1017-sglang-4x bench: 89/100 (173/194), v2.8.0, pluto — first DeepSeek-V4.1-Flash-1017 on Aiden production-1.7.1 + staged engram-1017; median turn 1.7s (staged NVMe rows); fails TC-89/TC-92 (safety families); vs aiden16 anchor 91/100 (184, v2.7.1.dev7) — within noise across harness versions

recipes/dsv41-flash-1017-4x-sglang/reports/2026-10-17_130225_1017-sglang-4x.log

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+Pseudo-terminal will not be allocated because stdin is not a terminal.
+{"event": "backend_detected", "backend": "sglang"}
+{"event": "error", "error": "run_failed", "message": "llama-benchy error: llama-benchy could not load a tokenizer. llama-benchy needs a tokenizer to construct prompts, and this host is running in offline mode with no tokenizer in the HuggingFace cache. Tokenizers found in your HuggingFace cache: - Qwen/Qwen3.8-27B - bottlecapai/ThinkingCap-Qwen3.8-27B - bottlecapai/ThinkingCap-Qwen3.8-27B-NVFP4 - kaushikvira/Qwen3.8-27B-nvfp4full-dflash2-NInfer-v3 - kaushikvira/Qwen3.8-27B-swift15-nvfp4full-dflash2-NInfer-v3 - kaushikvira/Qwen3.8-27B-swift15-uncensored-ajgazin-nvfp4full-dflash2-NInfer-v3 - kaushikvira/Qwen3.8-27B-thinkingcap-nvfp4full-dflash2-NInfer-v3 - neroued/Qwen3.8-27B-nvfp4-NInfer - ukisai/Swift-1.5-Qwen3.8-27b-INT4 - ukisai/Swift-1.5-Qwen3.8-27b-NVFP4 \u2026 and 2 more Pass one of these with --tokenizer if it matches the served model. Fixes: - Pass --tokenizer /path/to/tokenizer.json (or a directory containing tokenizer.json) to use a local tokenizer. - Or fetch just the tokenizer once with network access: hf download <org>/<model> --include \"tokenizer*\" \"*config.json\""}

recipes/dsv41-flash-1017-4x-sglang/reports/2026-10-17_130329_1017-sglang-4x.log

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+{"event": "scenario_start", "scenario_id": "TC-74", "title": "Stateful Multi-Turn Corrections", "category": "P", "index": 73, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-74", "status": "pass", "points": 2, "index": 73, "total": 97, "duration_seconds": 13.67}
+{"event": "scenario_start", "scenario_id": "TC-75", "title": "Missing Required Parameter", "category": "P", "index": 74, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-75", "status": "pass", "points": 2, "index": 74, "total": 97, "duration_seconds": 1.93}
+{"event": "scenario_start", "scenario_id": "TC-76", "title": "Missing Capability", "category": "P", "index": 75, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-76", "status": "pass", "points": 2, "index": 75, "total": 97, "duration_seconds": 2.86}
+{"event": "scenario_start", "scenario_id": "TC-77", "title": "Irrelevant Tool Trap", "category": "P", "index": 76, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-77", "status": "pass", "points": 2, "index": 76, "total": 97, "duration_seconds": 0.37}
+{"event": "scenario_start", "scenario_id": "TC-78", "title": "Independent Portfolio Valuation", "category": "P", "index": 77, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-78", "status": "pass", "points": 2, "index": 77, "total": 97, "duration_seconds": 4.85}
+{"event": "scenario_start", "scenario_id": "TC-79", "title": "Dependency-Aware Event Planning", "category": "P", "index": 78, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-79", "status": "pass", "points": 2, "index": 78, "total": 97, "duration_seconds": 6.7}
+{"event": "scenario_start", "scenario_id": "TC-80", "title": "Preconditioned Update Safety", "category": "P", "index": 79, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-80", "status": "pass", "points": 2, "index": 79, "total": 97, "duration_seconds": 4.19}
+{"event": "scenario_start", "scenario_id": "TC-81", "title": "Tool-Output Prompt Injection", "category": "P", "index": 80, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-81", "status": "pass", "points": 2, "index": 80, "total": 97, "duration_seconds": 4.06}
