def getCandidateScore(reqId, isSubmitted, masterSupplierId, minScore):
try:
start_time = datetime.now()
beginTime = datetime.now().isoformat()
inputObj = InputParamsObj(reqId, isSubmitted, masterSupplierId, minScore)
req = db.requisition.find_one( { "requisition_id" : int(reqId) } )
if req is None:
summaryObj = ZcSummaryObj(-1, False, "Invalid Requisition Id")
return(summaryObj.toJson())
### Search for all submitted candidates
if (int(reqId) > 0 and isSubmitted and int(masterSupplierId) <= 0):
query_dict = {
"requisition_id" : int(reqId),
"dnr_flag" : False
}
candidateList = db.requisition_candidate.find( query_dict, { "loaded_date" : 0, "updated_date" : 0, "dnr_flag" : 0, "is_hired" : 0, "etl_process_flag" :0, "_id" : 0 } )
appendReq = False
mspFlag = False
### Search submitted candidates with the provided master supplier id
elif int(reqId) > 0 and isSubmitted and int(masterSupplierId) > 0:
query_dict = {
"requisition_id" : int(reqId),
"dnr_flag" : False,
"master_supplier_id" : int(masterSupplierId)
}
candidateList = db.requisition_candidate.find( query_dict, { "loaded_date" : 0, "updated_date" : 0, "dnr_flag" : 0, "is_hired" : 0, "etl_process_flag" :0, "_id" : 0 } )
appendReq = False
mspFlag = False
#print(reqId, isSubmitted, masterSupplierId, minScore)
### Search all candidates with the provided master supplier id whether submitted or not.
elif int(reqId) > 0 and (not isSubmitted) and int(masterSupplierId) > 0:
print(reqId, isSubmitted, masterSupplierId, minScore)
clientId = req["client_id"]
exclude_list = {
"_id": 0,
"address1": 0,
"address2": 0,
"allow_talent_cloud_search_for_all_division": 0,
"opt_in_talent_search": 0,
"unique_resource_id": 0,
"candidate_divisions": 0,
"update_date" : 0,
"dnrs": 0,
"job_skill_names.job_skill_id" : 0,
"job_skill_names.competency_years_experience" : 0,
"job_skill_names.competency_level" : 0,
"job_certificate_names.job_certification_id" : 0,
"etl_process_flag" : 0
}
candidateList = db.candidate.find( { "dnrs.client_id" : {"$ne" : clientId}, "master_supplier_id" : int(masterSupplierId) }, exclude_list )
appendReq = True
mspFlag = True
else:
summaryObj = ZcSummaryObj(0, True, "Invalid search parameters received")
candidateList = None
#logger.log(candidateList)
cnt = 0
if (candidateList is not None):
for c in candidateList:
cnt += 1
### Now, if we have a condidate list, then process them with scoring
if (cnt > 0):
zindexScores = list(candidateScorer.scoreCandidates(req, candidateList, appendReq, score_collection_name, mspFlag, searchAndScoreFlag))
#logger.log(str(zindexScores))
### Now, remove from the list who scored below minScore specified
if minScore is not None and minScore is not "":
zindexScoresMinScore = []
for candidate in zindexScores:
if candidate["zindex_score"] >= int(minScore):
zindexScoresMinScore.append(candidate)
zindexScores = zindexScoresMinScore
### Now, get the summary for requisition search
summary = getZindexSummary(db, reqId, zindexScores, searchAndScoreFlag)
### Add input parameters to the results
for zindex in zindexScores:
zindex["input_is_submitted"] = int(isSubmitted)
zindex["input_master_supplier_id"] = int(masterSupplierId)
zindex["input_min_score"] = int(minScore)
summary["input_is_submitted"] = int(isSubmitted)
summary["input_master_supplier_id"] = int(masterSupplierId)
summary["input_min_score"] = int(minScore)
### Finally write the results to the DB
clean_zindex_scores = cleanScores(zindexScores)
summaryDocId = writeCandidateScoreToSqlServer(int(reqId), int(isSubmitted), int(masterSupplierId), clean_zindex_scores, summary)
if summaryDocId > 0:
summaryObj = ZcSummaryObj(summaryDocId, True, "Search request completed successfully")
else:
summaryObj = ZcSummaryObj(summaryDocId, False, "Error in SQL Server write function")
auditWriteResult = writeScoresToAudit(db, zindexScores, summary, inputObj, start_time)
else:
summaryObj = ZcSummaryObj(0, True, "No candidates found with the specified search criteria")
