| #!/usr/bin/python |
| # @lint-avoid-python-3-compatibility-imports |
| # |
| # profile Profile CPU usage by sampling stack traces at a timed interval. |
| # For Linux, uses BCC, BPF, perf_events. Embedded C. |
| # |
| # This is an efficient profiler, as stack traces are frequency counted in |
| # kernel context, rather than passing every stack to user space for frequency |
| # counting there. Only the unique stacks and counts are passed to user space |
| # at the end of the profile, greatly reducing the kernel<->user transfer. |
| # |
| # This uses perf_event_open to setup a timer which is instrumented by BPF, |
| # and for efficiency it does not initialize the perf ring buffer, so the |
| # redundant perf samples are not collected. |
| # |
| # Kernel stacks are post-process in user-land to skip the interrupt framework |
| # frames. You can improve efficiency a little by specifying the exact number |
| # of frames to skip with -s, provided you know what that is. If you get -s |
| # wrong, note that the first line is the IP, and then the (skipped) stack. |
| # |
| # Note: if another perf-based sampling session is active, the output may become |
| # polluted with their events. On older kernels, the ouptut may also become |
| # polluted with tracing sessions (when the kprobe is used instead of the |
| # tracepoint). If this becomes a problem, logic can be added to filter events. |
| # |
| # REQUIRES: Linux 4.6+ (BPF_MAP_TYPE_STACK_TRACE support), and the |
| # perf_misc_flags() function symbol to exist. The latter may or may not |
| # exist depending on your kernel build. Linux 4.9 provides a proper solution |
| # to this (this tool will be updated). |
| # |
| # Copyright 2016 Netflix, Inc. |
| # Licensed under the Apache License, Version 2.0 (the "License") |
| # |
| # THANKS: Sasha Goldshtein, Andrew Birchall, and Evgeny Vereshchagin, who wrote |
| # much of the code here, borrowed from tracepoint.py and offcputime.py. |
| # |
| # 15-Jul-2016 Brendan Gregg Created this. |
| |
| from __future__ import print_function |
| from bcc import BPF, Perf |
| from sys import stderr |
| from time import sleep |
| import argparse |
| import signal |
| import os |
| import errno |
| import multiprocessing |
| import ctypes as ct |
| |
| # |
| # Process Arguments |
| # |
| |
| # arg validation |
| def positive_int(val): |
| try: |
| ival = int(val) |
| except ValueError: |
| raise argparse.ArgumentTypeError("must be an integer") |
| |
| if ival < 0: |
| raise argparse.ArgumentTypeError("must be positive") |
| return ival |
| |
| def positive_nonzero_int(val): |
| ival = positive_int(val) |
| if ival == 0: |
| raise argparse.ArgumentTypeError("must be nonzero") |
| return ival |
| |
| # arguments |
| examples = """examples: |
| ./profile # profile stack traces at 49 Hertz until Ctrl-C |
| ./profile -F 99 # profile stack traces at 99 Hertz |
| ./profile 5 # profile at 49 Hertz for 5 seconds only |
| ./profile -f 5 # output in folded format for flame graphs |
| ./profile -p 185 # only profile threads for PID 185 |
| ./profile -U # only show user space stacks (no kernel) |
| ./profile -K # only show kernel space stacks (no user) |
| ./profile -S 11 # always skip 11 frames of kernel stack |
| """ |
| parser = argparse.ArgumentParser( |
| description="Profile CPU stack traces at a timed interval", |
| formatter_class=argparse.RawDescriptionHelpFormatter, |
| epilog=examples) |
| thread_group = parser.add_mutually_exclusive_group() |
| thread_group.add_argument("-p", "--pid", type=positive_int, |
| help="profile this PID only") |
| # TODO: add options for user/kernel threads only |
| stack_group = parser.add_mutually_exclusive_group() |
| stack_group.add_argument("-U", "--user-stacks-only", action="store_true", |
| help="show stacks from user space only (no kernel space stacks)") |
| stack_group.add_argument("-K", "--kernel-stacks-only", action="store_true", |
| help="show stacks from kernel space only (no user space stacks)") |
| parser.add_argument("-F", "--frequency", type=positive_int, default=49, |
| help="sample frequency, Hertz (default 49)") |
| parser.add_argument("-d", "--delimited", action="store_true", |
