From 27f385d59ce1de3de454c694df047b25cd052089 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Thu, 3 Nov 2022 00:14:48 -0400 Subject: [PATCH 01/23] Update to work on Python 3 --- gdl_kernel.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/gdl_kernel.py b/gdl_kernel.py index aebd7cc..1fc71f7 100644 --- a/gdl_kernel.py +++ b/gdl_kernel.py @@ -1,5 +1,5 @@ from ipykernel.kernelbase import Kernel -from IPython.utils.path import locate_profile +from IPython.paths import locate_profile from IPython.core.displaypub import publish_display_data from pexpect import replwrap,EOF,spawn @@ -66,7 +66,8 @@ def _start_gdl(self): sig = signal.signal(signal.SIGINT, signal.SIG_DFL) try: self._executable = find_executable("gdl") - self._child = spawn(self._executable+' --use-wx ',timeout = 300, encoding='utf-8') + #self._child = spawn(self._executable+' --use-wx ',timeout = 300, encoding='utf-8') + self._child = spawn(self._executable,timeout = 300, encoding='utf-8') self.gdlwrapper = replwrap.REPLWrapper(self._child,u"GDL> ",None) finally: signal.signal(signal.SIGINT, sig) From 11cb9ac5cf99cb0e06744ed82dd9a874551f7288 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Thu, 3 Nov 2022 19:27:47 -0400 Subject: [PATCH 02/23] Add files via upload --- apt.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 apt.txt diff --git a/apt.txt b/apt.txt new file mode 100644 index 0000000..038d19e --- /dev/null +++ b/apt.txt @@ -0,0 +1 @@ +gnudatalanguage From 482bacb6c25892894d7e2d351635ca9c173678d2 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Thu, 3 Nov 2022 19:52:22 -0400 Subject: [PATCH 03/23] Update README.md --- README.md | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 2d50bc8..8483309 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,13 @@ # GDL kernel for Jupyter -Demo [Notebook](demo.ipynb) +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=notebooks%2Fdemo_gdl.ipynb) + +Demo: [Notebook](notebooks/demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=notebooks%2Fdemo_gdl.ipynb): + + +This repository also makes use of [GDL](https://github.com/gnudatalanguage/gdl) to run IDL/GDL codes in Jupyter lab. This requires the following component: + +* `apt.txt` for apt-installing the gnudatalanguage (gdl) component. The current version was found to work with pexpect 4.6, jupyter 4.4, and jupyter-notebook 5.7. From 3701f39529704823b69e258ba9dff9978fa12f33 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Thu, 3 Nov 2022 20:08:38 -0400 Subject: [PATCH 04/23] Update README.md --- README.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/README.md b/README.md index 8483309..c1c9f79 100644 --- a/README.md +++ b/README.md @@ -2,8 +2,7 @@ [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=notebooks%2Fdemo_gdl.ipynb) -Demo: [Notebook](notebooks/demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=notebooks%2Fdemo_gdl.ipynb): - +Demo: [Notebook](notebooks/demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=notebooks%2Fdemo_gdl.ipynb). This repository also makes use of [GDL](https://github.com/gnudatalanguage/gdl) to run IDL/GDL codes in Jupyter lab. This requires the following component: From 12554959255f6d0f8a9bb640dc0532ec32ef1e2d Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Mon, 7 Nov 2022 02:51:41 -0500 Subject: [PATCH 05/23] Add files via upload --- gdl_kernel.py | 32 ++++++++++++++++++++++---------- 1 file changed, 22 insertions(+), 10 deletions(-) diff --git a/gdl_kernel.py b/gdl_kernel.py index 1fc71f7..2118a5c 100644 --- a/gdl_kernel.py +++ b/gdl_kernel.py @@ -109,16 +109,28 @@ def do_execute(self, code, silent, store_history=True, user_expressions=None, plot_format = 'png' postcall = """ - device,window_state=winds_arefgij - if !inline and total(winds_arefgij) ne 0 then begin - w_CcjqL6MA = where(winds_arefgij ne 0,nw_CcjqL6MA) - for i_KEv8eW6E=0,nw_CcjqL6MA-1 do begin - wset, w_CcjqL6MA[i_KEv8eW6E] - outfile_c5BXq4dV = '%(plot_dir)s/__fig'+strtrim(i_KEv8eW6E,2)+'.png' - ii_rsApk4JS = snapshot(outfile_c5BXq4dV) - wdelete - endfor - endif + if !D.NAME eq 'X' then begin + device,window_state=winds_arefgij + if !inline and total(winds_arefgij) ne 0 then begin + w_CcjqL6MA = where(winds_arefgij ne 0,nw_CcjqL6MA) + for i_KEv8eW6E=0,nw_CcjqL6MA-1 do begin + wset, w_CcjqL6MA[i_KEv8eW6E] + outfile_c5BXq4dV = '%(plot_dir)s/__fig'+strtrim(i_KEv8eW6E,2)+'.png' + ii_rsApk4JS = snapshot(outfile_c5BXq4dV) + wdelete + endfor + endif + endif else begin + if !D.NAME eq 'Z' then begin + device + if (total(tvrd()) ne 0.0) then begin + i_KEv8eW6E=0 + outfile_c5BXq4dV = '%(plot_dir)s/__fig'+strtrim(i_KEv8eW6E,2)+'.png' + ii_rsApk4JS = snapshot(outfile_c5BXq4dV) + erase + endif + endif + endelse end """ % locals() From 56ab7f90d3e3363008afd82a6acbaa5dadb9b2f1 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Mon, 7 Nov 2022 02:52:00 -0500 Subject: [PATCH 06/23] Add files via upload --- demo_gdl.ipynb | 1 + demo_gdl_fbp.ipynb | 1 + 2 files changed, 2 insertions(+) create mode 100644 demo_gdl.ipynb create mode 100644 demo_gdl_fbp.ipynb diff --git a/demo_gdl.ipynb b/demo_gdl.ipynb new file mode 100644 index 0000000..66dbd6f --- /dev/null +++ b/demo_gdl.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"display_name":"GDL","language":"GDL","name":"gdl"},"language_info":{"codemirror_mode":"idl","file_extension":".pro","mimetype":"text/x-idl","name":"gdl"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# IDL Kernel Demo","metadata":{}},{"cell_type":"markdown","source":"This notebook demostrates the current capability of the IDL IPython/Jupyter Kernel","metadata":{}},{"cell_type":"markdown","source":"## Basic Input & Output","metadata":{}},{"cell_type":"code","source":"a = 1\nb = 2\narr = indgen(5)\nstr = \"Hello, World!\"\nhelp,a,b,str,arr","metadata":{},"execution_count":1,"outputs":[{"name":"stdout","output_type":"stream","text":"A INT = 1\nB INT = 2\nSTR STRING = 'Hello, World!'\nARR INT = Array[5]\n"}]},{"cell_type":"code","source":"print,str","metadata":{},"execution_count":2,"outputs":[{"name":"stdout","output_type":"stream","text":"Hello, World!\n"}]},{"cell_type":"markdown","source":"## Defining Functions & Procedures","metadata":{}},{"cell_type":"code","source":"FUNCTION mysin, x\n return, sin(x)\nEND","metadata":{},"execution_count":3,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"print, mysin(2)","metadata":{},"execution_count":4,"outputs":[{"name":"stdout","output_type":"stream","text":" 0.909297\n"}]},{"cell_type":"code","source":"PRO hello_world\n print,\"Hello, World!\"\nEND","metadata":{},"execution_count":5,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"hello_world","metadata":{},"execution_count":6,"outputs":[{"name":"stdout","output_type":"stream","text":"Hello, World!\n"}]},{"cell_type":"markdown","source":"## Inline Plots (X Window System)\n\nNote that X Window System may not work on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":";;This enables inline plotting\n!inline=1","metadata":{},"execution_count":7,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"set_plot,'x'\nx = 2*!PI*0.01*indgen(100)\ny1 = sin(x)\ny2 = cos(x)\ndevice,decomposed=0 ;;colors will be numbers from 0 to 255, as index in a colortable\nloadct,39 ;; only useful if decomposed=0 : this is the colortable chosen.\n;; Note: if, as is the default, decomposed=1, colors are way more numerous (16777216!)