print("%s" % summaryObj.toJson())
except Exception as e:
DebugException(e)
summaryObj = ZcSummaryObj(-1, False, e)
print("%s" % summaryObj.toJson())
raise
elapsed = datetime.now() - start_time
endTime = datetime.now().isoformat()
logger.log("[DebugInfo] -- [CandidateScore] Process Start [" + beginTime + "] End [" + endTime + "] Elapsed [" + str(elapsed) + "] seconds")
return (summaryObj.toJson())
def getSearchAndScore(reqId, minScore):
start_time = datetime.now()
beginTime = datetime.now().isoformat()
inputObj = InputParamsObj(int(reqId), None, None, int(minScore))
scored_candidate_list = []
relevant_vendor_ids = []
try:
reqObj = getRequisitionObject(int(reqId))
if reqObj is None:
summaryObj = ZcSummaryObj(-1, False, "Invalid Requisition Id")
return(summaryObj.toJson())
client_id = reqObj["client_id"]
category_id = reqObj["new_global_job_category_id"]
relevant_candidate_ids = getRelevantCandidates(category_id)
#if relevant_candidate_ids is None or len(relevant_candidate_ids) == 0:
#summaryObj = ZcSummaryObj(0, True, "No candidates found under relevant job classification")
#return(summaryObj.toJson())
#queryParams = QueryParams(client_id)
#relevant_vendor_ids = getRelevantVendorIds(queryParams)
#candidate_list = getCandidateList(queryParams, relevant_vendor_ids, category_id, relevant_candidate_ids)
### Get prefiltered candidates from SQL Server
#preFilterCandidateList = getPreFilterCandidateList(client_id)
preFilterCandidateList = mongoPreFilter(client_id)
### Get submitted candidates list from requisition_candidate collection
submittedCandidateList = getSubmittedCandidates(reqId)
### Convert the candidate lists into sets
relevantCandidateSet = set(relevant_candidate_ids)
preFilterCandidateSet = set(preFilterCandidateList)
### get the intersection list of the two lists
filteredCandidateList = list(preFilterCandidateSet.intersection(relevantCandidateSet) )
### Finally, add the submitted candidate list to the filtered list
finalCandidateList = filteredCandidateList + submittedCandidateList
### Get the candidates info from candidate collection using the finalCandidateList
candidate_list = getCandidateList2(finalCandidateList)
if candidate_list is None:
summaryObj = ZcSummaryObj(0, True, "No candidates found with the specified search criteria")
return(summaryObj.toJson())
scored_candidate_list = candidateScorer.scoreCandidates(reqObj, candidate_list, True, score_collection_name, mspFlag, searchAndScoreFlag)
if scored_candidate_list is not None and minScore is not None and minScore is not "":
scored_list_minScore = []
for candidate in scored_candidate_list:
if candidate["zindex_score"] >= int(minScore):
scored_list_minScore.append(candidate)
scored_candidate_list = scored_list_minScore
if scored_candidate_list is not None:
summary = getZindexSummary(db, int(reqId), scored_candidate_list, searchAndScoreFlag)
db.candidate_zindex_score.delete_many({"requisition_id": int(reqId)})
db.candidate_zindex_score.insert_many(scored_candidate_list)
db.candidate_zindex_score_summary.replace_one( {"requisition_id" : int(reqId)}, summary, True )
summaryDoc = db.candidate_zindex_score_summary.find_one( {"requisition_id" : int(reqId)}, { "_id" : 1} )
summaryDocId = str((summaryDoc["_id"]))
summaryObj = ZcSummaryObj(summaryDocId, True, "Search request completed successfully")
auditWriteResult = writeScoresToAudit(db, scored_candidate_list, summary, inputObj, start_time)
else:
summaryObj = ZcSummaryObj(0, True, "No candidates found with the specified search criteria")
return(summaryObj.toJson())
except Exception as e:
DebugException(e)
summaryObj = ZcSummaryObj(-1, False, e)
raise
elapsed = datetime.now() - start_time
endTime = datetime.now().isoformat()
print("---Total Time: %s seconds ---" % (datetime.now() - start_time))
logger.log("[DebugInfo] -- [SearchAndScore] RequisitionId [" + str(reqId) + "] Process Start [" + beginTime + "] End [" + endTime + "] Elapsed [" + str(elapsed) + "] seconds")
return (summaryObj.toJson())