# RETIRED 2026-09-29 (operator): RL lanes are no longer used —
# RL keeps training artifacts. Kept as history; use the MOPD lanes.
# MiMo-V2.6-Flash-RL (Xiaomi, ~310B total / 12B-active MoE, fp8 attention +
# MXFP4 experts, 1M native context, image+video+audio input) on 2x DGX Spark
# with SGLang + DFlash speculative decoding.
#
# SGLang variant of forum thread 383968 (tonyd2wild's proven vLLM 2x recipe:
# 45.6/155.8 t/s, 1.87M-token fp8 KV pool, 300K ctx, code 70.5 t/s). The
# vLLM recipe needed 4 drop-in patches; the biggest (fused fp8 QKV stored
# pre-sharded for TP4) is already handled natively by SGLang's MiMo-V2
# loader (same approach as vllm#57508 — the provenance of the 8x Pro recipe
# working on this image family), so we run the stock a14 image.
#
# Image: docker-images/mimo26-spark (a14) — same build as the 8x Pro recipe:
# SGLang 06008c17 base + 12 patches (MiMo-V2 day-0, DFlash, RoCEnante, FP8
# tiles) + b12x. The FP8 tile tables are tuned for MiMo's per-rank shapes —
# at TP2 the shapes differ from TP8; stock fallbacks apply if a tile misses.
#
# Model: XiaomiMiMo/MiMo-V2.6-Flash-RL @ 5711b268 (166 GB; staged to local
# NVMe on dgx1+dgx2 at ~/hf-local, which both nodes' ~/.cache/huggingface
# symlinks point at — serve WITHOUT --hf-cache). The dflash/ subfolder
# carries the DFlash draft weights — wired as a {{dflash}} path ref.
#
# KV math: 83 GB weights/rank, GMU 0.85 of 128 GB → ~25 GB/rank for the pool.
# Measured at first boot (2026-09-26): pool 340,736 tokens, smoke + tool call
# + needle 132K (needles at 50%/75%) all pass; code C1 71-79 tok/s (vLLM
# reference: 70.5). Needle prefill ~1.5K t/s (vLLM: 937 at 127K).

engine = "sglang"
name = "MiMo-V2.6-Flash-RL (SGLang DFlash, 2x Spark TP2)"
docker_image = "mimo26-spark:a15"
docker_image_dir = "mimo26-spark"
model = "XiaomiMiMo/MiMo-V2.6-Flash-RL"
parent_model = "XiaomiMiMo/MiMo-V2.6-Flash-RL"
port = 30000
required_nodes = 2
tensor_parallel_size = 2
distributed_backend = "mp"
shm_size = "16gb"

entrypoint = ["python3", "-m", "sglang.launch_server"]

args = [
    "--trust-remote-code",
    "--served-model-name", "mimo-v2.6-flash",
    # Attention / MoE backends (a13/a14 profile, same as the 8x Pro recipe)
    "--attention-backend", "triton",
    "--prefill-attention-backend", "fa4",
    "--mm-attention-backend", "triton_attn",
    "--enable-multimodal",
    "--moe-runner-backend", "marlin",
    "--moe-a2a-backend", "none",
    # Memory / scheduling (128 GB unified per node)
    "--mem-fraction-static", "0.85",
    # Model is natively 1M; the measured pool at GMU 0.85 is 340,736 tokens
    # (2x TP2: 83 GB weights/rank leaves ~25 GB/rank; 39/48 SWA layers keep it
    # large in tokens). 320K fits a single long request with headroom; a
    # 524K request is pool-infeasible on 2x (the 8x Pro lane runs 512K).
    "--context-length", "327680",
    "--max-running-requests", "8",
    "--chunked-prefill-size", "8192",
    "--page-size", "64",
    # MiMo hybrid SWA attention
    "--swa-full-tokens-ratio", "0.1",
    # Reasoning / tool parsers
    "--reasoning-parser", "mimo",
    "--tool-call-parser", "mimo",
    # DFlash speculative decoding (draft weights ship inside the model repo)
    "--speculative-algorithm", "DFLASH",
    "--speculative-draft-model-path", "{{dflash}}",
    "--speculative-num-draft-tokens", "8",
    # CUDA graphs
    "--cuda-graph-max-bs-decode", "8",
    "--disable-prefill-cuda-graph",
    # Unified memory: page cache from weight loading competes with the KV pool
    "--weight-loader-drop-cache-after-load",
    # Observability
    "--enable-metrics",
    "--enable-cache-report",
    "--watchdog-timeout", "1800",
]
archived = true

# DFlash draft weights: a subfolder of the main model repo, resolved per node
# (table header — all bare keys above).
[[extra_mounts]]
repo = "XiaomiMiMo/MiMo-V2.6-Flash-RL"
subfolder = "dflash"
container = "dflash"


# JIT/compile cache (verified against the live container, 2026-09-28): SGLang
# keeps everything under /root/.cache/sglang — triton .so (~35 hash dirs),
# inductor (aotautograd/ev/fxgraph), nv/, flashinfer .cache. Bind it to a
# node-local NVMe dir so boots reuse compiled artifacts instead of redoing
# JIT; keys are content/hash based, so mixing images/lanes on one dir is
# safe (and switching 2x<->4x reuses the other's cache). b12x-roce does not
# materialize on TP<8 — nothing else to mount.
[[extra_mounts]]
host = "~/.cache/mimo26-jit/sglang"
container = "/root/.cache/sglang"

[env]
# NOTE: SGLANG8_ROCE_ALLREDUCE is deliberately NOT set — the RoCEnante
# one-shot all-reduce overlay in the a14 image hard-requires the TP8 Gloo
# exchange group ("SG17 RoCEnante requires the TP8 Gloo exchange group"),
# so on TP2 we fall back to stock NCCL over the DAC link.
# a13/a14 tuning switches
MIMO26_FP8_OPROJ = "1"
MIMO26_FP8_DRAFT = "1"
MIMO26_DFLASH_ADAPTIVE = "1"
# NCCL extras from the reference deployment (HCAs/ifname from [nccl."2nodes-dac"])
NCCL_CUMEM_ENABLE = "0"
NCCL_NVLS_ENABLE = "0"
NCCL_PROTO = "^LL128"
NCCL_BUFFSIZE = "1048576"
NCCL_LL128_BUFFSIZE = "262144"
NCCL_MAX_NCHANNELS = "8"
NCCL_DEBUG = "WARN"