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import math 

import numpy as num 

from pyrocko.guts import Object, String, Unicode, List, Int, SObject, Any 

from pyrocko.guts_array import Array 

from pyrocko import geometry, cake 

from pyrocko import orthodrome as od 

from pyrocko.util import num_full 

 

 

guts_prefix = 'pf' 

 

 

def nextpow2(i): 

return 2**int(math.ceil(math.log(i)/math.log(2.))) 

 

 

def ncols(arr): 

return 1 if arr.ndim == 1 else arr.shape[1] 

 

 

def nrows(arr): 

return arr.shape[0] 

 

 

def resize_shape(shape, n): 

return (n, ) if len(shape) == 1 else (n, shape[1]) 

 

 

class DType(SObject): 

dummy_for = num.dtype 

 

 

class SubHeader(Object): 

name = String.T() 

unit = Unicode.T(optional=True) 

default = Any.T(optional=True) 

label = Unicode.T(optional=True) 

 

def __init__(self, name, unit=None, default=None, label=None, **kwargs): 

Object.__init__( 

self, name=name, unit=unit, default=default, label=label, **kwargs) 

 

def get_caption(self): 

s = self.label or self.name 

if self.unit: 

s += ' [%s]' % self.unit 

 

return s 

 

def get_ncols(self): 

return 1 

 

 

class Header(SubHeader): 

sub_headers = List.T(SubHeader.T()) 

dtype = DType.T(default=num.dtype('float64'), optional=True) 

 

def __init__( 

self, name, 

unit=None, 

sub_headers=[], 

dtype=None, 

default=None, 

label=None): 

 

sub_headers = [anything_to_sub_header(sh) for sh in sub_headers] 

 

kwargs = dict(sub_headers=sub_headers, dtype=dtype) 

 

SubHeader.__init__(self, name, unit, default, label, **kwargs) 

 

def get_ncols(self): 

return max(1, len(self.sub_headers)) 

 

def default_array(self, nrows): 

val = self.dtype(self.default) 

if not self.sub_headers: 

return num_full((nrows,), val, dtype=self.dtype) 

else: 

return num_full((nrows, self.get_ncols()), val, dtype=self.dtype) 

 

 

def anything_to_header(args): 

if isinstance(args, Header): 

return args 

elif isinstance(args, str): 

return Header(name=args) 

elif isinstance(args, tuple): 

return Header(*args) 

else: 

raise ValueError('argument of type Header, str or tuple expected') 

 

 

def anything_to_sub_header(args): 

if isinstance(args, SubHeader): 

return args 

elif isinstance(args, str): 

return SubHeader(name=args) 

elif isinstance(args, tuple): 

return SubHeader(*args) 

else: 

raise ValueError('argument of type SubHeader, str or tuple expected') 

 

 

class Description(Object): 

name = String.T(optional=True) 

headers = List.T(Header.T()) 

nrows = Int.T() 

ncols = Int.T() 

 

def __init__(self, table=None, **kwargs): 

if table: 

Object.__init__( 

self, 

name=table._name, 

headers=table._headers, 

nrows=table.get_nrows(), 

ncols=table.get_ncols()) 

else: 

Object.__init__(self, **kwargs) 

 

 

class NoSuchRecipe(Exception): 

pass 

 

 

class Recipe(Object): 

 

def __init__(self): 

self._table = None 

self._table = Table() 

 

self._required_headers = [] 

self._headers = [] 

self._col_update_map = {} 

self._name_to_header = {} 

 

def has_col(self, name): 

return name in self._name_to_header 

 

def get_col_names(self): 

names = [] 

for h in self._headers: 

names.append(h.name) 

for sh in h.sub_headers: 

names.append(sh.name) 

 

return names 

 

def get_table(self): 

return self._table 

 

def get_header(self, name): 

return self._name_to_header[name] 

 

def _add_required_cols(self, table): 

for h in self._headers: 

if not table.has_col(h.name): 

table.add_col(h) 

 

def _update_col(self, table, name): 

if not self._table.has_col(name): 

self._col_update_map[name](table) 

 

def _add_rows_handler(self, table, nrows_added): 

pass 

 

def _register_required_col(self, header): 

self._required_headers.append(header) 

 

def _register_computed_col(self, header, updater): 

self._headers.append(header) 

self._name_to_header[header.name] = header 

self._col_update_map[header.name] = updater 

for sh in header.sub_headers: 

self._col_update_map[sh.name] = updater 

self._name_to_header[sh.name] = sh 

 

 

class Table(Object): 

 

description__ = Description.T() 

arrays__ = List.T(Array.T(serialize_as='base64+meta')) 

recipes__ = List.T(Recipe.T()) 

 

def __init__( 

self, 

name=None, 

nrows_capacity=None, 

nrows_capacity_min=0, 

description=None, 

arrays=None, 

recipes=[]): 