\n;; but must be defined as 'RRGGBB'x where each color component\n;; (Red,Green,Blue) can take the 256 values from '00' to 'FF'\nwindow,xsize=800,ysize=500\nplot,x,y1,title='Trig Functions',xtitle='Radians',ytitle='Amplitude',xrange=[0,6],charsize=1.5,back=255,color=0\n;; the equivalent in 'decomposed mode' would have said: background='FFFFFF'x,color='0'x\noplot,x,y2,color=50","metadata":{},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Inline Plots (Z-buffer Pseudo Device)\n\nIn Z-buffer Device, you may need to choose `decomposed=1` to use it on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":";;This enables inline plotting\n!inline=1","metadata":{},"execution_count":8,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[800,500],set_pixel_depth=24 ;;colors will be numbers from 0 to 255, as index in a colortable\nx = 2*!PI*0.01*indgen(100)\ny1 = sin(x)\ny2 = cos(x)\nloadct,14 ;; only useful if decomposed=0 : this is the colortable chosen.\n;; Note: if, as is the default, decomposed=1, colors are way more numerous (16777216!)\n;; but must be defined as 'RRGGBB'x where each color component\n;; (Red,Green,Blue) can take the 256 values from '00' to 'FF'\nplot,x,y1,title='Trig Functions',xtitle='Radians',ytitle='Amplitude',xrange=[0,6],charsize=1.5,background='FFFFFF'x,color='FF0000'x\n;; the equivalent in 'decomposed mode' would have said: background='FFFFFF'x,color='0'x\noplot,x,y2,color='00FF00'x","metadata":{},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Pixel Depth changes ignored in GDL, stays at 24.\n"}]},{"cell_type":"markdown","source":"If the plot does not work, you need to compile `snapshot.pro` by giving the correct path as follows:","metadata":{}},{"cell_type":"code","source":".compile ~/snapshot.pro","metadata":{},"execution_count":10,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/demo_gdl_fbp.ipynb b/demo_gdl_fbp.ipynb new file mode 100644 index 0000000..aac25f1 --- /dev/null +++ b/demo_gdl_fbp.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"display_name":"GDL","language":"GDL","name":"gdl"},"language_info":{"codemirror_mode":"idl","file_extension":".pro","mimetype":"text/x-idl","name":"gdl"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## GDL demo notebook","metadata":{}},{"cell_type":"markdown","source":"Demonstration of GDL [(gnudatalanguage)](https://github.com/gnudatalanguage/gdl)\n\nThis notebook creates a Shepp-Logan phantom, projects it and then performs an FBP reconstruction.","metadata":{}},{"cell_type":"code","source":";; L.A. Shepp and B.F. Logan, “The Fourier reconstruction of a head section,”\n;; IEEE Trans. Nucl. Sci. 21(3), 21–43 (1974).\nfunction shepplogan, size = size\n\n if NOT keyword_set(size) then size = 256\n\n phantom = fltarr(size,size)\n\n tmp = (findgen(size)-((size-1)/2.0)) / (size/2.0)\n xcor = rebin(tmp,size,size)\n ycor = rebin(transpose(tmp),size,size)\n tmp = fltarr(size,size)\n \n aa={cx: 0.0, cy: 0.0, maj:0.69, min:0.92, theta: 0.0, val: 2.0 }\n bb={cx: 0.0, cy:-0.0184, maj:0.6624, min:0.874, theta: 0.0, val:-0.98}\n cc={cx: 0.22, cy: 0.0, maj:0.11, min:0.31, theta:-18.0, val:-0.02}\n dd={cx:-0.22, cy: 0.0, maj:0.16, min:0.41, theta: 18.0, val:-0.02}\n ee={cx: 0.0, cy: 0.35, maj:0.21, min:0.25, theta: 0.0, val:-0.01}\n ff={cx: 0.0, cy: 0.1, maj:0.046, min:0.046, theta: 0.0, val:-0.01}\n gg={cx: 0.0, cy:-0.1, maj:0.046, min:0.046, theta: 0.0, val:-0.01}\n hh={cx:-0.08, cy:-0.605, maj:0.046, min:0.023, theta: 0.0, val:-0.01}\n ii={cx: 0.0, cy:-0.605, maj:0.023, min:0.023, theta: 0.0, val:-0.01}\n jj={cx: 0.06, cy:-0.605, maj:0.023, min:0.046, theta: 0.0, val:-0.01}\n\n list = [aa,bb,cc,dd,ee,ff,gg,hh,ii,jj]\n for n = 0, n_elements(list)-1 do begin\n\n tmp = ((xcor-list[n].cx) / list[n].maj)^2 $\n + ((ycor-list[n].cy) / list[n].min)^2\n \n if list[n].theta NE 0 then begin\n nx = (size-1) * (list[n].cx + 1) / 2\n ny = (size-1) * (list[n].cy + 1) / 2\n tmp = rot(tmp, -list[n].theta, 1, nx, ny, /interp, /pivot)\n endif\n \n phantom[where(tmp LE 1.0)] += list[n].val\n \n endfor\n \n return, phantom < 1.1\n \nend","metadata":{"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":";; Enable inline plotting\n!inline=1","metadata":{"tags":[],"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:\n\nNote that X Window System may not work on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{"tags":[]}},{"cell_type":"code","source":"set_plot,'x'\nphantom = shepplogan()\nwindow, 0, xsize=256, ysize=256\ntvscl, phantom > 0.95","metadata":{},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device\n\nIn Z-buffer Device, you may need to choose `decomposed=1` to use it on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[256,256],set_pixel_depth=24\nphantom = shepplogan()\ntvscl, phantom > 0.95","metadata":{"trusted":true},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"Pixel Depth changes ignored in GDL, stays at 24.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"Now we define simple forward and backprojection functions:","metadata":{}},{"cell_type":"code","source":"function proj, image, angle\n\n sino_size_x = max(size(image,/dim))\n sino_size_y = n_elements(angle)\n\n sino = fltarr(sino_size_x, sino_size_y)\n \n for aa=0, n_elements(angle)-1 do begin\n \n sino[*,aa] = total(rot(image, angle[aa], /interp), 2)\n \n endfor\n\n return, sino\n \nend","metadata":{"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":"function back, sino, angle\n\n image_size = n_elements(sino[*,0])\n image = fltarr(image_size,image_size)\n\n for aa=0, n_elements(angle)-1 do begin\n \n image += rot(rebin(sino[*,aa],[image_size,image_size]), -angle[aa], /interp)\n \n endfor\n\n return, image / n_elements(angle)\n\nend","metadata":{"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:\n\nThis allows us to create a sinogram:","metadata":{}},{"cell_type":"code","source":"set_plot,'x'\nangles = findgen(360)\nsino = proj(phantom, angles)\nwindow, 0, xsize=256, ysize=360\ntvscl, sino","metadata":{},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device\n\nThis allows us to create a sinogram:","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[256,360],set_pixel_depth=24\nangles = findgen(360)\nsino = proj(phantom, angles)\ntvscl, sino","metadata":{"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"On this we can apply a simple FBP reconstruction:","metadata":{}},{"cell_type":"code","source":";; G.L. Zeng, “Revisit of the Ramp Filter,”\n;; IEEE Trans. Nucl. Sci. 62(1), 131–136 (2015).\nfunction fbp, sino, angles\n \n ntot = n_elements(sino[*,0])\n nang = n_elements(sino[0,*])\n npos = ntot / 2 + 1 ; integer division needed !