From 34295f3eb3ec449069fc1abe38edb61d165afc15 Mon Sep 17 00:00:00 2001 From: tzhouam Date: Wed, 23 Sep 2026 18:32:01 +0800 Subject: [PATCH] Qualify Spark output-head component on AMD NPU and update E2E matrix --- .../prepare_spark_amd_npu_bundle.py | 81 ++++ .../probe_spark_amd_npu_full_head.py | 200 ++++++++++ .../probe_spark_amd_npu_lm_head.py | 371 ++++++++++++++++++ .../results/e2e_expansion_20260923/README.md | 3 +- .../spark_amd_npu_output_head/.gitattributes | 3 + .../spark_amd_npu_output_head/README.md | 33 ++ .../bundle_input.npz | Bin 0 -> 8448 bytes .../composite_profile.json | 44 +++ .../composite_raw.log | Bin 0 -> 12645 bytes .../composite_report.json | 98 +++++ .../failures/full_matmul_raw.log | Bin 0 -> 7526 bytes .../failures/full_matmul_report.json | 94 +++++ .../failures/full_qdq_raw.log | Bin 0 -> 5696 bytes .../failures/full_qdq_report.json | 90 +++++ .../failures/unnamed_co_resident_raw.log | Bin 0 -> 17347 bytes .../failures/unnamed_co_resident_report.json | 322 +++++++++++++++ .../full_head_raw.log | Bin 0 -> 17015 bytes .../full_head_report.json | 322 +++++++++++++++ .../local_bundle_manifest.json | 19 + .../omni_npu_placement_profile.json | 14 + .../real_acts_lmhead.npz | Bin 0 -> 2130428 bytes .../shards/shard_0.json | 95 +++++ .../shards/shard_0_co_resident_profile.json | 129 ++++++ .../shards/shard_32768.json | 95 +++++ .../shard_32768_co_resident_profile.json | 129 ++++++ .../shards/shard_65536.json | 95 +++++ .../shard_65536_co_resident_profile.json | 129 ++++++ .../shards/shard_98304.json | 95 +++++ .../shard_98304_co_resident_profile.json | 129 ++++++ .../spark_cpu_fp32_graph_stage_20260923.json | 183 +++++++++ .../spark_cpu_fp32_graph_stage_20260923.log | 16 + .../spark_cpu_fp32_graph_stage_20260923.npz | Bin 0 -> 524554 bytes ...rk_cpu_graph_stage_with_norm_20260923.json | 183 +++++++++ ...ark_cpu_graph_stage_with_norm_20260923.log | 16 + ...ark_cpu_graph_stage_with_norm_20260923.npz | Bin 0 -> 524580 bytes ...rk_npu_graph_stage_with_norm_20260923.json | 190 +++++++++ ...ark_npu_graph_stage_with_norm_20260923.log | 16 + ...ark_npu_graph_stage_with_norm_20260923.npz | Bin 0 -> 524580 bytes .../evidence/summary/README.md | 6 +- docs/design/omni_edge_backends.md | 2 + 40 files changed, 3198 insertions(+), 4 deletions(-) create mode 100644 benchmarks/edge_harness/experiments/prepare_spark_amd_npu_bundle.py create mode 100644 benchmarks/edge_harness/experiments/probe_spark_amd_npu_full_head.py create mode 100644 benchmarks/edge_harness/experiments/probe_spark_amd_npu_lm_head.py create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/.gitattributes create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/README.md create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/bundle_input.npz create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/composite_profile.json create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/composite_raw.log create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/composite_report.json create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/failures/full_matmul_raw.log create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/failures/full_matmul_report.json create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/failures/full_qdq_raw.log create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/failures/full_qdq_report.json create mode 100644 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benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/shards/shard_98304_co_resident_profile.json create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_fp32_graph_stage_20260923.json create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_fp32_graph_stage_20260923.log create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_fp32_graph_stage_20260923.npz create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_graph_stage_with_norm_20260923.json create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_graph_stage_with_norm_20260923.log create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_graph_stage_with_norm_20260923.npz create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_npu_graph_stage_with_norm_20260923.json create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_npu_graph_stage_with_norm_20260923.log create mode 100644 benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_npu_graph_stage_with_norm_20260923.npz diff --git a/benchmarks/edge_harness/experiments/prepare_spark_amd_npu_bundle.py b/benchmarks/edge_harness/experiments/prepare_spark_amd_npu_bundle.py new file mode 100644 index 000000000..264795569 --- /dev/null +++ b/benchmarks/edge_harness/experiments/prepare_spark_amd_npu_bundle.py @@ -0,0 +1,81 @@ +#!/usr/bin/env python3 +"""Package the qualified Spark output-head graph for Omni's graph stage. + +The model and quantized graph stay in local storage; the manifest records their +hashes and refuses a graph that did not pass the component placement gate. +""" + +from __future__ import annotations + +import argparse +import hashlib +import json +import shutil +from pathlib import Path + +import numpy as np + + +def digest(path: Path) -> str: + value = hashlib.sha256() + with path.open("rb") as stream: + for chunk in iter(lambda: stream.read(8 * 1024 * 1024), b""): + value.update(chunk) + return value.hexdigest() + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--graph", type=Path, required=True) + parser.add_argument("--validation-report", type=Path, required=True) + parser.add_argument("--activations", type=Path, required=True) + parser.add_argument("--output-dir", type=Path, required=True) + parser.add_argument("--checkpoint-revision", required=True) + args = parser.parse_args() + + report = json.loads(args.validation_report.read_text(encoding="utf-8")) + if not report.get("composite_with_norm") or report["npu_node_events"] < 4: + raise ValueError("The graph is not a placement-verified complete output head") + if not all(row["finite"] and row["top1_match"] and row["snr_db"] > 40 + for row in report["npu_rows"]): + raise ValueError("The output head failed real-activation numerical checks") + if digest(args.graph) != report["quantized_sha256"]: + raise ValueError("Graph hash differs from the validated artifact") + if digest(args.activations) != report["calibration_sha256"]: + raise ValueError("Calibration/reference hash differs from the validated inputs") + + with np.load(args.activations, allow_pickle=False) as data: + x = data["x"][0] + if x.shape != (1, 1, 2048) or x.dtype != np.float32: + raise