uncommenting

Louis BECQUEY
Commit 4b6bc7b377c7aac7c2f0e1b442cd9a3c62bb9e83 4b6bc7b3 1 parent 61f939a6
Showing 1 changed file with 89 additions and 89 deletions
test_on_RNAstrand.py
--- a/test_on_RNAstrand.py
View file @4b6bc7b
+++ b/test_on_RNAstrand.py
View file @4b6bc7b
@@ -1003,95 +1003,95 @@ for nt, number in ignored_nt_dict.items():
 tot = len(RNAcontainer)
 print("Loaded %d RNAs of length between 10 and 100. %d of them contain pseudoknots." % (tot, pk_counter))
 
- # #================= PREDICTION OF STRUCTURES ===============================
- 
- # #define job list
- # joblist = []
- # for instance in RNAcontainer:
- #     basename = instance.basename
- #     # RNAsubopt
- #     joblist.append(Job(command=["RNAsubopt", "-i", outputDir + basename + ".fa", "--outfile="+ basename + ".subopt"], priority=1, checkFunc=check_RNAsubopt, checkArgs=[basename]))
- #     joblist.append(Job(command=["mv", basename + ".subopt", outputDir], priority=2, checkFunc=check_RNAsubopt, checkArgs=[basename]))
- #     # JAR3D
- #     joblist.append(Job(function=launch_JAR3D, args=[instance.seq_, basename], priority=3, how_many_in_parallel=1, checkFunc=check_JAR3D, checkArgs=[basename]))
- #     # BayesPairing and BGSUBayesPairing
- #     joblist.append(Job(function=launch_BayesPairing, args=["rna3dmotif", instance.seq_, instance.header_, basename], how_many_in_parallel=-1, priority=3, checkFunc=check_BayesPairing, checkArgs=[basename]))
- #     joblist.append(Job(function=launch_BayesPairing, args=["3dmotifatlas", instance.seq_, instance.header_, basename], how_many_in_parallel=-1, priority=3, checkFunc=check_BGSUBayesPairing, checkArgs=[basename]))
- #     # biorseoBGSUJAR3DA-D
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"noPK/"+basename+".jar3dA", "--type", "A", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DA, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"noPK/"+basename+".jar3dB", "--type", "B", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DB, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"noPK/"+basename+".jar3dC", "--type", "C", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DC, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"noPK/"+basename+".jar3dD", "--type", "D", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DD, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"PK/"+basename+".jar3dA", "--type", "A"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DA, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"PK/"+basename+".jar3dB", "--type", "B"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DB, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"PK/"+basename+".jar3dC", "--type", "C"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DC, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"PK/"+basename+".jar3dD", "--type", "D"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DD, checkArgs=[basename, True]))
- #     # biorseoBGSUBayesPairA-D
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"noPK/"+basename+".bgsubypA", "--type", "A", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairA, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"noPK/"+basename+".bgsubypB", "--type", "B", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairB, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"noPK/"+basename+".bgsubypC", "--type", "C", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairC, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"noPK/"+basename+".bgsubypD", "--type", "D", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairD, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"PK/"+basename+".bgsubypA", "--type", "A"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairA, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"PK/"+basename+".bgsubypB", "--type", "B"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairB, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"PK/"+basename+".bgsubypC", "--type", "C"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairC, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"PK/"+basename+".bgsubypD", "--type", "D"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairD, checkArgs=[basename, True]))
- #     # biorseoBayesPairA-D
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"noPK/"+basename+".bypA", "--type", "A", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairA, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"noPK/"+basename+".bypB", "--type", "B", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairB, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"noPK/"+basename+".bypC", "--type", "C", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairC, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"noPK/"+basename+".bypD", "--type", "D", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairD, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"PK/"+basename+".bypA", "--type", "A"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairA, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"PK/"+basename+".bypB", "--type", "B"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairB, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"PK/"+basename+".bypC", "--type", "C"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairC, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"PK/"+basename+".bypD", "--type", "D"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairD, checkArgs=[basename, True]))
