disable profiling trace by default
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@@ -43,14 +43,14 @@ logger = init_logger(__name__)
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# ---------------------------------------------------------------------------
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# Profiling debug prints (locate where startup hangs after weight load).
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# Gate on PROF_TRACE=1 (default on, since we are diagnosing a startup hang).
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# Each print flushes; grep "[PROF]" in the server log.
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# Profiling debug prints. Disabled by default for benchmark runs because each
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# print flushes and decode emits many per-token layer events. Enable only with
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# PROF_TRACE=1 when collecting code-level traces.
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# ---------------------------------------------------------------------------
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import os as _os_prof
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import sys as _sys_prof
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import time as _time_prof
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_PROF_TRACE = _os_prof.environ.get("PROF_TRACE", "1") != "0"
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_PROF_TRACE = _os_prof.environ.get("PROF_TRACE", "0") == "1"
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_t0 = _time_prof.time()
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def _prof(msg):
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if _PROF_TRACE:
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@@ -1062,3 +1062,48 @@ topk_weights = torch.softmax(topk_logits, dim=-1)
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- 小样本中输出 token 数不同,仍需看趋势而不是单条。
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操作结论:不保留该代码改动,回退到 full-softmax router。下一步继续围绕 MoE expert GEMM、all-reduce、prefill/cache 路径做实验。
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## 2026-07-15:关闭默认 PROF_TRACE
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### 改动
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`qwen3_5.py` 中 `_prof()` 原本默认开启:
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```python
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_PROF_TRACE = os.environ.get("PROF_TRACE", "1") != "0"
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```
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这会在 decode 阶段输出大量 `[PROF]` 行,并且每次 `flush=True`。改为默认关闭:
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```python
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_PROF_TRACE = os.environ.get("PROF_TRACE", "0") == "1"
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```
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需要代码级 profiling 时再显式设置 `PROF_TRACE=1`。
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### 结果
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本地归档:
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- `worklogs/remote_results/2026-07-15-official-like-baseline/eager_100k_no_prof_c1_r8_t256_cap40k.json`
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| 指标 | 100K 基线 | PROF_TRACE 默认关闭 | 目标 |
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| --- | ---: | ---: | ---: |
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| Success Rate | 100.00% | 100.00% | >= 99% |
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| Cache Hit Rate | 74.17% | 74.17% | >= 50% |
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| TTFT P90 | 9.803s | 12.739s | <= 5s |
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| Output TPS P10 | 5.825 | 5.851 | >= 20 |
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| Aggregate Output TPS | 5.789 | 5.674 | - |
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| Uncached Input TPS | 178.330 | 169.148 | - |
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| Cache TPS | 512.015 | 485.652 | - |
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| Weighted Throughput | 883.109 | 840.712 | >= 8000 |
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### 结论
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关闭默认 profiling 没有带来明显性能收益,说明当前主要瓶颈不是日志 I/O。不过该改动仍应保留在生产提交中:
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- 避免评测日志膨胀;
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- 避免 profiling 输出影响长时间 benchmark 稳定性;
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- profiling 仍可通过 `PROF_TRACE=1` 手动开启。
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下一步继续看 MoE routed expert 和 TP all-reduce;服务日志中 decode 稳态仍约 5.8 tok/s,说明专家计算/通信路径仍是核心。
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@@ -0,0 +1,124 @@
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{
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"created_at": "2026-07-14T20:36:39",
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"url": "http://127.0.0.1:1111",
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"model": "llm",
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"dataset": "/root/work/logs/synthetic_cumulative_8_s3_cap40k.jsonl",
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"concurrency": 1,
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"max_requests": 8,
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"max_tokens": 256,
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"wall_sec": 344.37798644416034,
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"success_rate": 1.0,
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"ttft_p90_sec": 12.73888401035219,
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"output_tps_p10_per_request": 5.851249699499549,
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"aggregate_output_tps": 5.673997981624281,
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"aggregate_input_tps_uncached": 169.148442388739,
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"aggregate_cache_tps": 485.6524127076243,
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"cache_hit_rate": 0.7416795639891973,
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"weighted_token_throughput": 840.7123114617115,
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"totals": {
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"requests": 8,
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"success": 8,
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"prompt_tokens": 225499,
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"input_tokens_uncached": 58251,
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"cached_tokens": 167248,
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"completion_tokens": 1954,
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"reasoning_tokens": 1797
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},
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"targets": {
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"output_tps_p10_per_request_gte_20": false,
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"ttft_p90_lte_5": false,
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"cache_hit_rate_gte_50pct": true,
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"success_rate_gte_99pct": true,
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"weighted_token_throughput_gte_8000": false
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},
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"results": [
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{
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"ok": true,
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"elapsed_sec": 36.636799186468124,
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"ttft_sec": 7.329275650903583,
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"prompt_tokens": 7498,
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"cached_tokens": 0,
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"completion_tokens": 256,
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"reasoning_tokens": 148,
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"output_tps": 8.734958437868189,
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"error": null
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},
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{
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"ok": true,
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"elapsed_sec": 46.99894358962774,
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"ttft_sec": 21.139840373769403,
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"prompt_tokens": 34177,
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"cached_tokens": 7488,
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"completion_tokens": 162,
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"reasoning_tokens": 113,
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"output_tps": 6.264718410677597,
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"error": null
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},
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{
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"ok": true,
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"elapsed_sec": 45.031732741743326,
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"ttft_sec": 3.066617039963603,
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"prompt_tokens": 35384,
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"cached_tokens": 34160,
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"completion_tokens": 256,
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"reasoning_tokens": 256,
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"output_tps": 6.100304877490023,
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"error": null
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},
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{
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"ok": true,
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"elapsed_sec": 39.382855931296945,
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"ttft_sec": 9.138474140316248,
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"prompt_tokens": 19274,
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"cached_tokens": 7472,
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"completion_tokens": 256,
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"reasoning_tokens": 256,
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"output_tps": 8.464381972467455,
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"error": null
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},
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{
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"ok": true,
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"elapsed_sec": 46.742042660713196,
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"ttft_sec": 3.5163993053138256,
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"prompt_tokens": 37099,
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"cached_tokens": 35376,
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"completion_tokens": 256,
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"reasoning_tokens": 256,
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"output_tps": 5.922410405674684,
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"error": null
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},
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{
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"ok": true,
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"elapsed_sec": 35.704231740906835,
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"ttft_sec": 5.4012624602764845,
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"prompt_tokens": 14661,
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"cached_tokens": 7472,
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"completion_tokens": 256,
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"reasoning_tokens": 256,
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"output_tps": 8.448017012103007,
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"error": null
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},
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{
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"ok": true,
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"elapsed_sec": 46.75327887199819,
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"ttft_sec": 3.1515272110700607,
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"prompt_tokens": 38199,
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"cached_tokens": 37088,
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"completion_tokens": 256,
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"reasoning_tokens": 256,
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"output_tps": 5.871323748431043,
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"error": null
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},
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{
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"ok": true,
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"elapsed_sec": 47.12014847807586,
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"ttft_sec": 3.015753908082843,
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"prompt_tokens": 39207,
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"cached_tokens": 38192,
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"completion_tokens": 256,
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"reasoning_tokens": 256,
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"output_tps": 5.8044102519927305,
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"error": null
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}
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]
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}
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