\n nneg = ntot - npos\n\n freq = findgen(ntot)\n freq[npos:ntot-1] = REVERSE(freq[1:nneg])\n freq[0] = 1\n\n filter = -1 / (!pi * freq)^2\n filter[where(freq mod 2 EQ 0)] *= -0.0\n filter[0] = 0.25\n\n filter = abs(fft(filter)) * ntot\n filter[ntot/4:ntot/4+ntot/2-1] *= 0.0\n filter = rebin(filter,ntot,nang)\n\n ;; apply filter to the sinogram\n fsino = fft(sino, dim=1)\n fsino *= filter\n fsino = fft(fsino, dim=1, /overwrite, /inverse)\n fsino = !pi * real_part(fsino)\n\n ;; backproject the filtered sinogram\n return, back(fsino, angles)\n\nend","metadata":{"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:","metadata":{}},{"cell_type":"code","source":"set_plot,'x'\nreconstruction = fbp(sino, angles)\nwindow, 0, xsize=512, ysize=256\n\ntvscl, [phantom, reconstruction] > 0.8","metadata":{},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[512,256],set_pixel_depth=24\n\nreconstruction = fbp(sino, angles)\n\ntvscl, [phantom, reconstruction] > 0.8","metadata":{"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"If the plot does not work, you need to compile `snapshot.pro` by giving the correct path as follows:","metadata":{}},{"cell_type":"code","source":".compile ~/snapshot.pro","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### The end","metadata":{}}]} \ No newline at end of file From 629106bd24b2ebedfbf16ebded765827aba350ba Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Mon, 7 Nov 2022 02:52:27 -0500 Subject: [PATCH 07/23] Update README.md --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index c1c9f79..2c1938c 100644 --- a/README.md +++ b/README.md @@ -1,8 +1,8 @@ # GDL kernel for Jupyter -[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=notebooks%2Fdemo_gdl.ipynb) +[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb) -Demo: [Notebook](notebooks/demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=notebooks%2Fdemo_gdl.ipynb). +Demo: [Notebook](notebooks/demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb). This repository also makes use of [GDL](https://github.com/gnudatalanguage/gdl) to run IDL/GDL codes in Jupyter lab. This requires the following component: From a852d4d368dd997a7c29de75926c0cb38e6f5208 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Mon, 7 Nov 2022 02:55:37 -0500 Subject: [PATCH 08/23] Delete demo_gdl.ipynb --- notebooks/demo_gdl.ipynb | 238 --------------------------------------- 1 file changed, 238 deletions(-) delete mode 100644 notebooks/demo_gdl.ipynb diff --git a/notebooks/demo_gdl.ipynb b/notebooks/demo_gdl.ipynb deleted file mode 100644 index 161e65e..0000000 --- a/notebooks/demo_gdl.ipynb +++ /dev/null @@ -1,238 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# IDL Kernel Demo" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This notebook demostrates the current capability of the IDL IPython/Jupyter Kernel" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Basic Input & Output" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "A INT = 1\r\n", - "B INT = 2\r\n", - "STR STRING = 'Hello, World!'\r\n", - "ARR INT = Array[5]\r\n" - ] - } - ], - "source": [ - "a = 1\n", - "b = 2\n", - "arr = indgen(5)\n", - "str = \"Hello, World!\"\n", - "help,a,b,str,arr" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Hello, World!\r\n" - ] - } - ], - "source": [ - "print,str" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Defining Functions & Procedures" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - "FUNCTION mysin, x\n", - " return, sin(x)\n", - "END" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " 0.90930\r\n" - ] - } - ], - "source": [ - "print, mysin(2)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - "PRO hello_world\n", - " print,\"Hello, World!\"\n", - "END" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Hello, World!\r\n" - ] - } - ], - "source": [ - "hello_world" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Inline Plots" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - ";;This enables inline plotting\n", - "!inline=1" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": [ - 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - "x = 2*!PI*0.01*indgen(100)\n", - "y1 = sin(x)\n", - "y2 = cos(x)\n", - "device,decomposed=0 ;;colors will be numbers from 0 to 255, as index in a colortable\n", - "loadct,39 ;; only useful if decomposed=0 : this is the colortable chosen.\n", - ";; Note: if, as is the default, decomposed=1, colors are way more numerous (16777216!)\n", - ";; but must be defined as 'RRGGBB'x where each color component\n", - ";; (Red,Green,Blue) can take the 256 values from '00' to 'FF'\n", - "window,xsize=800,ysize=500\n", - "plot,x,y1,title='Trig Functions',xtitle='Radians',ytitle='Amplitude',xrange=[0,6],charsize=1.5,back=255,color=0\n", - ";; the equivalent in 'decomposed mode' would have said: background='FFFFFF'x,color='0'x\n", - "oplot,x,y2,color=50" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "IDL", - "name": "idl" - }, - "language_info": { - "codemirror_mode": "idl", - "file_extension": ".pro", - "mimetype": "text/x-idl", - "name": "idl" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} From 944609dfae36ab14b8d9764b4147d9071b334122 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Mon, 7 Nov 2022 02:55:42 -0500 Subject: [PATCH 09/23] Delete demo_gdl_fbp.ipynb --- notebooks/demo_gdl_fbp.ipynb | 313 ----------------------------------- 1 file changed, 313 deletions(-) delete mode 100644 notebooks/demo_gdl_fbp.ipynb diff --git a/notebooks/demo_gdl_fbp.ipynb b/notebooks/demo_gdl_fbp.ipynb deleted file mode 100644 index 059ee38..0000000 --- a/notebooks/demo_gdl_fbp.ipynb +++ /dev/null @@ -1,313 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## GDL demo notebook" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Demonstration of GDL [(gnudatalanguage)](https://github.com/gnudatalanguage/gdl)\n", - "\n", - "This notebook creates a Shepp-Logan phantom, projects it and then performs an FBP reconstruction." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - ";; L.A. Shepp and B.F. Logan, “The Fourier reconstruction of a head section,”\n", - ";; IEEE Trans. Nucl. Sci. 21(3), 21–43 (1974).\n", - "function shepplogan, size = size\n", - "\n", - " if NOT keyword_set(size) then size = 256\n", - "\n", - " phantom = fltarr(size,size)\n", - "\n", - " tmp = (findgen(size)-((size-1)/2.0)) / (size/2.0)\n", - " xcor = rebin(tmp,size,size)\n", - " ycor = rebin(transpose(tmp),size,size)\n", - " tmp = fltarr(size,size)\n", - " \n", - " aa={cx: 0.0, cy: 0.0, maj:0.69, min:0.92, theta: 0.0, val: 2.0 }\n", - " bb={cx: 0.0, cy:-0.0184, maj:0.6624, min:0.874, theta: 0.0, val:-0.98}\n", - " cc={cx: 0.22, cy: 0.0, maj:0.11, min:0.31, theta:-18.0, val:-0.02}\n", - " dd={cx:-0.22, cy: 0.0, maj:0.16, min:0.41, theta: 18.0, val:-0.02}\n", - " ee={cx: 0.0, cy: 0.35, maj:0.21, min:0.25, theta: 0.0, val:-0.01}\n", - " ff={cx: 0.0, cy: 0.1, maj:0.046, min:0.046, theta: 0.0, val:-0.01}\n", - " gg={cx: 0.0, cy:-0.1, maj:0.046, min:0.046, theta: 0.0, val:-0.01}\n", - " hh={cx:-0.08, cy:-0.605, maj:0.046, min:0.023, theta: 0.0, val:-0.01}\n", - " ii={cx: 0.0, cy:-0.605, maj:0.023, min:0.023, theta: 0.0, val:-0.01}\n", - " jj={cx: 0.06, cy:-0.605, maj:0.023, min:0.046, theta: 0.0, val:-0.01}\n", - "\n", - " list = [aa,bb,cc,dd,ee,ff,gg,hh,ii,jj]\n", - " for n = 0, n_elements(list)-1 do begin\n", - "\n", - " tmp = ((xcor-list[n].cx) / list[n].maj)^2 $\n", - " + ((ycor-list[n].cy) / list[n].min)^2\n", - " \n", - " if list[n].theta NE 0 then begin\n", - " nx = (size-1) * (list[n].cx + 1) / 2\n", - " ny = (size-1) * (list[n].cy + 1) / 2\n", - " tmp = rot(tmp, -list[n].theta, 1, nx, ny, /interp, /pivot)\n", - " endif\n", - " \n", - " phantom[where(tmp LE 1.0)] += list[n].val\n", - " \n", - " endfor\n", - " \n", - " return, phantom < 1.1\n", - " \n", - "end" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - ";; Enable inline plotting\n", - "!inline=1" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - "phantom = shepplogan()\n", - "window, 0, xsize=256, ysize=256\n", - "tvscl, phantom > 0.95" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we define simple forward and backprojection functions:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - "function proj, image, angle\n", - "\n", - " sino_size_x = max(size(image,/dim))\n", - " sino_size_y = n_elements(angle)\n", - "\n", - " sino = fltarr(sino_size_x, sino_size_y)\n", - " \n", - " for aa=0, n_elements(angle)-1 do begin\n", - " \n", - " sino[*,aa] = total(rot(image, angle[aa], /interp), 2)\n", - " \n", - " endfor\n", - "\n", - " return, sino\n", - " \n", - "end" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - "function back, sino, angle\n", - "\n", - " image_size = n_elements(sino[*,0])\n", - " image = fltarr(image_size,image_size)\n", - "\n", - " for aa=0, n_elements(angle)-1 do begin\n", - " \n", - " image += rot(rebin(sino[*,aa],[image_size,image_size]), -angle[aa], /interp)\n", - " \n", - " endfor\n", - "\n", - " return, image / n_elements(angle)\n", - "\n", - "end" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This allows us to create a sinogram:" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - "angles = findgen(360)\n", - "sino = proj(phantom, angles)\n", - "window, 0, xsize=256, ysize=360\n", - "tvscl, sino" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "On this we can apply a simple FBP reconstruction:" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - ";; G.L. Zeng, “Revisit of the Ramp Filter,”\n", - ";; IEEE Trans. Nucl. Sci. 62(1), 131–136 (2015).