 

Object.__init__(self, init_props=False) 

 

self._name = name 

self._buffers = [] 

self._arrays = [] 

self._headers = [] 

self._cols = {} 

self._recipes = [] 

self.nrows_capacity_min = nrows_capacity_min 

self._nrows_capacity = 0 

if nrows_capacity is not None: 

self.set_nrows_capacity(max(nrows_capacity, nrows_capacity_min)) 

 

if description and arrays: 

self.T.get_property('arrays').validate( 

arrays, regularize=True, depth=0) 

self._name = description.name 

self.add_cols(description.headers, arrays) 

for recipe in recipes: 

self.add_recipe(recipe) 

 

@property 

def description(self): 

return self.get_description() 

 

@property 

def arrays(self): 

return self._arrays 

 

@property 

def recipes(self): 

return self._recipes 

 

def add_recipe(self, recipe): 

self._recipes.append(recipe) 

recipe._add_required_cols(self) 

 

def get_nrows(self): 

if not self._arrays: 

return 0 

else: 

return nrows(self._arrays[0]) 

 

def get_nrows_capacity(self): 

return self._nrows_capacity 

 

def set_nrows_capacity(self, nrows_capacity_new): 

if self.get_nrows_capacity() != nrows_capacity_new: 

if self.get_nrows() > nrows_capacity_new: 

raise ValueError('new capacity too small to hold current data') 

 

new_buffers = [] 

for buf in self._buffers: 

shape = resize_shape(buf.shape, nrows_capacity_new) 

new_buffers.append(num.zeros(shape, dtype=buf.dtype)) 

 

ncopy = min(self.get_nrows(), nrows_capacity_new) 

 

new_arrays = [] 

for arr, buf in zip(self._arrays, new_buffers): 

buf[:ncopy, ...] = arr[:ncopy, ...] 

new_arrays.append(buf[:ncopy, ...]) 

 

self._buffers = new_buffers 

self._arrays = new_arrays 

self._nrows_capacity = nrows_capacity_new 

 

def get_ncols(self): 

return len(self._arrays) 

 

def add_col(self, header, array=None): 

header = anything_to_header(header) 

 

nrows_current = self.get_nrows() 

if array is None: 

array = header.default_array(nrows_current) 

 

array = num.asarray(array) 

 

assert header.get_ncols() == ncols(array) 

assert array.ndim in (1, 2) 

if self._arrays: 

assert nrows(array) == nrows_current 

 

if nrows_current == 0: 

nrows_current = nrows(array) 

self.set_nrows_capacity( 

max(nrows_current, self.nrows_capacity_min)) 

 

iarr = len(self._arrays) 

 

shape = resize_shape(array.shape, self.get_nrows_capacity()) 

if shape != array.shape: 

buf = num.zeros(shape, dtype=array.dtype) 

buf[:nrows_current, ...] = array[:, ...] 

else: 

buf = array 

 

self._buffers.append(buf) 

self._arrays.append(buf[:nrows_current, ...]) 

self._headers.append(header) 

 

self._cols[header.name] = iarr, None 

 

for icol, sub_header in enumerate(header.sub_headers): 

self._cols[sub_header.name] = iarr, icol 

 

def add_cols(self, headers, arrays=None): 

if arrays is None: 

arrays = [None] * len(headers) 

 

for header, array in zip(headers, arrays): 

self.add_col(header, array) 

 

def add_rows(self, arrays): 

assert self.get_ncols() == len(arrays) 

arrays = [num.asarray(arr) for arr in arrays] 

 

nrows_add = nrows(arrays[0]) 

nrows_current = self.get_nrows() 

nrows_new = nrows_current + nrows_add 

if self.get_nrows_capacity() < nrows_new: 

self.set_nrows_capacity(max( 

self.nrows_capacity_min, nextpow2(nrows_new))) 

 

new_arrays = [] 

for buf, arr in zip(self._buffers, arrays): 

assert ncols(arr) == ncols(buf) 

assert nrows(arr) == nrows_add 

buf[nrows_current:nrows_new, ...] = arr[:, ...] 

new_arrays.append(buf[:nrows_new, ...]) 