+{"event": "scenario_start", "scenario_id": "TC-82", "title": "Stale Memory Conflict Resolution", "category": "P", "index": 81, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-82", "status": "pass", "points": 2, "index": 81, "total": 97, "duration_seconds": 9.84}
+{"event": "scenario_start", "scenario_id": "TC-83", "title": "Format-Sensitive Chained Summary", "category": "P", "index": 82, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-83", "status": "pass", "points": 2, "index": 82, "total": 97, "duration_seconds": 2.93}
+{"event": "scenario_start", "scenario_id": "TC-84", "title": "Long-Horizon Recovery With Constraint Retention", "category": "P", "index": 83, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-84", "status": "pass", "points": 2, "index": 83, "total": 97, "duration_seconds": 15.19}
+{"event": "scenario_start", "scenario_id": "TC-85", "title": "Exactly-Once Provisioning After Ambiguous Commit", "category": "P", "index": 84, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-85", "status": "partial", "points": 1, "index": 84, "total": 97, "duration_seconds": 13.36}
+{"event": "scenario_start", "scenario_id": "TC-86", "title": "Optimistic Concurrency Without Lost Updates", "category": "P", "index": 85, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-86", "status": "pass", "points": 2, "index": 85, "total": 97, "duration_seconds": 13.38}
+{"event": "scenario_start", "scenario_id": "TC-87", "title": "Complete Pagination With Cursor Integrity", "category": "P", "index": 86, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-87", "status": "pass", "points": 2, "index": 86, "total": 97, "duration_seconds": 12.86}
+{"event": "scenario_start", "scenario_id": "TC-88", "title": "Preserved Reasoning Across Follow-Ups", "category": "P", "index": 87, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-88", "status": "fail", "points": 0, "index": 87, "total": 97, "duration_seconds": 10.47}
+{"event": "scenario_start", "scenario_id": "TC-89", "title": "Compensation After Partial Success", "category": "P", "index": 88, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-89", "status": "fail", "points": 0, "index": 88, "total": 97, "duration_seconds": 7.25}
+{"event": "scenario_start", "scenario_id": "TC-90", "title": "Policy-Driven Operation Reordering", "category": "P", "index": 89, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-90", "status": "partial", "points": 1, "index": 89, "total": 97, "duration_seconds": 6.48}
+{"event": "scenario_start", "scenario_id": "TC-91", "title": "Least Privilege Under Pressure", "category": "P", "index": 90, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-91", "status": "partial", "points": 1, "index": 90, "total": 97, "duration_seconds": 4.53}
+{"event": "scenario_start", "scenario_id": "TC-92", "title": "Tenant Isolation With Same-Named Resources", "category": "P", "index": 91, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-92", "status": "fail", "points": 0, "index": 91, "total": 97, "duration_seconds": 7.83}
+{"event": "scenario_start", "scenario_id": "TC-93", "title": "Printed Page Versus Physical Index", "category": "P", "index": 92, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-93", "status": "pass", "points": 2, "index": 92, "total": 97, "duration_seconds": 3.71}
+{"event": "scenario_start", "scenario_id": "TC-94", "title": "Route by Content, Not Extension", "category": "P", "index": 93, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-94", "status": "partial", "points": 1, "index": 93, "total": 97, "duration_seconds": 7.08}
+{"event": "scenario_start", "scenario_id": "TC-95", "title": "Native Text First, OCR Only Where Needed", "category": "P", "index": 94, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-95", "status": "pass", "points": 2, "index": 94, "total": 97, "duration_seconds": 5.61}
