diff --git a/runs/frontier-fidelity-envelope-v1/.gitignore b/runs/frontier-fidelity-envelope-v1/.gitignore index 29cb6f8..71cf748 100644 --- a/runs/frontier-fidelity-envelope-v1/.gitignore +++ b/runs/frontier-fidelity-envelope-v1/.gitignore @@ -7,3 +7,4 @@ simulator-a3/ fleet-state/ fleet-artifacts/ profiles/profile-v3-batch/ +trace-exact-v1-public/ diff --git a/runs/frontier-fidelity-envelope-v1/prepare_fixed_frontier_traces.py b/runs/frontier-fidelity-envelope-v1/prepare_fixed_frontier_traces.py new file mode 100644 index 0000000..606e5dd --- /dev/null +++ b/runs/frontier-fidelity-envelope-v1/prepare_fixed_frontier_traces.py @@ -0,0 +1,122 @@ +#!/usr/bin/env python3 +"""Materialize deterministic, prefix-disjoint fixed-shape Frontier traces.""" + +from __future__ import annotations + +import argparse +import csv +import hashlib +import json +import math +from pathlib import Path + + +FIELDS = ( + "arrived_at", + "num_prefill_tokens", + "num_decode_tokens", + "session_id", + "block_hash_ids", +) + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser() + parser.add_argument("--output-root", type=Path, required=True) + parser.add_argument("--input-tokens", type=int, required=True) + parser.add_argument("--output-tokens", type=int, required=True) + parser.add_argument("--requests", type=int, default=64) + parser.add_argument("--rate", type=float, action="append", required=True) + parser.add_argument("--block-size", type=int, default=16) + return parser.parse_args() + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def rate_key(rate: float) -> str: + return f"r{rate:g}".replace(".", "p") + + +def materialize( + root: Path, + *, + input_tokens: int, + output_tokens: int, + requests: int, + rates: list[float], + block_size: int, +) -> dict[str, object]: + values = [input_tokens, output_tokens, requests, block_size] + if any(value <= 0 for value in values): + raise ValueError("token counts, requests, and block size must be positive") + if input_tokens + output_tokens > 40960: + raise ValueError("shape exceeds the frozen max model length") + if not rates or any(rate <= 0 or not math.isfinite(rate) for rate in rates): + raise ValueError("rates must be positive and finite") + if len(set(rates)) != len(rates): + raise ValueError("rates must be unique") + root.mkdir(parents=True, exist_ok=True) + anchors = [] + blocks = math.ceil(input_tokens / block_size) + for rate in rates: + path = root / f"{rate_key(rate)}.csv" + with path.open("w", newline="") as output: + writer = csv.DictWriter(output, fieldnames=FIELDS, lineterminator="\n") + writer.writeheader() + for request_id in range(requests): + first_block = request_id * blocks + 1 + writer.writerow( + { + "arrived_at": f"{request_id / rate:.12f}", + "num_prefill_tokens": input_tokens, + "num_decode_tokens": output_tokens, + "session_id": request_id, + "block_hash_ids": "|".join( + str(first_block + offset) for offset in range(blocks) + ), + } + ) + anchors.append( + { + "label": rate_key(rate), + "rate": rate, + "path": path.name, + "sha256": sha256(path), + } + ) + manifest = { + "schema": "qwen30-fixed-frontier-traces-v1", + "contract": { + "input_tokens": input_tokens, + "output_tokens": output_tokens, + "requests": requests, + "block_size": block_size, + "arrival": "open_loop_uniform", + "prefix_caching": False, + "prefix_relation": "all request block identities are disjoint", + }, + "anchors": anchors, + } + (root / "manifest.json").write_text( + json.dumps(manifest, indent=2, sort_keys=True) + "\n" + ) + return manifest + + +def main() -> None: + args = parse_args() + manifest = materialize( + args.output_root.resolve(), + input_tokens=args.input_tokens, + output_tokens=args.output_tokens, + requests=args.requests, + rates=args.rate, + block_size=args.block_size, + ) + print(json.dumps(manifest, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/runs/frontier-fidelity-envelope-v1/results/a2/capacity.csv b/runs/frontier-fidelity-envelope-v1/results/a2/capacity.csv new file mode 100644 index 0000000..da354c9 --- /dev/null +++ b/runs/frontier-fidelity-envelope-v1/results/a2/capacity.csv @@ -0,0 +1,13 @@ +config,tp,mns,real,simulator +tp1_mns8,1,8,7.0,8.0 +tp1_mns16,1,16,7.0,8.0 +tp1_mns32,1,32,7.0,8.0 +tp1_mns64,1,64,7.0,8.0 +tp2_mns8,2,8,7.0,8.0 +tp2_mns16,2,16,7.0,8.0 +tp2_mns32,2,32,7.0,8.0 +tp2_mns64,2,64,7.0,8.0 +tp4_mns8,4,8,8.0,8.0 +tp4_mns16,4,16,8.0,8.0 +tp4_mns32,4,32,8.0,8.0 +tp4_mns64,4,64,8.0,8.0 diff --git a/runs/frontier-fidelity-envelope-v1/results/a2/comparison.json