Files
eACGM/demo/sampler_nccl.py
2025-08-07 10:14:54 +08:00

135 lines
3.4 KiB
Python

import time
import json
from eacgm.bpf import BccBPF
from eacgm.sampler import eBPFSampler
from eacgm.collector import to_perfetto
text = """
#include <uapi/linux/ptrace.h>
int ncclAllReduceEntry(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
u64 size_count = PT_REGS_PARM3(ctx);
u64 data_type = PT_REGS_PARM4(ctx);
u64 reduce_op = PT_REGS_PARM5(ctx);
bpf_trace_printk("%ld@start@ncclAllReduce@%ld\\n", ts, size_count * 8);
return 0;
};
int ncclAllReduceExit(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
bpf_trace_printk("%ld@end@ncclAllReduce\\n", ts);
return 0;
};
int ncclReduceEntry(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
u64 size_count = PT_REGS_PARM3(ctx);
u64 data_type = PT_REGS_PARM4(ctx);
u64 reduce_op = PT_REGS_PARM5(ctx);
bpf_trace_printk("%ld@start@ncclReduce@%ld\\n", ts, size_count * 8);
return 0;
};
int ncclReduceExit(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
bpf_trace_printk("%ld@end@ncclReduce\\n", ts);
return 0;
};
int ncclBroadcastEntry(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
u64 size_count = PT_REGS_PARM3(ctx);
u64 data_type = PT_REGS_PARM4(ctx);
u64 root_id = PT_REGS_PARM5(ctx);
bpf_trace_printk("%ld@start@ncclBroadcast@%ld\\n", ts, size_count * 8);
return 0;
};
int ncclBroadcastExit(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
bpf_trace_printk("%ld@end@ncclBroadcast\\n", ts);
return 0;
};
int ncclAllGatherEntry(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
u64 size_count = PT_REGS_PARM3(ctx);
u64 data_type = PT_REGS_PARM4(ctx);
bpf_trace_printk("%ld@start@ncclAllGather@%ld\\n", ts, size_count * 8);
return 0;
};
int ncclAllGatherExit(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
bpf_trace_printk("%ld@end@ncclAllGather\\n", ts);
return 0;
};
int ncclSendEntry(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
u64 size_count = PT_REGS_PARM2(ctx);
u64 data_type = PT_REGS_PARM3(ctx);
bpf_trace_printk("%ld@start@ncclSend@%ld\\n", ts, size_count * 8);
return 0;
};
int ncclSendExit(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
bpf_trace_printk("%ld@end@ncclSend\\n", ts);
return 0;
};
int ncclRecvEntry(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
u64 size_count = PT_REGS_PARM2(ctx);
u64 data_type = PT_REGS_PARM3(ctx);
bpf_trace_printk("%ld@start@ncclRecv@%ld\\n", ts, size_count * 8);
return 0;
};
int ncclRecvExit(struct pt_regs *ctx){
u64 ts = bpf_ktime_get_ns();
bpf_trace_printk("%ld@end@ncclRecv\\n", ts);
return 0;
};
"""
bpf = BccBPF("NCCLeBPF", text, ["-w"])
attach_config = [
{
"name": "NCCLSampler",
"exe_path": [
"/home/txx/data/miniconda3/envs/eACGM/lib/python3.12/site-packages/nvidia/nccl/lib/libnccl.so.2",
],
"exe_sym": [
"ncclAllReduce",
"ncclReduce",
"ncclBroadcast",
"ncclAllGather",
"ncclSend",
"ncclRecv",
]
},
]
sampler = eBPFSampler(bpf)
sampler.run(attach_config)
states = []
while True:
try:
samples = sampler.sample(time_stamp=1)
states += samples
# for sample in samples:
# print(sample)
# print("---")
except KeyboardInterrupt:
break
sampler.close()
collector = to_perfetto(states)
json.dump(collector, open("nccl.json", "w", encoding="utf-8"), indent=4)