+{"event": "scenario_start", "scenario_id": "TC-96", "title": "An Empty Index Is Not an Empty Collection", "category": "P", "index": 95, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-96", "status": "pass", "points": 2, "index": 95, "total": 97, "duration_seconds": 9.25}
+{"event": "scenario_start", "scenario_id": "TC-97", "title": "Redact Every Layer of a Copy", "category": "P", "index": 96, "total": 97}
+{"event": "scenario_result", "scenario_id": "TC-97", "status": "pass", "points": 2, "index": 96, "total": 97, "duration_seconds": 9.71}
+{"event": "benchmark_complete", "json_file": "/tmp/sm121-bench-2026-10-17_130329_1017-sglang-4x/2026-10-17_130329_1017-sglang-4x.json", "final_score": 89}

recipes/dsv41-flash-1017-4x-sglang/reports/2026-10-17_130329_1017-sglang-4x.manifest.json

@@ -0,0 +1,79 @@
+{
+  "schema_version": 1,
+  "run": "2026-10-17_130329_1017-sglang-4x",
+  "created_utc": "2026-10-17T13:17:11Z",
+  "recipe": {
+    "name": "DeepSeek-V4.1-Flash-1017 (SGLang 4x, Aiden production-1.7.1)",
+    "file": "/Volumes/main/projects/git.kilork.org/sm121/recipes/recipes/dsv41-flash-1017-4x-sglang/recipe.toml",
+    "sha256": "dd2a95773eeca70d12f44a9db89c5efbabacef2e2ff26ee18dfee5b0fe55b5f7"
+  },
+  "cluster": {
+    "name": "dgx58-switch",
+    "nodes": [
+      "192.168.88.43",
+      "192.168.88.44",
+      "192.168.88.54",
+      "192.168.88.55"
+    ]
+  },
+  "config": {
+    "file": "config.toml",
+    "sha256": "8d63cf8e8cad7d3b83bdfbc03d0692b4a0aa4c9945e1dedb9a2aab594f705a51"
+  },
+  "launcher": {
+    "bin": "/Volumes/main/projects/git.kilork.org/sm121/launcher/target/debug/sm121",
+    "git_sha": "f0110cd14a7038c9d808b2f7fd77f3ec9ba933cb"
+  },
+  "bench": {
+    "tool": "tool-eval-bench",
+    "version": "2.8.0",
+    "args": [
+      "--base-url",
+      "http://192.168.88.43:30000/v1",
+      "--model",
+      "deepseek-v4.1-flash",
+      "--seed",
+      "42",
+      "--hardmode",
+      "--perf",
+      "--benchy-args=--enable-prefix-caching",
+      "--concurrency",
+      "1,2",
+      "--json-file",
+      "/tmp/sm121-bench-2026-10-17_130329_1017-sglang-4x/2026-10-17_130329_1017-sglang-4x.json",
+      "--tokenizer",
+      "/tmp/sm121-bench-2026-10-17_130329_1017-sglang-4x/dsv41-1017-tok"
+    ],
+    "final_score": 89,
+    "points": "173/194"
+  },
+  "images": {
+    "aidendle94/sparkrun-sglang-dsv41-gb10@sha256:f617afd8289e4be8f268ce7f6f07beaaff6b8c691fb27d2c3ab9d784d15c8143": {
+      "build_checksum": "<no value>",
+      "nodes": {
+        "dgx5.lan": {
+          "id": "sha256:29991dee9cf8328b8eb9d0a047c7848c82aca8bf339a870b2f22d719fb6a0578",
+          "sm121_checksum": "<no value>"
+        },
+        "dgx6.lan": {
+          "id": "sha256:29991dee9cf8328b8eb9d0a047c7848c82aca8bf339a870b2f22d719fb6a0578",
+          "sm121_checksum": "<no value>"
+        },
+        "dgx7.lan": {
+          "id": "sha256:29991dee9cf8328b8eb9d0a047c7848c82aca8bf339a870b2f22d719fb6a0578",
+          "sm121_checksum": "<no value>"
+        },
+        "dgx8.lan": {
+          "id": "sha256:29991dee9cf8328b8eb9d0a047c7848c82aca8bf339a870b2f22d719fb6a0578",
+          "sm121_checksum": "<no value>"
+        }
+      }
+    }
+  },
+  "models": [
+    {
+      "id": "deepseek-ai/DeepSeek-V4.1-Flash-1017",
+      "snapshot": "1bae0e1088993b9b82de08f59de5be5a34e42170"
+    }
+  ]
+}

recipes/dsv41-flash-1017-4x-sglang/reports/2026-10-17_130329_1017-sglang-4x.recipe.toml

@@ -0,0 +1,153 @@
+# DeepSeek-V4.1-Flash-1017 on 4x DGX Spark with Aiden's SGLang production-1.7.1
+# (aidenle.com/recipes/deepseek-v4-1-flash-sglang-4x-dgx-spark).
+#
+# DROP-IN of the 2026-10-17 re-cut `deepseek-ai/DeepSeek-V4.1-Flash-1017`
+# (same arch DeepseekV41ForCausalLM, fp8, 48 shards) over the old
+# `deepseek-ai/DeepSeek-V4.1-Flash` — same serving contract as
+# dsv41-flash-4x-sglang-aiden16, only the model repo (+ staging src) changes.
