用Python将数组写入二进制文件,然后用Fortran读取
我想用Python为天气研究和预测模型编写中间文件。这些是模型用Fortran读取的二进制文件。 文件包括一些元数据和二维字段。 编写元数据效果很好,例如用Python将数组写入二进制文件,然后用Fortran读取,python,arrays,fortran,Python,Arrays,Fortran,我想用Python为天气研究和预测模型编写中间文件。这些是模型用Fortran读取的二进制文件。 文件包括一些元数据和二维字段。 编写元数据效果很好,例如 # record1 g.write(struct.pack('>i', 4)) # record opening bytes g.write(struct.pack('>i', d.ifv)) g.write(struct.pack('>i', 4)) # record closing bytes` 但是当我想写这个字段时
# record1
g.write(struct.pack('>i', 4)) # record opening bytes
g.write(struct.pack('>i', d.ifv))
g.write(struct.pack('>i', 4)) # record closing bytes`
但是当我想写这个字段时,它会被一些Fortran代码读取,比如
real, dimension(:,:):: slab
...
read (1) slab
我挣扎着。我想我需要将numpy数组转换为np.float32类型,并且必须以Fortran顺序编写它。有一个页面,其中提供了一些读取中间文件的代码,并通过该页面读取数据字段
def _parse_record5(data, nx, ny):
result = {}
size = nx * ny
fmt = ">{}f".format(size)
parsed = struct.unpack(fmt, data)
arr = np.array(parsed, dtype=np.float32)
result["slab"] = arr.reshape((nx, ny), order="F")
return result
但我无法弄清楚如何正确地写入字段。
我试着这样做:
recl = d.nx*d.ny*4 # number of array elements + 4 bytes
g.write(struct.pack('>i', recl)) # record opening bytes
slab_temp = d.slab.astype(np.float32) # converting from 64 to 32 bytes
slab = slab_temp.tobytes('F') # bytestream in Fortran order
g.write(struct.pack(str(recl)+'s', slab)) # writing bytestream to file
g.write(struct.pack('>i', recl)) # record closing bytes`
不幸的是,它不能正常工作,Fortran程序读取的数据完全错误。尽管如此,我编写的seam的bytestream的长度是可以的,因为从以相同方式编写的下一个数据集读取的元数据是可以的
最正确的方法是什么?
非常感谢您的建议 最后,我终于解决了这个问题。在将数组写入文件时,我没有指定endian(WRF需要big-endian,但我们的linux计算机使用little-endian运行)。我已经用big-endian编写了所有其他变量,因此它们被正确读取 为了完整起见,我将python代码放在下面,用于读取和写入WRF中间文件:
# reads and writes dataset from / to a WRF intermediate file
import struct
import numpy as np
class dataset:
ifv = 0.0
hdate = ''
xfcst = 0.0
map_source = ''
field = ''
units_string = ''
desc = ''
xlvl = 0.0
nx = 0
ny = 0
iproj = 0
startloc = ''
startlat = 0.0
startlon = 0.0
deltalat = 0.0
deltalon = 0.0
earth_radius = 0.0
dx = 0.0
dy = 0.0
truelat1 = 0.0
truelat2 = 0.0
xlonc = 0.0
nlats = 0.0
is_wind_earth_rel = None
slab = None
def print_dataset(res):
print('ifv: ', res.ifv)
print('hdate: ', res.hdate)
print('xfcst: ', res.xfcst)
print('map_source: ', res.map_source)
print('field: ', res.field)
print(' units_string: ', res.units_string)
print(' desc: ', res.desc)
print(' xlvl: ', res.xlvl)
print(' nx: ', res.nx)
print(' ny: ', res.ny)
print(' iproj: ', res.iproj)
print(' startloc: ', res.startloc)
print(' startlat: ', res.startlat)
print(' startlon: ', res.startlon)
print(' deltalat: ', res.deltalat)
print(' deltalon: ', res.deltalon)
print(' earth_radius: ', res.earth_radius)
print(' dx: ', res.dx)
print(' dy: ', res.dy)
print(' truelat1: ', res.truelat1)
print(' truelat2: ', res.truelat2)
print(' xlonc: ', res.xlonc)
print(' nlats: ', res.nlats)
print(' is_wind_earth_rel: ', res.is_wind_earth_rel)
print(' slab: ', res.slab)
def read_dataset(f):
d = dataset()
recl=struct.unpack('>i',f.read(4))[0]
d.ifv = struct.unpack('>i',f.read(recl))[0]
recl_close=struct.unpack('>i',f.read(4))[0] # record closing bytes
recl=struct.unpack('>i',f.read(4))[0]
record2= struct.unpack(str(recl)+'s',f.read(recl))[0]
d.hdate = record2[0:24].decode('UTF8')
d.xfcst = struct.unpack('>f', record2[24:28])[0]
d.map_source = record2[28:60].decode('UTF8')