| help="insert delimiter between kernel/user stacks") |
| parser.add_argument("-a", "--annotations", action="store_true", |
| help="add _[k] annotations to kernel frames") |
| parser.add_argument("-f", "--folded", action="store_true", |
| help="output folded format, one line per stack (for flame graphs)") |
| parser.add_argument("--stack-storage-size", default=2048, |
| type=positive_nonzero_int, |
| help="the number of unique stack traces that can be stored and " |
| "displayed (default 2048)") |
| parser.add_argument("-S", "--kernel-skip", type=positive_int, default=0, |
| help="skip this many kernel frames (default 3)") |
| parser.add_argument("duration", nargs="?", default=99999999, |
| type=positive_nonzero_int, |
| help="duration of trace, in seconds") |
| |
| # option logic |
| args = parser.parse_args() |
| skip = args.kernel_skip |
| pid = int(args.pid) if args.pid is not None else -1 |
| duration = int(args.duration) |
| debug = 0 |
| need_delimiter = args.delimited and not (args.kernel_stacks_only or |
| args.user_stacks_only) |
| # TODO: add stack depth, and interval |
| |
| # |
| # Setup BPF |
| # |
| |
| # define BPF program |
| bpf_text = """ |
| #include <uapi/linux/ptrace.h> |
| #include <linux/sched.h> |
| |
| struct key_t { |
| u32 pid; |
| u64 kernel_ip; |
| u64 kernel_ret_ip; |
| int user_stack_id; |
| int kernel_stack_id; |
| char name[TASK_COMM_LEN]; |
| }; |
| BPF_HASH(counts, struct key_t); |
| BPF_HASH(start, u32); |
| BPF_STACK_TRACE(stack_traces, STACK_STORAGE_SIZE); |
| |
| // This code gets a bit complex. Probably not suitable for casual hacking. |
| |
| PERF_TRACE_EVENT { |
| u32 pid = bpf_get_current_pid_tgid(); |
| if (!(THREAD_FILTER)) |
| return 0; |
| |
| // create map key |
| u64 zero = 0, *val; |
| struct key_t key = {.pid = pid}; |
| bpf_get_current_comm(&key.name, sizeof(key.name)); |
| |
| // get stacks |
| key.user_stack_id = USER_STACK_GET; |
| key.kernel_stack_id = KERNEL_STACK_GET; |
| |
| if (key.kernel_stack_id >= 0) { |
| // populate extras to fix the kernel stack |
| struct pt_regs regs = {}; |
| bpf_probe_read(®s, sizeof(regs), (void *)REGS_LOCATION); |
| u64 ip = PT_REGS_IP(®s); |
| |
| // if ip isn't sane, leave key ips as zero for later checking |
| #ifdef CONFIG_RANDOMIZE_MEMORY |
| if (ip > __PAGE_OFFSET_BASE) { |
| #else |
| if (ip > PAGE_OFFSET) { |
| #endif |
| key.kernel_ip = ip; |
| if (DO_KERNEL_RIP) { |
| /* |
| * User didn't specify a skip value (-s), so we will figure |
| * out how many interrupt framework frames to skip by recording |
| * the kernel rip, then later scanning for it on the stack. |
| * This is likely x86_64 specific; can use -s as a workaround |
| * until this supports your architecture. |
| */ |
| bpf_probe_read(&key.kernel_ret_ip, sizeof(key.kernel_ret_ip), |
| (void *)(regs.bp + 8)); |
| } |
| } |
| } |
| |
| val = counts.lookup_or_init(&key, &zero); |
| (*val)++; |
| return 0; |
| } |
| """ |
| |
| # set thread filter |
| thread_context = "" |
| perf_filter = "-a" |
| if args.pid is not None: |
| thread_context = "PID %s" % args.pid |
| thread_filter = 'pid == %s' % args.pid |
| perf_filter = '-p %s' % args.pid |
| else: |
| thread_context = "all threads" |
| thread_filter = '1' |
| bpf_text = bpf_text.replace('THREAD_FILTER', thread_filter) |
| |
| # set stack storage size |
| bpf_text = bpf_text.replace('STACK_STORAGE_SIZE', str(args.stack_storage_size)) |
| |
| # handle stack args |
| kernel_stack_get = "stack_traces.get_stackid(args, " \ |
| "%d | BPF_F_REUSE_STACKID)" % skip |
| user_stack_get = \ |
| "stack_traces.get_stackid(args, BPF_F_REUSE_STACKID | BPF_F_USER_STACK)" |
| stack_context = "" |
| if args.user_stacks_only: |
| stack_context = "user" |
| kernel_stack_get = "-1" |
| elif args.kernel_stacks_only: |
| stack_context = "kernel" |
| user_stack_get = "-1" |
| else: |
| stack_context = "user + kernel" |
| bpf_text = bpf_text.replace('USER_STACK_GET', user_stack_get) |
| bpf_text = bpf_text.replace('KERNEL_STACK_GET', kernel_stack_get) |
| if skip: |
| # don't record the rip, as we won't use it |
| bpf_text = bpf_text.replace('DO_KERNEL_RIP', '0') |
| else: |
| # rip is used to skip interrupt infrastructure frames |
| bpf_text = bpf_text.replace('DO_KERNEL_RIP', '1') |
| |
| # header |
| if not args.folded: |
| print("Sampling at %d Hertz of %s by %s stack" % |
| (args.frequency, thread_context, stack_context), end="") |
| if duration < 99999999: |
| print(" for %d secs." % duration) |
| else: |
| print("... Hit Ctrl-C to end.") |
| |
| # kprobe perf_misc_flags() |
| bpf_text = bpf_text.replace('PERF_TRACE_EVENT', |
| 'int kprobe__perf_misc_flags(struct pt_regs *args)') |
| bpf_text = bpf_text.replace('REGS_LOCATION', 'PT_REGS_PARM1(args)') |
| if debug: |
| print(bpf_text) |
| |
| # initialize BPF |
| try: |
| b = BPF(text=bpf_text) |
| except: |
| print("BPF initialization failed. perf_misc_flags() may be inlined in " + |
| "your kernel build.\nThis tool will be updated in the future to " + |
| "support Linux 4.9, which has reliable profiling support. Exiting.") |
| exit() |
| |
| # signal handler |
| def signal_ignore(signal, frame): |
| print() |
| |
| # |
| # Setup perf_events |
| # |
| |
| # use perf_events to sample |
| try: |
| Perf.perf_event_open(0, pid=-1, ptype=Perf.PERF_TYPE_SOFTWARE, |
| freq=args.frequency) |
| except: |
| print("ERROR: initializing perf_events for sampling.\n" |
| "To debug this, try running the following command:\n" |
| " perf record -F 49 -e cpu-clock %s -- sleep 1\n" |
| "If that also doesn't work, fix it first." % perf_filter, file=stderr) |
| exit(0) |
| |
| # |
| # Output Report |
| # |
| |
| # collect samples |
| try: |
| sleep(duration) |
| except KeyboardInterrupt: |
| # as cleanup can take some time, trap Ctrl-C: |
| signal.signal(signal.SIGINT, signal_ignore) |
| |
| if not args.folded: |
| print() |
| |
| def aksym(addr): |
| if args.annotations: |
| return b.ksym(addr) + "_[k]" |
| else: |
| return b.ksym(addr) |
| |
| # output stacks |
| missing_stacks = 0 |
| has_enomem = False |
| counts = b.get_table("counts") |
| stack_traces = b.get_table("stack_traces") |
| for k, v in sorted(counts.items(), key=lambda counts: counts[1].value): |
| # handle get_stackid erorrs |
| if (not args.user_stacks_only and k.kernel_stack_id < 0 and |
| k.kernel_stack_id != -errno.EFAULT) or \ |
| (not args.kernel_stacks_only and k.user_stack_id < 0 and |
| k.user_stack_id != -errno.EFAULT): |
| missing_stacks += 1 |
| # check for an ENOMEM error |
| if k.kernel_stack_id == -errno.ENOMEM or \ |
| k.user_stack_id == -errno.ENOMEM: |
| has_enomem = True |
| |
| user_stack = [] if k.user_stack_id < 0 else \ |
| stack_traces.walk(k.user_stack_id) |
| kernel_tmp = [] if k.kernel_stack_id < 0 else \ |
| stack_traces.walk(k.kernel_stack_id) |
| |
| # fix kernel stack |
| kernel_stack = [] |
| if k.kernel_stack_id >= 0: |
| if skip: |
| # fixed skip |
| for addr in kernel_tmp: |
| kernel_stack.append(addr) |
| kernel_stack = kernel_stack[skip:] |
| else: |
| # skip the interrupt framework stack by searching for our RIP |
| skipping = 1 |
| for addr in kernel_tmp: |
| if k.kernel_ret_ip == addr: |
| skipping = 0 |
| if not skipping: |
| kernel_stack.append(addr) |
| if k.kernel_ip: |
| kernel_stack.insert(0, k.kernel_ip) |
| |
| do_delimiter = need_delimiter and kernel_stack |
| |
| if args.folded: |
| # print folded stack output |
| user_stack = list(user_stack) |
| kernel_stack = list(kernel_stack) |
| line = [k.name.decode()] + \ |
| [b.sym(addr, k.pid) for addr in reversed(user_stack)] + \ |
| (do_delimiter and ["-"] or []) + \ |
| [aksym(addr) for addr in reversed(kernel_stack)] |
| print("%s %d" % (";".join(line), v.value)) |
| else: |
| # print default multi-line stack output. |
| for addr in kernel_stack: |
| print(" %s" % aksym(addr)) |
| if do_delimiter: |
| print(" --") |
| for addr in user_stack: |
| print(" %s" % b.sym(addr, k.pid)) |
| print(" %-16s %s (%d)" % ("-", k.name, k.pid)) |
| print(" %d\n" % v.value) |
| |
| # check missing |
| if missing_stacks > 0: |
| enomem_str = "" if not has_enomem else \ |
| " Consider increasing --stack-storage-size." |
| print("WARNING: %d stack traces could not be displayed.%s" % |
| (missing_stacks, enomem_str), |
| file=stderr) |