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sparse.py
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sparse.py
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from array import array
from bisect import bisect_right as br
from ints import getIntSpec
NONE_INT = -1
NONE_STR = "\x00"
NULL = b"\x00"
UTF8 = "utf8"
class PlainString:
def __init__(self, items):
"""Create data container for (index, string) pairs.
The pairs must be sorted by index, and no duplicate indices may occur.
The set of indices must be a set of numbers, not necessarily consecutive.
The values must be all strings (Unicode UTF8).
"""
if not items:
self.offsets = []
return
offsets = [0]
values = [NULL]
curPos = 1
prevI = 0
def addValue(v):
nonlocal curPos
offsets.append(curPos)
vb = v.encode(UTF8)
values.append(vb)
curPos += len(vb)
for (i, v) in items:
if i != prevI + 1:
for j in range(prevI + 1, i):
addValue(NONE_STR)
addValue(NONE_STR if v is None else v)
prevI = i
offsets.append(curPos)
self.values = b"".join(values)
oTp = getIntSpec(min(offsets), max(offsets))
self.offsets = array(oTp, offsets)
self.lastValue = len(values) - 1
def size(self):
offsets = self.offsets
values = self.values
oSize = offsets.itemsize * len(offsets)
vSize = len(values)
return f"""{oSize + + vSize:>8}
\t{'offsets':<8}: {offsets.typecode}: {oSize:>8}
\t{'values':<8}: x: {vSize:>8}
"""
def get(self, index):
if index < 0:
return None
lastValue = self.lastValue
if index > lastValue:
return None
offset = self.offsets[index]
result = self.values[offset:self.offsets[index + 1]]
return None if result == NULL else result.decode(UTF8)
class SparseString:
def __init__(self, items):
"""Create sparse data container for (index, string) pairs.
The pairs must be sorted by index, and no duplicate indices may occur.
The set of indices must be a set of numbers, not necessarily consecutive.
The values must be all strings (Unicode UTF8).
Only indices where values change are stored.
"""
if not items:
self.indices = []
return
indices = []
offsets = []
bounds = []
values = [NULL]
valueMap = {NONE_STR: (0, 1)}
curPos = 1
prevV = None
prevI = None
def addValue(v):
nonlocal curPos
if v in valueMap:
(offset, bound) = valueMap[v]
offsets.append(offset)
bounds.append(bound)
else:
offsets.append(curPos)
vb = v.encode(UTF8)
bound = curPos + len(vb)
bounds.append(bound)
values.append(vb)
valueMap[v] = (curPos, bound)
curPos += len(vb)
for (i, v) in items:
if prevI is None:
indices.append(i)
addValue(v)
elif i != prevI + 1:
indices.append(prevI + 1)
addValue(NONE_STR)
if v is not None:
indices.append(i)
addValue(v)
elif prevV != v:
indices.append(i)
addValue(v)
prevV = v
prevI = i
if prevV is not None:
indices.append(prevI + 1)
addValue(NONE_STR)
offsets.append(curPos)
self.values = b"".join(values)
iTp = getIntSpec(min(indices), max(indices))
self.indices = array(iTp, indices)
self.nIndices = len(indices)
oTp = getIntSpec(min(offsets), max(offsets))
self.offsets = array(oTp, offsets)
bTp = getIntSpec(min(bounds), max(bounds))
self.bounds = array(bTp, bounds)
def size(self):
indices = self.indices
offsets = self.offsets
bounds = self.bounds
values = self.values
iSize = indices.itemsize * len(indices)
oSize = offsets.itemsize * len(offsets)
bSize = bounds.itemsize * len(bounds)
vSize = len(values)
return f"""{iSize + oSize + + bSize + vSize:>8}
\t{'indices':<8}: {indices.typecode}: {iSize:>8}
\t{'offsets':<8}: {offsets.typecode}: {oSize:>8}
\t{'bounds':<8}: {bounds.typecode}: {bSize:>8}
\t{'values':<8}: x: {vSize:>8}
"""
def get(self, index):
nIndices = self.nIndices
pos = br(self.indices, index)
if pos == 0:
return None
pos = nIndices - 1 if pos > nIndices else pos - 1
offset = self.offsets[pos]
if offset == 0:
return None
return self.values[offset:self.bounds[pos]].decode(UTF8)
class PlainInt:
def __init__(self, items):
"""Create data container for (index, value) pairs.
The pairs must be sorted by index, and no duplicate indices may occur.
The set of indices must be a set of numbers, not necessarily consecutive.
The values must be all integers (negatives allowed).
"""
if not items:
self.values = []
return
values = [NONE_INT]
prevI = 0
def addValue(v):
values.append(v)
for (i, v) in items:
if i != prevI + 1:
for j in range(prevI + 1, i):
addValue(NONE_INT)
values.append(NONE_INT if v is None else v - 1 if v < 0 else v)
prevI = i
vTp = getIntSpec(min(values), max(values))
self.values = array(vTp, values)
self.lastValue = len(values) - 1
def size(self):
values = self.values
vSize = values.itemsize * len(values)
return f"""{vSize:>8}
\t{'values':<8}: {values.typecode}: {vSize:>8}
"""
def get(self, index):
if index < 0:
return None
lastValue = self.lastValue
if index > lastValue:
return None
v = self.values[index]
return None if v is NONE_INT else v + 1 if v < 0 else v
class SparseInt:
def __init__(self, items):
"""Create sparse data container for (index, value) pairs.
The pairs must be sorted by index, and no duplicate indices may occur.
The set of indices must be a set of numbers, not necessarily consecutive.
The values must be all integers (negatives allowed).
Only indices where values change are stored.
"""
if not items:
self.indices = []
return
indices = []
values = []
prevV = None
prevI = None
for (i, v) in items:
if prevI is None:
indices.append(i)
values.append(v - 1 if v < 0 else v)
elif i != prevI + 1:
indices.append(prevI + 1)
values.append(NONE_INT)
if v is not None:
indices.append(i)
values.append(v - 1 if v < 0 else v)
elif prevV != v:
indices.append(i)
values.append(v - 1 if v < 0 else v)
prevV = v
prevI = i
if prevV is not NONE_INT:
indices.append(prevI + 1)
values.append(NONE_INT)
iTp = getIntSpec(min(indices), max(indices))
self.indices = array(iTp, indices)
self.nIndices = len(indices)
vTp = getIntSpec(
min(values),
max(values),
)
self.values = array(vTp, values)
def size(self):
indices = self.indices
values = self.values
iSize = indices.itemsize * len(indices)
vSize = values.itemsize * len(values)
return f"""{iSize + vSize:>8}
\t{'indices':<8}: {indices.typecode}: {iSize:>8}
\t{'values':<8}: {values.typecode}: {vSize:>8}
"""
def get(self, index):
nIndices = self.nIndices
pos = br(self.indices, index)
if pos == 0:
return None
pos = nIndices - 1 if pos > nIndices else pos - 1
v = self.values[pos]
return None if v is NONE_INT else v + 1 if v < 0 else v