d.field = record2[60:69].decode('UTF8')
d.units_string = record2[69:94].decode('UTF8')
d.desc = record2[94:140].decode('UTF8')
d.xlvl = struct.unpack('>f', record2[140:144])[0]
d.nx = struct.unpack('>i', record2[144:148])[0]
d.ny = struct.unpack('>i', record2[148:152])[0]
d.iproj = struct.unpack('>i', record2[152:156])[0]
recl_close=struct.unpack('>i',f.read(4))[0] # record closing bytes
recl=struct.unpack('>i',f.read(4))[0]
record3= struct.unpack(str(recl)+'s',f.read(recl))[0]
d.startloc = record3[0:8].decode('UTF8')
if(d.iproj == 0): # Cylindrical equidistant projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.deltalat = struct.unpack('>f', record3[16:20])[0]
d.deltalon = struct.unpack('>f', record3[20:24])[0]
d.earth_radius = struct.unpack('>f', record3[24:28])[0]
if(d.iproj == 1): # Mercator projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.dx = struct.unpack('>f', record3[16:20])[0]
d.dy = struct.unpack('>f', record3[20:24])[0]
d.truelat1 = struct.unpack('>f', record3[24:28])[0]
d.earth_radius = struct.unpack('>f', record3[28:32])[0]
if(d.iproj == 3): # Lambert conformal projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.dx = struct.unpack('>f', record3[16:20])[0]
d.dy = struct.unpack('>f', record3[20:24])[0]
d.xlonc = struct.unpack('>f', record3[24:28])[0]
d.truelat1 = struct.unpack('>f', record3[28:32])[0]
d.truelat2 = struct.unpack('>f', record3[32:36])[0]
d.earth_radius = struct.unpack('>f', record3[36:40])[0]
if(d.iproj == 4): # Gaussian projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.nlats = struct.unpack('>f', record3[16:20])[0]
d.deltalon = struct.unpack('>f', record3[20:24])[0]
d.earth_radius = struct.unpack('>f', record3[24:28])[0]
if(d.iproj == 5): # Polar-stereographic projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.dx = struct.unpack('>f', record3[16:20])[0]
d.dy = struct.unpack('>f', record3[20:24])[0]
d.xlonc = struct.unpack('>f', record3[24:28])[0]
d.truelat1 = struct.unpack('>f', record3[28:32])[0]
d.earth_radius = struct.unpack('>f', record3[32:36])[0]
recl_close=struct.unpack('>i',f.read(4))[0] # record closing bytes
recl=struct.unpack('>i',f.read(4))[0]
record4= struct.unpack(str(recl)+'s',f.read(recl))[0]
d.is_wind_earth_rel = struct.unpack('>i', record4[0:4])[0]
recl_close=struct.unpack('>l',f.read(4))[0] # record closing bytes
# record 5
recl=struct.unpack('>i',f.read(4))[0]
record5 = struct.unpack(str(recl)+'s', f.read(recl))[0]
slab = np.frombuffer(record5, dtype='>f')
d.slab = slab.reshape(d.nx,d.ny)
recl=struct.unpack('>i',f.read(4))[0]
return d
def write_dataset(g, d):
# record1
g.write(struct.pack('>i', 4)) # record opening bytes
g.write(struct.pack('>i', d.ifv))
g.write(struct.pack('>i', 4)) # record closing bytes
# record2
g.write(struct.pack('>i', 156)) # record opening bytes
g.write(struct.pack('24s', bytes(d.hdate, 'utf-8')))
g.write(struct.pack('>f', d.xfcst))
g.write(struct.pack('32s', bytes(d.map_source, 'utf-8')))
g.write(struct.pack('9s', bytes(d.field, 'utf-8')))
g.write(struct.pack('25s', bytes(d.units_string, 'utf-8')))
g.write(struct.pack('46s', bytes(d.desc, 'utf-8')))
g.write(struct.pack('>f', d.xlvl))
g.write(struct.pack('>i', d.nx))
g.write(struct.pack('>i', d.ny))
g.write(struct.pack('>i', d.iproj))
g.write(struct.pack('>i', 156)) # record closing bytes