b/runs/frontier-fidelity-envelope-v1/results/a2/comparison.json new file mode 100644 index 0000000..4aa1522 --- /dev/null +++ b/runs/frontier-fidelity-envelope-v1/results/a2/comparison.json @@ -0,0 +1,5638 @@ +{ + "contract": { + "input_tokens": 2048, + "model": "Qwen3-30B-A3B", + "output_tokens": 1, + "prefix_caching": false, + "real_anchor_merge": 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"ttft_p50_ms": 187.36059674989036, + "ttft_p95_ms": 247.38770725677827 + }, + "status": "completed", + "trace_sha256": "2504b6340f764e726110e48251f8017a2f9ba67b44b8af7d3a838bf674823d33" + }, + { + "config": { + "mns": 64, + "name": "tp4_mns64", + "tp": 4 + }, + "elapsed_seconds": 9.043817520141602, + "offered_request_rate": 32.0, + "offered_request_rate_per_gpu": 8.0, + "request_count": 64, + "request_metrics_sha256": "b51aecf0f91ce9d2c55d9d6b854c8a6c09c290133a65733e5cb436abd375555d", + "score": { + "feasible": true, + "pass_rate": 1.0, + "passed": 64, + "throughput_requests_per_second": 20.409287348343973, + "ttft_max_ms": 1204.443009455039, + "ttft_p50_ms": 693.4638889220377, + "ttft_p95_ms": 1141.943009455039 + }, + "status": "completed", + "trace_sha256": "5508a3ce590f7d1b0b3c211a2d4f2131886a7ae2d85cafa0c436a8e3029675f1" + }, + { + "config": { + "mns": 64, + "name": "tp4_mns64", + "tp": 4 + }, + "elapsed_seconds": 9.046180486679077, + "offered_request_rate": 64.0, + "offered_request_rate_per_gpu": 16.0, + "request_count": 64, + "request_metrics_sha256": "174484e0f73c517ada2adce7dea0c4737f89b6252eab700d80c0c4055493418c", + "score": { + "feasible": false, + "pass_rate": 0.546875, + "passed": 35, + "throughput_requests_per_second": 20.862900609687326, + "ttft_max_ms": 2114.521306587048, + "ttft_p50_ms": 1129.8633894955506, + "ttft_p95_ms": 2030.0951199619265 + }, + "status": "completed", + "trace_sha256": "8987c3ebd4a7db983dc0e99e44710cd44a9d5d21cdb8e6b58878b160918593d9" + } + ] + } + ], + "contract": { + "arrival": "open_loop_uniform", + "input_tokens": 2048, + "output_tokens": 1, + "prefix_caching": false, + "rates": [ + 4.0, + 8.0, + 16.0, + 32.0, + 64.0 + ], + "requests_per_anchor": 64, + "target_pass_rate": 0.95, + "ttft_slo_ms": 1256.0 + }, + "frontier": { + "git_head": "d9cfeb6d8791fbf2f295dd9744c56a666171776e", + "git_status_short": " M frontier/cc_backend/backends/vidur_cc_backend.py\n M frontier/config/config.py\n M frontier/entities/request.py\n M frontier/events/cluster_schedule_event.py\n M frontier/execution_time_predictor/sklearn_execution_time_predictor.py\n M frontier/metrics/constants.py\n M frontier/metrics/metrics_store.py\n M frontier/profiling/common/layers/rotary_embedding.py\n M frontier/profiling/moe/moe_impl.py\n M frontier/profiling/moe/moe_vllm_kernel.py\n M frontier/scheduler/cluster_scheduler/__init__.py\n M frontier/scheduler/cluster_scheduler/base_cluster_scheduler.py\n M frontier/scheduler/cluster_scheduler/cluster_scheduler_registry.py\n M frontier/scheduler/cluster_scheduler/sticky_lor_cluster_scheduler.py\n M frontier/scheduler/replica_scheduler/base_replica_scheduler.py\n M frontier/scheduler/replica_scheduler/vllm_v1_engine_replica_scheduler.py\n M frontier/scheduler/replica_stage_scheduler/replica_stage_schduler.py\n M frontier/simulator.py\n M frontier/types/cluster_scheduler_type.py\n?? data/profiling/compute/h20/\n?? frontier/scheduler/cluster_scheduler/prefix_lor_cluster_scheduler.py\n?? runs/\n?? tests/unit/test_attn_prefill_prediction_fallback.py\n?? tests/unit/test_vidur_cc_large_payload.py\n", + "source": "/tmp/replayserve-frontier-rs1b" + }, + "profiles": { + "coverage": { + "attention": { + "1": { + "exact_prefill_2048_rows": 1, + "profile_batch_size": 1 + }, + "2": { + "exact_prefill_2048_rows": 1, + "profile_batch_size": 1 + }, + "4": { + "exact_prefill_2048_rows": 1, + "profile_batch_size": 1 + } + }, + "manifest": { + "attention_tp_coverage": [ + 1, + 2, + 4 + ], + "environment_contract": { + "dtype": "bfloat16", + "frontier_commit": "d9cfeb6d8791fbf2f295dd9744c56a666171776e", + "hardware": "NVIDIA H20", + "model": "Qwen3-30B-A3B", + "tensor_parallel_sizes": [ + 1, + 2, + 4 + ], + "vllm_source_commit": "88d34c6409e9fb3c7b8ca0c04756f061d2099eb1", + "vllm_version": "0.20.0" + }, + "inputs": { + 