From e2217f8a6d0df49858cd106facc665d87968b713 Mon Sep 17 00:00:00 2001 From: hubertlu-tw Date: Tue, 15 Mar 2022 00:08:07 +0000 Subject: [PATCH 1/4] Add RCCL collective trace processor --- coll_trace_processor/README.md | 43 ++ coll_trace_processor/bw_0.png | Bin 0 -> 269726 bytes coll_trace_processor/rccl_trace_processor.py | 528 +++++++++++++++++++ 3 files changed, 571 insertions(+) create mode 100644 coll_trace_processor/README.md create mode 100644 coll_trace_processor/bw_0.png create mode 100644 coll_trace_processor/rccl_trace_processor.py diff --git a/coll_trace_processor/README.md b/coll_trace_processor/README.md new file mode 100644 index 0000000..621fab0 --- /dev/null +++ b/coll_trace_processor/README.md @@ -0,0 +1,43 @@ +# RCCL Collective Trace Processor + +This tool is used to collect RCCL collective traces, visulize topologies for rings and trees in RCCL, and get device grouping information. + +## Requirement +The tool currently works for applications with RCCL 2.9 or above. However, the collective trace processor function works for an application without multiple device groups in RCCL 2.8 or below. + +From ROCm 4.3: +NCCL_DEBUG=INFO NCCL_DEBUG_SUBSYS=INIT,COLL only enable collective API trace. Collective trace mode is enabled separately by RCCL_KERNEL_COLL_TRACE_ENABLE=1 which has the outputs in the new format as below: +``` +[0] NCCL INFO ## [1703255.821541] [01:00] 000035 KL HWID 4230c540 AllReduceTreeLLSum_f32 nt 256 bi 0 nc 1 busId C3000 +``` +**Run application and collect RCCL Log:** + +``` +NCCL_DEBUG=INFO NCCL_DEBUG_SUBSYS=INIT,COLL,GRAPH RCCL_KERNEL_COLL_TRACE_ENABLE=1 |& tee nccl_debug_log.txt +``` + +## Usage +For more information about RCCL collective traces, please go to [here](https://confluence.amd.com/display/MLSE/RCCL+Collective+Trace). + +Collect RCCL logs for applications +```shell +NCCL_DEBUG=INFO NCCL_DEBUG_SUBSYS=INIT,COLL RCCL_KERNEL_COLL_TRACE_ENABLE=1 +``` +Example command lines: +```shell +python log_processor.py --rccl-debug-log rccl_log.txt +``` +Notice that since RCCL 2.8 or below has no sufficient inforamtion for device grouping, "--legacy" flag needs to be specified and the number of devices used in the application is also required. +```shell +python log_processor.py --rccl-debug-log rccl_2.8.log --legacy --num_devices 8 +``` + +## Example Output +If ROCm 2.8 or above is used, there will be multiple RCCL topology graphs, time tables for each RCCL operations and devices, bandwidth tables for each RCCL operations and devices, and a text file which contains device grouping information.
+For example, if there are 6 device groups in an application, there will be 12 (=6*2) output tables in csv files. The numbering of the tables is followed by the line number in device_groups.txt. + +![image info](bw_0.png) + + +## Copyright +All source code and accompanying documentation are copyright (c) 2019-2024 Advanced Micro Devices, Inc. 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zUYs^}%olfH^%ygkC5rPlNRnlvI@#_kt(Kfu205)7vYX6#x`io5V)6Lyds5F(RM7{^ zPoC@#pWaR_jnLr!n6JI?u%udQbk16{NPT1&%8}??*EP%rQNDMsZeTPPN~En1dQA%}`MFnoJV+hxw{jEGZ9L-1#6~RT?gjtE0PWL3EOswl zmFigP`jLg&JmVK$u-rS?>=fRl%e;T~ss3;D(d>UXhGyIr!oQk=JocP|dMVvESi2Rq_lom4 zK;ifQ{8^*1OxC9V^UeSMsnP$BQ0Wdf{;-5f(5`a;BpvOypI&sGfaAL9*x#v_;BU?# z0?=TCpn~$>kDPyKuS^{jHY*G`PkPraZCxk+hiM=F!!|DL*j`_L@Th!iY-5rq^B4j6 zlP5O-r4r!!Q17i<-oBL?YsFS;|G!|$B5Q1*lF8<_2LRo0Ai8&e$OjT093G3csAu{{ z6p3#yQH?q3^io3Mf5Wf|%x%!uvSjpP- pointer%s will not be collected +## "P2P/IPC%s".