\n", - "function fbp, sino, angles\n", - " \n", - " ntot = n_elements(sino[*,0])\n", - " nang = n_elements(sino[0,*])\n", - " npos = ntot / 2 + 1 ; integer division needed !\n", - " nneg = ntot - npos\n", - "\n", - " freq = findgen(ntot)\n", - " freq[npos:ntot-1] = REVERSE(freq[1:nneg])\n", - " freq[0] = 1\n", - "\n", - " filter = -1 / (!pi * freq)^2\n", - " filter[where(freq mod 2 EQ 0)] *= -0.0\n", - " filter[0] = 0.25\n", - "\n", - " filter = abs(fft(filter)) * ntot\n", - " filter[ntot/4:ntot/4+ntot/2-1] *= 0.0\n", - " filter = rebin(filter,ntot,nang)\n", - "\n", - " ;; apply filter to the sinogram\n", - " fsino = fft(sino, dim=1)\n", - " fsino *= filter\n", - " fsino = fft(fsino, dim=1, /overwrite, /inverse)\n", - " fsino = !pi * real_part(fsino)\n", - "\n", - " ;; backproject the filtered sinogram\n", - " return, back(fsino, angles)\n", - "\n", - "end" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [] - } - ], - "source": [ - "reconstruction = fbp(sino, angles)\n", - "window, 0, xsize=512, ysize=256\n", - "\n", - "tvscl, [phantom, reconstruction] > 0.8" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The end" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "IDL [conda env:gdl] *", - "language": "IDL", - "name": "conda-env-gdl-idl" - }, - "language_info": { - "codemirror_mode": "idl", - "file_extension": ".pro", - "mimetype": "text/x-idl", - "name": "idl" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From 143ef13bfb7f4a6726e5291322a90ab87a6d7aa4 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Mon, 7 Nov 2022 03:23:32 -0500 Subject: [PATCH 10/23] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 2c1938c..99bcf74 100644 --- a/README.md +++ b/README.md @@ -2,7 +2,7 @@ [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb) -Demo: [Notebook](notebooks/demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb). +Demo: [Notebook](demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb). This repository also makes use of [GDL](https://github.com/gnudatalanguage/gdl) to run IDL/GDL codes in Jupyter lab. This requires the following component: From 9dba8c909d70fbff909a95bd2b0b0c00199262a2 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Mon, 7 Nov 2022 03:27:14 -0500 Subject: [PATCH 11/23] Add files via upload --- gdl_kernel.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/gdl_kernel.py b/gdl_kernel.py index 2118a5c..654295d 100644 --- a/gdl_kernel.py +++ b/gdl_kernel.py @@ -123,7 +123,7 @@ def do_execute(self, code, silent, store_history=True, user_expressions=None, endif else begin if !D.NAME eq 'Z' then begin device - if (total(tvrd()) ne 0.0) then begin + if !inline and (total(tvrd()) ne 0.0) then begin i_KEv8eW6E=0 outfile_c5BXq4dV = '%(plot_dir)s/__fig'+strtrim(i_KEv8eW6E,2)+'.png' ii_rsApk4JS = snapshot(outfile_c5BXq4dV) From b89cd9ae2e0beafccb010fcf84398d4807de054b Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Mon, 7 Nov 2022 14:46:53 -0500 Subject: [PATCH 12/23] Update demos --- demo_gdl.ipynb | 2 +- demo_gdl_fbp.ipynb | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/demo_gdl.ipynb b/demo_gdl.ipynb index 66dbd6f..3d32f62 100644 --- a/demo_gdl.ipynb +++ b/demo_gdl.ipynb @@ -1 +1 @@ -{"metadata":{"kernelspec":{"display_name":"GDL","language":"GDL","name":"gdl"},"language_info":{"codemirror_mode":"idl","file_extension":".pro","mimetype":"text/x-idl","name":"gdl"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# IDL Kernel Demo","metadata":{}},{"cell_type":"markdown","source":"This notebook demostrates the current capability of the IDL IPython/Jupyter Kernel","metadata":{}},{"cell_type":"markdown","source":"## Basic Input & Output","metadata":{}},{"cell_type":"code","source":"a = 1\nb = 2\narr = indgen(5)\nstr = \"Hello, World!\"\nhelp,a,b,str,arr","metadata":{},"execution_count":1,"outputs":[{"name":"stdout","output_type":"stream","text":"A INT = 1\nB INT = 2\nSTR STRING = 'Hello, World!'\nARR INT = Array[5]\n"}]},{"cell_type":"code","source":"print,str","metadata":{},"execution_count":2,"outputs":[{"name":"stdout","output_type":"stream","text":"Hello, World!\n"}]},{"cell_type":"markdown","source":"## Defining Functions & Procedures","metadata":{}},{"cell_type":"code","source":"FUNCTION mysin, x\n return, sin(x)\nEND","metadata":{},"execution_count":3,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"print, mysin(2)","metadata":{},"execution_count":4,"outputs":[{"name":"stdout","output_type":"stream","text":" 0.909297\n"}]},{"cell_type":"code","source":"PRO hello_world\n print,\"Hello, World!\"\nEND","metadata":{},"execution_count":5,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"hello_world","metadata":{},"execution_count":6,"outputs":[{"name":"stdout","output_type":"stream","text":"Hello, World!\n"}]},{"cell_type":"markdown","source":"## Inline Plots (X Window System)\n\nNote that X Window System may not work on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":";;This enables inline plotting\n!inline=1","metadata":{},"execution_count":7,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"set_plot,'x'\nx = 2*!PI*0.01*indgen(100)\ny1 = sin(x)\ny2 = cos(x)\ndevice,decomposed=0 ;;colors will be numbers from 0 to 255, as index in a colortable\nloadct,39 ;; only useful if decomposed=0 : this is the colortable chosen.\n;; Note: if, as is the default, decomposed=1, colors are way more numerous (16777216!)