ValueError(f"Unexpected real-activation shape or dtype: {x.shape}, {x.dtype}") + args.output_dir.mkdir(parents=True, exist_ok=True) + graph = args.output_dir / "graph.onnx" + examples = args.output_dir / "inputs.npz" + validation = args.output_dir / "validation_report.json" + shutil.copy2(args.graph, graph) + shutil.copy2(args.validation_report, validation) + np.savez(examples, x=x) + files = {path.name: digest(path) for path in (graph, examples, validation)} + manifest = { + "schema_version": 1, + "component": "spark_x2_5_1_7b_output_head_amd_npu", + "files": files, + "metadata": { + "graph_file": graph.name, + "example_inputs_file": examples.name, + "checkpoint_revision": args.checkpoint_revision, + "precision": "A16W8 QDQ, FP32 I/O", + "layout": "[1,1,2048] pre-final-norm input -> [1,131072] logits", + "exporter": "probe_spark_amd_npu_lm_head.py --composite-with-norm", + "calibration": "four captured real Spark pre-final-norm activations", + "validation": "validation_report.json; four top-1 matches, SNR >40 dB; component only", + }, + } + (args.output_dir / "manifest.json").write_text( + json.dumps(manifest, indent=2) + "\n", encoding="utf-8" + ) + print(json.dumps({"bundle": str(args.output_dir), "files": files}, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/benchmarks/edge_harness/experiments/probe_spark_amd_npu_full_head.py b/benchmarks/edge_harness/experiments/probe_spark_amd_npu_full_head.py new file mode 100644 index 000000000..bc7825c38 --- /dev/null +++ b/benchmarks/edge_harness/experiments/probe_spark_amd_npu_full_head.py @@ -0,0 +1,200 @@ +#!/usr/bin/env python3 +"""Reassemble four real-weight Spark output-head shards on one Windows NPU. + +RMS normalization and QDQ boundary nodes may execute on CPU. This probes only +the output head; it does not qualify generation, KV state or an Omni handoff. +""" + +from __future__ import annotations + +import argparse +import gc +import json +import math +import os +import platform +import time +from pathlib import Path + +import numpy as np + +from probe_spark_amd_npu_lm_head import compare, sha256 + + +def percentile_nearest_rank(values: list[float], fraction: float) -> float: + ordered = sorted(values) + return ordered[max(0, math.ceil(len(ordered) * fraction) - 1)] + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--source-model", type=Path, required=True) + parser.add_argument("--activations", type=Path, required=True) + parser.add_argument("--shard-root", type=Path, required=True) + parser.add_argument("--ep-dir", type=Path, required=True) + parser.add_argument("--output-dir", type=Path, required=True) + parser.add_argument("--repeats", type=int, default=20) + args = parser.parse_args() + if args.repeats < 1: + raise ValueError("repeats must be positive") + args.output_dir.mkdir(parents=True, exist_ok=True) + + import onnx + import onnxruntime as ort + from onnx import numpy_helper + + data = np.load(args.activations) + inputs, references = data["x"], data["hidden_out"] + if inputs.shape != (4, 1, 1, 2048) or references.shape != (4, 1, 131072): + raise ValueError(f"Unexpected real-activation layout: {inputs.shape}, {references.shape}") + + started = time.perf_counter() + cpu = ort.InferenceSession(str(args.source_model), providers=["CPUExecutionProvider"]) + cpu_load_s = time.perf_counter() - started + cpu_rows = [] + for i in range(len(inputs)): + started = time.perf_counter() + actual = cpu.run(None, {"x": inputs[i]})[0] + row = compare(references[i], actual) + row.update(index=i, wall_s=time.perf_counter() - started) + cpu_rows.append(row) + cpu.run(None, {"x": inputs[0]}) + cpu_times = [] + for _ in range(args.repeats): + started = time.perf_counter() + cpu.run(None, {"x": inputs[0]}) + cpu_times.append(time.perf_counter() - started) + del cpu + gc.collect() + + source = onnx.load(str(args.source_model)) + norm = numpy_helper.to_array(next(item for item in source.graph.initializer if item.name == "norm")) + del source + + ep_dir = args.ep_dir.resolve() + os.environ["PATH"] = str(ep_dir) + os.pathsep + os.environ.get("PATH", "") + os.add_dll_directory(str(ep_dir)) + ort.register_execution_provider_library("vitisai", str(ep_dir / "onnxruntime_vitisai_ep.dll")) + devices = [ + device for device in ort.get_ep_devices() + if device.ep_name == "vitisai" and str(device.device.type).endswith("NPU") + ] + if not devices: + raise RuntimeError("VitisAI EP did not expose an NPU device") + + sessions = [] + shard_load_s = [] + shard_artifacts = [] + for offset in (0, 32768, 65536, 98304): + folder = args.shard_root / f"shard_{offset}" + artifact = folder / "spark_lm_head_a16w8_qdq.onnx" + manifest = json.loads((folder / "report.json").read_text(encoding="utf-8")) + if (manifest["vocab_shard_offset"] != offset or manifest["vocab_shard_size"] != 32768 + or manifest["quantized_sha256"] != sha256(artifact) + or manifest["npu_node_events"] == 0): + raise ValueError(f"Unqualified or changed output-head shard: {folder}") + options = ort.SessionOptions() + options.add_provider_for_devices(devices, {}) + options.enable_profiling = True + options.profile_file_prefix = str(args.output_dir / f"shard_{offset}_profile") + started = time.perf_counter() + session = ort.InferenceSession(str(artifact), sess_options=options) + shard_load_s.append(time.perf_counter() - started) + sessions.append(session) + shard_artifacts.append({ + "offset": offset, + "quantized_sha256": manifest["quantized_sha256"], + "providers": session.get_providers(), + }) + + def execute(x: np.ndarray) -> np.ndarray: + flat = x.reshape(1, 2048) + normalized = flat * ( + 1.0 / np.sqrt(np.mean(flat**2, axis=-1, keepdims=True) + np.float32(1e-6)) + ) + normalized = np.ascontiguousarray(normalized * norm) + return np.concatenate( + [session.run(None, {session.get_inputs()[0].name: normalized})[0] + for session in sessions], + axis=-1, + ) + + npu_rows = [] + for i in range(len(inputs)): + started = time.perf_counter() + actual = execute(inputs[i]) + row = compare(references[i], actual) + row.update( + index=i, + wall_s=time.perf_counter() - started, + shard_checks=[ + {"offset": offset, **compare( + references[i, :, offset : offset + 32768], + actual[:, offset : offset + 32768], + )} + for offset in (0, 32768, 65536, 98304) + ], + ) + npu_rows.append(row) + execute(inputs[0]) + npu_times = [] + for _ in range(args.repeats): + started = time.perf_counter() + execute(inputs[0]) + npu_times.append(time.perf_counter() - started) + + placement = [] + for artifact, session in zip(shard_artifacts, sessions, strict=True): + profile_path = Path(session.end_profiling()) + events = json.loads(profile_path.read_text(encoding="utf-8")) + providers = [ + (event.get("args") or {}).get("provider") + for event in events if event.get("cat") == "Node" + ] + placement.append({ + "offset": artifact["offset"], + "npu_node_events": providers.count("vitisai"), + "cpu_node_events": providers.count("CPUExecutionProvider"), + "profile_file": str(profile_path), + }) + + report = { + "scope": "Spark-X2.5-1.7B complete 131072-logit output head only; CPU RMS normalization plus four NPU MatMul shards, no full generation", + "hardware": "AMD Ryzen AI 9 HX 370 NPU", + "os": platform.platform(), + "onnx_version": onnx.