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"/home/gahow/phd/aituner/runs/frontier-qwen30-vllm020-profile-v1/fleet-artifacts/qwen30-vllm020-flashattn-kv-full-tp2-20260716-v2-20260716T135134194295Z/artifacts/artifacts/flashattn-kv-full-v2-tp2/raw/flashattn-tp2.json": "43ce042556ba887c8860614b43ccf0f564e5cebc1a0cffbce299d0acb9fa8d07", + "/home/gahow/phd/aituner/runs/frontier-qwen30-vllm020-profile-v1/fleet-artifacts/qwen30-vllm020-flashattn-kv-full-tp4-20260716-v2-20260716T135135197200Z/artifacts/artifacts/flashattn-kv-full-v2-tp4/raw/flashattn-tp4.json": "84eef31bcad0f556907a093318a420959d14fdc94474823d11f659704bdfec73", + "/home/gahow/phd/aituner/runs/frontier-qwen30-vllm020-profile-v1/fleet-artifacts/qwen30-vllm020-frontier-linear-full-20260716-v2-max-tokens-20260716T144444676943Z/artifacts/artifacts/frontier-linear-full-v2/profiles/compute/h20/qwen3-a3b-30b-moe/linear_op.csv": "67666cb0a4901b74599d468df2e31bcaa2a11a7842cc0cefba24ffce62508e0c", + "/home/gahow/phd/aituner/runs/frontier-qwen30-vllm020-profile-v1/fleet-artifacts/qwen30-vllm020-moe-full-20260716-v1-local-shard-20260716T141334565164Z/artifacts/artifacts/moe-full-v1/raw/moe-full.json": "588f6ad0d69c9636d1b852e3df0a12d13cfe731f050ea7ec7aea457cceefbde8", + "/home/gahow/phd/aituner/runs/frontier-qwen30-vllm020-profile-v1/fleet-artifacts/qwen30-vllm020-router-full-20260716-v3-tp-context-20260716T145446098505Z/artifacts/artifacts/router-full-v3/raw/router.json": "1962972e983bff3e06a721ef4ae4ec65728ff669681497a4a7e7f769b88b4931" + }, + "outputs": { + "allreduce.json": "b38d14f990578d668523d25b107aceed433da5020d8ada3b6e44d3562261a3b3", + "attention.csv": "76dcb767cebb4ec1c4e24bd04d93ddd48b5d271986ebfb51a197ab33e1b3d87d", + "attention_true_mixed_fused.csv": "43ef4be90bddc9aeac6dbbe339feec24162cd1f2129a08fbd959e6ee4eaf5f60", + "linear_op.csv": "67666cb0a4901b74599d468df2e31bcaa2a11a7842cc0cefba24ffce62508e0c", + "moe.csv": "0e4dcba72918a1c4cf4e96ced31ee3829248a19ad54553cebef14417725808b0" + }, + "profile_id": "qwen3-30b-a3b-bf16-vllm020-h20-tp1-2-4-fused-mixed-total-conserving", + "projection_contract": { + "allreduce": "Frozen exact runtime measurements; base profile-only comparison keeps the historical Frontier CC backend fixed to isolate compute profile fidelity", + "attention": "Pure prefill/extend/decode FA3 core plus separately measured KV update; input/output reshape assumed zero; exported mean is used as median target; true mixed rows use a total-conserving compatibility projection", + "attention_true_mixed": "The directly measured fused total is preserved in diagnostics. Frontier's two targets are projected by the same-TP pure prefill/decode reference ratio, with projected prefill + decode exactly equal to the fused total; the split is a schema compatibility attribution, not an observation", + "linear": "Frontier profiler using vLLM 0.20 CUDA operators", + "moe": "Replicated gate and fused top-k plus TP-local modular expert kernel; expert measurement already includes prepare/finalize so shuffling is zero" + }, + "row_counts": { + "allreduce": 24, + "attention_frontier_compatible": 132, + "attention_true_mixed_fused_diagnostic": 30, + "linear": 36, + "moe": 72 + }, + "schema_version": "frontier_qwen30_vllm020_frozen_profile.v2" + } + }, + "root": "/home/gahow/phd/aituner/runs/frontier-qwen30-vllm020-profile-v1/frozen/profile-v2", + "sha256": { + "attention": "76dcb767cebb4ec1c4e24bd04d93ddd48b5d271986ebfb51a197ab33e1b3d87d", + "linear": "67666cb0a4901b74599d468df2e31bcaa2a11a7842cc0cefba24ffce62508e0c", + "manifest": "af40545e75aff55c6333cd2d5379ccf042a5a0b7d7fc7df4f745ce256cb290eb", + "moe": "0e4dcba72918a1c4cf4e96ced31ee3829248a19ad54553cebef14417725808b0" + } + }, + "schema": "frontier-qwen30-prefill-surface-v1", + "status": "frozen_before_real" +} diff --git a/runs/frontier-fidelity-envelope-v1/results/a2/qwen30-prefill-ranking.png b/runs/frontier-fidelity-envelope-v1/results/a2/qwen30-prefill-ranking.png new file mode 100644 index 0000000..ed8a221 Binary files /dev/null and b/runs/frontier-fidelity-envelope-v1/results/a2/qwen30-prefill-ranking.png differ diff --git a/runs/frontier-fidelity-envelope-v1/run_frontier_qwen30_exact_trace_surface.py b/runs/frontier-fidelity-envelope-v1/run_frontier_qwen30_exact_trace_surface.py new file mode 100644 index 0000000..3d8aebc --- /dev/null +++ b/runs/frontier-fidelity-envelope-v1/run_frontier_qwen30_exact_trace_surface.py @@ -0,0 +1,424 @@ +#!