diff --git a/PFIO_tools_compare.ipynb b/PFIO_tools_compare.ipynb new file mode 100644 index 0000000..e7795e2 --- /dev/null +++ b/PFIO_tools_compare.ipynb @@ -0,0 +1,227 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import time\n", + "import pf_pytools.pf_fort_io as pf_fort_io\n", + "import pfio\n", + "import matplotlib.pyplot as plt\n", + "import xarray as xr" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "input_pfb = '/home/arezaii/Downloads/CONUS.5layer.pfclm.run4.out.clm_output.00002.C.pfb'" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "load time 2.6960 seconds\n" + ] + } + ], + "source": [ + "t2 = time.perf_counter()\n", + "pfb_read_rtn = pfio.pfread(input_pfb)\n", + "pfb_read_rtn = np.flip(pfb_read_rtn,axis=1)\n", + "t3 = time.perf_counter()\n", + "print(f'load time {t3-t2:0.4f} seconds')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "load time 0.6119 seconds\n" + ] + } + ], + "source": [ + "t2 = time.perf_counter()\n", + "pfb_data_in = np.zeros((3342,1888,17), order='F')\n", + "pf_fort_io.pfb_read(pfb_data_in, input_pfb)\n", + "pfb_data_in = np.transpose(pfb_data_in,(2,1,0))\n", + "t3 = time.perf_counter()\n", + "print(f'load time {t3-t2:0.4f} seconds')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Use numpy testing to make sure the data are all equal.\n", + "\n", + "this function returns None if the arrays are exactly the same, otherwise an exception will be thrown." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "np.testing.assert_array_equal(pfb_data_in, pfb_read_rtn)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Prepare for plotting\n", + "\n", + "Used xarray because it provides convenient plotting features" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "xds1 = xr.DataArray(pfb_read_rtn)\n", + "xds2 = xr.DataArray(pfb_data_in)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[16, 8])\n", + "ax1 = plt.subplot(221)\n", + "ax2 = plt.subplot(222)\n", + "xds1[0,:,:].plot(ax=ax1)\n", + "xds2[0,:,:].plot(ax=ax2)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=[16, 8])\n", + "ax1 = plt.subplot(221)\n", + "ax2 = plt.subplot(222)\n", + "xds1[-1,:,:].plot(ax=ax1)\n", + "xds2[-1,:,:].plot(ax=ax2)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "del(pfb_data_in)\n", + "del(pfb_read_rtn)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "del(xds1)\n", + "del(xds2)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/fort_io/README.md b/fort_io/README.md new file mode 100644 index 0000000..604e6df --- /dev/null +++ b/fort_io/README.md @@ -0,0 +1,30 @@ +# PF_FORT_IO + +Python wrapped Fortran PF IO codes + +## Prerequisites + +* Fortran compiler +* Numpy + +## Install + +Recommend that this tool is installed in it's own virtual environment, like a conda environment, rather than at the system level. + +``` +git clone https://github.com/arezaii/pf_tools.git +cd pf_tools/fort_io +pip install . +``` + +## Usage + +Brief overview of the pf_read usage + +``` +>>>import pf_pytools.pf_fort_io as pf_fort_io +>>>import numpy as np +>>>pfb_data = np.asfortranarray(np.zeros((3342,1888,17))) +>>>pf_fort_io.pfb_read(pfb_data,'filename') +``` + diff --git a/fort_io/pf_fort_io.f90 b/fort_io/pf_fort_io.f90 new file mode 100644 index 0000000..62892df --- /dev/null +++ b/fort_io/pf_fort_io.f90 @@ -0,0 +1,138 @@ + subroutine pfb_read(value,fname,nx,ny,nz) + implicit none + real*8 value(nx,ny,nz) + real*8 dx, dy, dz, x1, y1, z1 + integer*4 i,j,k, nni, nnj, nnk, ix, iy, iz, & + ns, rx, ry, rz,nx,ny,nz, nnx, nny, nnz,is + character*100 fname + + open(100,file=trim(adjustl(fname)),form='unformatted', & + access='stream',convert='BIG_ENDIAN') !binary outputfile of Parflow + ! Read in header info + +! Start: reading of domain spatial information + read(100) x1 !X + read(100) y1 !Y + read(100) z1 !Z + + read(100) nx !NX + read(100) ny !NY + read(100) nz !NZ + + read(100) dx !DX + read(100) dy !DY + read(100) dz !DZ + + read(100) ns !num_subgrids +! End: reading of domain spatial information + +! Start: loop over number of sub grids + do is = 0, (ns-1) + +! Start: reading of sub-grid spatial information + read(100) ix + read(100) iy + read(100) iz + + read(100) nnx + read(100) nny + read(100) nnz + read(100) rx + read(100) ry + read(100) rz + +! End: reading of sub-grid spatial information + +! Start: read in saturation data from each individual subgrid +! do k=iz +1 , iz + nnz +! do j=iy +1 , iy + nny +! do i=ix +1 , ix + nnx +read(100) value((ix+1):(ix+nnx),(iy+1):(iy+nny),(iz+1):(iz+nnz)) +! read(100) value(i,j,k) +! end do +! end do +! end do +! End: read in saturation data from each individual subgrid + +! End: read in saturation data from each individual subgrid + + end do +! End: loop over number of sub grids + + + + close(100) + end subroutine + + +!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! +! Subroutine to write output as PFB +subroutine pfb_write(value,fname,nx,ny,nz,x1,y1,z1,dx,dy,dz) + implicit none + real*8 value(nx,ny,nz) + real*8 dx,dy,dz,x1,y1,z1 + integer*4 i,j,k,nni,nnj,nnk,ix,iy,iz, & + ns,rx,ry,rz,nx,ny,nz,nnx,nny,nnz,is + character*200 fname + + ! ifort + ! open(100,file=trim(fname),form='unformatted',accconvert='BIG_ENDIAN',status='unknown') + + ! gfortran + open(100,file=trim(fname),form='unformatted',access='stream',convert='BIG_ENDIAN',status='unknown') + + nnx=nx; nny=ny; nnz=nz + ns=1 + ix=0;iy=0;iz=0 + rx=0;ry=0;rz=0 + + ! Start: writing of domain spatial information + write(100) x1 !X + write(100) y1 !Y + write(100) z1 !Z + + write(100) nx !NX + write(100) ny !NY + write(100) nz !NZ + + write(100) dx !DX + write(100) dy !DY + write(100) dz !DZ + + write(100) ns !num_subgrids + ! End: writing of domain spatial information + + ! Start: loop over number of sub grids + do is = 0, (ns-1) + + ! Start: writing of sub-grid spatial information + write(100) ix + write(100) iy + write(100) iz + write(100) nnx + write(100) nny + write(100) nnz + write(100) rx + write(100) ry + write(100) rz + ! End: writing of sub-grid spatial information + + ! Start: write in data from each individual subgrid + !write(100) value((ix+1):(ix+nnx),(iy+1):(iy+nny),(iz+1):(iz+nnz)) + write(100) value + ! do k=iz +1 , iz + nnz + ! do j=iy +1 , iy + nny + ! do i=ix +1 , ix + nnx + ! write(100) value(i,j,k) + ! end do + ! end do + ! end do + + ! End: write data from each individual subgrid + + end do + ! End: loop over number of sub grids + + close(100) +end subroutine + diff --git a/fort_io/pf_fort_io.pyf b/fort_io/pf_fort_io.pyf new file mode 100644 index 0000000..8564c0f --- /dev/null +++ b/fort_io/pf_fort_io.pyf @@ -0,0 +1,30 @@ +! -*- f90 -*- +! Note: the context of this file is case sensitive. + +python module pf_fort_io ! in + interface ! in :pf_fort_io + subroutine pfb_read(value,fname,nx,ny,nz) ! in :pf_fort_io:pf_fort_io.f90 + real*8 intent(inout),dimension(nx,ny,nz) :: value + character*100 intent(in) :: fname + integer*4 intent(in),optional,check(shape(value,0)==nx),depend(value) :: nx=shape(value,0) + integer*4 intent(in),optional,check(shape(value,1)==ny),depend(value) :: ny=shape(value,1) + integer*4 intent(in),optional,check(shape(value,2)==nz),depend(value) :: nz=shape(value,2) + end