__version__, + "onnxruntime_version": ort.__version__, + "source_model_sha256": sha256(args.source_model), + "activation_sha256": sha256(args.activations), + "source_shape": list(inputs.shape[1:]), + "output_shape": list(references.shape[1:]), + "cpu_load_s": cpu_load_s, + "shard_load_s": shard_load_s, + "shard_artifacts": shard_artifacts, + "placement": placement, + "cpu_reference_rows": cpu_rows, + "npu_rows": npu_rows, + "timing_protocol": f"one warmup then {args.repeats} serial repeats of captured activation 0, host wall time including normalization, NPU transfers, four sessions and concatenation", + "cpu_wall_s": cpu_times, + "npu_wall_s": npu_times, + "cpu_wall_p50_s": percentile_nearest_rank(cpu_times, 0.5), + "cpu_wall_p95_s": percentile_nearest_rank(cpu_times, 0.95), + "npu_wall_p50_s": percentile_nearest_rank(npu_times, 0.5), + "npu_wall_p95_s": percentile_nearest_rank(npu_times, 0.95), + } + (args.output_dir / "report.json").write_text(json.dumps(report, indent=2) + "\n", encoding="utf-8") + print(json.dumps({ + "placement": placement, + "npu_rows": npu_rows, + "cpu_wall_p50_s": report["cpu_wall_p50_s"], + "npu_wall_p50_s": report["npu_wall_p50_s"], + }, indent=2)) + if not all(item["npu_node_events"] > 0 for item in placement): + raise RuntimeError("At least one full-head shard fell back entirely to CPU") + if not all(item["top1_match"] and item["finite"] and item["snr_db"] > 40 + for item in npu_rows): + raise RuntimeError("Full-vocabulary NPU head failed parity on real activations") + + +if __name__ == "__main__": + main() diff --git a/benchmarks/edge_harness/experiments/probe_spark_amd_npu_lm_head.py b/benchmarks/edge_harness/experiments/probe_spark_amd_npu_lm_head.py new file mode 100644 index 000000000..ce663387e --- /dev/null +++ b/benchmarks/edge_harness/experiments/probe_spark_amd_npu_lm_head.py @@ -0,0 +1,371 @@ +#!/usr/bin/env python3 +"""Qualify one real Spark output-head graph on the Windows Ryzen AI NPU. + +This is a model-component probe, not a Spark generation or Omni pipeline pass. +The calibration file contains real pre-final-norm activations captured from the +matching Spark-X2.5-1.7B checkpoint and reference output-head logits. +""" + +from __future__ import annotations + +import argparse +import hashlib +import json +import os +import platform +import time +from pathlib import Path + +import numpy as np + + +def sha256(path: Path) -> str: + digest = hashlib.sha256() + with path.open("rb") as stream: + for chunk in iter(lambda: stream.read(8 * 1024 * 1024), b""): + digest.update(chunk) + return digest.hexdigest() + + +def compare(reference: np.ndarray, actual: np.ndarray) -> dict: + reference = np.asarray(reference, dtype=np.float32) + actual = np.asarray(actual, dtype=np.float32) + if reference.shape != actual.shape: + raise ValueError(f"Output shape changed: {reference.shape} vs {actual.shape}") + error = reference.astype(np.float64) - actual.astype(np.float64) + norm = np.linalg.norm(reference.astype(np.float64)) + return { + "snr_db": float(20 * np.log10(norm / max(np.linalg.norm(error), 1e-12))), + "max_abs_diff": float(np.max(np.abs(error))), + "top1_match": bool(np.argmax(reference) == np.argmax(actual)), + "finite": bool(np.isfinite(actual).all()), + } + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--model", type=Path, required=True) + parser.add_argument("--calibration", type=Path, required=True) + parser.add_argument("--ep-dir", type=Path, required=True) + parser.add_argument("--output-dir", type=Path, required=True) + parser.add_argument("--hardware-label", default="AMD Ryzen AI 9 HX 370 NPU") + parser.add_argument("--vocab-shard-size", type=int, default=0, + help="Probe the first N real output-head columns; 0 keeps the full head") + parser.add_argument("--vocab-shard-offset", type=int, default=0, + help="Starting output column for a real-weight vocabulary shard") + parser.add_argument("--signed-activations", action="store_true", + help="Use QInt16 rather than QUInt16 activations") + parser.add_argument("--flatten-input", action="store_true", + help="Use equivalent [1, 2048] input and remove final singleton-axis Gather") + parser.add_argument("--batch-repeats", type=int, default=1, + help="Repeat each real activation N times in a batch (requires --flatten-input)") + parser.add_argument("--matmul-only", action="store_true", + help="Move exact RMS normalization to the CPU side and probe only real-weight MatMul") + parser.add_argument("--composite-shards", action="store_true", + help="Build four named 32768-column MatMuls and concatenate in one ONNX graph") + parser.add_argument("--composite-with-norm", action="store_true", + help="Keep the checkpoint RMS norm before four named MatMul shards") + args = parser.parse_args() + + import onnx + import onnxruntime as ort + from onnxruntime.quantization import ( + CalibrationDataReader, + CalibrationMethod, + QuantFormat, + QuantType, + quantize_static, + ) + + args.output_dir.mkdir(parents=True, exist_ok=True) + data = np.load(args.calibration) + inputs = data["x"] + references = data["hidden_out"] + if inputs.shape != (4, 1, 1, 2048) or references.shape != (4, 1, 131072): + raise ValueError(f"Unexpected calibration layout: {inputs.shape}, {references.shape}") + if (args.vocab_shard_size < 0 or args.vocab_shard_offset < 0 + or args.vocab_shard_offset + (args.vocab_shard_size or 131072) > references.shape[-1]): + raise ValueError("The requested vocabulary shard must fit within 131072 columns") + if args.batch_repeats < 1 or (args.batch_repeats > 1 and not args.flatten_input): + raise ValueError("batch-repeats must be positive and requires --flatten-input") + if args.matmul_only and not args.flatten_input: + raise ValueError("matmul-only requires --flatten-input") + if args.composite_shards and (not args.matmul_only or args.vocab_shard_size + or args.vocab_shard_offset or