl.shade[a; defined;
          (xmin;xmax;ymin;ymax;shade_min;shade_max);
          (sh_cmap;sh_color;sh_width;min_color;min_width;min_color;max_color;max_width);
          fill; rectangular; pltr; pltr_data]
          / fill is ignored but left for future compatibility
      pl.shade1[a; defined;
          (xmin;xmax;ymin;ymax;shade_min;shade_max);
          (sh_cmap;sh_color;sh_width;min_color;min_width;min_color;max_color;max_width);
          fill; rectangular; pltr; pltr_data]
          / fill is ignored but left for future compatibility
      pl.shades[a; defined;
          (xmin; xmax; ymin; ymax; clevel);
          (fill_width; cont_color; cont_width);
          fill; rectangular; pltr]
          / fill is ignored but left for future compatibility
      pl.shades0[a; defined;
          (xmin; xmax; ymin; ymax; clevel);
          (fill_width; cont_color; cont_width);
          fill; rectangular] / pltr0 setby pl.shades0[]
      pl.shades2[a; defined;
          (xmin; xmax; ymin; ymax; clevel);
          (fill_width; cont_color; cont_width);
          fill; rectangular; xg2; yg2] / pltr2 setby pl.shades2[]
      pl.stripc[(xspec;yspec);
          (xmin;xmax;xjump; ymin;ymax);
          (xlpos;ylpos); (y_ascl;acc); (colbox;collab); (colline;styline;legline); (labx;laby;labtop)]
      pl.surf3d[x; y; z; opt; clevel]
      pl.surf3dl[x; y; z; opt; clevel; (xmin;xmax); ymin;ymax)]
      pl.fsurf3d[x; y; z; opt; clevel]
      pl.vect[u; v; scale; pltr]; / nx=count u; ny=count v;
      pl.vect0[u; v; scale]; / nx=count u; ny=count v; pltr0 set by plvect.
      pl.vect1[u; v; scale; xg1; yg1]; / nx=count u; ny=count v; pltr1 set by plvect.
      pl.vect2[u; v; scale; xg2; yg2]; / nx=count u; ny=count v; pltr2 set by plvect.
      pl.w3d[(basex;basey;height); (xmin;xmax;ymin;ymax;zmin;zmax); (alt;az)]
    

Examples

PLplot comes with 33 examples to demonstrate its APIs. Reference for PLplot refers to these examples. Most of them have been "translated" to q. See xNN.q, where NN is a two-digit number. Some xNN.q contains / N.B. comments to draw attention to exceptions listed in the previous section as well as easy-to-trigger bugs.

Examples are by no means written in idiomatic q. They resemble their C original to help readers translate between PLplot API and qplplot counterparts.

Once all is properly installed, try out examples:

q x01.q
q x05.q
q x05w100M.q    # x05.q with 100M data points.
q x05w1B.q      # x05.q with 1B data points.

Compare output of examples with the PLplot's.

Drivers differences

PLplot supports many kinds of output drivers with various capabilities. For example, xcairo driver handles color shading (x30.q) and Unicode (x26.q) better than xwin one. However xwin driver can rescale graphics when its windows are resized, but xcairo cannot.

Installation

Kdb+ 3.0 or above only

Qplplot supports Kdb+ 3.0 or later only.

Linux (CentOS 7) with kdb+ 3 or above, 64-bit (l64)

gcc -DKXVER=3 \
    -shared -fPIC qplplot.c -o $HOME/q/l64/qplplot.so \
    -Wall -Wextra \
    -Wl,-rpath -Wl,/usr/lib64 \
    -I/usr/include/ \
    -I./kx/kdb+3.0/ \
    -L./kx/kdb+3.0/l64 \
    `pkg-config --cflags --libs plplotd`
cp qplplot.q plopts.q $HOME/q/

Linux (Ubuntu 14.04) with kdb+ 3 or above, 32-bit (l32)

# Multi-arch development environment should be installed:
# Consult local documentation or sysadmin for more definitive instructions.
sudo apt-get install gcc-multilib
sudo apt-get install libplplot12:i386
sudo apt-get install libplplot-dev:i386
sudo apt-get install plplot12-driver-xwin:i386
sudo apt-get install plplot12-driver-cairo:i386

# Assuming 32-bit libplplot is installed, and code.kx.com svn is set locally.
export KXSVN=/local/path/to/svn/from/kx.com
gcc -DKXVER=3 -m32 -shared -rdynamic -fPIC \
    qplplot.c \
    -o ./qplplot.so \
    -I$KXSVN/kx/kdb+/c/c  \
    -L$KXSVN/kx/kdb+/l32 \
    `pkg-config --cflags --libs plplotd`
cp qplplot.q plopts.q $HOME/q/
mv qplplot.so $HOME/q/l32/qplplot.so # do not keep .so in $PWD (q gets confused)

Mac OS X with kdb+ 3 or above, 32-bit (m32)

# TODO: instruction of installing PLplot on Mac OS X.
export KXSVN=/local/path/to/svn/from/kx.com
gcc -DKXVER=3  -m32 -bundle -undefined dynamic_lookup \
    qplplot.c \
    -o ./qplplot.so \
    -I$KXSVN/kx/kdb+/c/c  \
    -L$KXSVN/kx/kdb+/m32 \
    -Wl,-rpath -Wl,. \
    -Wl,-reexport_library -Wl,/usr/local/lib/libplplotd.dylib
cp qplplot.q plopts.q $HOME/q/
mv qplplot.so $HOME/q/m32/qplplot.so # do not keep .so in $PWD (q gets confused)

Windows

PLplot supports Windows but qplplot has not been built nor tested on Windows.

64-bit kdb+ on 64-bit Ubuntu

  • A 64-bit version of PLplot needs to be installed:
    • For example, change sudo apt-get install ... on Ubuntu to drop :i386 suffixes.
  • Change gcc invocation:
    • Drop -m32 flag.
    • Instead of $KXSVN/kx/kdb+/X32, use $KXSVN/kx/kdb+/X64 with X being either l or m (and maybe w in the future).

Bugs

missing APIs and their examples

  • A few PLplot APIs are not yet implemented: plmap(), plot3dcl(), plslabelfunc(), plsmem(), plsmema(). Probably plsmem* APIs will remain unimplemented as they are meant for memory access from C API.
  • plimage() example is not translated yet.
  • plparseopts() is not yet tested. (Future design decision: whether or not integrate plparseopts() with q's own command line options parsing feature).
  • Not yet translated examples: x08.q, x19.q, x20.q, x23.q, x24.q, x27.q, x28.q, x33.q.

segfaults

Qplplot API expects q symbols in places where C API expects char*. For example,

pl.lab[`xlabel; `ylabel; `plottitle];

or

pl.lab[`$"x long label"; `$"y long label"; `$"plot with long title"];

If user provides a q byte string, instead of q symbol as argument, qplplot does not convert the byte string to symbol and PLplot will segfault as it expects a nul-terminated C string.

pl.lab["byte string, not C string"; "q symbols are C strings"; "glad q has real byte strings."]

Sorry, this application or an associated library has encountered a fatal error and will exit.
If known, please email the steps to reproduce this error to tech@kx.com
with a copy of the kdb+ startup banner.
Thank you.
/home/hjh/q/l32/q() [0x80af898]
[0xf77b9410]
/lib/i386-linux-gnu/libc.so.6(+0x83716) [0xf75ed716]
/usr/lib/libplplotd.so.12(+0x36fb2) [0xf34e3fb2]
/usr/lib/libplplotd.so.12(+0x37a29) [0xf34e4a29]
/usr/lib/libplplotd.so.12(c_plmtex+0x255) [0xf34e4645]
/usr/lib/libplplotd.so.12(c_pllab+0x7f) [0xf34e496f]
/home/hjh/q/l32/qplplot.so(+0x8a2a) [0xf77ada2a]
/home/hjh/q/l32/q(dlc+0xde) [0x80ae99e]
Segmentation fault (core dumped)

type error leading to program abortion and/or "blank" output

Qplplot APIs often have many arguments and users can mistype arguments:

pl.box[`$"bcnstd"; 14 * 24.0 * 60.0 * 60.0; 14; `$"bcnstv"; 1; 4];

*** PLPLOT ERROR, IMMEDIATE EXIT ***
pldtik: magnitude of specified tick spacing is much too small
Program aborted

According to plbox(), ytick argument (1 in the above example) should be PLFLT or `float, not PLINT or `int.

Fix 1 to 1f:

pl.box[`$"bcnstd"; 14 * 24.0 * 60.0 * 60.0; 14; `$"bcnstv"; 1f; 4];

arity mismatch hides issues

pl.wind[x;y;z;w;] / last ; should not be there!

'rank error

pl.line[K; x; y; unnecessaryargs] will generate 'rank error because pl.line[] expects 3 arguments.

better documentation of callback function usage

Examples in q need more comments on how to define callback functions in q.

more consistent usage pattern of translating PLplot NULL to q

Some PLplot APIs use NULL for special values. Examples in q need more comments and consistent translations.

Notes on Implementation

  • qplplot.c -- q bindings of PLplot APIs.
  • plopts.q -- C symbols used in PLplot APIs as symbols inside pl dictionary.
  • qplplot.q -- q wrapper for qplplot and plopts.q, a dictionary named pl.

qplplot.c needs trimming as it is currently 1166 lines covering 180+ APIs. There are 95 #define macros and 200 lines for exporting pl dictionary. Most of PLplot APIs are covered in one-liners but there are quite a bit of repetitions in constructing return dictionaries and converting 2-D matrix inputs.

Future Plan

  • Fix bugs and improve code/macro hygiene.
  • Update qplplot to support PLplot 5.11 when it comes out.
  • Implement a few missing APIs and translate a few missing examples.
  • Increase type safety for better usability (`int vs `long in lists, accepting byte string inputs, etc.)
  • Distant future: high-level APIs wrapping the current low-level qplplot APIs for productivity.

License

Qplplot is licensed under GNU Library General Public License 2.0, the same license used by PLplot. See COPYING.LIB.

Copyright

Qplplot is copyright (c) 2015 Jaeheum Han All rights reserved.

Contact

Email: Jay Han jay.han@gmail.com

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