/usr/bin/env python3 +"""Freeze Frontier's Qwen30 exact production-trace response surface.""" + +from __future__ import annotations + +import argparse +import csv +import importlib.util +import json +import math +import os +import subprocess +import sys +import time +from pathlib import Path +from typing import Any + + +TARGET_PASS_RATE = 0.95 +TPOT_SLOS_MS = (50.0, 100.0, 150.0, 180.0) +WINDOW_SECONDS = 600.0 +BASE_RUNNER = ( + Path(__file__).resolve().parents[1] + / "frontier-phase-factorial-v0/run_frontier_qwen30_prefill_surface.py" +) + + +def load_base(): + spec = importlib.util.spec_from_file_location("qwen30_prefill_surface_base", BASE_RUNNER) + if spec is None or spec.loader is None: + raise ImportError(BASE_RUNNER) + module = importlib.util.module_from_spec(spec) + sys.modules[spec.name] = module + spec.loader.exec_module(module) + return module + + +BASE = load_base() + + +def parse_args() -> argparse.Namespace: + parser = argparse.ArgumentParser() + parser.add_argument("--frontier-source", type=Path, required=True) + parser.add_argument("--replayserve-root", type=Path, required=True) + parser.add_argument("--profile-root", type=Path, required=True) + parser.add_argument("--python-deps", type=Path, required=True) + parser.add_argument("--output-root", type=Path, required=True) + parser.add_argument( + "--trace", + action="append", + required=True, + help="Frozen trace anchor as LABEL=PATH; repeat in increasing load order.", + ) + parser.add_argument("--config", action="append") + parser.add_argument( + "--rate-contract", + choices=("trace-window", "uniform-spacing"), + default="trace-window", + ) + parser.add_argument( + "--prefix-caching", + action=argparse.BooleanOptionalAction, + default=True, + ) + parser.add_argument( + "--cc-backend", choices=("analytical", "vidur"), default="vidur" + ) + parser.add_argument("--allreduce-csv", type=Path) + parser.add_argument("--timeout-seconds", type=float, default=1800.0) + parser.add_argument("--resume", action="store_true") + return parser.parse_args() + + +def ttft_limit_ms(input_tokens: int) -> float: + return 1000.0 + 1000.0 * input_tokens / 8000.0 + + +def percentile(values: list[float], fraction: float) -> float | None: + if not values: + return None + ordered = sorted(values) + return ordered[math.ceil(fraction * len(ordered)) - 1] + + +def parse_trace( + specification: str, *, rate_contract: str = "trace-window" +) -> dict[str, Any]: + if "=" not in specification: + raise ValueError(f"trace must be LABEL=PATH: {specification}") + label, raw_path = specification.split("=", 1) + if not label or "/" in label: + raise ValueError(f"invalid trace label: {label!r}") + path = Path(raw_path).resolve() + if not path.is_file(): + raise FileNotFoundError(path) + with path.open(newline="") as source: + rows = list(csv.DictReader(source)) + if not rows: + raise ValueError(f"empty trace: {path}") + required = { + "arrived_at", + "num_prefill_tokens", + "num_decode_tokens", + "session_id", + "block_hash_ids", + } + if not required.issubset(rows[0]): + raise ValueError(f"trace columns missing: {required - set(rows[0])}") + arrivals = [float(row["arrived_at"]) for row in rows] + if any(not math.isfinite(value) or value < 0 for value in arrivals): + raise ValueError(f"invalid arrival in {path}") + if any(right < left for left, right in zip(arrivals, arrivals[1:])): + raise ValueError(f"arrival order drift in {path}") + if rate_contract == "trace-window": + offered_request_rate = len(rows) / WINDOW_SECONDS + elif rate_contract == "uniform-spacing": + if len(rows) < 2 or arrivals[-1] <= arrivals[0]: + raise ValueError("uniform-spacing traces require at least two arrivals") + intervals = [right - left for left, right in zip(arrivals, arrivals[1:])] + expected_interval = (arrivals[-1] - arrivals[0]) / (len(arrivals) - 1) + if any(abs(value - expected_interval) > 1e-9 for value in intervals): + raise ValueError(f"non-uniform fixed trace: {path}") + offered_request_rate = 1.0 / expected_interval + else: + raise ValueError(f"unknown rate contract: {rate_contract}") + shapes = [ + (int(row["num_prefill_tokens"]), int(row["num_decode_tokens"])) + for row in rows + ] + if any(prefill <= 0 or decode <= 0 or prefill + decode > 40960 for prefill, decode in shapes): + raise ValueError(f"out-of-contract shape in {path}") + return { + "label": label, + "path": path, + "sha256": BASE.sha256(path), + "requests": len(rows), + "offered_request_rate": offered_request_rate, + "first_arrival_s": arrivals[0], + "last_arrival_s": arrivals[-1], + "shapes": shapes, + } + + +def find_request_metrics(run_dir: Path) -> Path: + matches = list((run_dir / "metrics").rglob("request_metrics.csv")) + if len(matches) != 1: + raise RuntimeError(f"expected one request_metrics.csv, got {matches}") + return matches[0] + + +def score(path: Path, expected_shapes: list[tuple[int, int]]) -> dict[str, Any]: + with