- #     # biorseoRawA,B
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir + basename + ".fa", "-d", descfolder, "-o", outputDir+"noPK/" + basename + ".rawA", "--type", "A", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoRawA, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir + basename + ".fa", "-d", descfolder, "-o", outputDir+"noPK/" + basename + ".rawB", "--type", "B", "-n"], priority=4, timeout=3600,  how_many_in_parallel=3, checkFunc=check_biorseoRawB, checkArgs=[basename, False]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir + basename + ".fa", "-d", descfolder, "-o", outputDir+"PK/" + basename + ".rawA", "--type", "A"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoRawA, checkArgs=[basename, True]))
- #     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir + basename + ".fa", "-d", descfolder, "-o", outputDir+"PK/" + basename + ".rawB", "--type", "B"], priority=4, timeout=3600,  how_many_in_parallel=3, checkFunc=check_biorseoRawB, checkArgs=[basename, True]))
- #     # RNA-MoIP
- #     joblist.append(Job(function=launch_RNAMoIP, args=[instance.seq_, instance.header_, basename], priority=3, timeout=3600, checkFunc=check_RNAMoIP, checkArgs=[basename]))
- #     # Biokop
- #     joblist.append(Job(command=[biorseoDir + "/../biokop/biokop", "-n1", "-i", outputDir + basename + ".fa", "-o", outputDir + basename + ".biok"], priority=5, timeout=15000, how_many_in_parallel=3, checkFunc=check_biokop, checkArgs=[basename]))
- 
- 
- # # execute jobs
- # jobs = {}
- # jobcount = len(joblist)
- # for job in joblist:
- #     if job.priority_ not in jobs.keys():
- #         jobs[job.priority_] = {}
- #     if job.nthreads not in jobs[job.priority_].keys():
- #         jobs[job.priority_][job.nthreads] = []
- #     jobs[job.priority_][job.nthreads].append(job)
- # nprio = max(jobs.keys())
- 
- 
- # for i in range(1,nprio+1):
- #     if not len(jobs[i].keys()): continue
- 
- #     # check the thread numbers
- #     different_thread_numbers = [n for n in jobs[i].keys()]
- #     different_thread_numbers.sort()
- 
- #     for n in different_thread_numbers:
- #         bunch = jobs[i][n]
- #         if not len(bunch): continue
- #         pool = MyPool(processes=n)
- #         results = pool.map(execute_job, bunch)
- #         pool.close()
- #         pool.join()
- 
- # if len(fails):
- #     print()
- #     print("Some jobs failed! :")
- #     print()
- #     for j in fails:
- #         print(j.cmd_)
- # else:
- #     print()
- #     print("Computations ran successfully.")
- #     print()
+ #================= PREDICTION OF STRUCTURES ===============================
+ 
+ #define job list
+ joblist = []
+ for instance in RNAcontainer:
+     basename = instance.basename
+     # RNAsubopt
+     joblist.append(Job(command=["RNAsubopt", "-i", outputDir + basename + ".fa", "--outfile="+ basename + ".subopt"], priority=1, checkFunc=check_RNAsubopt, checkArgs=[basename]))
+     joblist.append(Job(command=["mv", basename + ".subopt", outputDir], priority=2, checkFunc=check_RNAsubopt, checkArgs=[basename]))
+     # JAR3D
+     joblist.append(Job(function=launch_JAR3D, args=[instance.seq_, basename], priority=3, how_many_in_parallel=1, checkFunc=check_JAR3D, checkArgs=[basename]))
+     # BayesPairing and BGSUBayesPairing
+     joblist.append(Job(function=launch_BayesPairing, args=["rna3dmotif", instance.seq_, instance.header_, basename], how_many_in_parallel=-1, priority=3, checkFunc=check_BayesPairing, checkArgs=[basename]))
+     joblist.append(Job(function=launch_BayesPairing, args=["3dmotifatlas", instance.seq_, instance.header_, basename], how_many_in_parallel=-1, priority=3, checkFunc=check_BGSUBayesPairing, checkArgs=[basename]))
+     # biorseoBGSUJAR3DA-D
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"noPK/"+basename+".jar3dA", "--type", "A", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DA, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"noPK/"+basename+".jar3dB", "--type", "B", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DB, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"noPK/"+basename+".jar3dC", "--type", "C", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DC, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"noPK/"+basename+".jar3dD", "--type", "D", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DD, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"PK/"+basename+".jar3dA", "--type", "A"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DA, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"PK/"+basename+".jar3dB", "--type", "B"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DB, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"PK/"+basename+".jar3dC", "--type", "C"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DC, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--jar3dcsv", outputDir+basename+".sites.csv", "-o", outputDir+"PK/"+basename+".jar3dD", "--type", "D"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUJAR3DD, checkArgs=[basename, True]))
+     # biorseoBGSUBayesPairA-D