# record3
if(d.iproj == 0): # Cylindrical equidistant projection
g.write(struct.pack('>i', 28)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.deltalat))
g.write(struct.pack('>f', d.deltalon))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 28)) # record closing bytes
if(d.iproj == 1): # Mercator projection
g.write(struct.pack('>i', 32)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.dx))
g.write(struct.pack('>f', d.dy))
g.write(struct.pack('>f', d.truelat1))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 32)) # record closing bytes
if(d.iproj == 3): # Lambert conformal projection
g.write(struct.pack('>i', 40)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.dx))
g.write(struct.pack('>f', d.dy))
g.write(struct.pack('>f', d.xlonc))
g.write(struct.pack('>f', d.truelat1))
g.write(struct.pack('>f', d.truelat2))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 40)) # record closing bytes
if(d.iproj == 4): # Gaussian projection
g.write(struct.pack('>i', 28)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.nlats))
g.write(struct.pack('>f', d.deltalon))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 28)) # record closing bytes
if(d.iproj == 5): # Polar-stereographic projection
g.write(struct.pack('>i', 36)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.dx))
g.write(struct.pack('>f', d.dy))
g.write(struct.pack('>f', d.xlonc))
g.write(struct.pack('>f', d.truelat1))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 36)) # record closing bytes
# record4
g.write(struct.pack('>i', 4)) # record opening bytes
g.write(struct.pack('>i', d.is_wind_earth_rel))
g.write(struct.pack('>i', 4)) # record closing bytes
# record 5
recl = d.nx*d.ny*4
g.write(struct.pack('>i', recl)) # record opening bytes
slab_temp = d.slab.astype('>f')
g.write(slab_temp.tobytes(order='F'))
g.write(struct.pack('>i', recl)) # record closing bytes
最后,我终于解决了这个问题。在将数组写入文件时,我没有指定endian(WRF需要big-endian,但我们的linux计算机使用little-endian运行)。我已经用big-endian编写了所有其他变量,因此它们被正确读取 为了完整起见,我将python代码放在下面,用于读取和写入WRF中间文件:
# reads and writes dataset from / to a WRF intermediate file
import struct
import numpy as np
class dataset:
ifv = 0.0
hdate = ''
xfcst = 0.0
map_source = ''
field = ''
units_string = ''
desc = ''
xlvl = 0.0
nx = 0
ny = 0
iproj = 0
startloc = ''
startlat = 0.0
startlon = 0.0
deltalat = 0.0
deltalon = 0.0
earth_radius = 0.0
dx = 0.0
dy = 0.0
truelat1 = 0.0
truelat2 = 0.0
xlonc = 0.0
nlats = 0.0
is_wind_earth_rel = None
slab = None
def print_dataset(res):
print('ifv: ', res.ifv)
print('hdate: ', res.hdate)
print('xfcst: ', res.xfcst)
print('map_source: ', res.map_source)
print('field: ', res.field)
print(' units_string: ', res.units_string)
print(' desc: ', res.desc)
print(' xlvl: ', res.xlvl)
print(' nx: ', res.nx)
print(' ny: ', res.ny)
print(' iproj: ', res.iproj)
print(' startloc: ', res.startloc)
print(' startlat: ', res.startlat)
print(' startlon: ', res.startlon)
print(' deltalat: ', res.deltalat)
print(' deltalon: ', res.deltalon)
print(' earth_radius: ', res.earth_radius)
print(' dx: ', res.dx)
print(' dy: ', res.dy)
print(' truelat1: ', res.truelat1)
print(' truelat2: ', res.truelat2)
print(' xlonc: ', res.xlonc)
print(' nlats: ', res.nlats)
print(' is_wind_earth_rel: ', res.is_wind_earth_rel)
print(' slab: ', res.slab)
def read_dataset(f):
d = dataset()
recl=struct.unpack('>i',f.read(4))[0]
d.ifv = struct.unpack('>i',f.read(recl))[0]
recl_close=struct.unpack('>i',f.read(4))[0] # record closing bytes
recl=struct.unpack('>i',f.read(4))[0]
record2= struct.unpack(str(recl)+'s',f.read(recl))[0]
d.hdate = record2[0:24].decode('UTF8')
d.xfcst = struct.unpack('>f', record2[24:28])[0]
d.map_source = record2[28:60].decode('UTF8')
d.field = record2[60:69].decode('UTF8')
d.units_string = record2[69:94].decode('UTF8')
d.desc = record2[94:140].decode('UTF8')
d.xlvl = struct.unpack('>f', record2[140:144])[0]
d.nx = struct.unpack('>i', record2[144:148])[0]
d.ny = struct.unpack('>i', record2[148:152])[0]
d.iproj = struct.unpack('>i', record2[152:156])[0]
recl_close=struct.unpack('>i',f.read(4))[0] # record closing bytes
recl=struct.unpack('>i',f.read(4))[0]
record3= struct.unpack(str(recl)+'s',f.read(recl))[0]
d.startloc = record3[0:8].decode('UTF8')
if(d.iproj == 0): # Cylindrical equidistant projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.deltalat = struct.unpack('>f', record3[16:20])[0]
d.deltalon = struct.unpack('>f', record3[20:24])[0]
d.earth_radius = struct.unpack('>f', record3[24:28])[0]
if(d.iproj == 1): # Mercator projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.dx = struct.unpack('>f', record3[16:20])[0]
d.dy = struct.unpack('>f', record3[20:24])[0]
d.truelat1 = struct.unpack('>f', record3[24:28])[0]
d.earth_radius = struct.unpack('>f', record3[28:32])[0]
if(d.iproj == 3): # Lambert conformal projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.dx = struct.unpack('>f', record3[16:20])[0]
d.dy = struct.unpack('>f', record3[20:24])[0]
d.xlonc = struct.unpack('>f', record3[24:28])[0]
d.truelat1 = struct.unpack('>f', record3[28:32])[0]
d.truelat2 = struct.unpack('>f', record3[32:36])[0]
d.earth_radius = struct.unpack('>f', record3[36:40])[0]
if(d.iproj == 4): # Gaussian projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.nlats = struct.unpack('>f', record3[16:20])[0]
d.deltalon = struct.unpack('>f', record3[20:24])[0]
d.earth_radius = struct.unpack('>f', record3[24:28])[0]
if(d.iproj == 5): # Polar-stereographic projection
d.startlat = struct.unpack('>f', record3[8:12])[0]
d.startlon = struct.unpack('>f', record3[12:16])[0]
d.dx = struct.unpack('>f', record3[16:20])[0]
d.dy = struct.unpack('>f', record3[20:24])[0]
d.xlonc = struct.unpack('>f', record3[24:28])[0]
d.truelat1 = struct.unpack('>f', record3[28:32])[0]
d.earth_radius = struct.unpack('>f', record3[32:36])[0]
recl_close=struct.unpack('>i',f.read(4))[0] # record closing bytes
recl=struct.unpack('>i',f.read(4))[0]
record4= struct.unpack(str(recl)+'s',f.read(recl))[0]
d.is_wind_earth_rel = struct.unpack('>i', record4[0:4])[0]
recl_close=struct.unpack('>l',f.read(4))[0] # record closing bytes
# record 5
recl=struct.unpack('>i',f.read(4))[0]
record5 = struct.unpack(str(recl)+'s', f.read(recl))[0]
slab = np.frombuffer(record5, dtype='>f')
d.slab = slab.reshape(d.nx,d.ny)
recl=struct.unpack('>i',f.read(4))[0]
return d
def write_dataset(g, d):
# record1
g.write(struct.pack('>i', 4)) # record opening bytes
g.write(struct.pack('>i', d.ifv))
g.write(struct.pack('>i', 4)) # record closing bytes
# record2
g.write(struct.pack('>i', 156)) # record opening bytes
g.write(struct.pack('24s', bytes(d.hdate, 'utf-8')))
