def MRorphans(colA, colAfld, colAq, colB, colBfld, colBq, out='mr_orphans',
jsMode=False, verbose=3):
''' A kind of set operation on 2 collections
Map Reduce two collection objects (colA, colB) on a common field (colAfld, colBFld)
allowing queries (colAq, colBq)
returns tuple (result collection, MapReduce1 results, MapReduce2 results)
resultsCollection
value.A = count of documents in A, value.B count of documents in B,
sum count of documents in both A+B
documents non existing in ColA resultCollection.find( {'value.A':0}}
documents existing in both ColA and ColB
resultCollection.find( ={'value.A':{'$gt':0}, 'value.B':{'$gt':0}})
or if documents are unique in both collections resultCollection.find({'value.sum':2}}
call example:
MapOrphans(bof.TstatusesSrc, '_id', {}, colB=ag13, colBfld='_id.vl',
colBq={'_id.kt': 'src', '_id.idsu': ''}, out='mr_join', jsMode=False, verbose=3)
'''
MapOrphansJs = parseJSfunFromFile(PATH_JS, 'MapOrphans')
ReduceOrphansJs = parseJSfunFromFile(PATH_JS, 'ReduceOrphans')
scope = {'phase': 1}
sort = {colAfld: 1} if colAfld in collectionIndexedFields(colA) else None
mr1 = MRsimple(colA, MapOrphansJs % (colAfld), FunReduce=ReduceOrphansJs,
query=colAq, out={'db': 'local', 'replace': out},
finalize=None, scope=scope, sort=sort, verbose=verbose, jsMode=jsMode)
scope['phase'] = 2
sort = {colBfld: 1} if colBfld in collectionIndexedFields(colB) else None
mr2 = MRsimple(colB, MapOrphansJs % (colBfld), FunReduce=ReduceOrphansJs, query=colBq,
out={'db': 'local', 'reduce': out}, finalize=None, scope=scope, sort=sort,
verbose=verbose, jsMode=jsMode)
return mr2[1], mr1[0], mr2[0]
def MRfields(collection, query={}, out={"replace": 'mrfields.tmp'}, verbose=2, doMeta=False,
scope={'parms': {'levelMax': -1, 'inclHeaderKeys': True, 'ExamplesMax': 2}}):
"""A utility which intentifies all field's names used by documents of a collection
"""
FunMap = parseJSfunFromFile(PATH_JS, 'MapKeys')
FunReduce = parseJSfunFromFile(PATH_JS, 'ReduceKeys')
rt = MRsimple(collection, FunMap, FunReduce=FunReduce, query=query, out=out,
scope=scope, verbose=verbose)
collection = rt[1]
totalRecords = float(rt[0]['counts']['input'])
totalCnt = 0
if verbose > 0:
print "calculating percentages"
for doc in collection.find():
cnt = doc['value']['cnt']
percent = (cnt / totalRecords) * 100
doc['value']['percent'] = percent
collection.update({'_id.fields': doc['_id']['fields']},
{"$set": {"value.percent": percent}}, safe=True, multi=False)
#@warning: don't use {_id:id} does not work posibly coz diffirent subfields order
#print collection.find_one({'_id':doc['_id']}, safe=True)
totalCnt += cnt
if verbose > 0:
print "creating intexes"
rt[1].ensure_index('_id.type', background=True)
if doMeta:
rtMeta = MRfieldsMeta(rt, verbose=verbose)
return rt, rtMeta
else:
return rt
def MRfieldsMeta(mr_keys_results, verbose=2):
FunMap = parseJSfunFromFile(PATH_JS, 'MetaMapKeys')
FunReduce = parseJSfunFromFile(PATH_JS, 'MetaReduceKeys')
totalRecords = mr_keys_results[0]['counts']['output']
out = {'reduce': mr_keys_results[1].name}
rt = MRsimple(mr_keys_results[1], FunMap, FunReduce=FunReduce, query={'_id.type': 'fieldsGrp'},
out=out, scope={'parms': {'totalRecords': totalRecords}}, verbose=verbose)
return rt
def MRorphans(colA,
colAfld,
colAq,
colB,
colBfld,
colBq,
out='mr_orphans',
jsMode=False,
verbose=3):
''' A kind of set operation on 2 collections
Map Reduce two collection objects (colA, colB) on a common field (colAfld, colBFld)
allowing queries (colAq, colBq)
returns tuple (result collection, MapReduce1 results, MapReduce2 results)
resultsCollection
value.A = count of documents in A, value.B count of documents in B,
sum count of documents in both A+B
documents non existing in ColA resultCollection.find( {'value.A':0}}
documents existing in both ColA and ColB
resultCollection.find( ={'value.A':{'$gt':0}, 'value.B':{'$gt':0}})
or if documents are unique in both collections resultCollection.find({'value.sum':2}}
call example:
MapOrphans(bof.TstatusesSrc, '_id', {}, colB=ag13, colBfld='_id.vl',
colBq={'_id.kt': 'src', '_id.idsu': ''}, out='mr_join', jsMode=False, verbose=3)
'''
MapOrphansJs = parseJSfunFromFile(PATH_JS, 'MapOrphans')
ReduceOrphansJs = parseJSfunFromFile(PATH_JS, 'ReduceOrphans')
scope = {'phase': 1}
sort = {colAfld: 1} if colAfld in collectionIndexedFields(colA) else None