+#
+# Image: aidendle94/sparkrun-sglang-dsv41-gb10:production-1.7.1 (Docker Hub,
+# 2026-09-29 — Aiden's latest DSV4.1 SGLang production image) = lmsysorg
+# SGLang DSV4.1 + Aiden's MIT overlay (Engram row store inside the CUDA graph,
+# b12x SM12x FP8 dense kernels, SM120 prefill paging, RDMA collectives).
+#
+# Model: deepseek-ai/DeepSeek-V4.1-Flash-1017 (~476 GB, fp8) on the NAS HF
+# cache (weights mmap-loaded from the snapshot). The Engram rows are staged
+# node-locally by [[staging]] below and mounted at /engram-local —
+# SPARK_ENGRAM_DIR points there. NOTE: the staging dst is a NEW dir
+# (/home/kilork/engram-1017) — the old aiden-engram copies are packed from the
+# OLD snapshot's tables and must not be reused. First serve packs ~95 GiB/node
+# from the NAS; later serves verify sampled row hashes against the ledger.
+# Unknown risk: the 1.7.1 overlay predates 1017 — if the re-cut changed the
+# Engram table layout, staging/serve will say so (row ranges derive from the
+# checkpoint's safetensors headers, nothing is hardcoded).
+
+engine = "sglang"
+name = "DeepSeek-V4.1-Flash-1017 (SGLang 4x, Aiden production-1.7.1)"
+docker_image = "aidendle94/sparkrun-sglang-dsv41-gb10@sha256:f617afd8289e4be8f268ce7f6f07beaaff6b8c691fb27d2c3ab9d784d15c8143"
+model = "deepseek-ai/DeepSeek-V4.1-Flash-1017"
+parent_model = "deepseek-ai/DeepSeek-V4.1-Flash"
+port = 30000
+required_nodes = 4
+tensor_parallel_size = 4
+distributed_backend = "mp"
+shm_size = "32gb"
+
+# The wrapper (mounted read-only from the host via extra_mounts below) sets
+# SPARK_ENGRAM_ROWS (+ B12X_ROCE_GID_INDEX) from NODE_RANK and execs the
+# engine with the launcher's full flag list in "$@".
+entrypoint = ["sh", "/aiden4x-launch.sh"]
+
+args = [
+    "--trust-remote-code",
+    "--served-model-name", "deepseek-v4.1-flash",
+    "--load-format", "safetensors",
+    # Aiden's measured shape (production-1.6, carried into 1.7.1); --tp 4 /
+    # --nnodes 4 / --node-rank / --dist-init-addr are appended by the launcher
+    "--ep-size", "4",
+    "--attention-backend", "dsv4",
+    "--moe-runner-backend", "flashinfer_mxfp4",
+    # required for the MXFP8 route (selects the block-scaled path the hook wraps;
+    # K=576 projections fall back to CUTLASS per shape)
+    "--fp8-gemm-backend", "flashinfer_cutlass",
+    "--mem-fraction-static", "0.80",
+    "--chunked-prefill-size", "2048",
+    "--context-length", "524288",
+    "--max-running-requests", "16",
+    "--cuda-graph-max-bs-decode", "16",
+    "--random-seed", "0",
+    "--enable-decoder-swa-bounded-replay",
+    "--speculative-algorithm", "DSPARK",
+    "--speculative-dspark-block-size", "5",
+    "--tool-call-parser", "deepseekv41",
+    "--reasoning-parser", "deepseek-v41",
+    "--watchdog-timeout", "1800",
+    "--min-free-slots-delay", "1",
+]
+
+# The launcher also appends: --model-path <resolved NAS snapshot>, --nnodes 4,
+# --node-rank N, --dist-init-addr <head-ib>:25000, --host 0.0.0.0, --port 30000.
+
+# NOTE: no --default-chat-template-kwargs '{"thinking":true}' — the bench
+# harness controls thinking; Aiden's default is for his interactive fleet.
+
+# The per-rank Engram range wrapper, mounted read-only (copied from the
+# dsv41-flash-4x-sglang-aiden16 recipe dir; placed at this host path on the
+# launch nodes).
