feat(qwen3.5-122b): replace mistral-small-4 as gen (abliterated NVFP4, text-only)

bjk110/Qwen3.5-122B-A10B-abliterated-NVFP4 on ana-ml2 GPU 0 (heretic downed):
- stacks/qwen3.5-122b/ — vLLM serve via the repo's text-only patch (Qwen3.5 MoE is a
  multimodal arch but this checkpoint is text-only weights), --reasoning-parser qwen3,
  GPU 0 pin, :8013; entrypoint+patch mounted from the model dir.
- serve-qwen3.5-122b.yaml — displace heretic + serve + verify.
- litellm: REMOVED dead mistral-small-4 / -reasoning; added qwen3.5-122-a10b[-reasoning]
  + aliases qwen-large[-reasoning] + repointed gen[-reasoning] -> qwen (thinking split via
  chat_template_kwargs.enable_thinking + --reasoning-parser qwen3).

Verified live: qwen healthy on :8013; gen / qwen-large / qwen3.5-122-a10b route, and
gen-reasoning returns reasoning_content; mistral-small-4 removed.
NOTE: Worldtree character backend (was bound to mistral-small-4) is dark until repointed
(operator-acknowledged).

playbooks/serve-qwen3.5-122b.yaml

@@ -0,0 +1,72 @@
+# Displace mistral-small-4 (heretic) on ana-ml2 GPU 0 and serve
+# bjk110/Qwen3.5-122B-A10B-abliterated-NVFP4 (text-only) as the new `gen` model
+# (operator 2026-06-19). Weights pre-staged at /tank/aimodels/qwen3.5-122b-a10b-nvfp4
+# (incl. the repo's serving/entrypoint.sh + vllm_patches/ that the compose mounts).
+#
+# ⚠️ Downing mistral-small-4 takes down the Worldtree CHARACTER backend (vision-intact)
+# until it's repointed — operator-acknowledged. REVERT = down qwen, up -d the heretic.
+#
+#   scripts/elway ana-ml2 --playbook playbooks/serve-qwen3.5-122b.yaml
+
+vars:
+  compose_dir: /opt/docker/compose/qwen3.5-122b
+  heretic_dir: /opt/docker/compose/mistral-small-4-heretic
+  model_dir: /tank/aimodels/qwen3.5-122b-a10b-nvfp4
+  host_port: "8013"
+
+steps:
+  - name: Verify NVFP4 weights + the repo's patch/entrypoint are staged
+    shell: |
+      test -f {{ model_dir }}/model.safetensors.index.json \
+        && test -f {{ model_dir }}/serving/entrypoint.sh \
+        && test -f {{ model_dir }}/vllm_patches/patch_qwen35_moe_text.py
+    changed_when: "false"
+
+  - name: Ensure vLLM compile-cache dir exists (writable)
+    shell: mkdir -p {{ model_dir }}/.cache/vllm
+    creates: "{{ model_dir }}/.cache/vllm"
+
+  - name: Ensure compose dir exists
+    shell: mkdir -p {{ compose_dir }}
+    creates: "{{ compose_dir }}"
+
+  - name: Upload compose.yaml
+    upload:
+      src: stacks/qwen3.5-122b/compose.yaml
+      dest: "{{ compose_dir }}/compose.yaml"
+      mode: "0644"
+
+  - name: Seed .env from template (only if absent)
+    upload:
+      src: stacks/qwen3.5-122b/.env.example
+      dest: "{{ compose_dir }}/.env"
+      mode: "0644"
+    when: "[ ! -f {{ compose_dir }}/.env ]"
+
+  - name: Displace — down mistral-small-4-heretic (frees GPU 0; no-op if down)
+    shell: cd {{ heretic_dir }} && docker compose down
+
+  - name: Bring up qwen3.5-122b
+    shell: cd {{ compose_dir }} && docker compose up -d
+
+  - name: Wait for vLLM /health (allow ~15 min for patch + NVFP4 MoE load + warmup)
+    shell: |
+      for i in $(seq 1 180); do
+        curl -sf -o /dev/null --max-time 3 http://localhost:{{ host_port }}/health && exit 0
+        sleep 5
+      done
+      exit 1
+    changed_when: "false"
+
+verify:
+  - name: /health returns 200
+    shell: curl -sf -o /dev/null http://localhost:{{ host_port }}/health
+    changed_when: "false"
+
+  - name: served model id is qwen3.5-122-a10b
+    shell: curl -sf http://localhost:{{ host_port }}/v1/models | grep -q qwen3.5-122-a10b
+    changed_when: "false"
+
+  - name: container running
+    shell: docker inspect vllm-qwen35-122b --format '{{.State.Status}}' | grep -q running
+    changed_when: "false"