path.open(newline="") as source: + rows = list(csv.DictReader(source)) + if len(rows) != len(expected_shapes): + raise ValueError(f"request count mismatch: {len(rows)} != {len(expected_shapes)}") + rows.sort(key=lambda row: int(row["Request Id"])) + request_metrics = [] + for index, (row, expected) in enumerate(zip(rows, expected_shapes, strict=True)): + if int(row["Request Id"]) != index: + raise ValueError("Frontier request ID/order drift") + shape = ( + int(float(row["request_num_prefill_tokens"])), + int(float(row["request_num_decode_tokens"])), + ) + if shape != expected: + raise ValueError(f"request shape drift at {index}: {shape} != {expected}") + ttft = float(row["ttft"]) + e2e = float(row["request_e2e_time"]) + tpot = (e2e - ttft) / (shape[1] - 1) if shape[1] > 1 else None + values = [ttft, e2e] + ([] if tpot is None else [tpot]) + if not all(math.isfinite(value) and value >= 0 for value in values): + raise ValueError(f"invalid latency at request {index}") + request_metrics.append( + { + "request_id": index, + "input_tokens": shape[0], + "output_tokens": shape[1], + "ttft_ms": ttft, + "ttft_limit_ms": ttft_limit_ms(shape[0]), + "tpot_ms": tpot, + "e2e_ms": e2e, + } + ) + slos = {} + for limit in TPOT_SLOS_MS: + passed = sum( + row["ttft_ms"] <= row["ttft_limit_ms"] + and (row["tpot_ms"] is None or row["tpot_ms"] <= limit) + for row in request_metrics + ) + pass_rate = passed / len(request_metrics) + slos[f"tpot_{int(limit)}ms"] = { + "passed": passed, + "pass_rate": pass_rate, + "feasible": pass_rate >= TARGET_PASS_RATE, + } + ttfts = [float(row["ttft_ms"]) for row in request_metrics] + tpots = [float(row["tpot_ms"]) for row in request_metrics if row["tpot_ms"] is not None] + return { + "ttft_p50_ms": percentile(ttfts, 0.50), + "ttft_p95_ms": percentile(ttfts, 0.95), + "tpot_p50_ms": percentile(tpots, 0.50), + "tpot_p95_ms": percentile(tpots, 0.95), + "slos": slos, + } + + +def main() -> None: + args = parse_args() + for name in ( + "frontier_source", + "replayserve_root", + "profile_root", + "python_deps", + "output_root", + ): + setattr(args, name, getattr(args, name).resolve()) + if args.allreduce_csv is not None: + args.allreduce_csv = args.allreduce_csv.resolve() + traces = [ + parse_trace(specification, rate_contract=args.rate_contract) + for specification in args.trace + ] + if len({trace["label"] for trace in traces}) != len(traces): + raise ValueError("trace labels must be unique") + if any( + right["offered_request_rate"] <= left["offered_request_rate"] + for left, right in zip(traces, traces[1:]) + ): + raise ValueError("trace anchors must be supplied in increasing load order") + + selected = list(BASE.GRID) + if args.config: + wanted = set(args.config) + selected = [config for config in BASE.GRID if config.name in wanted] + if {config.name for config in selected} != wanted: + raise ValueError(f"unknown configs: {wanted - {config.name for config in selected}}") + paths = BASE.profile_paths(args.profile_root) + coverage = BASE.validate_profile(paths) + builder = BASE.load_module( + "qwen30_exact_trace_frontier_builder", + args.replayserve_root / "tools/run_frontier_sweep.py", + ) + frontier_head = subprocess.run( + ["git", "-C", str(args.frontier_source), "rev-parse", "HEAD"], + check=True, + text=True, + stdout=subprocess.PIPE, + ).stdout.strip() + environment = os.environ.copy() + pythonpath = [str(args.python_deps), str(args.frontier_source)] + if environment.get("PYTHONPATH"): + pythonpath.append(environment["PYTHONPATH"]) + environment.update( + { + "PYTHONPATH": ":".join(pythonpath), + "CUDA_VISIBLE_DEVICES": "", + "NVIDIA_VISIBLE_DEVICES": "void", + "WANDB_DISABLED": "true", + "VIDUR_DISABLE_WANDB": "1", + "FRONTIER_LOG_LEVEL": "WARNING", + "PYTHONDONTWRITEBYTECODE": "1", + } + ) + + config_results = [] + for config in selected: + loads = [] + config_knobs = BASE.knobs(config, paths, args.output_root / "cache") + config_knobs["enable_prefix_caching"] = args.prefix_caching + for trace in traces: + run_dir = args.output_root / "runs" / config.name / trace["label"] + result_path = run_dir / "result.json" + if args.resume and result_path.is_file(): + loads.append(json.loads(result_path.read_text())) + continue + run_dir.mkdir(parents=True, exist_ok=True) + command = builder.build_frontier_command( + python_bin="/usr/bin/python3", + trace_file=trace["path"], + metrics_root=run_dir / "metrics", + run_id=f"qwen30_trace_{config.name}_{trace['label']}", + knobs=config_knobs, + ) + command = BASE.configure_cc_command( + command, + backend=args.cc_backend, + allreduce_csv=args.allreduce_csv, + cache=args.output_root / "cc-cache", + ) + BASE.write_json(run_dir / "command.json", command) + started = time.time() + with (run_dir / "stdout.log").open("w") as stdout, ( + run_dir / "stderr.log" + ).open("w") as stderr: + completed = subprocess.run( + command, + cwd=args.frontier_source, + env=environment, + stdout=stdout, + stderr=stderr, + timeout=args.timeout_seconds, + check=False, + ) + if completed.returncode != 0: + raise RuntimeError( + f"Frontier failed for {config.name}/{trace['label']}: {completed.returncode}" + ) + metrics = find_request_metrics(run_dir) + result = { + "status": "completed", + "config": {"tp": config.tp, "mns": config.mns, "name": config.name}, + "trace_label": trace["label"], + "offered_request_rate": trace["offered_request_rate"], + "offered_request_rate_per_gpu": trace["offered_request_rate"] / config.tp, + "request_count": trace["requests"], + "elapsed_seconds": time.time() - started, + "trace_sha256": trace["sha256"], + "request_metrics_sha256": BASE.sha256(metrics), + "score": score(metrics, trace["shapes"]), + } + BASE.write_json(result_path, result) + loads.append(result) + print( + json.dumps( + { + "config": config.name, + "trace": trace["label"], + "rate": trace["offered_request_rate"], + "primary": result["score"]["slos"]["tpot_150ms"], + }, + sort_keys=True, + ), + flush=True, + ) + config_results.append( + { + "config": {"tp": config.tp, "mns": config.mns, "name": config.name}, + "loads": loads, + } + ) + + rankings = {} + for slo in (f"tpot_{int(value)}ms" for value in TPOT_SLOS_MS): + records = [] + for item in config_results: + feasible = [ + load["offered_request_rate"] + for load in item["loads"] + if load["score"]["slos"][slo]["feasible"] + ] + capacity = max(feasible, default=None) + records.append( + { + "config": item["config"], + "maximum_tested_feasible_request_rate": capacity, + "maximum_tested_feasible_request_rate_per_gpu": ( + capacity / item["config"]["tp"] if capacity is not None else None + ), + "lower_censored": capacity is None, + "upper_censored": capacity == traces[-1]["offered_request_rate"], + } + ) + records.sort( + key=lambda row: ( + -( + row["maximum_tested_feasible_request_rate_per_gpu"] + if row["maximum_tested_feasible_request_rate_per_gpu"] is not None + else -1 + ), + row["config"]["name"], + ) + ) + rankings[slo] = records + + manifest = { + "schema": "frontier-qwen30-exact-trace-surface-v1", + "status": "frozen_before_real" if selected == list(BASE.GRID) else "partial_not_decision_bearing", + "contract": { + "window_seconds": ( + WINDOW_SECONDS if args.rate_contract == "trace-window" else None + ), + "rate_contract": args.rate_contract, + "prefix_caching": args.prefix_caching, + "arrival": "original_trace_timestamp_and_order", + "input_output": "exact_source_values", + "ttft_slo": "1000ms + 1000ms * input_tokens / 8000", + "tpot_slos_ms": TPOT_SLOS_MS, + "primary_tpot_slo_ms": 150.0, + "target_pass_rate": TARGET_PASS_RATE, + }, + "frontier": { + "source": str(args.frontier_source), + "git_head": frontier_head, + "git_status_short": subprocess.run( + ["git", "-C", str(args.frontier_source), "status", "--short"], + check=True, + text=True, + stdout=subprocess.PIPE, + ).stdout, + }, + "profiles": { + "root": str(args.profile_root), + "coverage": coverage, + "sha256": {name: BASE.sha256(path) for name, path in paths.items()}, + }, + "collective": { + "backend": args.cc_backend, + "allreduce_csv": str(args.allreduce_csv) if args.allreduce_csv else None, + "allreduce_csv_sha256": BASE.sha256(args.allreduce_csv) if args.allreduce_csv else None, + }, + "traces": [ + {key: value for key, value in trace.items() if key != "shapes"} + for trace in traces + ], + "config_results": config_results, + "rankings": rankings, + } + BASE.write_json(args.output_root / "frontier_trace_surface_frozen.json", manifest) + print(args.output_root / "frontier_trace_surface_frozen.json") + + +if __name__ == "__main__": + main() diff --git a/runs/frontier-fidelity-envelope-v1/test_fidelity_envelope.py b/runs/frontier-fidelity-envelope-v1/test_fidelity_envelope.py index 2326466..3f9813f 100644 --- a/runs/frontier-fidelity-envelope-v1/test_fidelity_envelope.py +++ b/runs/frontier-fidelity-envelope-v1/test_fidelity_envelope.py @@ -12,6 +12,7 @@ from pathlib import Path ROOT = Path(__file__).parent +REPO_ROOT = ROOT.parents[1] def load(name: str): @@ -85,6 +86,123 @@ class FidelityEnvelopeTest(unittest.TestCase): str(4 + 8192 / 1000), ) + def