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- # DeepSeek-V4.1-Flash EXL3 3bpw — coolbho3k "2x DGX Spark" production recipe,
- # adapted to sm121 (rc2 image, pinned at release commit 878e0ee).
- #
- # 2x Spark over 200G RoCE (8nodes-switch, first two free ranks):
- # TP2/DCP2, DSpark K=3 drafter, EXL3 3bpw experts, FP4 main KV + FP8 SWA,
- # 1M context, GMU 0.92, max-num-seqs 2 (C2; the runtime's cooperative
- # profile validates 1..6), prefill batch 3072.
- #
- # 2 GB headless-RAM unlock: the runtime's display-pool KV (1.75 GiB of the
- # firmware's 2 GB display reserve per GPU) needs nvidia_drm remoded with
- # modeset=1 fbdev=0. That is TEMPORARY by design (technology still in
- # approval): before_serve remods per boot, after_stop restores the plain
- # module. No UEFI change, no /etc/modprobe.d entry, resets on reboot.
- #
- # Model + drafter overlay live on the shared NAS (hub layout); the launch
- # nodes symlink the current refs/main snapshot and bind it at /model (the
- # runtime hard-requires the model at exactly /model) and the drafter overlay
- # at /draft-exl3.
- #
- # Cgroup: the runtime's serving guard hard-requires a 9 GiB / no-swap /
- # <=6-CPU cgroup (memory.max==9g, swap 0, cpu quota <=6) — memory_limit +
- # cpus below.
- engine = "vllm"
- docker_image = "ghcr.io/coolbho3k/deepseek-v4.1-flash-exl3-3bpw-2x-dgx-spark:20260917-rc2"
- model = ""
- name = "DeepSeek-V4.1-Flash EXL3 3bpw (2x Spark, TP2/DCP2, DSpark K=3, 1M)"
- port = 8888
- required_nodes = 2
- cluster = "8nodes-switch"
- tensor_parallel_size = 2
- distributed_backend = "mp"
- shm_size = "2g"
- devices = ["/dev/dri/card0"]
- memory_limit = "9g"
- cpus = 6
- # /model + /draft-exl3 are the exact mounts the runtime validates.
- entrypoint = [
- "/opt/ds41-venv/bin/python",
- "/opt/ds41-serving/serve.py",
- "serve",
- "/model",
- "--config",
- "/opt/ds41-serving/conservative.yaml",
- "--worker-cls",
- "combined_worker.CombinedWorker",
- "--disable-custom-all-reduce",
- ]
- args = [
- "--served-model-name",
- "deepseek-v41-flash-exl3",
- "--enable-auto-tool-choice",
- "--tool-call-parser",
- "deepseek_v41",
- "--reasoning-parser",
- "deepseek_v41",
- ]
- before_serve = [
- { script = "unlock_display_ram" },
- # Stable per-node symlinks to the current refs/main snapshots (recreated
- # every serve; docker resolves the symlink at bind time).
- "ln -sfn /mnt/nas/ai/huggingface/hub/models--coolbho3k--DeepSeek-V4.1-Flash-EXL3-3bpw/snapshots/$(cat /mnt/nas/ai/huggingface/hub/models--coolbho3k--DeepSeek-V4.1-Flash-EXL3-3bpw/refs/main) /home/kilork/exl3-model",
- "ln -sfn /mnt/nas/ai/huggingface/hub/models--coolbho3k--DeepSeek-V4.1-Flash-DSpark-EXL3-3bpw/snapshots/$(cat /mnt/nas/ai/huggingface/hub/models--coolbho3k--DeepSeek-V4.1-Flash-DSpark-EXL3-3bpw/refs/main) /home/kilork/exl3-draft",
- ]
- after_stop = [{ script = "restore_display_ram", on_failure = "warn" }]
- [[extra_mounts]]
- host = "/home/kilork/exl3-model"
- container = "/model"
- read_only = true
- [[extra_mounts]]
- host = "/home/kilork/exl3-draft"
- container = "/draft-exl3"
- read_only = true
- [env]
- # DS41 runtime profile (validated against DS41_* envs; kv_cap_mib is
- # env-only, not a CLI flag).
- DS41_GPU_MEMORY_UTILIZATION = "0.92"
- DS41_MAX_MODEL_LEN = "1048576"
- DS41_MAX_NUM_SEQS = "2"
- DS41_MAX_NUM_BATCHED_TOKENS = "3072"
- DS41_LONG_PREFILL_TOKEN_THRESHOLD = "2816"
- DS41_KV_CAP_MIB = "1536"
- # Feature gates (serve.py hard-requires the '1' set; defaults are 1, set
- # explicitly so the guard passes).
- DS41_ENABLE_COOPERATIVE_MOE = "1"
- DS41_ENABLE_DCP2 = "1"
- DS41_ENABLE_DSPARK = "1"
- DS41_ENABLE_SSD_VOCAB = "1"
- DS41_SSD_ENGRAM_SOURCE = "/model/engrams"
- DS41_ENGRAM_CACHE_MIB = "64"
- DS41_DRAFT_EXL3_PATH = "/draft-exl3"
- # Engine / offline / threading.
- VLLM_PLUGINS = "ds41"
- VLLM_USE_V2_MODEL_RUNNER = "1"
- VLLM_USE_BREAKABLE_CUDAGRAPH = "0"
- VLLM_ENGINE_READY_TIMEOUT_S = "3600"
- VLLM_WORKER_MULTIPROC_METHOD = "spawn"
- VLLM_NO_USAGE_STATS = "1"
- HF_HUB_OFFLINE = "1"
- TRANSFORMERS_OFFLINE = "1"
- DSV41_IO_THREADS = "96"
- TORCH_CUDA_ARCH_LIST = "12.1a"
- FLASHINFER_CUDA_ARCH_LIST = "12.1a"
- MAX_JOBS = "1"
- MKL_NUM_THREADS = "4"
- OPENBLAS_NUM_THREADS = "4"
- TORCH_NCCL_ASYNC_ERROR_HANDLING = "1"
- MALLOC_ARENA_MAX = "2"
- MALLOC_TRIM_THRESHOLD_ = "131072"
- VLLM_SPARSE_INDEXER_MAX_LOGITS_MB = "128"
- # NCCL pins (on top of the launcher's cluster NCCL env).
- NCCL_NVLS_ENABLE = "0"
- NCCL_CROSS_NIC = "0"
- NCCL_IB_MERGE_NICS = "0"
- NCCL_CUMEM_ENABLE = "0"
- NCCL_MAX_CTAS = "8"
- NCCL_BUFFSIZE = "1048576"
- NCCL_LL128_BUFFSIZE = "262144"
- NCCL_PROTO = "^LL128"
- NCCL_MAX_NCHANNELS = "8"
- NCCL_IB_ROCE_VERSION_NUM = "2"
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