(useReadStr), +## "P2P/indirect/%d[%lx]%s".(intermediateRank,comm->peerInfo[intermediateRank].busId, useReadStr) +## "direct shared memory" --> shared memory +## However, it will not capture the information for CollNet for now. + +## xxx [4] NCCL INFO Channel 00 : 0[e3000] -> 1[c3000] via P2P/IPC comm 0x7f53bc000e50 nRanks 04', #(new output) + +def conn_table_build(conn_lines): # Only works for RCCL 2.9 or above + def process_string(line): + split_list = line.split("[") + return [split_list[0], split_list[1].split("]")[0]] + + start_rank, start_busid, end_rank, end_busid, connection, comm, nranks = [], [], [], [], [], [], [] + for line in conn_lines: + split_list = line.split(" ") + sr, sb = process_string(split_list[split_list.index(":") + 1]) # first device + er, eb = process_string(split_list[split_list.index("->") + 1]) # second device + start_rank.append(sr) + start_busid.append(sb) + end_rank.append(er) + end_busid.append(eb) + connection.append(split_list[split_list.index("via") + 1]) # if it is direct, it means the connection is done by direct shared memory + comm.append(split_list[split_list.index("comm") + 1]) + nranks.append(int(split_list[split_list.index("nRanks") + 1])) + + dict_conn = {'start_rank': start_rank, 'start_busid': start_busid, 'end_rank': end_rank, 'end_busid': end_busid, + 'connection': connection, 'comm':comm, 'nranks':nranks, 'conn_line':conn_lines} + return pd.DataFrame(dict_conn) + +# ixt-sjc2-101:116274:116310 [1] NCCL INFO comm 0x7f1640000eb0 rank 1 nranks 4 cudaDev 1 busId 43000 used 35728 bytes - Init COMPLETE +def comm_table_build(comm_lines): + comm, rank, nranks, cudaDev, busId = [], [], [], [], [] + for line in comm_lines: + split_list = line.rstrip().split(" ") + comm.append(split_list[split_list.index("comm") + 1]) + rank.append(split_list[split_list.index("rank") + 1]) + nranks.append(int(split_list[split_list.index("nranks") + 1])) + cudaDev.append(split_list[split_list.index("cudaDev") + 1]) + busId.append(split_list[split_list.index("busId") + 1]) + dict_comm = {'comm':comm, 'rank':rank, 'nranks':nranks, 'cudaDev':cudaDev, 'busId':busId} + return pd.DataFrame(dict_comm) + + +def topo_table_build(topo_lines): + comm, nranks, busId, topo_line = [], [], [], [] + for line in topo_lines: + split_list = line.split(" ") + comm.append(split_list[split_list.index("comm") + 1]) + nranks.append(int(split_list[split_list.index("nRanks") + 1])) + busId.append(split_list[split_list.index("busId") + 1]) + topo_line.append(line) + dict_table = {'comm':comm, 'nranks':nranks, 'busId':busId, 'topo_line':topo_line} + return pd.DataFrame(dict_table) + +def create_table(log_name): + log_file = os.path.abspath(log_name) + coll_lines, conn_lines, comm_lines, ring_lines, tree_lines, coll_trace_lines = get_useful_info(log_file) + return coll_table_build(coll_lines), conn_table_build(conn_lines), comm_table_build(comm_lines), topo_table_build(ring_lines), topo_table_build(tree_lines), coll_trace_lines + + +def device_grouping(comm_table, conn_table): + groups = [] + for index, row in comm_table.iterrows(): + temp = [row['busId'], list(conn_table[(conn_table['comm'] == row['comm']) & (conn_table['start_busid'] == row['busId'])]['end_busid'].unique())] + groups.append(temp) + nranks = list(comm_table['nranks']) + outputs = [] + rank_outputs = [] + tempRank = None + for id, group in enumerate(groups): + if tempRank == None: + tempRank = nranks[id] + ds = DisjointSet() + else: + if tempRank != nranks[id]: + for _, v in ds.group.items(): + if v not in outputs: + outputs.append(v) + ds = DisjointSet() + tempRank = nranks[id] + for node in group[1]: + ds.add(group[0], node) + + if id == len(groups) - 1: + for _, v in ds.group.items(): + if v not in outputs: + outputs.append(v) + return outputs + +def collect_topo(comm, nranks, ring_table, tree_table, conn_table, lines): + ring_lines = ring_table[(ring_table['comm'] == comm) & (ring_table['nranks'] == nranks)]['topo_line'].tolist() + tree_lines = tree_table[(tree_table['comm'] == comm) & (tree_table['nranks'] == nranks)]['topo_line'].tolist() + conn_lines = conn_table[(conn_table['comm'] == comm) & (conn_table['nranks'] == nranks)]['conn_line'].tolist() + for line in (ring_lines + tree_lines + conn_lines): + lines.append(line) + return lines + +def modify_label(in_txt, out_txt, rank_busId_mapping): + fs = open(in_txt, 'r') + lines = fs.readlines() + fs.close() + with open(out_txt, 'w') as f: + for line in lines: + if "fontsize" in line: + for m in re.finditer('"([^"]*)"', line): + rank_quot = line[m.start(0):m.end(0)] + rank = line[m.start(0)+1:m.end(0)-1] # find the rank with no quotation + line = line.replace(rank_quot,'\"'+rank_busId_mapping[rank]+'\"', 1) + f.write("{}".format(line)) + break + else: + f.write("{}".format(line)) + +# ixt-sjc2-101:116276:116309 [0] NCCL INFO ## [488201.944851] [03:00] 000001 KL HWID 433025b0 BroadcastRingSimpleSum_i8 nt 256 bi 0 nc 4 busId 3000 nRanks 4 +# ixt-sjc2-101:116276:116309 [0] NCCL INFO ## [488201.974056] [03:02] 000001 KE busId 3000 nRanks 4 +def coll_trace_processor(coll_trace_lines, group_list, coll_table): + print(group_list) + def process_string(line): + split_list = line.split("[") + return split_list[1].split("]")[0] + # First pass + results, func_name = {}, {} + busIds = [] + RCCL_2_8 = False + opCount_list = set(coll_table['opCount'].tolist()) + for line in coll_trace_lines: + if ((" ## " in line) and ("KL HWID" in line or "KE" in line or "CE" in line)): # RCCL From ROCm 4.3 + split_list = line.split(" ") + + if "KL HWID" in line: + op = int(split_list[split_list.index("KL") - 1], 16) + elif "KE" in line: + op = int(split_list[split_list.index("KE") - 1], 16) + else: + op = int(split_list[split_list.index("CE") - 1], 16) + + if op not in opCount_list: ############################### + continue + ####### Kernel Launch ####### + if 'KL' in line: + t = float(process_string(split_list[split_list.index("KL") - 3])) # seconds.microseconds + rk, blk = process_string(split_list[split_list.index("KL") - 2]).split(":") # rank:block_id + if "busId" in split_list: + busId = split_list[split_list.index("busId") + 1] + nranks = split_list[split_list.index("nRanks") + 1] + KL_key = str(op) + "," + str(busId) + "," + str(nranks) + ",t0" + else: + # RCCL 2.8 or older + busId = int(rk) + RCCL_2_8 = True + KL_key = str(op) + "," + str(busId) + ",t0" + if KL_key not in results or results[KL_key] > t: + results[KL_key] = t + if busId not in busIds: + busIds.append(busId) + if op not in func_name: + func_name[op] = split_list[11] # only work for KL + + ####### Kernel End ####### + elif 'KE' in line: + t = float(process_string(split_list[split_list.index("KE") - 3])) # seconds.microseconds + rk, blk = process_string(split_list[split_list.index("KE") - 2]).split(":") # rank:block_id + if "busId" in split_list: + busId = split_list[split_list.index("busId") + 1] + nranks = split_list[split_list.index("nRanks") + 1] + KE_key = str(op) + "," + str(busId) + "," + str(nranks) + ",t1" + else: + # RCCL 2.8 or below + busId = int(rk) + RCCL_2_8 = True + KE_key = str(op) + "," + str(busId) + ",t1" + if KE_key not in results or results[KE_key] < t: + results[KE_key] = t + + + elif 'CE' in line: + t = float(process_string(split_list[split_list.index("CE") - 3])) # seconds.microseconds + rk, blk = process_string(split_list[split_list.index("CE") - 2]).split(":") # rank:block_id + if "busId" in split_list: + busId = split_list[split_list.index("busId") + 1] + nranks = split_list[split_list.index("nRanks") + 1] + CE_key = str(op) + "," + str(busId) + "," + str(nranks) + ",t1" + else: + # RCCL 2.8 or older + busId = int(rk) + RCCL_2_8 = True + CE_key = str(op) + "," + str(busId) + ",t1" + + if CE_key not in results or results[CE_key] < t: + results[CE_key] = t + + elif ((" ## " in line) and ("Abort" in line)): + raise AssertionError("Abort") + + # Second pass + bw_tables, time_tables = [], [] + for i, group in enumerate(group_list): + group = list(group) + bw_list, time_list = [], [] + for op in func_name: + found = False + time_start, time_end = 1e9, 0 + if RCCL_2_8: + for busId in range(len(group)): + key = str(op) + "," + str(busId) + if (key + ",t0") in results: + found = True + if busId == 0: + temp = [op, func_name[op]] # opCount, function name + t_start = results[key + ",t0"] + t_end = results[key + ",t1"] + temp.append(t_end - t_start) + if t_start < time_start: + time_start = t_start + if t_end > time_end: + time_end = t_end + + else: + for busId in group: + key = str(op) + "," + str(busId) + "," + str(len(group)) + if (key + ",t0") in results: + found = True + if busId == group[0]: + temp = [op, func_name[op]] # opCount, function name + t_start = results[key + ",t0"] + t_end = results[key + ",t1"] + temp.append(t_end - t_start) + if t_start < time_start: + time_start = t_start + if t_end > time_end: + time_end = t_end + if found: + # In PyTorch we observed that there are some synchronization used, so may get two lines with same opCount, comm, and datatype, but with different count + # [0] NCCL INFO AllReduce: opCount 0 sendbuff 0x7f3e5b000000 recvbuff 0x7f3e5b000000 count 1 datatype 7 op 0 root 0 comm 0x7f3d34000eb0 ... + # [0] NCCL INFO AllReduce: opCount 0 sendbuff 0x7f3e5b000000 recvbuff 0x7f3e5b000000 count 1131072 datatype 7 op 0 root 0 comm 0x7f3d34000eb0 ... + # Therefore, we can just take the max over them. + algobw_factor_times_size = max(coll_table[(coll_table['opCount'] == op) & (coll_table['nranks'] == len(group))]['algobw_factor_times_size'].unique()) + data_size = max(coll_table[(coll_table['opCount'] == op) & (coll_table['nranks'] == len(group))]['data_size'].unique()) + bw = temp[:2] + + for k in range(len(group)): + bw.append(algobw_factor_times_size / temp[k + 2] /1e9) ## IndexError: list index out of range + + bw = bw + [data_size, algobw_factor_times_size/(time_end - time_start)/1e9] + temp.append(data_size) + time_list.append(temp) + bw_list.append(bw) + + time_table = pd.DataFrame(time_list, columns = ['opCount', 'Function Name'] + group + ['data_size']).sort_values(by=['opCount']) + bw_table = pd.DataFrame(bw_list, columns = ['opCount', 'Function Name'] + group + ['data_size', 'algBW']).sort_values(by=['opCount']) + time_tables.append(time_table) + bw_tables.append(bw_table) + + return time_tables, bw_tables + +def rccl_log_process(): + debug_log = os.path.abspath(args.rccl_debug_log) + if args.legacy: + coll_lines, conn_lines, comm_lines, ring_lines, tree_lines, coll_trace_lines = get_useful_info(debug_log) + coll_table = coll_table_build(coll_lines) + device_group_list = [[i for i in range(args.num_devices)]] + print("Using ROCm with RCCL 2.8 or below.") + else: + device_grouping_output = os.path.join(os.path.dirname(os.path.realpath(__file__)), "device_groups.txt") + coll_table, conn_table, comm_table, ring_table, tree_table, coll_trace_lines = create_table(debug_log) + assert len(coll_trace_lines) != 0, "Please run your application with RCCL with the environment variable of \"RCCL_KERNEL_COLL_TRACE_ENABLE=1\"" + device_group_list = device_grouping(comm_table, conn_table) + with open(device_grouping_output, 'w') as f: + for mySet in device_group_list: + f.write("%s\n" % str(mySet)) + + ########### Collective trace processor ########### + time_tables, bw_tables = coll_trace_processor(coll_trace_lines, device_group_list, coll_table) + for i, (time_table, bw_table) in enumerate(zip(time_tables, bw_tables)): + time_csv = os.path.join(os.path.dirname(os.path.realpath(__file__)), "time_{}.csv".format(i)) + bw_csv = os.path.join(os.path.dirname(os.path.realpath(__file__)), "bw_{}.csv".format(i)) + time_table.to_csv(time_csv) + bw_table.to_csv(bw_csv) + + +def rccl_log_process(): + debug_log = os.path.abspath(args.rccl_debug_log) + if args.legacy: + coll_lines, conn_lines, comm_lines, ring_lines, tree_lines, coll_trace_lines = get_useful_info(debug_log) + coll_table = coll_table_build(coll_lines) + device_group_list = [[i for i in range(args.num_devices)]] + print("Using ROCm with RCCL 2.8 or below.") + else: + device_grouping_output = os.path.join(os.path.dirname(os.path.realpath(__file__)), "device_groups.txt") + coll_table, conn_table, comm_table, ring_table, tree_table, coll_trace_lines = create_table(debug_log) + ####### TODO ######## + assert len(coll_trace_lines) != 0, "Please run your application with RCCL with the environment variable of \"RCCL_KERNEL_COLL_TRACE_ENABLE=1\"" + device_group_list = device_grouping(comm_table, conn_table) + with open(device_grouping_output, 'w') as f: + for mySet in device_group_list: + f.write("%s\n" % str(mySet)) + + ########### Collective trace processor ########### + time_tables, bw_tables = coll_trace_processor(coll_trace_lines, device_group_list, coll_table) + for i, (time_table, bw_table) in enumerate(zip(time_tables, bw_tables)): + time_csv = os.path.join(os.path.dirname(os.path.realpath(__file__)), "time_{}.csv".format(i)) + bw_csv = os.path.join(os.path.dirname(os.path.realpath(__file__)), "bw_{}.csv".format(i)) + time_table.to_csv(time_csv) + bw_table.to_csv(bw_csv) + + +if __name__ == '__main__': + parser = argparse.ArgumentParser() + parser.add_argument("--rccl-debug-log", type=str, required=True, \ + help="RCCL log after running app with NCCL_DEBUG=INFO NCCL_DEBUG_SUBSYS=INIT,COLL RCCL_KERNEL_COLL_TRACE_ENABLE=1 executable") + parser.add_argument("--legacy", action="store_true", default=False, help="If the application is using ROCm systems with RCCL 2.8 or below, the topology visualizer will not be enabled.") # + parser.add_argument('--num_devices', type=int, default=1, help="If the application is using ROCm systems with RCCL 2.8 or below, the number of devices needs to be specified.") # + args = parser.parse_args() + #### Requirement check #### + required = {'pandas'} + installed = {pkg.key for pkg in pkg_resources.working_set} + missing = required - installed + if missing: + python = sys.executable + subprocess.check_call([python, '-m', 'pip', 'install', *missing], stdout=subprocess.DEVNULL) + import pandas as pd + rccl_log_process() From 19f875f420f93ff12d6830707d2db5423832ca9c Mon Sep 17 00:00:00 2001 From: hubertlu-tw Date: Tue, 15 Mar 2022 23:04:21 +0000 Subject: [PATCH 2/4] Bug fix for parsing function name and add time difference for multiple GPUs per op --- coll_trace_processor/rccl_trace_processor.py | 13 +++++++++++-- 1 file changed, 11 insertions(+), 2 deletions(-) diff --git a/coll_trace_processor/rccl_trace_processor.py b/coll_trace_processor/rccl_trace_processor.py index 3c3b7d0..b2855dd 100644 --- a/coll_trace_processor/rccl_trace_processor.py +++ b/coll_trace_processor/rccl_trace_processor.py @@ -360,7 +360,7 @@ def process_string(line): if busId not in busIds: busIds.append(busId) if op not in func_name: - func_name[op] = split_list[11] # only work for KL + func_name[op] = split_list[split_list.index("KL") + 3] # only work for KL ####### Kernel End ####### elif 'KE' in line: @@ -448,11 +448,20 @@ def process_string(line): bw.append(algobw_factor_times_size / temp[k + 2] /1e9) ## IndexError: list index out of range bw = bw + [data_size, algobw_factor_times_size/(time_end - time_start)/1e9] + + # temp = [opCount, Function Name, GPU0, GPU1, ...,] + temp.append(max(temp[2:2+len(group)]) - min(temp[2:2+len(group)])) + # Latest- Fatest, (Latest- Fatest)/avg, + # data_size + # print(len(temp), "==="*10) # 2 + 8 + 1 + latest_earliest_percentage = temp[2+len(group)] / (sum(temp[2:2+len(group)])/len(group))*100 + temp.append(latest_earliest_percentage) temp.append(data_size) time_list.append(temp) bw_list.append(bw) - time_table = pd.DataFrame(time_list, columns = ['opCount', 'Function Name'] + group + ['data_size']).sort_values(by=['opCount']) + # time_table = pd.DataFrame(time_list, columns = ['opCount', 'Function Name'] + group + ['data_size']).sort_values(by=['opCount']) + time_table = pd.DataFrame(time_list, columns = ['opCount', 'Function Name'] + group + ['Latest - Earlist'] + ['Latest - earlist %'] + ['data_size']).sort_values(by=['opCount']) bw_table = pd.DataFrame(bw_list, columns = ['opCount', 'Function Name'] + group + ['data_size', 'algBW']).sort_values(by=['opCount']) time_tables.append(time_table) bw_tables.append(bw_table) From 79c635b9d06bc8fb1e1f642e49c526781e263807 Mon Sep 17 00:00:00 2001 From: Hubert Lu <55214931+hubertlu-tw@users.noreply.github.com> Date: Thu, 24 Mar 2022 11:12:40 -0700 Subject: [PATCH 3/4] Update README.md --- coll_trace_processor/README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/coll_trace_processor/README.md b/coll_trace_processor/README.md index 621fab0..d78eb53 100644 --- a/coll_trace_processor/README.md +++ b/coll_trace_processor/README.md @@ -25,11 +25,11 @@ NCCL_DEBUG=INFO NCCL_DEBUG_SUBSYS=INIT,COLL RCCL_KERNEL_COLL_TRACE_ENABLE=1 Date: Thu, 14 Apr 2022 10:35:50 -0700 Subject: [PATCH 4/4] Store opCount in string instead of integer --- coll_trace_processor/rccl_trace_processor.py | 58 +++++++++++--------- 1 file changed, 33 insertions(+), 25 deletions(-) diff --git a/coll_trace_processor/rccl_trace_processor.py b/coll_trace_processor/rccl_trace_processor.py index b2855dd..258253a 100644 --- a/coll_trace_processor/rccl_trace_processor.py +++ b/coll_trace_processor/rccl_trace_processor.py @@ -32,6 +32,7 @@ import pkg_resources import re import time +import numpy as np coll_op_map = { "Broadcast": "broadcast_perf", @@ -66,7 +67,7 @@ "7" : "float", "8" : "double", "9" : "bf16", - #"10" : "ncclNumTypes Equivalent?" + "10" : "ncclNumTypes" } data_type_bytes_map = { @@ -186,7 +187,8 @@ def coll_table_build(coll_lines): for line in coll_lines: split_list = line.split(" ") coll.append(split_list[split_list.index("opCount") - 1][:-1]) - opCount.append(int(split_list[split_list.index("opCount") + 1], 16)) + # Store opCount in string + opCount.append(split_list[split_list.index("opCount") + 1]) count.append(split_list[split_list.index("count") + 1]) datatype.append(split_list[split_list.index("datatype") + 1]) op_type.append(split_list[split_list.index("op") + 1]) @@ -334,17 +336,23 @@ def process_string(line): split_list = line.split(" ") if "KL HWID" in line: - op = int(split_list[split_list.index("KL") - 1], 16) + op = str(split_list[split_list.index("KL") - 1].lstrip('0')) + if op == "": + op = "0" elif "KE" in line: - op = int(split_list[split_list.index("KE") - 1], 16) + op = str(split_list[split_list.index("KE") - 1].lstrip('0')) + if op == "": + op = "0" else: - op = int(split_list[split_list.index("CE") - 1], 16) + op = str(split_list[split_list.index("CE") - 1].lstrip('0')) + if op == "": + op = "0" - if op not in opCount_list: ############################### + if op not in opCount_list: continue ####### Kernel Launch ####### if 'KL' in line: - t = float(process_string(split_list[split_list.index("KL") - 3])) # seconds.microseconds + t = np.float64(process_string(split_list[split_list.index("KL") - 3])) # seconds.microseconds rk, blk = process_string(split_list[split_list.index("KL") - 2]).split(":") # rank:block_id if "busId" in split_list: busId = split_list[split_list.index("busId") + 1] @@ -355,6 +363,7 @@ def process_string(line): busId = int(rk) RCCL_2_8 = True KL_key = str(op) + "," + str(busId) + ",t0" + if KL_key not in results or results[KL_key] > t: results[KL_key] = t if busId not in busIds: @@ -364,7 +373,7 @@ def process_string(line): ####### Kernel End ####### elif 'KE' in line: - t = float(process_string(split_list[split_list.index("KE") - 3])) # seconds.microseconds + t = np.float64(process_string(split_list[split_list.index("KE") - 3])) # seconds.microseconds rk, blk = process_string(split_list[split_list.index("KE") - 2]).split(":") # rank:block_id if "busId" in split_list: busId = split_list[split_list.index("busId") + 1] @@ -380,7 +389,7 @@ def process_string(line): elif 'CE' in line: - t = float(process_string(split_list[split_list.index("CE") - 3])) # seconds.microseconds + t = np.float64(process_string(split_list[split_list.index("CE") - 3])) # seconds.microseconds rk, blk = process_string(split_list[split_list.index("CE") - 2]).split(":") # rank:block_id if "busId" in split_list: busId = split_list[split_list.index("busId") + 1] @@ -405,7 +414,8 @@ def process_string(line): bw_list, time_list = [], [] for op in func_name: found = False - time_start, time_end = 1e9, 0 + time_start, time_end = np.float64(1e9), np.float64(0) + if RCCL_2_8: for busId in range(len(group)): key = str(op) + "," + str(busId) @@ -420,7 +430,6 @@ def process_string(line): time_start = t_start if t_end > time_end: time_end = t_end - else: for busId in group: key = str(op) + "," + str(busId) + "," + str(len(group)) @@ -447,21 +456,21 @@ def process_string(line): for k in range(len(group)): bw.append(algobw_factor_times_size / temp[k + 2] /1e9) ## IndexError: list index out of range - bw = bw + [data_size, algobw_factor_times_size/(time_end - time_start)/1e9] + # time_end + for busId in group: + time_end + bw = bw + [data_size, data_size/(time_end - time_start)/1e9] # temp = [opCount, Function Name, GPU0, GPU1, ...,] - temp.append(max(temp[2:2+len(group)]) - min(temp[2:2+len(group)])) - # Latest- Fatest, (Latest- Fatest)/avg, - # data_size - # print(len(temp), "==="*10) # 2 + 8 + 1 - latest_earliest_percentage = temp[2+len(group)] / (sum(temp[2:2+len(group)])/len(group))*100 - temp.append(latest_earliest_percentage) + busbw_per_op_worst = algobw_factor_times_size/max(temp[2:2+len(group)])/1e9 + busbw_per_op_best = algobw_factor_times_size/min(temp[2:2+len(group)])/1e9 + temp.append(busbw_per_op_worst) + temp.append(busbw_per_op_best) temp.append(data_size) time_list.append(temp) bw_list.append(bw) - # time_table = pd.DataFrame(time_list, columns = ['opCount', 'Function Name'] + group + ['data_size']).sort_values(by=['opCount']) - time_table = pd.DataFrame(time_list, columns = ['opCount', 'Function Name'] + group + ['Latest - Earlist'] + ['Latest - earlist %'] + ['data_size']).sort_values(by=['opCount']) + time_table = pd.DataFrame(time_list, columns = ['opCount', 'Function Name'] + group + ['busBW_worst'] + ['busBW_best'] + ['datasize']).sort_values(by=['opCount']) bw_table = pd.DataFrame(bw_list, columns = ['opCount', 'Function Name'] + group + ['data_size', 'algBW']).sort_values(by=['opCount']) time_tables.append(time_table) bw_tables.append(bw_table) @@ -503,7 +512,6 @@ def rccl_log_process(): else: device_grouping_output = os.path.join(os.path.dirname(os.path.realpath(__file__)), "device_groups.txt") coll_table, conn_table, comm_table, ring_table, tree_table, coll_trace_lines = create_table(debug_log) - ####### TODO ######## assert len(coll_trace_lines) != 0, "Please run your application with RCCL with the environment variable of \"RCCL_KERNEL_COLL_TRACE_ENABLE=1\"" device_group_list = device_grouping(comm_table, conn_table) with open(device_grouping_output, 'w') as f: @@ -515,16 +523,16 @@ def rccl_log_process(): for i, (time_table, bw_table) in enumerate(zip(time_tables, bw_tables)): time_csv = os.path.join(os.path.dirname(os.path.realpath(__file__)), "time_{}.csv".format(i)) bw_csv = os.path.join(os.path.dirname(os.path.realpath(__file__)), "bw_{}.csv".format(i)) - time_table.to_csv(time_csv) - bw_table.to_csv(bw_csv) + time_table.to_csv(time_csv, float_format='%.6f') + bw_table.to_csv(bw_csv, float_format='%.6f') if __name__ == '__main__': parser = argparse.ArgumentParser() parser.add_argument("--rccl-debug-log", type=str, required=True, \ help="RCCL log after running app with NCCL_DEBUG=INFO NCCL_DEBUG_SUBSYS=INIT,COLL RCCL_KERNEL_COLL_TRACE_ENABLE=1 executable") - parser.add_argument("--legacy", action="store_true", default=False, help="If the application is using ROCm systems with RCCL 2.8 or below, the topology visualizer will not be enabled.") # - parser.add_argument('--num_devices', type=int, default=1, help="If the application is using ROCm systems with RCCL 2.8 or below, the number of devices needs to be specified.") # + parser.add_argument("--legacy", action="store_true", default=False, help="If the application is using ROCm systems with RCCL 2.8 or below, the topology visualizer will not be enabled.") + parser.add_argument('--num_devices', type=int, default=1, help="If the application is using ROCm systems with RCCL 2.8 or below, the number of devices needs to be specified.") args = parser.parse_args() #### Requirement check #### required = {'pandas'}