test_batch_profile_retains_one_single_request_anchor_per_tp(self) -> None: + runner = REPO_ROOT / "runs/frontier-phase-factorial-v0/run_frontier_qwen30_prefill_surface.py" + spec = importlib.util.spec_from_file_location("qwen30_surface_runner", runner) + assert spec and spec.loader + module = importlib.util.module_from_spec(spec) + sys.modules[spec.name] = module + spec.loader.exec_module(module) + profile = ROOT / "profiles/profile-v3-batch-final" + coverage = module.validate_profile(module.profile_paths(profile)) + self.assertEqual( + coverage["attention"], + { + "1": {"exact_prefill_2048_rows": 1, "profile_batch_size": 1}, + "2": {"exact_prefill_2048_rows": 1, "profile_batch_size": 1}, + "4": {"exact_prefill_2048_rows": 1, "profile_batch_size": 1}, + }, + ) + + def test_exact_trace_parser_and_joint_slo_score(self) -> None: + module = load("run_frontier_qwen30_exact_trace_surface.py") + with tempfile.TemporaryDirectory() as temporary: + root = Path(temporary) + trace = root / "trace.csv" + with trace.open("w", newline="") as handle: + writer = csv.DictWriter( + handle, + fieldnames=[ + "arrived_at", + "num_prefill_tokens", + "num_decode_tokens", + "session_id", + "block_hash_ids", + ], + lineterminator="\n", + ) + writer.writeheader() + writer.writerows( + [ + { + "arrived_at": 1.0, + "num_prefill_tokens": 512, + "num_decode_tokens": 1, + "session_id": 1, + "block_hash_ids": "10|11", + }, + { + "arrived_at": 2.0, + "num_prefill_tokens": 2048, + "num_decode_tokens": 2, + "session_id": 2, + "block_hash_ids": "20|21", + }, + ] + ) + parsed = module.parse_trace(f"u0p01={trace}") + self.assertEqual(parsed["requests"], 2) + self.assertEqual(parsed["shapes"], [(512, 1), (2048, 2)]) + uniform = module.parse_trace( + f"r1={trace}", rate_contract="uniform-spacing" + ) + self.assertEqual(uniform["offered_request_rate"], 1.0) + + metrics = root / "request_metrics.csv" + with metrics.open("w", newline="") as handle: + writer = csv.DictWriter( + handle, + fieldnames=[ + "Request Id", + "request_num_prefill_tokens", + "request_num_decode_tokens", + "ttft", + "request_e2e_time", + ], + lineterminator="\n", + ) + writer.writeheader() + writer.writerows( + [ + { + "Request Id": 1, + "request_num_prefill_tokens": 2048, + "request_num_decode_tokens": 2, + "ttft": 1200, + "request_e2e_time": 1300, + }, + { + "Request Id": 0, + "request_num_prefill_tokens": 512, + "request_num_decode_tokens": 1, + "ttft": 1000, + "request_e2e_time": 1000, + }, + ] + ) + scored = module.score(metrics, parsed["shapes"]) + self.assertEqual(scored["slos"]["tpot_150ms"]["passed"], 2) + self.assertTrue(scored["slos"]["tpot_150ms"]["feasible"]) + + def test_fixed_trace_materializer_uses_disjoint_prefixes(self) -> None: + module = load("prepare_fixed_frontier_traces.py") + with tempfile.TemporaryDirectory() as temporary: + root = Path(temporary) + manifest = module.materialize( + root, + input_tokens=32, + output_tokens=4, + requests=2, + rates=[2.0], + block_size=16, + ) + with (root / "r2.csv").open(newline="") as handle: + rows = list(csv.DictReader(handle)) + self.assertEqual(rows[0]["block_hash_ids"], "1|2") + self.assertEqual(rows[1]["block_hash_ids"], "3|4") + self.assertEqual(rows[1]["arrived_at"], "0.500000000000") + self.assertEqual(manifest["contract"]["prefix_caching"], False) + if __name__ == "__main__": unittest.main() diff --git a/runs/frontier-fidelity-envelope-v1/workloads/f1-isl512-osl1/manifest.json b/runs/frontier-fidelity-envelope-v1/workloads/f1-isl512-osl1/manifest.json new file mode 100644 index 0000000..f765bce --- /dev/null +++ b/runs/frontier-fidelity-envelope-v1/workloads/f1-isl512-osl1/manifest.json @@ -0,0 +1,50 @@ +{ + "anchors": [ + { + "label": "r16", + "path": "r16.csv", + "rate": 16.0, + "sha256": "dd00640d57184b1607fb466d2735bd4edf42e585ac6d6f2d6c6363c76b34aac8" + }, + { + "label": "r32", + "path": "r32.csv", + "rate": 32.0, + "sha256": "de448fa237c367c4910570586f8574a5020c3186a2adc1db5daa26acf0d2b9e1" + }, + { + "label": "r64", + "path": "r64.csv", + "rate": 64.0, + "sha256": "c796965d7afa1a9df4b8ba523412cef2e4dc7ddfc3cef6bce7e91265b20aaf2d" + }, + { + "label": "r128", + "path": "r128.csv", + "rate": 128.0, + "sha256": "30706d59e020ad0dcb670d367201de77ca7337b5fb41da0efd5af8c1915b2f04" + }, + { + "label": "r256", + "path": "r256.csv", + "rate": 256.0, + "sha256": "f93c2390f084c4c60e7ca0d3096c7bdf024b7b286fd7ac72f4dc21d3d2af8cbf" + }, + { + "label": "r512", + "path": "r512.csv", + "rate": 