args.batch_repeats != 1): + raise ValueError("composite-shards requires matmul-only/flatten-input and a full batch-1 head") + if args.composite_with_norm and (args.matmul_only or args.flatten_input + or args.vocab_shard_size or args.vocab_shard_offset + or args.batch_repeats != 1): + raise ValueError("composite-with-norm requires the original full head and batch-1 input") + input_name = (f"normalized_x_offset_{args.vocab_shard_offset}" + if args.matmul_only else "x") + + prepared_model = args.model + if args.composite_with_norm: + from onnx import TensorProto, helper, numpy_helper + + prepared_model = args.output_dir / "spark_lm_head_norm_4shards.onnx" + if not prepared_model.exists(): + original = onnx.load(str(args.model)) + if [node.op_type for node in original.graph.node[9:11]] != ["Mul", "Mul"]: + raise ValueError("Unexpected original RMS-norm graph") + weight = numpy_helper.to_array(next( + item for item in original.graph.initializer if item.name == "onnx::MatMul_24" + )) + nodes = list(original.graph.node[:11]) + nodes.append(helper.make_node( + "Reshape", ["/Mul_1_output_0", "flat_shape"], ["normalized_x_flat"], + name="spark_lm_head_flatten_norm", + )) + initializers = [ + next(item for item in original.graph.initializer if item.name == "norm"), + numpy_helper.from_array(np.array([1, 2048], dtype=np.int64), name="flat_shape"), + ] + outputs = [] + for offset in (0, 32768, 65536, 98304): + output_name = f"logits_offset_{offset}" + weight_name = f"weight_offset_{offset}" + nodes.append(helper.make_node( + "MatMul", ["normalized_x_flat", weight_name], [output_name], + name=f"spark_lm_head_matmul_offset_{offset}", + )) + initializers.append(numpy_helper.from_array( + np.ascontiguousarray(weight[:, offset : offset + 32768]), name=weight_name + )) + outputs.append(output_name) + nodes.append(helper.make_node( + "Concat", outputs, ["logits_concatenated"], axis=1, + name="spark_lm_head_concat", + )) + graph = helper.make_graph( + nodes, "SparkRealWeightOutputHeadNormFourShards", + [helper.make_tensor_value_info("x", TensorProto.FLOAT, [1, 1, 2048])], + [helper.make_tensor_value_info("logits_concatenated", TensorProto.FLOAT, + [1, 131072])], + initializer=initializers, + ) + prepared = helper.make_model(graph, opset_imports=[helper.make_opsetid("", 21)]) + prepared.ir_version = min(prepared.ir_version, 10) + onnx.checker.check_model(prepared) + onnx.save(prepared, str(prepared_model)) + del original, weight + elif args.matmul_only: + from onnx import TensorProto, helper, numpy_helper + + prepared_model = args.output_dir / ( + "spark_lm_head_matmul_4shards.onnx" if args.composite_shards else + f"spark_lm_head_matmul_offset{args.vocab_shard_offset}" + f"_size{args.vocab_shard_size or 131072}" + f"_batch{args.batch_repeats}.onnx" + ) + model = onnx.load(str(args.model)) + norm = numpy_helper.to_array(next(item for item in model.graph.initializer if item.name == "norm")) + weight = numpy_helper.to_array(next( + item for item in model.graph.initializer if item.name == "onnx::MatMul_24" + )) + inputs = inputs.reshape(len(inputs), 1, 2048) + inputs = inputs * (1.0 / np.sqrt(np.mean(inputs**2, axis=-1, keepdims=True) + np.float32(1e-6))) + inputs = np.ascontiguousarray(inputs * norm) + inputs = np.repeat(inputs, args.batch_repeats, axis=1) + references = np.repeat(references, args.batch_repeats, axis=1) + if args.vocab_shard_size: + end = args.vocab_shard_offset + args.vocab_shard_size + references = references[..., args.vocab_shard_offset : end] + weight = weight[:, args.vocab_shard_offset : end] + if not prepared_model.exists(): + offsets = (0, 32768, 65536, 98304) if args.composite_shards else (args.vocab_shard_offset,) + nodes = [] + initializers = [] + outputs = [] + for offset in offsets: + output_name = f"logits_offset_{offset}" + weight_name = f"weight_offset_{offset}" + shard_weight = (weight[:, offset : offset + 32768] + if args.composite_shards else weight) + nodes.append(helper.make_node( + "MatMul", [input_name, weight_name], [output_name], + name=f"spark_lm_head_matmul_offset_{offset}", + )) + initializers.append(numpy_helper.from_array( + np.ascontiguousarray(shard_weight), name=weight_name + )) + outputs.append(output_name) + final_output = outputs[0] + if args.composite_shards: + final_output = "logits_concatenated" + nodes.append(helper.make_node("Concat", outputs, [final_output], axis=1, + name="spark_lm_head_concat")) + graph = helper.make_graph( + nodes, + "SparkRealWeightOutputHeadFourShards" if args.composite_shards else + f"SparkRealWeightOutputHeadMatMulOffset{args.vocab_shard_offset}", + [helper.make_tensor_value_info(input_name, TensorProto.FLOAT, + [args.batch_repeats, 2048])], + [helper.make_tensor_value_info(final_output, TensorProto.FLOAT, + [args.batch_repeats, references.shape[-1]])], + initializer=initializers, + ) + prepared = helper.make_model(graph, opset_imports=[helper.make_opsetid("", 21)]) + prepared.ir_version = min(prepared.ir_version, 10) + onnx.checker.check_model(prepared) + onnx.save(prepared, str(prepared_model)) + del model, weight + elif args.vocab_shard_size or args.flatten_input: + from onnx import numpy_helper + + suffix = (f"offset{args.vocab_shard_offset}_size{args.vocab_shard_size}" + if args.vocab_shard_size else "full") + if args.flatten_input: + suffix += f"_flat_batch{args.batch_repeats}" + inputs = inputs.reshape(len(inputs), 1, 2048) + inputs = np.repeat(inputs, args.batch_repeats, axis=1) + references = np.repeat(references, args.batch_repeats, axis=1) + prepared_model = args.output_dir / f"spark_lm_head_{suffix}.onnx" + if args.vocab_shard_size: + references = references[..., args.vocab_shard_offset : args.vocab_shard_offset + args.vocab_shard_size] + if not prepared_model.exists(): + model = onnx.load(str(args.model)) + if args.vocab_shard_size: + weight = next(item for item in model.graph.initializer if item.name == "onnx::MatMul_24") + matrix = numpy_helper.to_array(weight) + if matrix.shape != (2048, 131072): + raise ValueError(f"Unexpected output-head layout: {matrix.shape}") + weight.CopyFrom(numpy_helper.from_array( + np.ascontiguousarray(matrix[:, args.vocab_shard_offset : + args.vocab_shard_offset + args.vocab_shard_size]), + name=weight.name + )) + model.graph.output[0].type.tensor_type.shape.dim[-1].dim_value = args.vocab_shard_size + if args.flatten_input: + if [node.op_type for node in model.graph.node[-2:]] != ["Constant", "Gather"]: + raise ValueError("Expected final singleton-axis Gather") + del model.graph.input[0].type.tensor_type.shape.dim[1] + model.graph.input[0].type.tensor_type.shape.dim[0].dim_value = args.batch_repeats + model.graph.output[0].name = model.graph.node[-3].output[0] + model.graph.output[0].type.tensor_type.shape.dim[0].dim_value = args.batch_repeats + del model.graph.node[-2:] + onnx.checker.check_model(model) + onnx.save(model, str(prepared_model)) + del model + + source_session = ort.InferenceSession(str(prepared_model), providers=["CPUExecutionProvider"]) + source_rows = [] + for index in range(len(inputs)): + got = source_session.run(None, {input_name: inputs[index]})[0] + source_rows.append(compare(references[index], got)) + if not all(row["top1_match"] and row["snr_db"] > 100 for row in source_rows): + raise RuntimeError("Source ONNX graph failed real-activation reference check") + + opset21 = args.output_dir / "spark_lm_head_opset21.onnx" + quantized = args.output_dir / "spark_lm_head_a16w8_qdq.onnx" + if not opset21.exists(): + model = onnx.load(str(prepared_model)) + if [(item.domain, item.version) for item in model.opset_import] == [("", 18)]: + model = onnx.version_converter.convert_version(model, 21) + elif [(item.domain, item.version) for item in model.opset_import] != [("", 21)]: + raise ValueError("Expected the recorded opset-18 head or prepared opset-21 MatMul") + onnx.checker.check_model(model) + onnx.save(model, str(opset21)) + del model + + class RealActivationReader(CalibrationDataReader): + def __init__(self) -> None: + self.index = 0 + + def get_next(self) -> dict[str, np.ndarray] | None: + if self.index == len(inputs): + return None + sample = {input_name: inputs[self.index]} + self.index += 1 + return sample + + def rewind(self) -> None: + self.index = 0 + + if not quantized.exists(): + quantize_static( + str(opset21), + str(quantized), + RealActivationReader(), + quant_format=QuantFormat.QDQ, + activation_type=QuantType.QInt16 if args.signed_activations else QuantType.QUInt16, + weight_type=QuantType.QInt8, + per_channel=False, + op_types_to_quantize=["MatMul"], + calibrate_method=CalibrationMethod.MinMax, + ) + + ep_dir = args.ep_dir.resolve() + os.environ["PATH"] = str(ep_dir) + os.pathsep + os.environ.get("PATH", "") + os.add_dll_directory(str(ep_dir)) + ort.register_execution_provider_library("vitisai", str(ep_dir / "onnxruntime_vitisai_ep.dll")) + devices = [ + device for device in ort.get_ep_devices() + if device.ep_name == "vitisai" and str(device.device.type).endswith("NPU") + ] + if not devices: + raise RuntimeError("VitisAI EP did not expose an NPU device") + options = ort.SessionOptions() + options.add_provider_for_devices(devices, {}) + options.enable_profiling = True + options.profile_file_prefix = str(args.output_dir / "spark_lm_head_npu_profile") + started = time.perf_counter() + session = ort.InferenceSession(str(quantized), sess_options=options) + load_s = time.perf_counter() - started + rows = [] + for index in range(len(inputs)): + started = time.perf_counter() + result = session.run(None, {input_name: inputs[index]})[0] + row = compare(references[index], result) + row.update(index=index, wall_s=time.perf_counter() - started) + rows.append(row) + profile_path = Path(session.end_profiling()) + profile = json.loads(profile_path.read_text(encoding="utf-8")) + node_providers = [ + (event.get("args") or {}).get("provider") + for event in profile if event.get("cat") == "Node" + ] + report = { + "scope": "Spark-X2.5-1.7B output head only; no prefill/decode/KV/sampling or full generation", + "vocab_shard_size": args.vocab_shard_size or 131072, + "vocab_shard_offset": args.vocab_shard_offset, + "flatten_input": args.flatten_input, + "batch_repeats": args.batch_repeats, + "matmul_only": args.matmul_only, + "composite_shards": args.composite_shards, + "composite_with_norm": args.composite_with_norm, + "hardware": args.hardware_label, + "os": platform.platform(), + "onnx_version": onnx.__version__, + "onnxruntime_version": ort.__version__, + "source_model_sha256": sha256(args.model), + "prepared_model_sha256": sha256(prepared_model), + "calibration_sha256": sha256(args.calibration), + "opset21_sha256": sha256(opset21), + "quantized_sha256": sha256(quantized), + "quantization": ( + "opset 21, MatMul only, QDQ, " + f"{'QInt16' if args.signed_activations else 'QUInt16'} activations/QInt8 weights, " + "MinMax on four real activations" + ), + "input_shape": list(inputs.shape[1:]), + "output_shape": list(references.shape[1:]), + "source_cpu_reference": source_rows, + "npu_devices": len(devices), + "session_providers": session.get_providers(), + "npu_node_events": node_providers.count("vitisai"), + "cpu_node_events": node_providers.count("CPUExecutionProvider"), + "load_s": load_s, + "npu_rows": rows, + "profile_file": str(profile_path), + } + (args.output_dir / "report.json").write_text(json.dumps(report, indent=2) + "\n", encoding="utf-8") + print(json.dumps(report, indent=2)) + if report["npu_node_events"] == 0: + raise RuntimeError("Graph returned output but no node executed on the NPU") + if not all(row["top1_match"] and row["finite"] for row in rows): + raise RuntimeError("NPU output failed finite/top-1 parity on real activations") + + +if __name__ == "__main__": + main() diff --git a/benchmarks/edge_harness/results/e2e_expansion_20260923/README.md b/benchmarks/edge_harness/results/e2e_expansion_20260923/README.md index 3a7a84aca..492a3ec26 100644 --- a/benchmarks/edge_harness/results/e2e_expansion_20260923/README.md +++ b/benchmarks/edge_harness/results/e2e_expansion_20260923/README.md @@ -1,9 +1,10 @@ # 2026-09-23 WSL CPU and native Windows expansion -This extends the [60-cell device × model matrix](../e2e_profiling_20260922/evidence/summary/README.md) with previously unrun WSL CPU and native Windows paths. The September 22 timing tables remain historical. MiniCPM-o now has separate 20-request serial text-to-speech timing runs on WSL CPU and native Windows GPU, plus one synthetic image and one synthetic audio input on each platform; each InternVLA timing remains one observation. None is a sustained or full-modality profile. The [checkpoint manifests](../e2e_recovery_20260923/README.md) pin the real weights. No model, precision or context was silently substituted. +This extends the [60-cell device × model matrix](../e2e_profiling_20260922/evidence/summary/README.md) with previously unrun WSL CPU and native Windows paths. The September 22 timing tables remain historical. MiniCPM-o now has separate 20-request serial text-to-speech timing runs on WSL CPU and native Windows GPU, plus one synthetic image and one synthetic audio input on each platform; each