subroutine pfb_read + subroutine pfb_write(value,fname,nx,ny,nz,x1,y1,z1,dx,dy,dz) ! in :pf_fort_io:pf_fort_io.f90 + real*8 dimension(nx,ny,nz) :: value + character*200 :: fname + integer*4, optional,check(shape(value,0)==nx),depend(value) :: nx=shape(value,0) + integer*4, optional,check(shape(value,1)==ny),depend(value) :: ny=shape(value,1) + integer*4, optional,check(shape(value,2)==nz),depend(value) :: nz=shape(value,2) + real*8 :: x1 + real*8 :: y1 + real*8 :: z1 + real*8 :: dx + real*8 :: dy + real*8 :: dz + end subroutine pfb_write + end interface +end python module pf_fort_io + +! This file was auto-generated with f2py (version:2). +! See http://cens.ioc.ee/projects/f2py2e/ diff --git a/fort_io/setup.py b/fort_io/setup.py new file mode 100644 index 0000000..425d908 --- /dev/null +++ b/fort_io/setup.py @@ -0,0 +1,10 @@ + +def configuration(parent_package='', top_path=None): + from numpy.distutils.misc_util import Configuration + config = Configuration('pf_pytools',parent_package, top_path) + config.add_extension('pf_fort_io', sources=['pf_fort_io.pyf','pf_fort_io.f90']) + return config + +if __name__ == '__main__': + from numpy.distutils.core import setup + setup(**configuration(top_path='').todict()) diff --git a/pfio/pfio.c b/pfio/pfio.c index 4319ae9..2ad36f8 100644 --- a/pfio/pfio.c +++ b/pfio/pfio.c @@ -3,11 +3,24 @@ */ #include "Python.h" #include "endian.h" +#include +#include #define NPY_NO_DEPRECATED_API NPY_1_7_API_VERSION #include "numpy/arrayobject.h" -/*#include "readpfb.h"*/ +uint64_t pfntohll(uint64_t value); + + +#define READINT(V,f) {uint32_t buf; \ + fread(&buf, 4, 1, f);\ + uint32_t temp = ntohl(buf);\ + V = *(int*)&temp;} +#define READDOUBLE(V,f) {uint64_t buf; \ + fread(&buf, 8, 1, f);\ + uint64_t temp = pfntohll(buf);\ + V = *(double*)&temp;} + /* #### Utility functions ######################### */ typedef unsigned char byte; @@ -205,184 +218,91 @@ void InitEndian( void ) /* #### Main read and write pfb files functions ######################### */ static PyObject * pfread(PyObject *self, PyObject *args); - static PyObject * pfwrite(PyObject *self, PyObject *args); - static PyMethodDef pf_funcs[] = { { "pfread", pfread, METH_VARARGS }, - { "pfwrite", pfwrite, METH_VARARGS }, - { NULL, NULL } }; + { "pfwrite", pfwrite, METH_VARARGS }, + { NULL, NULL } }; -/* ReadPFB(char *file_name)*/ -static PyObject * pfread(PyObject *self, PyObject *args) -{ - FILE *fp; - - char *pfbfile; - - if (!PyArg_ParseTuple(args, "s", &pfbfile)) { - return NULL; - } +/******************************************************************************* +Function: pfread(char *file_name) +Reads a pfb file into a 3 dimensional PyArraytObject +*******************************************************************************/ +static PyObject * pfread(PyObject *self, PyObject *args){ + FILE *fp; + char *pfbfile; - //double * data2 = (double *) data1; - //double * outdata2 = (double *) outdata; + if (!PyArg_ParseTuple(args, "s", &pfbfile)) { + return NULL; + } - int counter; - //struct hdr1 my_hdr1; - /*struct hdr2 my_hdr2;*/ - - PyArrayObject *array_out; - - npy_intp dims[3]; - - double *val_array; - - double X, Y, Z; - int NX, NY, NZ, N; - //int NX, NY, NZ; - double DX, DY, DZ; - int num_subgrids; - - int x, y, z; - int nx, ny, nz; - int rx, ry, rz; - - int nsg, j, k, i; - - int qq; - - //double *ptr; - - double val; - //double *data1; - - //unsigned char bytes[8]; - //int sum = 0; - //FILE *fp=fopen("Test.pfb","rb"); - //while ( fread(bytes, 4, 1,fp) != 0) { - // sum += bytes[0] | (bytes[1]<<8) | (bytes[2]<<16) | (bytes[3]<<24); - //} - - /* open the input file */ - if ((fp = fopen(pfbfile, "rb")) == NULL) { - //return 2.; //NULL; - printf("uh oh - can't open the file...