\n;; but must be defined as 'RRGGBB'x where each color component\n;; (Red,Green,Blue) can take the 256 values from '00' to 'FF'\nwindow,xsize=800,ysize=500\nplot,x,y1,title='Trig Functions',xtitle='Radians',ytitle='Amplitude',xrange=[0,6],charsize=1.5,back=255,color=0\n;; the equivalent in 'decomposed mode' would have said: background='FFFFFF'x,color='0'x\noplot,x,y2,color=50","metadata":{},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAyAAAAH0AgMAAAC4LqHrAAAABGdBTUEAALGPC/xhBQAAAAFzUkdCAK7OHOkAAAAgY0hSTQAAeiYAAICEAAD6AAAAgOgAAHUwAADqYAAAOpgAABdwnLpRPAAAAAlQTFRF////AAAAJAD1jMJB8gAAAAFiS0dEAIgFHUgAAAAJcEhZcwAACxIAAAsSAdLdfvwAABA+SURBVHja7Z3Lkuo4EoYlwkzU1EoTAXstT5ynUEWc3rsjiv08ih5hNrOv2XWfpxwuBfgipfLXzQb094XCTinzszPT2BgQoqmpqampqamJLTlfZJaOCdb+0At5CftwuC7sZL90XLjU7S9z+6tbOqgXB/n4U2x/nUE6YT56sRcHY6SRW/NQGabELynU7gry6/ifOf6320mluu3S0UEgvRTmlEyHE0Avj1gnGCmNUjJ5+pogx5jPVXHeI6cn10f1ULVCgcjPpaPLBCIeLbUuNfJMIPJaG5fHhyt2sf88g2w/jwDH7rXtzf7zCLI9JE9fWw/VnxrIA2nfLx1B02qklg4gl/qlA8gkqZaOIJcayNqkxM//Hh5FhgRRP39bcTsmfz/I0cP3hZHtcabD520vqtEI58Dx+OsDf/xkYABEiJ9fnPn2/elBHsx6QcT7V3i+vfme6Po6ZI0g4t2G5tua20T7NYJc5/vhXDc4s+vF9G9FTEqeEkYP5IBsLD3t6BLbdsUg4ic57eSi5+eKQcQXNe1ustwsAmJZIO/U9NNtsRML6N2Qq68gzl3ii3tGVkOaCeLfJY6wF9glG8sE8aegI+oFLrm9MYv9uOt8Joa5rKw0G8SXW863aarn1sayQXy5pVwLq+fWG/c4IryvU9zj+8ogXwDIxmnguXpY+aLiKTY2iPtQotzjKufWGwTiKnfpG95XBfmCQFzl7k2hqrl1znoaZD88p9cB0KGq5taPyyUDSqNA3+br/aP7iiCWDmUGsrHT1cRNCxVz69JPAZB5bin/yIq59QMGmeUWNbivBmJhkOkxkdzq1XLrOyoEZNqAyVir5dZbBIgm105Ez5xPOgJkfHCX9NhKr+U3NgJknFuBKqiUW9cOhIFoauVURtTQNSQMZNSAQ4GGQPPIRoEMG3Awdao04FtEGMiwSIJxVimSW46AIJpYN5MJWqTrFhAIMiiScJhh1HTZVwe5VzujAipU+z0eEOS+BRhRVqj2e4agINq/ai7DsEnTLRzknH28CThBcmDTZL8foXP2s65JyUqb4kUyOECjINdtwIqxeJGwm6gDRHvXOGRYVvHSDYR5ZkmMzyqbAHKpL2b2F6724YtxGOSyFZgRFq724ekRDqJ9K1wyTLs46SSQNyRALnCcbBLIKTHZKVO0SEYXDHGQ03Zgx1e0SIArCD4QJZhaNYhGaphviUsngrwh21nxTWHZRJANUsIFq3385kAEiLBKsFWwSMZv18SABO6NGguxxaQbyFX/RNwpxBiSTQb5B+KuWLVP3gikQfbOc3plBV/Fqn1U6/jFh5WCxKWW0YhDgxgDmgQRASJdN3OgGyNdNhmk89yE5lGhap/GEAUSuH/7UUAUBlKo2qfpHQFiiLuAPfYFNA0BB5FCrKHabRYQqNrXCtK5pqFUpNpnmxIHUShIkWqH7h0jQPQTgBjnPJQMYsyUTga5bN/Fq90uAVKg2uf+YZDOs0UeDuR7kQa8Fqj2eY3CIMY3EyGDGLOklwFRiDFLNhnkmibLVrvDOw0yv/hwi8kKvsqD4BcfokCyVzv0wQk3yG2JRhwbxJghh3MU5Ga/aLXbBnLVPduXbFsu3yDIICIr+Mpc7a5seFWQwQKNuDaIcVAu168KMjBfsG3ZZJBhri/XtpyeXxRkFI8FfGdtW86kxkBGzzXi3CDGATkd+xzs++NL42cAMd0pjxRlvVjbsskg40xfqtrdfgmQbf8kIN12CjKJxgLeM7Ytd0oTIMf/7Q+H4Tc9rxVEEl9veAFR44WTpxpxbxBjUm63EMjEeKG2ZUGQbien3h8RZN/vtp8T79M8X6ZtebwactAYZBaLFXxlq3ZPHrwkiJqu1kgABjEm5HH6kiAz20Xalk0GmWf5Em3L5/MVQRyRWCCCTG3Ll86vCKLm6zUSgkGMvfK5fEUQh+kC/dcmg7hyvH7b8np8QRBnHBaIIUvb8iYzH0S5DB4FZHjDgBNEI0EYxNgjj0PkhgGnZfW2ZX0r2CDuxHgakNpty++PDeKO4gFBlNvCAlFkaFv+VH49EI+hRsIwiDHojgvi25qV25ZtIFf5Ok7dtkV4SwWpe29jBhDlM0FAktsWkchcEK+dRgIxiDHmLBmk6i3Z6SD+pKjatmxBkKqfJEkHIfqNFXwlti1qo70aiPLbaCCSxP5L1SMThDCr2LZ09My3iw9rB+FefKBSomLbssS6yiBp1Z4OQvq3gq8kEHKT8UAUZaSBWJLaFlmNlUGSqj0DCGlVrW3pNYEoxDg7CJ3Z1dqWbSCTX4WNcjBRQtuiNxgLRNEeNBKOQYxHomvxtUACziu1Ld1Arl5DBVqpbdknAQl44YAEfVsgnuj++zQggUrkgKiQD40EZBBjvhN62ss5+wOA8M7Zg66r9F9Lr34lkHB51ui/IR8MEIZnC0QU2bZCe/2VQFTYi0ZCMogx28UrgTAcV2hbFgaRfz4LiLovO/nkFGf5/hv0MAfplHpOEJZfC8QU1X+DyTsHmabWw4KIwadzlWDWpkaCMogx1wE96VOBsNwW778WBpGHQz90ycvo0m0rPP8M5Bj5fdlDg3Tju7SYXi0QVUTbCqfuE4NsB78Rvz9MP5vvk0bCMogxa3rnxYeP+5+K3WIWBnHOOfg9csV2Wrj/2hiQscdnAeEWZtn+y5h9DrIdHRAfGESMDohsnxaIC+6/jMR1gahnBFHhKS7SSGAGMeZN7pqyH4CwXRZtWzYGZDs6sXpgkJFDfjaXbFucuQMgfI/rAxm9+gU8WiAysG1x0tYF0t9BFGOKb2kkNIMYs6aezSjv33HWC2UYU6wU5J6/soNACrYtGwVyJ5LiX4C3tYHc6/B4ENkxZriqXNtizTwH+eP66vfBQe5Ss683pGWB2KD+G0xa6usNLyAK8acRYwPYsiYmJuwkVpMrA7lfMkVBirUtGwUyQOqeBET0GEiptsWb1wEyeaPnYUEmV+MBWcAW6L+8lJ2DTC5ivyKIRowN25I37Xy++NRaGch2cLjHQAr1XxsJEuftqUDK9F/mrDlByrQt5n6eg8jx29OPCzLc5yCIRowN04456RODDPc5CFKkbdlYkOEiEKTIJ8KjQRKKvUT/5c45Bxk62Ac+BDCVXQrEdcNAQrGX+EQ4t+7mIAnFvi6QhGIv8YlwHT3bNr7Y1wUyFApSoP/aBJA+GiR/22JvGgdI7FWUtYHsB9HDIBqwZbUtdtXNQOTwyvUjg4hdCkj2tqXjJ5N9LRDO7DYeROwTQLL33xSQlPab+/Uvfz5DroVBcp+281O1gXikEWMTtOBP10A8ytx/7WIgedsWMNuLgKAXH0TmtsVOVOS3FVYNkj+18rYtYLIG4lPW/msbSDpIzv6LzNVAvLKAbaD/ImnaQLzSiDHtHpkqP0jGtmUbSA6QfG0LmqmB+GUBW7JtZbxsGQWic/nPNtEjgcgCINnaln1FkI4GiThnz9e2kHkKnLMvAxL6EFUUSK7+i6VoCRCNGPsDwKZpIIQytS0LzCJLHBCfByRP2wJnKQGSp22B+7WBUNKIsS8CcJIGQilL27LAHLLI+cgTgeTov+gcRUBytC10rzYQUhoxNlmmaCCkMrQtC8wgRSmQ9LYFz0CDRF18WAKkyMWHkyxg62xbcHI2EFoaMTY5JmggtJL7rwXGS9/WyACS2rbw8Q0kIAvYOtoWnpqlQHRFELMWEEcQ+PBSIIltywKjpWdj5AFJ/NgCAtKtB6TLMLoUSNrHxiL2pw9ke/5S0wQQDdjO2lbErQI+ENWfttMTgJguESTp/ouIrUCAbMHv1xorqW1ZYGwXBOnAbzxbLYgAv4MuPZiUjeAE2R96c74yAX1P40QasJ1UO1pf1Pc0XkBULEVdkMGDC0SlpVZC24rZBj4Q1e/Sin0tIFvRyaT2m9K2LDDy2icMaZUCEt+2ojZBAwlLA7ajthVVXQVBoqs9ags0kLCi25YFxt2KqyBIbLXHbYC1gAyqPe4CTEkQXQHEzP5YGGQQSNywkiCRF+ksMOq+I0uCxF3birwi1kA4soDtLUkiE7IoiEaMTcqgUjcMVAcpdsPARVFZYoExg6NPUZCYuo29jF8UJGbrxr5D1EBY0oixiR1SASRi81pgxPAEuYGwhLeg6Pcey4Lg2zf6be0GwpNGjE3MgEog8Aa2gP3oql5hELR24+8zaCBMWcBWptyLUxpEI8Ym4e6oBsIUmCsWsB6/g1oaBKvehJujSoNg2zjhvjsaJPHiQz2QwhcfTtKI8b8RY0M8KwACbeT/ALaTuyWKgyD1u0F+E3Vi20DYsnzTN+A3+aaxlQfRiKnhGxvyaQEQoNot4HC688qD8Itkg/wC59SygfBluYZvyC9wTkOrAKIRQ8M1NoHnBUDY1W4Bj7Nd10D44lb72Y5b7TO7CiDcaj/vOW61zyKrAaIRM8MzNsEFBUCYRWIBl/MdVwOEVyTfVrwi2S0CIr44Rt/7jVckhrGkAAgrtzQrIi8tPSzDxYeTWLllvx8Vw3aWfxUuPoyC5MByisQRVx0QHTa5pR+nSAxrUQEQRpHcWU3Q1sVaB4RRJBZw6sq+OiDhIhmghovEFdZaQAbJFy6SBUE0YmBCxoa5rABIsNot4NW5yyqBhKp9tD5UJM71lUBCRTLaY6EicUZVC0Qjq+mg3KtrgbyTazd29HRHGm/5dAVA6Nya9AI6t9xBVQPRyEoyKgMsLQBCNmAL+PXsrmogG2Qd1YA966qBUEUy21tUkXhiqgfyw7/qa7ak99pKT8T1QDbIGn9u+dbQIJnO2S+yvhWOPuDPLeVcWuuc/SyNrPDGZcDlBUB8B/eNdSz0Hdy3nuU1QXy55TzC+HLLG1FNEI0s9gTmjbcmiDu3Nta52J1b3syqCuLOLc9rF3du+QOqCuI8Jn55jHsXnT/cqiAb5rKzOuayJUBcueV9VezKLSKeuiCO3PryGvdzNiLauiAbO11CnALPOxR1ClwXZL5LvgjjfvJcUsHGg8iYgZuv8cB3auB0l+wpj5VBxLsdDjxxEQM/R6u2H7EgqgDIMbnk8Ak5UA6jkz3pkQLpS4BsrBz8HRi4G/0dC3L/Wqpu9CDHIGb0oEYProE/b+M3f4XGb/vb+K2hHRMg99TKCiJ+fz+7cNDjLyTdBWltIPK3PT28/8UZvz2cH/Z9yPESIOLnb7H5/T/m+MPn9Yw8CmR7HK/E6esNi+j337lnpPfIk6iBrE1PA9LUVEzUd+RKQ6yjBu4/iZXUWzyHPtKjIH+Jk/qRZBn50jj+bLYjPUaD0D/hSa2LBqE4BP09udS80SC/iHVU9pQCoXa0JGpEUgGZ3r9uSxVeIRBq65Eg1MAu4DEWJDYe+i00CiSwXam11Lo+EiR6CxQCoS8TxIJQX5pOpxbZJygQMkOo4xp9QCQmlWSxNzU1NTU9k8zSASRrfz7Afjw+iDq/jnh8juNrafM0ILvjP2Zv/jDb9OmW0/4gPz4+zIcxver7paNJkFKd+BDm+K9RaulgkkC6O8jeLB1NJpCHvkSupLyBJP1G1tI6dq3D8Z/Tv+r89mZTU1NTU1NTU1NTU1PT6vR/Yn1PCzF+4bMAAAAASUVORK5CYII="},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Inline Plots (Z-buffer Pseudo Device)\n\nIn Z-buffer Device, you may need to choose `decomposed=1` to use it on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":";;This enables inline plotting\n!inline=1","metadata":{},"execution_count":8,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[800,500],set_pixel_depth=24 ;;colors will be numbers from 0 to 255, as index in a colortable\nx = 2*!PI*0.01*indgen(100)\ny1 = sin(x)\ny2 = cos(x)\nloadct,14 ;; only useful if decomposed=0 : this is the colortable chosen.\n;; Note: if, as is the default, decomposed=1, colors are way more numerous (16777216!)\n;; but must be defined as 'RRGGBB'x where each color component\n;; (Red,Green,Blue) can take the 256 values from '00' to 'FF'\nplot,x,y1,title='Trig Functions',xtitle='Radians',ytitle='Amplitude',xrange=[0,6],charsize=1.5,background='FFFFFF'x,color='FF0000'x\n;; the equivalent in 'decomposed mode' would have said: background='FFFFFF'x,color='0'x\noplot,x,y2,color='00FF00'x","metadata":{},"execution_count":9,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":"Pixel Depth changes ignored in GDL, stays at 24.\n"}]},{"cell_type":"markdown","source":"If the plot does not work, you need to compile `snapshot.pro` by giving the correct path as follows:","metadata":{}},{"cell_type":"code","source":".compile ~/snapshot.pro","metadata":{},"execution_count":10,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]} \ No newline at end of file +{"metadata":{"kernelspec":{"display_name":"GDL","language":"GDL","name":"gdl"},"language_info":{"codemirror_mode":"idl","file_extension":".pro","mimetype":"text/x-idl","name":"gdl"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# IDL Kernel Demo","metadata":{}},{"cell_type":"markdown","source":"This notebook demostrates the current capability of the IDL IPython/Jupyter Kernel","metadata":{}},{"cell_type":"markdown","source":"## Basic Input & Output","metadata":{}},{"cell_type":"code","source":"a = 1\nb = 2\narr = indgen(5)\nstr = \"Hello, World!\"\nhelp,a,b,str,arr","metadata":{"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"A INT = 1\nB INT = 2\nSTR STRING = 'Hello, World!'\nARR INT = Array[5]\n","output_type":"stream"}]},{"cell_type":"code","source":"print,str","metadata":{"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"Hello, World!