mr1 = MRsimple(colA,
MapOrphansJs % (colAfld),
FunReduce=ReduceOrphansJs,
query=colAq,
out={
'db': 'local',
'replace': out
},
finalize=None,
scope=scope,
sort=sort,
verbose=verbose,
jsMode=jsMode)
scope['phase'] = 2
sort = {colBfld: 1} if colBfld in collectionIndexedFields(colB) else None
mr2 = MRsimple(colB,
MapOrphansJs % (colBfld),
FunReduce=ReduceOrphansJs,
query=colBq,
out={
'db': 'local',
'reduce': out
},
finalize=None,
scope=scope,
sort=sort,
verbose=verbose,
jsMode=jsMode)
return mr2[1], mr1[0], mr2[0]
def MRJoin(colA, colAfld, colAq, colB, colBfld, colBq, out='mr_join', jsMode=False, verbose=3):
MapJoin = parseJSfunFromFile(PATH_JS, 'MapJoin')
ReduseJoin = parseJSfunFromFile(PATH_JS, 'ReduceJoin')
scope = {'phase': 1}
sort = {colAfld: 1} if colAfld in collectionIndexedFields(colA) else None
mr1 = MRsimple(colA, MapJoin % (colAfld), FunReduce=ReduseJoin, query=colAq,
out={'db': 'local', 'replace': out},
finalize=None, scope=scope, sort=sort, verbose=verbose, jsMode=jsMode)
scope['phase'] = 2
sort = {colBfld: 1} if colBfld in collectionIndexedFields(colB) else None
mr2 = MRsimple(colB, MapJoin % (colBfld), FunReduce=ReduseJoin, query=colBq,
out={'db': 'local', 'reduce': out},
finalize=None, scope=scope, sort=sort, verbose=verbose, jsMode=jsMode)
return mr2[1], mr1[0], mr2[0]
def tmpEduMR(colA, query={}, verbose=2):
map_closest = parseJSfunFromFile(PATH_JS, 'map_closest')
red_closest = parseJSfunFromFile(PATH_JS, 'red_closest')
mr1 = MRsimple(colA,
map_closest,
FunReduce=red_closest,
query=query,
out={
'db': 'edu',
'replace': 'mr_closest'
},
finalize=None,
verbose=verbose)
return mr1
def MRfields(collection,
query={},
out={"replace": 'mrfields.tmp'},
verbose=2,
doMeta=False,
scope={
'parms': {
'levelMax': -1,
'inclHeaderKeys': True,
'ExamplesMax': 2
}
}):
"""A utility which intentifies all field's names used by documents of a collection
"""
FunMap = parseJSfunFromFile(PATH_JS, 'MapKeys')
FunReduce = parseJSfunFromFile(PATH_JS, 'ReduceKeys')
rt = MRsimple(collection,
FunMap,
FunReduce=FunReduce,
query=query,
out=out,
scope=scope,
verbose=verbose)
collection = rt[1]
totalRecords = float(rt[0]['counts']['input'])
totalCnt = 0
if verbose > 0:
print "calculating percentages"
for doc in collection.find():
cnt = doc['value']['cnt']
percent = (cnt / totalRecords) * 100
doc['value']['percent'] = percent
collection.update({'_id.fields': doc['_id']['fields']},
{"$set": {
"value.percent": percent
}},
safe=True,
multi=False)
#@warning: don't use {_id:id} does not work posibly coz diffirent subfields order
#print collection.find_one({'_id':doc['_id']}, safe=True)
totalCnt += cnt
if verbose > 0:
print "creating intexes"
rt[1].ensure_index('_id.type', background=True)
if doMeta:
rtMeta = MRfieldsMeta(rt, verbose=verbose)
return rt, rtMeta
else:
return rt
def MRfieldsMeta(mr_keys_results, verbose=2):
FunMap = parseJSfunFromFile(PATH_JS, 'MetaMapKeys')
FunReduce = parseJSfunFromFile(PATH_JS, 'MetaReduceKeys')
totalRecords = mr_keys_results[0]['counts']['output']
out = {'reduce': mr_keys_results[1].name}
rt = MRsimple(mr_keys_results[1],
FunMap,
FunReduce=FunReduce,
query={'_id.type': 'fieldsGrp'},
out=out,
scope={'parms': {
'totalRecords': totalRecords
}},
verbose=verbose)
return rt
def MRJoin(colA,
colAfld,
colAq,
colB,
colBfld,
colBq,
out='mr_join',
jsMode=False,
verbose=3):
MapJoin = parseJSfunFromFile(PATH_JS, 'MapJoin')
ReduseJoin = parseJSfunFromFile(PATH_JS, 'ReduceJoin')
scope = {'phase': 1}
sort = {colAfld: 1} if colAfld in collectionIndexedFields(colA) else None
mr1 = MRsimple(colA,
MapJoin % (colAfld),
FunReduce=ReduseJoin,
query=colAq,
out={
'db': 'local',
'replace': out
},
finalize=None,
scope=scope,
sort=sort,
verbose=verbose,
jsMode=jsMode)
scope['phase'] = 2
sort = {colBfld: 1} if colBfld in collectionIndexedFields(colB) else None
mr2 = MRsimple(colB,
MapJoin % (colBfld),
FunReduce=ReduseJoin,
query=colBq,
out={
'db': 'local',
'reduce': out
},
finalize=None,
scope=scope,
sort=sort,
verbose=verbose,
jsMode=jsMode)
return mr2[1], mr1[0], mr2[0]
def tmpEduMR(colA, query={}, verbose=2):
map_closest = parseJSfunFromFile(PATH_JS, 'map_closest')
red_closest = parseJSfunFromFile(PATH_JS, 'red_closest')
mr1 = MRsimple(colA, map_closest, FunReduce=red_closest, query=query,
out={'db': 'edu', 'replace': 'mr_closest'}, finalize=None, verbose=verbose)
return mr1