\n"); - return NULL; - } - //fp = fopen("Test.pfb", "rb"); - /*if (!fp) - { - printf("Unable to open file!"); - return 1; - } */ - - /* read in header information */ - InitEndian(); - //printf("BigEndian = %i\n", BigEndianSystem); - /* read in header info - as taken from readdatabox.c*/ - fread(&X, 8, 1, fp); - fread(&Y, 8, 1, fp); - fread(&Z, 8, 1, fp); - - X = LittleFloat(X); - Y = LittleFloat(Y); - Z = LittleFloat(Z); - - fread(&NX, 4, 1, fp); - fread(&NY, 4, 1, fp); - fread(&NZ, 4, 1, fp); - - NX = BigLong(NX); - NY = BigLong(NY); - NZ = BigLong(NZ); - - dims[0] = NZ; - dims[1] = NY; - dims[2] = NX; - N = NZ*NY*NX; - - array_out = (PyArrayObject*) PyArray_SimpleNew(3, dims, NPY_DOUBLE); - val_array = (double*)PyArray_DATA(array_out); - - //val_array = (double *)malloc(sizeof(double) * N); - //double val_array[NZ][NY][NX]; + PyArrayObject *array_out; + npy_intp dims[3]; + double *val_array; + + // header variables + double X, Y, Z; + int NX, NY, NZ, N; + double DX, DY, DZ; + int num_subgrids; + // subgrid header variables + int x, y, z; + int nx, ny, nz; + int rx, ry, rz; + // looping variables + int nsg, j, k, i; + // address calculation + int qq; - fread(&DX, 8, 1, fp); - fread(&DY, 8, 1, fp); - fread(&DZ, 8, 1, fp); + // open the input file + if ((fp = fopen(pfbfile, "rb")) == NULL) { + perror("Error opening pfbfile"); + return NULL; + } + /* read in header information */ + READDOUBLE(X,fp); + READDOUBLE(Y,fp); + READDOUBLE(Z,fp); + READINT(NX,fp); + READINT(NY,fp); + READINT(NZ,fp); + READDOUBLE(DX,fp); + READDOUBLE(DY,fp); + READDOUBLE(DZ,fp); + + // allocate output array + dims[0] = NZ; + dims[1] = NY; + dims[2] = NX; + N = NZ*NY*NX; - DX = BigFloat(DX); - DY = BigFloat(DY); - DZ = BigFloat(DZ); + array_out = (PyArrayObject*) PyArray_SimpleNew(3, dims, NPY_DOUBLE); + val_array = (double*)PyArray_DATA(array_out); - fread(&num_subgrids, 4, 1, fp); - num_subgrids = BigLong(num_subgrids); + READINT(num_subgrids,fp); + for (nsg = num_subgrids;nsg>0; nsg--){ + // read subgrid header + READINT(x,fp); + READINT(y,fp); + READINT(z,fp); + READINT(nx,fp); + READINT(ny,fp); + READINT(nz,fp); + READINT(rx,fp); + READINT(ry,fp); + READINT(rz,fp); - //printf("X = %f \n Y = %f \n Z = %f \n", X, Y, Z); - //printf("NX = %i \n NY = %i \n NZ = %i \n", NX, NY, NZ); - //printf("DX = %f \n DY = %f \n DZ = %f \n Subgrids = %i \n", DX, DY, DZ, num_subgrids); - - counter = 0; - /* read in the databox data - from readdatabox.c - HOW TO PUT DATA INTO ARRAY to PASS TO PYTHON???*/ - for (nsg = num_subgrids; nsg--;) - { - fread(&x, 4, 1, fp); - fread(&y, 4, 1, fp); - fread(&z, 4, 1, fp); - - x = BigLong(x); - y = BigLong(y); - z = BigLong(z); - - fread(&nx, 4, 1, fp); - fread(&ny, 4, 1, fp); - fread(&nz, 4, 1, fp); - - nx = BigLong(nx); - ny = BigLong(ny); - nz = BigLong(nz); - - fread(&rx, 4, 1, fp); - fread(&ry, 4, 1, fp); - fread(&rz, 4, 1, fp); - //printf("nx = %i, x = %i \n ny = %i, y = %i \nnz = %i, z = %i \n", nx, x,ny, y,nz, z); - for (k = 0; k < nz; k++) - { - //for (j = ny-1; j >=0; j--) //flip along y axis - for (j = 0; j > 32)); + const uint32_t low_part = htonl((uint32_t)(value));// & 0xFFFFFFFFLL)); + uint64_t retval = (uint64_t)low_part << 32; + retval = retval | high_part; + return retval; + } + return value; +} diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..e190b63 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,4 @@ +numpy +xarray +matplotlib +jupyter