 

self._arrays = new_arrays 

 

for recipe in self._recipes: 

recipe._add_rows_handler(self, nrows_add) 

 

def get_col(self, name, mask=slice(None)): 

if name in self._cols: 

if isinstance(mask, str): 

mask = self.get_col(mask) 

 

iarr, icol = self._cols[name] 

if icol is None: 

return self._arrays[iarr][mask] 

else: 

return self._arrays[iarr][mask, icol] 

else: 

recipe = self.get_recipe_for_col(name) 

recipe._update_col(self, name) 

 

return recipe.get_table().get_col(name, mask) 

 

def get_header(self, name): 

if name in self._cols: 

iarr, icol = self._cols[name] 

if icol is None: 

return self._headers[iarr] 

else: 

return self._headers[iarr].sub_headers[icol] 

else: 

recipe = self.get_recipe_for_col(name) 

return recipe.get_header(name) 

 

def has_col(self, name): 

return name in self._cols or \ 

any(rec.has_col(name) for rec in self._recipes) 

 

def get_col_names(self, sub_headers=True): 

names = [] 

for h in self._headers: 

names.append(h.name) 

if sub_headers: 

for sh in h.sub_headers: 

names.append(sh.name) 

 

for recipe in self._recipes: 

names.extend(recipe.get_col_names()) 

 

return names 

 

def get_recipe_for_col(self, name): 

for recipe in self._recipes: 

if recipe.has_col(name): 

return recipe 

 

raise NoSuchRecipe(name) 

 

def get_description(self): 

return Description(self) 

 

def get_as_text(self): 

scols = [] 

formats = { 

num.dtype('float64'): '%e'} 

 

for name in self.get_col_names(sub_headers=False): 

array = self.get_col(name) 

header = self.get_header(name) 

fmt = formats.get(array.dtype, '%s') 

if array.ndim == 1: 

scol = [header.get_caption(), ''] 

for val in array: 

scol.append(fmt % val) 

 

scols.append(scol) 

else: 

for icol in range(ncols(array)): 

sub_header = header.sub_headers[icol] 

scol = [header.get_caption(), sub_header.get_caption()] 

for val in array[:, icol]: 

scol.append(fmt % val) 

 

scols.append(scol) 

 

for scol in scols: 

width = max(len(s) for s in scol) 

for i in range(len(scol)): 

scol[i] = scol[i].rjust(width) 

 

return '\n'.join(' '.join(s for s in srow) for srow in zip(*scols)) 

 

def add_computed_col(self, header, func): 

header = anything_to_header(header) 

self.add_recipe(SimpleRecipe(header, func)) 

 

 

class SimpleRecipe(Recipe): 

 

def __init__(self, header, func): 

Recipe.__init__(self) 

self._col_name = header.name 

 

def call_func(tab): 

self._table.add_col(header, func(tab)) 

 

self._register_computed_col(header, call_func) 

 

def _add_rows_handler(self, table, nrows_added): 

Recipe._add_rows_handler(self, table, nrows_added) 

if self._table.has_col(self._col_name): 

self._table.remove_col(self._col_name) 

 

 

class LocationRecipe(Recipe): 

 

def __init__(self): 

Recipe.__init__(self) 

self.c5_header = Header(name='c5', sub_headers=[ 

SubHeader(name='ref_lat', unit='degrees'), 

SubHeader(name='ref_lon', unit='degrees'), 

SubHeader(name='north_shift', unit='m'), 

SubHeader(name='east_shift', unit='m'), 

SubHeader(name='depth', unit='m')]) 

 

self._register_required_col(self.c5_header) 

 

self._latlon_header = Header(name='latlon', sub_headers=[ 

SubHeader(name='lat', unit='degrees'), 

SubHeader(name='lon', unit='degrees')]) 

 

self._register_computed_col(self._latlon_header, self._update_latlon) 

 

self._xyz_header = Header(name='xyz', sub_headers=[ 

SubHeader(name='x', unit='m'), 

SubHeader(name='y', unit='m'), 

SubHeader(name='z', unit='m')]) 

 

self._register_computed_col(self._xyz_header, self._update_xyz) 

 

def set_depth_offset(self, depth_offset): 

self.depth_offset = depth_offset 

 

def _add_rows_handler(self, table, nrows_added): 

Recipe._add_rows_handler(self, table, nrows_added) 

 

for colname in ['latlon', 'xyz']: 

if self._table.has_col(colname): 

self._table.remove_col(colname) 

 

def _update_latlon(self, table): 

lats, lons = od.ne_to_latlon( 

table.get_col('ref_lat'), 

table.get_col('ref_lon'), 

table.get_col('north_shift'), 

table.get_col('east_shift')) 

 

latlons = num.zeros((lats.size, 2)) 

latlons[:, 0] = lats 

latlons[:, 1] = lons 

 

self._table.add_col(self._latlon_header, latlons) 

 

def _update_xyz(self, table): 

self._update_latlon(table) 

 

xyzs = geometry.latlondepth2xyz( 

num.concatenate(( 

table.get_col('lat').reshape(-1, 1), 

table.get_col('lon').reshape(-1, 1), 

table.get_col('depth').reshape(-1, 1)), 

axis=1), 

planetradius=cake.earthradius) 

 

self._table.add_col(self._xyz_header, xyzs) 

 

 

class EventRecipe(LocationRecipe): 

 

def __init__(self): 

LocationRecipe.__init__(self) 

self._register_required_col(Header(name='time', unit='s')) 

self._register_required_col(Header(name='magnitude'))