InternVLA timing remains one observation. A Spark output-head component also has a separate 20-request Omni graph-stage profile on the HX370 AMD NPU. None is a sustained or full-modality profile. The [checkpoint manifests](../e2e_recovery_20260923/README.md) pin the earlier real weights; the [Spark component record](evidence/spark_amd_npu_output_head/README.md) pins its checkpoint revision and graph hashes. No model, precision or context was silently substituted. | Device / model | Verified depth | Observed output and time | Remaining gate | |---|---|---|---| +| Native Windows HX370 AMD NPU / Spark-X2.5-1.7B output head, revision `448e61eb392c00f2c403185c5b56d5e0665bfaab` | Real-weight RMS norm + full-logit projection component through Omni `external.graph.v1` (B+C, not P) | One fused NPU partition and seven CPU nodes; 4/4 captured activations top-1 match, 55.43–56.81 dB full-logit SNR. One warmup + 20 serial repeated-input component requests: p50/p95 10.21/12.44 ms, versus 17.97/20.29 ms for the original FP32 CPU head through Omni. NPU startup 18.21 s and peak worker RSS 3.52 GiB. [Raw evidence](evidence/spark_amd_npu_output_head/README.md). | Actual vLLM handoff and full generation, transfer cost, quality across inputs/context, memory admission, cancellation and sustained power/thermal behavior. | | WSL CPU / MiniCPM-o 4.5, revision `503e754207c94da6bb26850b4469f367c9ea3582` | Scoped complete three-stage text-to-text+speech path (P for this input only) | Coherent text and a 5.2 s mono 24 kHz WAV. First request 27.09 s after 73.65 s startup; separate 1-warmup/20-measured serial run: startup 73.89 s, request wall p50 21.86 s/p95 22.97 s. | Speech intelligibility/alignment, real image/audio quality, video input, concurrency, interruption, power and thermal behavior. | | WSL CPU / MiniCPM-o 4.5, same revision | Scoped three-stage **image**-to-text+speech path (P for one synthetic image) | For the 448×448 red square, returned a correct description and nonzero 5.2 s WAV. Startup 112.44 s; one request 37.70 s. Text and token IDs differed from WSL GPU while describing the same visible content. | Real-image suite, speech meaning, repeated latency, memory admission and clean shutdown. | | WSL CPU / MiniCPM-o 4.5, same revision | Scoped three-stage **audio**-to-text+speech path (P for one synthetic clip) | For the 2 s, 440 Hz tone, answered “A loud and high pitched beep” and produced a nonzero 2.16 s WAV. Startup 101.22 s; one request 17.30 s. Text and token IDs differed from WSL GPU. | Real-audio and transcription suites, speech meaning, repeated latency, memory admission and clean shutdown. | diff --git a/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/.gitattributes b/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/.gitattributes new file mode 100644 index 000000000..09cca0b54 --- /dev/null +++ b/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/.gitattributes @@ -0,0 +1,3 @@ +# Keep vendor profiles and hashed validation reports byte-for-byte. +*.json -text -eol +*.log -text -eol diff --git a/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/README.md b/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/README.md new file mode 100644 index 000000000..f1c906a4b --- /dev/null +++ b/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/README.md @@ -0,0 +1,33 @@ +# Spark-X2.5-1.7B output head on the HX370 AMD NPU + +**Depth: B+C, not P.** A real-weight output-head component passed numerical and placement checks through the Omni `external.graph.v1` Windows worker. No Spark prefill, continuous decode, KV state, sampling, output-head handoff from vLLM, or complete text request ran on this route. The [60-cell matrix](../../../e2e_profiling_20260922/evidence/summary/README.md) therefore remains **NOT E2E** for this pairing. + +The source is `XHToken/Spark-X2.5-1.7B` revision `448e61eb392c00f2c403185c5b56d5e0665bfaab`. The FP32 ONNX output head (SHA-256 `f5f0c31eb438e9940ab242da8bf6f0f5dad6ebc9f6ef02d5475c21b744e595bc`) takes a pre-final-norm `[1,1,2048]` activation and returns all `[1,131072]` logits. The four captured real activations and source-reference logits are [retained here](real_acts_lmhead.npz), SHA-256 `cfa2ed8439f8fe01730319667bfd01abf2e39cf5851490346a0331304cf63194`. The FP32 source graph matched those captured references at 133.66–137.37 dB SNR, top-1 4/4. These four activation cases are a small numerical check, not a task-quality suite. + +The qualified ONNX graph uses opset 21, RMS norm plus four distinct 32,768-column real-weight MatMul branches and Concat, MatMul-only QDQ with QUInt16 activations/QInt8 weights calibrated by MinMax on the four captured activations, and FP32 I/O. Its SHA-256 is `e2ae9c3fd7071e8ff628f209e6140c8a023bfaad59814b80a936c6b263f33eaf`. The 268 MB graph and 1.1 GB FP32 source remain in local artifact storage; they are not Git files. The [local bundle manifest record](local_bundle_manifest.json) pins the graph, input, validation, revision, layout and precision. That manifest references `graph.onnx` in the local bundle and cannot be executed from this checkout alone. [The preparation script](../../../../experiments/prepare_spark_amd_npu_bundle.py) verifies the graph and source hashes and numerical gate before making a local Omni bundle. + +Hardware was Ryzen AI 9 HX 370 on Windows 11 build 26200, with AMD NPU driver `32.0.203.329`, VitisAI Windows Workload EP `1.8.63.0`, ONNX Runtime `1.30.0`, ONNX `1.22.0`, Python `3.12.10`, and the current Omni source. The [direct ORT report](composite_report.json), [raw log](composite_raw.log), and [profile](composite_profile.json) show four actual VitisAI node events over four activations, with 28 CPU node events. Full-logit SNR was 55.43–56.81 dB with finite outputs and top-1 4/4. The [Omni NPU run](spark_npu_graph_stage_with_norm_20260923.json) admitted a 4 GiB shared-RAM reservation and verified **one fused NPU partition plus seven CPU nodes** per request (NPU fraction 0.125). Its [worker profile](omni_npu_placement_profile.json) is retained; there was no silent CPU-only substitution. The reservation was released after shutdown. + +The following timings are one warmup plus 20 serial repeats of **one captured activation** at concurrency 1, through the same Omni graph-stage boundary. They exclude whole-model inference and handoff; nearest-rank p50/p95 are reported, and power/thermal conditions were not captured. + +| Output-head stage | p50 / p95 | Startup | Peak worker RSS | Placement | +|---|---:|---:|---:|---| +| [A16W8 NPU](spark_npu_graph_stage_with_norm_20260923.json) | 10.21 / 12.44 ms | 18.21 s | 3.52 GiB | 1 NPU + 7 CPU nodes | +| [Original FP32 CPU](spark_cpu_fp32_graph_stage_20260923.json) | 17.97 / 20.29 ms | 4.48 s | 2.06 GiB | 3 CPU nodes | +| [Same A16W8 graph on CPU](spark_cpu_graph_stage_with_norm_20260923.json) | 69.90 / 82.83 ms | 2.04 s | 0.84 GiB | 24 CPU nodes | + +The NPU result was faster than this original FP32 CPU *component* baseline but used longer startup and more peak worker memory. The same-graph CPU comparison includes QDQ overhead. Neither comparison establishes a benefit for moving a token-by-token output head off the vLLM backend; that requires an actual handoff and full-generation measurement. + +Failed candidates remain evidence: the [monolithic QDQ output head](failures/full_qdq_report.json) and [full-width MatMul](failures/full_matmul_report.json) had **zero** NPU node events despite listing VitisAI; they ran on CPU. Four independently compiled, unnamed co-resident shards gave [bad full-logit numerics](failures/unnamed_co_resident_report.json), including one wrong top-1. Distinct graph/tensor names fixed the separate-session check ([report](full_head_report.json)); the final single composite graph avoids that separate-session arrangement. These failures apply to those graph formats, not to Spark or the NPU in general. + +Reproduce the direct composite probe on this host, after regenerating or locating the pinned FP32 source graph: + +```powershell +C:\Users\zhout\npu-ep\Scripts\python.exe benchmarks/edge_harness/experiments/probe_spark_amd_npu_lm_head.py ` + --model \\wsl.localhost\Ubuntu\home\zhout\project\edge_infer\analysis\experiments\spark_edge\onnx\lm_head.onnx ` + --calibration benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/real_acts_lmhead.npz ` + --ep-dir 'C:\Program Files\WindowsApps\WindowsWorkload.EP.AMD.VitisAI.Framework.1.8_1.8.63.0_x64__8wekyb3d8bbwe\ExecutionProvider' ` + --composite-with-norm --output-dir C:\Users\zhout\w2\spark_npu_lmhead_repro +``` + +Next gate: connect this exact component to a vLLM Spark stage, include transfer/synchronization and full memory loading in admission, validate numerical and token quality across prompts and context lengths, then profile complete generation, cancellation, repeated use and sustained power. 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a/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_fp32_graph_stage_20260923.log b/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_fp32_graph_stage_20260923.log new file mode 100644 index 000000000..961f0aa07 --- /dev/null +++ b/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_fp32_graph_stage_20260923.log @@ -0,0 +1,16 @@ +INFO 09-23 18:23:19 [patch.py:259] NVFP4 W4A4 weight_scale NaN-clamp: installed. +INFO 09-23 18:23:19 [patch.py:510] inductor factorable-divisibility patch: installed. +INFO 09-23 18:23:24 [omni_base.py:216] [Omni] Initializing with model C:\Users\zhout\w2\spark_fp32_graph_bundle_20260923 +INFO 09-23 18:23:24 [async_omni_engine.py:172] [AsyncOmniEngine] Initializing with model C:\Users\zhout\w2\spark_fp32_graph_bundle_20260923 +INFO 09-23 18:23:24 [async_omni_engine.py:290] [AsyncOmniEngine] Launching Orchestrator thread with 1 stages +INFO 09-23 18:23:25 [stage_init_utils.py:768] [stage_init] Set VLLM_WORKER_MULTIPROC_METHOD=spawn +INFO 09-23 18:23:25 [initialization.py:356] Loaded OmniTransferConfig with 0 connector configurations +INFO 09-23 18:23:29 [orchestrator.py:604] [Orchestrator] Starting event loop +INFO 09-23 18:23:29 [async_omni_engine.py:323] [AsyncOmniEngine] Orchestrator ready with 1 stages +INFO 09-23 18:23:29 [omni_base.py:235] [Omni] AsyncOmniEngine initialized in 4.48 seconds +INFO 09-23 18:23:29 [omni_base.py:255] [Omni] Initialized with 1 stages for model C:\Users\zhout\w2\spark_fp32_graph_bundle_20260923 +INFO 09-23 18:23:29 [omni_base.py:781] [Omni] Shutting down +INFO 09-23 18:23:29 [async_omni_engine.py:1807] [AsyncOmniEngine] Shutting down Orchestrator +INFO 09-23 18:23:29 [orchestrator.py:705] [Orchestrator] Received shutdown signal +INFO 09-23 18:23:29 [orchestrator.py:3092] [Orchestrator] Shutting down all 1 client(s) +INFO 09-23 18:23:29 [stage_pool.py:1354] 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b/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_graph_stage_with_norm_20260923.log new file mode 100644 index 000000000..3ebb2e77d --- /dev/null +++ b/benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/spark_cpu_graph_stage_with_norm_20260923.log @@ -0,0 +1,16 @@ +INFO 09-23 18:22:10 [patch.py:259] NVFP4 W4A4 weight_scale NaN-clamp: installed. +INFO 09-23 18:22:10 [patch.py:510] inductor factorable-divisibility patch: installed. +INFO 09-23 18:22:14 [omni_base.py:216] [Omni] Initializing with model C:\Users\zhout\w2\spark_npu_graph_bundle_with_norm_20260923 +INFO 09-23 18:22:14 [async_omni_engine.py:172] [AsyncOmniEngine] Initializing with model C:\Users\zhout\w2\spark_npu_graph_bundle_with_norm_20260923 +INFO 09-23 18:22:14 [async_omni_engine.py:290] [AsyncOmniEngine] Launching Orchestrator thread with 1 stages +INFO 09-23 18:22:15 [stage_init_utils.py:768] [stage_init] Set VLLM_WORKER_MULTIPROC_METHOD=spawn +INFO 09-23 18:22:15 [initialization.py:356] Loaded OmniTransferConfig with 0 connector configurations +INFO 09-23 18:22:16 [orchestrator.py:604] [Orchestrator] Starting event loop +INFO 09-23 18:22:16 [async_omni_engine.py:323] [AsyncOmniEngine] Orchestrator ready with 1 stages +INFO 09-23 18:22:16 [omni_base.py:235] [Omni] AsyncOmniEngine initialized in 2.04 seconds +INFO 09-23 18:22:16 [omni_base.py:255] [Omni] Initialized with 1 stages for model C:\Users\zhout\w2\spark_npu_graph_bundle_with_norm_20260923 +INFO 09-23 18:22:18 [omni_base.py:781] [Omni] Shutting down +INFO 09-23 18:22:18 [async_omni_engine.py:1807] [AsyncOmniEngine] Shutting down Orchestrator +INFO 09-23 18:22:18 [orchestrator.py:705] [Orchestrator] Received shutdown signal +INFO 09-23 18:22:18 [orchestrator.py:3092] [Orchestrator] Shutting down all 1 client(s) +INFO 09-23 18:22:18 [stage_pool.py:1354] [StagePool] Stage 0 replica 0 shut down diff --git 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The timing tables below remain the 2026-09-22 measurements. The configuration matrix and affected per-cell reasons incorporate the [2026-09-23 scoped recovery runs](../../../e2e_recovery_20260923/README.md) and [WSL CPU/native Windows expansion](../../../e2e_expansion_20260923/README.md). The expansion adds separate 20-request serial MiniCPM-o text-to-speech