\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Defining Functions & Procedures","metadata":{}},{"cell_type":"code","source":"FUNCTION mysin, x\n return, sin(x)\nEND","metadata":{"trusted":true},"execution_count":3,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":"print, mysin(2)","metadata":{"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":" 0.909297\n","output_type":"stream"}]},{"cell_type":"code","source":"PRO hello_world\n print,\"Hello, World!\"\nEND","metadata":{"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":"hello_world","metadata":{"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"Hello, World!\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## Inline Plots (X Window System)\n\nNote that X Window System may not work on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":";;This enables inline plotting\n!inline=1","metadata":{},"execution_count":7,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"set_plot,'x'\nx = 2*!PI*0.01*indgen(100)\ny1 = sin(x)\ny2 = cos(x)\ndevice,decomposed=0 ;;colors will be numbers from 0 to 255, as index in a colortable\nloadct,39 ;; only useful if decomposed=0 : this is the colortable chosen.\n;; Note: if, as is the default, decomposed=1, colors are way more numerous (16777216!)\n;; but must be defined as 'RRGGBB'x where each color component\n;; (Red,Green,Blue) can take the 256 values from '00' to 'FF'\nwindow,xsize=800,ysize=500\nplot,x,y1,title='Trig Functions',xtitle='Radians',ytitle='Amplitude',xrange=[0,6],charsize=1.5,back=255,color=0\n;; the equivalent in 'decomposed mode' would have said: background='FFFFFF'x,color='0'x\noplot,x,y2,color=50","metadata":{},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Inline Plots (Z-buffer Pseudo Device)\n\nIn Z-buffer Device, you may need to choose `decomposed=1` to use it on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":";;This enables inline plotting\n!inline=1","metadata":{"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[800,500],set_pixel_depth=24 ;;colors will be numbers from 0 to 255, as index in a colortable\nx = 2*!PI*0.01*indgen(100)\ny1 = sin(x)\ny2 = cos(x)\nloadct,14 ;; only useful if decomposed=0 : this is the colortable chosen.\n;; Note: if, as is the default, decomposed=1, colors are way more numerous (16777216!)\n;; but must be defined as 'RRGGBB'x where each color component\n;; (Red,Green,Blue) can take the 256 values from '00' to 'FF'\nplot,x,y1,title='Trig Functions',xtitle='Radians',ytitle='Amplitude',xrange=[0,6],charsize=1.5,background='000000'x,color='FFFFFF'x\n;; the equivalent in 'decomposed mode' would have said: background='FFFFFF'x,color='0'x\noplot,x,y2,color='FF0000'x","metadata":{"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"Pixel Depth changes ignored in GDL, stays at 24.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"If the plot does not work, you need to compile `snapshot.pro` by giving the correct path as follows:","metadata":{}},{"cell_type":"code","source":".compile ~/snapshot.pro","metadata":{},"execution_count":10,"outputs":[{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/demo_gdl_fbp.ipynb b/demo_gdl_fbp.ipynb index aac25f1..b5e2449 100644 --- a/demo_gdl_fbp.ipynb +++ b/demo_gdl_fbp.ipynb @@ -1 +1 @@ -{"metadata":{"kernelspec":{"display_name":"GDL","language":"GDL","name":"gdl"},"language_info":{"codemirror_mode":"idl","file_extension":".pro","mimetype":"text/x-idl","name":"gdl"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## GDL demo notebook","metadata":{}},{"cell_type":"markdown","source":"Demonstration of GDL [(gnudatalanguage)](https://github.com/gnudatalanguage/gdl)\n\nThis notebook creates a Shepp-Logan phantom, projects it and then performs an FBP reconstruction.","metadata":{}},{"cell_type":"code","source":";; L.A. Shepp and B.F. Logan, “The Fourier reconstruction of a head section,”\n;; IEEE Trans. Nucl. Sci. 21(3), 21–43 (1974).\nfunction shepplogan, size = size\n\n if NOT keyword_set(size) then size = 256\n\n phantom = fltarr(size,size)\n\n tmp = (findgen(size)-((size-1)/2.0)) / (size/2.0)\n xcor = rebin(tmp,size,size)\n ycor = rebin(transpose(tmp),size,size)\n tmp = fltarr(size,size)\n \n aa={cx: 0.0, cy: 0.0, maj:0.69, min:0.92, theta: 0.0, val: 2.0 }\n bb={cx: 0.0, cy:-0.0184, maj:0.6624, min:0.874, theta: 0.0, val:-0.98}\n cc={cx: 0.22, cy: 0.0, maj:0.11, min:0.31, theta:-18.0, val:-0.02}\n dd={cx:-0.22, cy: 0.0, maj:0.16, min:0.41, theta: 18.0, val:-0.02}\n ee={cx: 0.0, cy: 0.35, maj:0.21, min:0.25, theta: 0.0, val:-0.01}\n ff={cx: 0.0, cy: 0.1, maj:0.046, min:0.046, theta: 0.0, val:-0.01}\n gg={cx: 0.0, cy:-0.1, maj:0.046, min:0.046, theta: 0.0, val:-0.01}\n hh={cx:-0.08, cy:-0.605, maj:0.046, min:0.023, theta: 0.0, val:-0.01}\n ii={cx: 0.0, cy:-0.605, maj:0.023, min:0.023, theta: 0.0, val:-0.01}\n jj={cx: 0.06, cy:-0.605, maj:0.023, min:0.046, theta: 0.0, val:-0.01}\n\n list = [aa,bb,cc,dd,ee,ff,gg,hh,ii,jj]\n for n = 0, n_elements(list)-1 do begin\n\n tmp = ((xcor-list[n].cx) / list[n].maj)^2 $\n + ((ycor-list[n].cy) / list[n].min)^2\n \n if list[n].theta NE 0 then begin\n nx = (size-1) * (list[n].cx + 1) / 2\n ny = (size-1) * (list[n].cy + 1) / 2\n tmp = rot(tmp, -list[n].theta, 1, nx, ny, /interp, /pivot)\n endif\n \n phantom[where(tmp LE 1.0)] += list[n].val\n \n endfor\n \n return, phantom < 1.1\n \nend","metadata":{"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":";; Enable inline plotting\n!inline=1","metadata":{"tags":[],"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:\n\nNote that X Window System may not work on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{"tags":[]}},{"cell_type":"code","source":"set_plot,'x'\nphantom = shepplogan()\nwindow, 0, xsize=256, ysize=256\ntvscl, phantom > 0.95","metadata":{},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device\n\nIn Z-buffer Device, you may need to choose `decomposed=1` to use it on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[256,256],set_pixel_depth=24\nphantom = shepplogan()\ntvscl, phantom > 0.95","metadata":{"trusted":true},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"Pixel Depth changes ignored in GDL, stays at 24.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"Now we define simple forward and backprojection functions:","metadata":{}},{"cell_type":"code","source":"function proj, image, angle\n\n sino_size_x = max(size(image,/dim))\n sino_size_y = n_elements(angle)\n\n sino = fltarr(sino_size_x, sino_size_y)\n \n for aa=0, n_elements(angle)-1 do begin\n \n sino[*,aa] = total(rot(image, angle[aa], /interp), 2)\n \n endfor\n\n return, sino\n \nend","metadata":{"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":"function back, sino, angle\n\n image_size = n_elements(sino[*,0])\n image = fltarr(image_size,image_size)\n\n for aa=0, n_elements(angle)-1 do begin\n \n image += rot(rebin(sino[*,aa],[image_size,image_size]), -angle[aa], /interp)\n \n endfor\n\n return, image / n_elements(angle)\n\nend","metadata":{"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:\n\nThis allows us to create a sinogram:","metadata":{}},{"cell_type":"code","source":"set_plot,'x'\nangles = findgen(360)\nsino = proj(phantom, angles)\nwindow, 0, xsize=256, ysize=360\ntvscl, sino","metadata":{},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device\n\nThis allows us to create a sinogram:","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[256,360],set_pixel_depth=24\nangles = findgen(360)\nsino = proj(phantom, angles)\ntvscl, sino","metadata":{"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"On this we can apply a simple FBP reconstruction:","metadata":{}},{"cell_type":"code","source":";; G.L. Zeng, “Revisit of the Ramp Filter,”\n;; IEEE Trans. Nucl. Sci. 62(1), 131–136 (2015).