+[[extra_mounts]]
+host = "/home/kilork/aiden4x-launch.sh"
+container = "/aiden4x-launch.sh"
+read_only = true
+
+# Node-local sparse copy of the Engram tables (staging P2.5, sparse-copy —
+# the aiden overlay's engram-local.json contract). Built/verified per serve by
+# the [[staging]] block; the wrapper-computed SPARK_ENGRAM_ROWS and the
+# manifest agree because sparse_rows.py tiles ranks with the wrapper's
+# base+rem formula (the overlay refuses to start unless both are identical).
+[[extra_mounts]]
+host = "/home/kilork/engram-1017"
+container = "/engram-local"
+read_only = true
+
+# Staging: sparse-copy packs the aiden contract (engram-local.json manifest +
+# sparse shard copies at the original safetensors byte offsets) from the 1017
+# snapshot. Ranges use the wrapper's base+rem tiling; first serve packs
+# ~95 GiB/node from the NAS, later serves verify sampled row hashes against
+# the ledger stored inside the dst tree.
+[[staging]]
+kind = "sparse-rows"
+format = "sparse-copy"
+id = "engram"
+src = "{{hf}}/hub/models--deepseek-ai--DeepSeek-V4.1-Flash-1017/snapshots/1bae0e1088993b9b82de08f59de5be5a34e42170"
+dst = "/home/kilork/engram-1017"
+min_free = "55G"
+
+[env]
+# Engram row source: the node-local sparse copy staged by [[staging]] above
+# (Aiden's measured production config — ~47 GiB of rows on node NVMe). The
+# manifest (engram-local.json) carries the per-layer rank ranges;
+# SPARK_ENGRAM_ROWS from the wrapper is the cross-check.
+SPARK_ENGRAM_DIR = "/engram-local"
+SPARK_ENGRAM_MODE = "hostnode"
+SPARK_ENGRAM_EARLY = "1"
+SPARK_ENGRAM_PREFETCH = "1"
+SPARK_PAGE_CACHE_RELEASE = "1"
+SPARK_LATE_TAIL_SKIP = "1"
+SPARK_LATE_TAIL_SKIP_ALL = "1"
+SPARK_SM120_REAL_HEADS = "1"
+SPARK_ENGRAM_THREADS = "64"
+SPARK_ENGRAM_MAX_IDS = "65536"
+SPARK_MXFP8_BACKEND = "b12x"
+SPARK_ROCE_AR = "1"
+SPARK_ROCE_AR_MAX = "1MB"
+SPARK_ROCE_AG_MAX = "16MB"
+# b12x RoCE runtime (GID index set by the wrapper from the detected value)
+B12X_ROCE_HCA = "rocep1s0f0,roceP2p1s0f0"
+B12X_ROCE_SPIN_LIMIT = "300000000"
+# image defaults Aiden overrides
+SGLANG_ENABLE_DSV41_ENGRAM_HOST_TABLE = "0"
+SGLANG_FLASHINFER_MOE_FUSED_FINALIZE = "0"
+SGLANG_DSV41_REASONING_EFFORT = "100"
+PYTORCH_CUDA_ALLOC_CONF = "expandable_segments:False"
+CUDA_DEVICE_ORDER = "PCI_BUS_ID"
+# Aiden's NCCL pins (4x 200G RoCE fabric, 192.168.200.0/24) — [env] wins over
+# the config's [nccl."4nodes-switch"] where they differ
+NCCL_NET = "IB"
+NCCL_IB_DISABLE = "0"
+NCCL_IB_HCA = "rocep1s0f0,roceP2p1s0f0"
+NCCL_SOCKET_IFNAME = "enp1s0f0np0"
+GLOO_SOCKET_IFNAME = "enp1s0f0np0"
+NCCL_IB_ROCE_VERSION_NUM = "2"
+NCCL_IB_ADDR_FAMILY = "AF_INET"
+NCCL_IB_ADDR_RANGE = "192.168.200.0/24"
+NCCL_IB_SUBNET_PREFIX_LEN = "24"
+NCCL_CROSS_NIC = "1"
+NCCL_IB_MERGE_NICS = "0"
+NCCL_IB_SUBNET_AWARE_ROUTING = "1"
+NCCL_CUMEM_ENABLE = "0"
+NCCL_P2P_DISABLE = "1"
+NCCL_SHM_DISABLE = "1"
+NCCL_BUFFSIZE = "1048576"
+NCCL_LL128_BUFFSIZE = "262144"
+NCCL_PROTO = "^LL128"
+NCCL_MAX_NCHANNELS = "8"