512.0, + "sha256": "e2612362defdb10f876eb478a642ef78a9f6101833b7cc4ff1f0b02b8a453767" + } + ], + "contract": { + "arrival": "open_loop_uniform", + "block_size": 16, + "input_tokens": 512, + "output_tokens": 1, + "prefix_caching": false, + "prefix_relation": "all request block identities are disjoint", + "requests": 64 + }, + "schema": "qwen30-fixed-frontier-traces-v1" +} diff --git a/runs/frontier-fidelity-envelope-v1/workloads/f1-isl512-osl1/r128.csv 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"rate": 4.0, + "sha256": "d69a8a9d2b946e4c567ac77b75738bb07ec91b189651a23f3a323f90977cda8d" + }, + { + "label": "r8", + "path": "r8.csv", + "rate": 8.0, + "sha256": "51341a2520c0c2e14f5d7c110083d861b75d7b712ec628b44d07f785bc22a4d2" + }, + { + "label": "r16", + "path": "r16.csv", + "rate": 16.0, + "sha256": "f6d7522e766e0c049118245a9f7c0686fe4e6dc597a871ffc7cc447e0af90aaa" + } + ], + "contract": { + "arrival": "open_loop_uniform", + "block_size": 16, + "input_tokens": 2048, + "output_tokens": 128, + "prefix_caching": false, + "prefix_relation": "all request block identities are disjoint", + "requests": 64 + }, + "schema": "qwen30-fixed-frontier-traces-v1" +} diff --git a/runs/frontier-fidelity-envelope-v1/workloads/f2-isl2048-osl128/r0p5.csv b/runs/frontier-fidelity-envelope-v1/workloads/f2-isl2048-osl128/r0p5.csv new file mode 100644 index 0000000..1969175 --- /dev/null +++ b/runs/frontier-fidelity-envelope-v1/workloads/f2-isl2048-osl128/r0p5.csv @@ -0,0 +1,65 @@ 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-222,7 +222,11 @@ def parse_simulator(manifests: list[Path]) -> tuple[dict[str, Any], list[dict[st sources = [] for path in manifests: payload = load_json(path) - if payload["status"] not in {"complete", "partial_not_decision_bearing"}: + if payload["status"] not in { + "complete", + "frozen_before_real", + "partial_not_decision_bearing", + }: raise RuntimeError(f"simulator manifest has invalid status: {path}") sources.append({"path": str(path.resolve()), "sha256": sha256(path)}) result_by_name = { @@ -305,12 +309,21 @@ def compare(real: dict[str, Any], simulated: dict[str, Any]) -> dict[str, Any]: confusion = {"real_pass_sim_pass": 0, "real_pass_sim_fail": 0, "real_fail_sim_pass": 0, "real_fail_sim_fail": 0} + anchor_grid_coverage = { + "shared": 0, + "real_only": 0, + "simulator_only": 0, + } for name in names: real_anchors = {row["rate"]: row for row in real[name]["anchors"]} sim_anchors = {row["rate"]: row for row in simulated[name]["anchors"]} - if set(real_anchors) != set(sim_anchors): - raise RuntimeError(f"anchor grids differ for {name}") - for rate in real_anchors: + shared = set(real_anchors) & set(sim_anchors) + if not shared: + raise RuntimeError(f"anchor grids do not overlap for {name}") + anchor_grid_coverage["shared"] += len(shared) + anchor_grid_coverage["real_only"] += len(set(real_anchors) - shared) + anchor_grid_coverage["simulator_only"] += len(set(sim_anchors) - shared) + for rate in shared: real_pass = real_anchors[rate]["conservative_feasible"] sim_pass = sim_anchors[rate]["feasible"] key = f"real_{'pass' if real_pass else 'fail'}_sim_{'pass' if sim_pass else 'fail'}" @@ -328,6 +341,7 @@ def compare(real: dict[str, Any], simulated: dict[str, Any]) -> dict[str, Any]: "kendall": tau, "pairwise_non_tied": pairwise, "anchor_confusion": confusion, + "anchor_grid_coverage": anchor_grid_coverage, } @@ -356,7 +370,7 @@ def plot(path: Path, rows: list[dict[str, Any]], metrics: dict[str, Any]) -> Non x + width / 2, [row["simulator"] for row in rows], width, - label="Frontier profile-only", + label="Frontier simulator", ) axis.set_xticks(x, labels, fontsize=8) axis.set_ylabel("Max tested SLO-feasible request rate / GPU") @@ -374,7 +388,7 @@ def plot(path: Path, rows: list[dict[str, Any]], metrics: dict[str, Any]) -> Non ) axis.text( 0.01, - 0.98, + 0.82, annotation, transform=axis.transAxes, va="top", diff --git a/runs/frontier-phase-factorial-v0/run_frontier_qwen30_prefill_surface.py b/runs/frontier-phase-factorial-v0/run_frontier_qwen30_prefill_surface.py index ecd0e74..e7344fc 100644 --- a/runs/frontier-phase-factorial-v0/run_frontier_qwen30_prefill_surface.py +++ b/runs/frontier-phase-factorial-v0/run_frontier_qwen30_prefill_surface.py @@ -138,6 +138,7 @@ def validate_profile(paths: dict[str, Path]) -> dict[str, Any]: if int(row["num_tensor_parallel_workers"]) == tp and row["is_prefill"].lower() == "true" and row.get("is_true_mixed_batch", "").lower() != "true" + and int(float(row["batch_size"])) == 1 and int(float(row["total_tokens"])) == 2048 ] if len(exact) != 1: