Error in vertical interpolation on a 3D grid
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Description
Hello all,
I'm trying to vertically interpolate few variables on a 3D grid. I have created 10 vertical levels between the 5m to mixing height. The height_levels are defined separately for each grid point. It is a 3D array with shape (10,159,154), where 159 are the latitudes and 154 are the longitudes.
num_levels= 10
for t in range(len(ds['Time'])):
pblh_t = ds['PBLH'].isel(Time=t).values
height_levels = np.logspace(np.log10(5), np.log10(pblh_t), num_levels)
field = ds[var].isel(Time=t)
Z = ds['Z_center'].isel(Time=t)
interpolated_data = interplevel(field, Z, height_levels)
The shape and the dimension of field and Z is matching exactly. However, this code is giving the following error:
File ~/miniconda3/envs/spyder-env/lib/python3.9/site-packages/wrf/specialdec.py:685 in func_wrapper
"the same leftmost and rightmost "
ValueError: argument 1 and 2 must have the same leftmost and rightmost dimensions.
If i give a list of values to interpolate, for example: height_levels = [50, 100,200,300]. code works fine and give the results without any error.
on inspecting the specialdec.py file, following are the lines which are raising the error
line:681
if is2dlev:
if levels.ndim != 2:
if (levels.shape[0:-2] != z.shape[0:-3] or
levels.shape[-2:] != z.shape[-2:]):
raise ValueError("argument 1 and 2 must have "
"the same leftmost and rightmost "
"dimensions")
For my case, levels.shape[-2:] = z.shape[-2:]),
height_levels.shape[-2:]
Out[99]: (159, 154)
Z.shape[-2:]
Out[100]: (159, 154)
but,
height_levels.shape[0:-2]
Out[101]: (10,)
Z.shape[0:-3]
Out[102]: ()
Z.shape[0:-3] is empty since the Z has only 3 dimensions (49,159,154). Here, 49 is the number of the model levels.
Can anyone please help me fix this.
Thank you for your time!!!
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Research direction
Start with the interplevel call and the validation in specialdec.py around line 681. Compare the reported height_levels shape (10, 159, 154) with the Z shape (49, 159, 154), and determine the expected dimensions for 3D vertical levels. Done means the reported interpolation case is handled consistently or the required input shape is clearly established.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- python
- Domain
- data
- Issue type
- Bug
- Difficulty
- 3/5
- Estimated time
- 1-2 days
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 35/100