\nfunction fbp, sino, angles\n \n ntot = n_elements(sino[*,0])\n nang = n_elements(sino[0,*])\n npos = ntot / 2 + 1 ; integer division needed !\n nneg = ntot - npos\n\n freq = findgen(ntot)\n freq[npos:ntot-1] = REVERSE(freq[1:nneg])\n freq[0] = 1\n\n filter = -1 / (!pi * freq)^2\n filter[where(freq mod 2 EQ 0)] *= -0.0\n filter[0] = 0.25\n\n filter = abs(fft(filter)) * ntot\n filter[ntot/4:ntot/4+ntot/2-1] *= 0.0\n filter = rebin(filter,ntot,nang)\n\n ;; apply filter to the sinogram\n fsino = fft(sino, dim=1)\n fsino *= filter\n fsino = fft(fsino, dim=1, /overwrite, /inverse)\n fsino = !pi * real_part(fsino)\n\n ;; backproject the filtered sinogram\n return, back(fsino, angles)\n\nend","metadata":{"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:","metadata":{}},{"cell_type":"code","source":"set_plot,'x'\nreconstruction = fbp(sino, angles)\nwindow, 0, xsize=512, ysize=256\n\ntvscl, [phantom, reconstruction] > 0.8","metadata":{},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[512,256],set_pixel_depth=24\n\nreconstruction = fbp(sino, angles)\n\ntvscl, [phantom, reconstruction] > 0.8","metadata":{"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"If the plot does not work, you need to compile `snapshot.pro` by giving the correct path as follows:","metadata":{}},{"cell_type":"code","source":".compile ~/snapshot.pro","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### The end","metadata":{}}]} \ No newline at end of file +{"metadata":{"kernelspec":{"display_name":"GDL","language":"GDL","name":"gdl"},"language_info":{"codemirror_mode":"idl","file_extension":".pro","mimetype":"text/x-idl","name":"gdl"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"## GDL demo notebook","metadata":{}},{"cell_type":"markdown","source":"Demonstration of GDL [(gnudatalanguage)](https://github.com/gnudatalanguage/gdl)\n\nThis notebook creates a Shepp-Logan phantom, projects it and then performs an FBP reconstruction.","metadata":{}},{"cell_type":"code","source":";; L.A. Shepp and B.F. Logan, “The Fourier reconstruction of a head section,”\n;; IEEE Trans. Nucl. Sci. 21(3), 21–43 (1974).\nfunction shepplogan, size = size\n\n if NOT keyword_set(size) then size = 256\n\n phantom = fltarr(size,size)\n\n tmp = (findgen(size)-((size-1)/2.0)) / (size/2.0)\n xcor = rebin(tmp,size,size)\n ycor = rebin(transpose(tmp),size,size)\n tmp = fltarr(size,size)\n \n aa={cx: 0.0, cy: 0.0, maj:0.69, min:0.92, theta: 0.0, val: 2.0 }\n bb={cx: 0.0, cy:-0.0184, maj:0.6624, min:0.874, theta: 0.0, val:-0.98}\n cc={cx: 0.22, cy: 0.0, maj:0.11, min:0.31, theta:-18.0, val:-0.02}\n dd={cx:-0.22, cy: 0.0, maj:0.16, min:0.41, theta: 18.0, val:-0.02}\n ee={cx: 0.0, cy: 0.35, maj:0.21, min:0.25, theta: 0.0, val:-0.01}\n ff={cx: 0.0, cy: 0.1, maj:0.046, min:0.046, theta: 0.0, val:-0.01}\n gg={cx: 0.0, cy:-0.1, maj:0.046, min:0.046, theta: 0.0, val:-0.01}\n hh={cx:-0.08, cy:-0.605, maj:0.046, min:0.023, theta: 0.0, val:-0.01}\n ii={cx: 0.0, cy:-0.605, maj:0.023, min:0.023, theta: 0.0, val:-0.01}\n jj={cx: 0.06, cy:-0.605, maj:0.023, min:0.046, theta: 0.0, val:-0.01}\n\n list = [aa,bb,cc,dd,ee,ff,gg,hh,ii,jj]\n for n = 0, n_elements(list)-1 do begin\n\n tmp = ((xcor-list[n].cx) / list[n].maj)^2 $\n + ((ycor-list[n].cy) / list[n].min)^2\n \n if list[n].theta NE 0 then begin\n nx = (size-1) * (list[n].cx + 1) / 2\n ny = (size-1) * (list[n].cy + 1) / 2\n tmp = rot(tmp, -list[n].theta, 1, nx, ny, /interp, /pivot)\n endif\n \n phantom[where(tmp LE 1.0)] += list[n].val\n \n endfor\n \n return, phantom < 1.1\n \nend","metadata":{"trusted":true},"execution_count":1,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":";; Enable inline plotting\n!inline=1","metadata":{"tags":[],"trusted":true},"execution_count":2,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:\n\nNote that X Window System may not work on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{"tags":[]}},{"cell_type":"code","source":"set_plot,'x'\nphantom = shepplogan()\nwindow, 0, xsize=256, ysize=256\ntvscl, phantom > 0.95","metadata":{},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device\n\nIn Z-buffer Device, you may need to choose `decomposed=1` to use it on a cloud platform such as [mybinder.org](https://mybinder.org/):","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[256,256],set_pixel_depth=8\nphantom = shepplogan()\ntvscl, phantom > 0.95","metadata":{"trusted":true},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"Pixel Depth changes ignored in GDL, stays at 24.\n","output_type":"stream"}]},{"cell_type":"markdown","source":"Now we define simple forward and backprojection functions:","metadata":{}},{"cell_type":"code","source":"function proj, image, angle\n\n sino_size_x = max(size(image,/dim))\n sino_size_y = n_elements(angle)\n\n sino = fltarr(sino_size_x, sino_size_y)\n \n for aa=0, n_elements(angle)-1 do begin\n \n sino[*,aa] = total(rot(image, angle[aa], /interp), 2)\n \n endfor\n\n return, sino\n \nend","metadata":{"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"code","source":"function back, sino, angle\n\n image_size = n_elements(sino[*,0])\n image = fltarr(image_size,image_size)\n\n for aa=0, n_elements(angle)-1 do begin\n \n image += rot(rebin(sino[*,aa],[image_size,image_size]), -angle[aa], /interp)\n \n endfor\n\n return, image / n_elements(angle)\n\nend","metadata":{"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:\n\nThis allows us to create a sinogram:","metadata":{}},{"cell_type":"code","source":"set_plot,'x'\nangles = findgen(360)\nsino = proj(phantom, angles)\nwindow, 0, xsize=256, ysize=360\ntvscl, sino","metadata":{},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device\n\nThis allows us to create a sinogram:","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[256,360],set_pixel_depth=8\nangles = findgen(360)\nsino = proj(phantom, angles)\ntvscl, sino","metadata":{"trusted":true},"execution_count":6,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"On this we can apply a simple FBP reconstruction:","metadata":{}},{"cell_type":"code","source":";; G.L. Zeng, “Revisit of the Ramp Filter,”\n;; IEEE Trans. Nucl. Sci. 62(1), 131–136 (2015).\nfunction fbp, sino, angles\n \n ntot = n_elements(sino[*,0])\n nang = n_elements(sino[0,*])\n npos = ntot / 2 + 1 ; integer division needed !