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"noPK/"+basename+".bgsubypA", "--type", "A", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairA, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"noPK/"+basename+".bgsubypB", "--type", "B", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairB, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"noPK/"+basename+".bgsubypC", "--type", "C", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairC, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"noPK/"+basename+".bgsubypD", "--type", "D", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairD, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"PK/"+basename+".bgsubypA", "--type", "A"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairA, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"PK/"+basename+".bgsubypB", "--type", "B"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairB, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"PK/"+basename+".bgsubypC", "--type", "C"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairC, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".bgsubyp.csv", "-o", outputDir+"PK/"+basename+".bgsubypD", "--type", "D"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBGSUBayesPairD, checkArgs=[basename, True]))
+     # biorseoBayesPairA-D
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"noPK/"+basename+".bypA", "--type", "A", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairA, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"noPK/"+basename+".bypB", "--type", "B", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairB, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"noPK/"+basename+".bypC", "--type", "C", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairC, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"noPK/"+basename+".bypD", "--type", "D", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairD, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"PK/"+basename+".bypA", "--type", "A"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairA, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"PK/"+basename+".bypB", "--type", "B"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairB, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"PK/"+basename+".bypC", "--type", "C"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairC, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir+basename+".fa", "--bayespaircsv", outputDir+basename+".byp.csv", "-o", outputDir+"PK/"+basename+".bypD", "--type", "D"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoBayesPairD, checkArgs=[basename, True]))
+     # biorseoRawA,B
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir + basename + ".fa", "-d", descfolder, "-o", outputDir+"noPK/" + basename + ".rawA", "--type", "A", "-n"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoRawA, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir + basename + ".fa", "-d", descfolder, "-o", outputDir+"noPK/" + basename + ".rawB", "--type", "B", "-n"], priority=4, timeout=3600,  how_many_in_parallel=3, checkFunc=check_biorseoRawB, checkArgs=[basename, False]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir + basename + ".fa", "-d", descfolder, "-o", outputDir+"PK/" + basename + ".rawA", "--type", "A"], priority=4, timeout=3600, how_many_in_parallel=3, checkFunc=check_biorseoRawA, checkArgs=[basename, True]))
+     joblist.append(Job(command=[biorseoDir+"/bin/biorseo", "-s", outputDir + basename + ".fa", "-d", descfolder, "-o", outputDir+"PK/" + basename + ".rawB", "--type", "B"], priority=4, timeout=3600,  how_many_in_parallel=3, checkFunc=check_biorseoRawB, checkArgs=[basename, True]))
+     # RNA-MoIP
+     # joblist.append(Job(function=launch_RNAMoIP, args=[instance.seq_, instance.header_, basename], priority=3, timeout=3600, checkFunc=check_RNAMoIP, checkArgs=[basename]))
+     # Biokop
+     joblist.append(Job(command=[biorseoDir + "/../biokop/biokop", "-n1", "-i", outputDir + basename + ".fa", "-o", outputDir + basename + ".biok"], priority=5, timeout=15000, how_many_in_parallel=3, checkFunc=check_biokop, checkArgs=[basename]))
+ 
+ 
+ # execute jobs
+ jobs = {}
+ jobcount = len(joblist)
+ for job in joblist:
+     if job.priority_ not in jobs.keys():
+         jobs[job.priority_] = {}
+     if job.nthreads not in jobs[job.priority_].keys():
+         jobs[job.priority_][job.nthreads] = []
+     jobs[job.priority_][job.nthreads].append(job)
+ nprio = max(jobs.keys())
+ 
+ 
+ for i in range(1,nprio+1):
+     if not len(jobs[i].keys()): continue
+ 
+     # check the thread numbers
+     different_thread_numbers = [n for n in jobs[i].keys()]
+     different_thread_numbers.sort()
+ 
+     for n in different_thread_numbers:
+         bunch = jobs[i][n]
+         if not len(bunch): continue
+         pool = MyPool(processes=n)
+         results = pool.map(execute_job, bunch)
+         pool.close()
+         pool.join()
+ 
+ if len(fails):
+     print()
+     print("Some jobs failed! :")
+     print()
+     for j in fails:
+         print(j.cmd_)
+ else:
+     print()
+     print("Computations ran successfully.")
+     print()
 
 
 # ================= Statistics (without pseudoknots) ========================