profiles on WSL CPU and native Windows GPU; other new paths are single-request or short-stream runs. Profiling completion does not imply full release qualification. +All 60 pairings have a disposition. The timing tables below remain the 2026-09-22 measurements. The configuration matrix and affected per-cell reasons incorporate the [2026-09-23 scoped recovery runs](../../../e2e_recovery_20260923/README.md) and [WSL CPU/native Windows expansion](../../../e2e_expansion_20260923/README.md). The expansion adds separate 20-request serial MiniCPM-o text-to-speech profiles on WSL CPU and native Windows GPU, plus a separately profiled Spark output-head component on the HX370 AMD NPU. Profiling completion does not imply full release qualification. ## Configuration × model @@ -13,7 +13,7 @@ NOT E2E means no complete device/model workload was verified. “Scoped E2E” i | PC HX370 + RTX 5090 Laptop / WSL | profile completed | profile completed | scoped E2E: text + image | scoped E2E: text/image/audio → speech | synthetic policy pass | | PC HX370 + RTX 5090 Laptop / Windows | profile completed | profile completed | NOT E2E | scoped E2E: text/image/audio → speech | synthetic policy pass | | PC HX370 + Radeon 890M / Windows worker | NOT E2E | NOT E2E | NOT E2E | NOT E2E | NOT E2E | -| PC HX370 + AMD NPU / Windows worker | NOT E2E | NOT E2E | NOT E2E | NOT E2E | NOT E2E | +| PC HX370 + AMD NPU / Windows worker | NOT E2E (output-head component passed) | NOT E2E | NOT E2E | NOT E2E | NOT E2E | | PC CPU+iGPU+NPU +/- discrete GPU, joint model execution | NOT E2E | NOT E2E | NOT E2E | NOT E2E | NOT E2E | | PC Snapdragon X Elite CRD / AI Hub | NOT E2E | NOT E2E | NOT E2E | NOT E2E | NOT E2E | | Mobile Galaxy S25 / Snapdragon 8 Elite for Galaxy | NOT E2E | NOT E2E | NOT E2E | NOT E2E | NOT E2E | @@ -50,7 +50,7 @@ NOT E2E means no complete device/model workload was verified. “Scoped E2E” i | PC HX370 + Radeon 890M / Windows worker | Qwen3.8-27B | NOT_E2E_PROFILEABLE | FP32 448x448 vision tower: DirectML 85/113 nodes; normalized max error 9.095e-06 versus torch CPU. Historical component path, not full 27B or current graph-stage image-to-text integration. | Recover the hashed tower bundle and qualify its current Omni graph handoff with the language stage. | | PC HX370 + Radeon 890M / Windows worker | MiniCPM-o 4.5 | NOT_E2E_PROFILEABLE | No placement- and quality-verified whole-model graph bundle/stateful adapter for this model on this AMD route. Small backend graphs do not establish model support. | Supply and validate the missing matching artifact/backend, then run the complete specified workload. | | PC HX370 + Radeon 890M / Windows worker | InternVLA-A1 | NOT_E2E_PROFILEABLE | No placement- and quality-verified whole-model graph bundle/stateful adapter for this model on this AMD route. Small backend graphs do not establish model support. | Supply and validate the missing matching artifact/backend, then run the complete specified workload. | -| PC HX370 + AMD NPU / Windows worker | Spark-X2.5 | NOT_E2E_PROFILEABLE | No placement- and quality-verified whole-model graph bundle/stateful adapter for this model on this AMD route. Small backend graphs do not establish model support. | Supply and validate the missing matching artifact/backend, then run the complete specified workload. | +| PC HX370 + AMD NPU / Windows worker | Spark-X2.5 | COMPONENT_PASS; NOT_E2E_PROFILEABLE | The real 1.7B output head (RMS norm and full 131,072-logit projection) ran through Omni `external.graph.v1` with VitisAI: one fused NPU partition and seven CPU nodes per request. The A16W8 graph matched top-1 on four captured activations (full-logit SNR 55.43–56.81 dB). One warmup plus 20 serial repeated-input component requests gave p50/p95 10.21/12.44 ms, versus 17.97/20.29 ms for the original FP32 output head on the same Omni CPU stage. NPU startup was 18.21 s versus 4.48 s for FP32 CPU, and NPU worker peak RSS was 3.52 GiB versus 2.06 GiB. No full prefill/decode/KV/sampling, real handoff, power, or sustained run was verified. | Measure an actual vLLM-to-output-head handoff and whole-generation cost, state/cancellation, memory admission and quality before considering a split plan; [component evidence](../../../e2e_expansion_20260923/evidence/spark_amd_npu_output_head/README.md). | | PC HX370 + AMD NPU / Windows worker | Qwen3-TTS 0.6B CustomVoice | NOT_E2E_PROFILEABLE | No placement- and quality-verified whole-model graph bundle/stateful adapter for this model on this AMD route. Small backend graphs do not establish model support. | Supply and validate the missing matching artifact/backend, then run the complete specified workload. | | PC HX370 + AMD NPU / Windows worker | Qwen3.8-27B | NOT_E2E_PROFILEABLE | The tested A16W8 whole-vision-tower export failed NPU placement. This conclusion is specific to that export, not all future Qwen/NPU combinations. | Validate a supported export or smaller useful component, including same-checkpoint numerical quality. | | PC HX370 + AMD NPU / Windows worker | MiniCPM-o 4.5 | NOT_E2E_PROFILEABLE | No placement- and quality-verified whole-model graph bundle/stateful adapter for this model on this AMD route. Small backend graphs do not establish model support. | Supply and validate the missing matching artifact/backend, then run the complete specified workload. | diff --git a/docs/design/omni_edge_backends.md b/docs/design/omni_edge_backends.md index 427ebce7c..3afeb7bf9 100644 --- a/docs/design/omni_edge_backends.md +++ b/docs/design/omni_edge_backends.md @@ -51,6 +51,8 @@ memory-accounting and unavailable-device gaps remain documented repair items. ### Mobile and PC × model support matrix +This section preserves the 2026-09-22 audit. For the latest per-cell disposition and 2026-09-23 follow-up evidence, use the [current 60-cell E2E matrix](../../benchmarks/edge_harness/results/e2e_profiling_20260922/evidence/summary/README.md). In particular, the HX370 AMD NPU now has a placement- and quality-verified **Spark 1.7B output-head component** through Omni, while complete Spark generation on that route remains unverified; see the [component record](../../benchmarks/edge_harness/results/e2e_expansion_20260923/evidence/spark_amd_npu_output_head/README.md). This advances the M3 component gate, not its whole-model or same-device handoff gate. + **All 60 named pairings were checked on 2026-09-22** through actual runs, raw-record review or artifact/runtime preflight. This is not 60 successful executions. Each cell links to its evidence, finding and next required step.