\n nneg = ntot - npos\n\n freq = findgen(ntot)\n freq[npos:ntot-1] = REVERSE(freq[1:nneg])\n freq[0] = 1\n\n filter = -1 / (!pi * freq)^2\n filter[where(freq mod 2 EQ 0)] *= -0.0\n filter[0] = 0.25\n\n filter = abs(fft(filter)) * ntot\n filter[ntot/4:ntot/4+ntot/2-1] *= 0.0\n filter = rebin(filter,ntot,nang)\n\n ;; apply filter to the sinogram\n fsino = fft(sino, dim=1)\n fsino *= filter\n fsino = fft(fsino, dim=1, /overwrite, /inverse)\n fsino = !pi * real_part(fsino)\n\n ;; backproject the filtered sinogram\n return, back(fsino, angles)\n\nend","metadata":{"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"## X Window System:","metadata":{}},{"cell_type":"code","source":"set_plot,'x'\nreconstruction = fbp(sino, angles)\nwindow, 0, xsize=512, ysize=256\n\ntvscl, [phantom, reconstruction] > 0.8","metadata":{},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","output_type":"stream","text":""}]},{"cell_type":"markdown","source":"## Z-buffer Pseudo Device","metadata":{}},{"cell_type":"code","source":"set_plot,'z'\ndevice,decomposed=1, set_resolution=[512,256],set_pixel_depth=8\n\nreconstruction = fbp(sino, angles)\n\ntvscl, [phantom, reconstruction] > 0.8","metadata":{"trusted":true},"execution_count":8,"outputs":[{"output_type":"display_data","data":{"image/png":"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"},"metadata":{}},{"name":"stdout","text":"","output_type":"stream"}]},{"cell_type":"markdown","source":"If the plot does not work, you need to compile `snapshot.pro` by giving the correct path as follows:","metadata":{}},{"cell_type":"code","source":".compile ~/snapshot.pro","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### The end","metadata":{}}]} \ No newline at end of file From 831e8a3f00e50604cd30aa0c17f1c23afc1dd7e8 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:24:36 -0500 Subject: [PATCH 13/23] Create .travis.yml --- .travis.yml | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) create mode 100644 .travis.yml diff --git a/.travis.yml b/.travis.yml new file mode 100644 index 0000000..f89ec1b --- /dev/null +++ b/.travis.yml @@ -0,0 +1,20 @@ +language: python + +sudo: required +before_install: + - sudo apt-get install libblas-dev liblapack-dev libatlas-base-dev gfortran + +python: + - 3.8 + +install: + - pip install --quiet coveralls + - pip install --quiet nose + - pip install --quiet coverage + - python setup.py install + +script: + - nosetests --with-coverage --cover-package=pyequib + +after_success: + - coveralls From 4dc1c26ad3d5f83b022b345bea71a7974033fb0b Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:30:36 -0500 Subject: [PATCH 14/23] Update .travis.yml --- .travis.yml | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.travis.yml b/.travis.yml index f89ec1b..89a4362 100644 --- a/.travis.yml +++ b/.travis.yml @@ -11,6 +11,11 @@ install: - pip install --quiet coveralls - pip install --quiet nose - pip install --quiet coverage + - pip install --quiet jupyter_client + - pip install --quiet ipykernel + - pip install --quiet IPython + - pip install --quiet re + - pip install --quiet signal - python setup.py install script: From b9ecde92a6cf8bd0770d1af09236615c76d969f7 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:32:29 -0500 Subject: [PATCH 15/23] Update .travis.yml --- .travis.yml | 2 -- 1 file changed, 2 deletions(-) diff --git a/.travis.yml b/.travis.yml index 89a4362..342e516 100644 --- a/.travis.yml +++ b/.travis.yml @@ -14,8 +14,6 @@ install: - pip install --quiet jupyter_client - pip install --quiet ipykernel - pip install --quiet IPython - - pip install --quiet re - - pip install --quiet signal - python setup.py install script: From 7a0e8d9daebbe02f13fc7a9aab371b24bffb0309 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:36:43 -0500 Subject: [PATCH 16/23] Create .coveralls.yml --- .coveralls.yml | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 .coveralls.yml diff --git a/.coveralls.yml b/.coveralls.yml new file mode 100644 index 0000000..56b6aff --- /dev/null +++ b/.coveralls.yml @@ -0,0 +1,2 @@ +service_name: travis-pro +repo_token: ttD3hbDhhobM5EWM7diDHphNLaRLuPQRY From a87043b963fc7e14509170394099bea70c2cf878 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:37:34 -0500 Subject: [PATCH 17/23] Create .coveragerc --- .coveragerc | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 .coveragerc diff --git a/.coveragerc b/.coveragerc new file mode 100644 index 0000000..fd3c261 --- /dev/null +++ b/.coveragerc @@ -0,0 +1,2 @@ +# .coveragerc +[report] From 62d54bdff24c0c3fa5d319aa5ba26f46687ac34f Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:40:07 -0500 Subject: [PATCH 18/23] Update .travis.yml --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 342e516..e7daef3 100644 --- a/.travis.yml +++ b/.travis.yml @@ -17,7 +17,7 @@ install: - python setup.py install script: - - nosetests --with-coverage --cover-package=pyequib + - nosetests --with-coverage --cover-package=gdl_kernel after_success: - coveralls From 56709cfb0647b713a3243a7eea7bdab237f2aa51 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:45:09 -0500 Subject: [PATCH 19/23] Update .travis.yml --- .travis.yml | 6 ------ 1 file changed, 6 deletions(-) diff --git a/.travis.yml b/.travis.yml index e7daef3..2c85976 100644 --- a/.travis.yml +++ b/.travis.yml @@ -15,9 +15,3 @@ install: - pip install --quiet ipykernel - pip install --quiet IPython - python setup.py install - -script: - - nosetests --with-coverage --cover-package=gdl_kernel - -after_success: - - coveralls From 781d857d6a6f3f61842022e277e4e838a3d8166a Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:48:43 -0500 Subject: [PATCH 20/23] Create appveyor.yml --- appveyor.yml | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) create mode 100644 appveyor.yml diff --git a/appveyor.yml b/appveyor.yml new file mode 100644 index 0000000..81d4908 --- /dev/null +++ b/appveyor.yml @@ -0,0 +1,26 @@ +environment: + matrix: + - PYTHON: "C:\\Python38" + PYTHON_VERSION: "3.8" + PYTHON_ARCH: "64" + +matrix: + fast_finish: true + +init: + - "ECHO %PYTHON% %PYTHON_VERSION% %PYTHON_ARCH%" + +platform: + - x64 + +install: + - "set PATH=%PYTHON%;%PYTHON%\\Scripts;%PATH%" + - python -m pip install --upgrade pip + - pip install jupyter_client ipykernel IPython nose + - pip install coverage + +build_script: + - python setup.py install" + +test_script: + - nosetests From 70c2d7485b53a27413c68773fdd90dbc48a8b84d Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 14:53:50 -0500 Subject: [PATCH 21/23] Update .travis.yml --- .travis.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.travis.yml b/.travis.yml index 2c85976..6df6285 100644 --- a/.travis.yml +++ b/.travis.yml @@ -15,3 +15,6 @@ install: - pip install --quiet ipykernel - pip install --quiet IPython - python setup.py install + +script: + - nosetests From 7690eb0f613e251bfe3c5a086745968fbc2f7e45 Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 15:00:35 -0500 Subject: [PATCH 22/23] Update README.md --- README.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/README.md b/README.md index 99bcf74..f3e9668 100644 --- a/README.md +++ b/README.md @@ -1,5 +1,7 @@ # GDL kernel for Jupyter +[![Build Status](https://app.travis-ci.com/equib/gdl_kernel.svg?branch=master)](https://app.travis-ci.com/github/equib/gdl_kernel) +[![Build Status](https://ci.appveyor.com/api/projects/status/w65lp35d6wlas36x?svg=true)](https://ci.appveyor.com/project/danehkar/gdl_kernel) [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb) Demo: [Notebook](demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb). From 2e6a76ba8509b50be77bde85e656896606927b9f Mon Sep 17 00:00:00 2001 From: Ashkbiz Danehkar Date: Tue, 22 Nov 2022 15:04:01 -0500 Subject: [PATCH 23/23] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index f3e9668..9d34dd0 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ # GDL kernel for Jupyter [![Build Status](https://app.travis-ci.com/equib/gdl_kernel.svg?branch=master)](https://app.travis-ci.com/github/equib/gdl_kernel) -[![Build Status](https://ci.appveyor.com/api/projects/status/w65lp35d6wlas36x?svg=true)](https://ci.appveyor.com/project/danehkar/gdl_kernel) +[![Build Status](https://ci.appveyor.com/api/projects/status/w65lp35d6wlas36x?svg=true)](https://ci.appveyor.com/project/danehkar/gdl-kernel) [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb) Demo: [Notebook](demo_gdl.ipynb) on [Binder](https://mybinder.org/v2/gh/equib/gdl_kernel/HEAD?labpath=demo_gdl.ipynb).