g.write(struct.pack('>f', d.xfcst))
g.write(struct.pack('32s', bytes(d.map_source, 'utf-8')))
g.write(struct.pack('9s', bytes(d.field, 'utf-8')))
g.write(struct.pack('25s', bytes(d.units_string, 'utf-8')))
g.write(struct.pack('46s', bytes(d.desc, 'utf-8')))
g.write(struct.pack('>f', d.xlvl))
g.write(struct.pack('>i', d.nx))
g.write(struct.pack('>i', d.ny))
g.write(struct.pack('>i', d.iproj))
g.write(struct.pack('>i', 156)) # record closing bytes
# record3
if(d.iproj == 0): # Cylindrical equidistant projection
g.write(struct.pack('>i', 28)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.deltalat))
g.write(struct.pack('>f', d.deltalon))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 28)) # record closing bytes
if(d.iproj == 1): # Mercator projection
g.write(struct.pack('>i', 32)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.dx))
g.write(struct.pack('>f', d.dy))
g.write(struct.pack('>f', d.truelat1))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 32)) # record closing bytes
if(d.iproj == 3): # Lambert conformal projection
g.write(struct.pack('>i', 40)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.dx))
g.write(struct.pack('>f', d.dy))
g.write(struct.pack('>f', d.xlonc))
g.write(struct.pack('>f', d.truelat1))
g.write(struct.pack('>f', d.truelat2))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 40)) # record closing bytes
if(d.iproj == 4): # Gaussian projection
g.write(struct.pack('>i', 28)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.nlats))
g.write(struct.pack('>f', d.deltalon))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 28)) # record closing bytes
if(d.iproj == 5): # Polar-stereographic projection
g.write(struct.pack('>i', 36)) # record opening bytes
g.write(struct.pack('8s', bytes(d.startloc, 'utf-8')))
g.write(struct.pack('>f', d.startlat))
g.write(struct.pack('>f', d.startlon))
g.write(struct.pack('>f', d.dx))
g.write(struct.pack('>f', d.dy))
g.write(struct.pack('>f', d.xlonc))
g.write(struct.pack('>f', d.truelat1))
g.write(struct.pack('>f', d.earth_radius))
g.write(struct.pack('>i', 36)) # record closing bytes
# record4
g.write(struct.pack('>i', 4)) # record opening bytes
g.write(struct.pack('>i', d.is_wind_earth_rel))
g.write(struct.pack('>i', 4)) # record closing bytes
# record 5
recl = d.nx*d.ny*4
g.write(struct.pack('>i', recl)) # record opening bytes
slab_temp = d.slab.astype('>f')
g.write(slab_temp.tobytes(order='F'))
g.write(struct.pack('>i', recl)) # record closing bytes
未格式化Fortran二进制文件所需的数据结构未标准化。请告诉我们所使用的Fortran编译器以及所写数据的大致大小。此外,如果您能给出您认为应该读取的值以及您看到的内容,这将非常有用。您能为中间文件使用标准文件格式吗?可能会有一点开销,但由于格式会标准化,因此Python和Fortran都应该有好的库。考虑到这个主题,netCDF4(或其更通用的基础HDF5)可能是一个不错的选择。使用流而不是基于记录的IOT在我看来,更改Fortran端的建议没有那么有用。尽管我自己也是一名Fortran程序员,但我当然不想仅仅因为这个原因而处理像WRF这样庞大代码的I/O内部。上游无论如何都不会改变,必须保留一个发散的本地分支并保持更新。@9769953:正如Vladimir F评论的那样,修改WRF系统以读取另一种文件类型作为中间文件不是一个好主意。中间文件工作得很好,只有当输入数据不是grib格式或有人想修改输入数据时才需要自己编写。未格式化Fortran二进制文件所需的数据结构没有标准化。请告诉我们所使用的Fortran编译器以及所写数据的大致大小。此外,如果您能给出您认为应该读取的值以及您看到的内容,这将非常有用。您能为中间文件使用标准文件格式吗?可能会有一点开销,但由于格式会标准化,因此Python和Fortran都应该有好的库。考虑到这个主题,netCDF4(或其更通用的基础HDF5)可能是一个不错的选择。使用流而不是基于记录的IOT在我看来,更改Fortran端的建议没有那么有用。尽管我自己也是一名Fortran程序员,但我当然不想仅仅因为这个原因而处理像WRF这样庞大代码的I/O内部。上游无论如何都不会改变,必须保留一个发散的本地分支并保持更新。@9769953:正如Vladimir F评论的那样,修改WRF系统以读取另一种文件类型作为中间文件不是一个好主意。中间文件工作得很好,只有当输入数据不是grib格式或有人想要修改输入数据时才需要自己编写。