stacks/litellm/conf/config.yaml

@@ -78,51 +78,73 @@ model_list:
     model_info:
       mode: chat
 
-  # --- Mistral Small 4 (official NVFP4) — creative-writing / general text. 119B
+  # --- Qwen3.5-122B-A10B (abliterated NVFP4, text-only) — the general / `gen` model.
-  #     MoE (6.5B active), vLLM on ana-ml2 GPU 0 (dedicated 96 GB Blackwell), :8010.
+  #     REPLACED mistral-small-4 on ana-ml2 GPU 0 (operator 2026-06-19; heretic downed,
-  #     Explicit entry shadows the "*" wildcard. TEXT-ONLY for now — vLLM 0.23.0's
+  #     mistral entries REMOVED). bjk110 NVFP4 served on :8013 via vLLM + the text-only
-  #     Mistral multimodal processor crashes at startup (loaded with image/video
+  #     patch, served-name qwen3.5-122-a10b. Thinking split = chat_template_kwargs.
-  #     limit 0); vision returns when vLLM patches it. Deployed 2026-06-15. ---
+  #     enable_thinking + --reasoning-parser qwen3 (mirrors qwen3.6-35b-a3b). One upstream
-  - model_name: mistral-small-4
+  #     fanned out under qwen3.5-122-a10b[-reasoning] + aliases qwen-large[-reasoning] +
+  #     gen[-reasoning]; the -reasoning variants enable thinking. Keep api_base in sync.
+  #     ⚠️ Worldtree CHARACTER backend (was bound to mistral-small-4) is dark until
+  #     repointed — operator-acknowledged. ---
+  - model_name: qwen3.5-122-a10b
     litellm_params:
-      model: hosted_vllm/mistral-small-4
+      model: hosted_vllm/qwen3.5-122-a10b
-      api_base: http://10.250.50.54:8010/v1
+      api_base: http://10.250.50.54:8013/v1
-      api_key: os.environ/VLLM_API_KEY
-    model_info:
-      mode: chat
-
-  # mistral-small-4-reasoning: same upstream checkpoint, reasoning ON (2026-06-15,
-  #   operator wanted "medium" — but Mistral's reasoning_effort is BINARY, only
-  #   'none' or 'high' (a medium/low request 400s). 'high' is the sole reasoning-ON
-  #   level, so it carries the -reasoning intent. LiteLLM forwards extra_body to
-  #   vLLM; the mistral reasoning-parser splits [THINK]…[/THINK] into reasoning_content.
-  - model_name: mistral-small-4-reasoning
-    litellm_params:
-      model: hosted_vllm/mistral-small-4
-      api_base: http://10.250.50.54:8010/v1
       api_key: os.environ/VLLM_API_KEY
       extra_body:
-        reasoning_effort: high
+        chat_template_kwargs:
+          enable_thinking: false
+    model_info:
+      mode: chat
+  - model_name: qwen3.5-122-a10b-reasoning
+    litellm_params:
+      model: hosted_vllm/qwen3.5-122-a10b
+      api_base: http://10.250.50.54:8013/v1
+      api_key: os.environ/VLLM_API_KEY
+      extra_body:
+        chat_template_kwargs:
+          enable_thinking: true
+    model_info:
+      mode: chat
+  - model_name: qwen-large
+    litellm_params:
+      model: hosted_vllm/qwen3.5-122-a10b
+      api_base: http://10.250.50.54:8013/v1
+      api_key: os.environ/VLLM_API_KEY
+      extra_body:
+        chat_template_kwargs:
+          enable_thinking: false
+    model_info:
+      mode: chat
+  - model_name: qwen-large-reasoning
+    litellm_params:
+      model: hosted_vllm/qwen3.5-122-a10b
+      api_base: http://10.250.50.54:8013/v1
+      api_key: os.environ/VLLM_API_KEY
+      extra_body:
+        chat_template_kwargs:
+          enable_thinking: true
     model_info:
       mode: chat
-
-  # aliases: gen -> mistral-small-4, gen-reasoning -> mistral-small-4-reasoning
-  #   (operator 2026-06-19). Duplicate-entry aliases — keep api_base in sync with the
-  #   two mistral-small-4 entries above.
   - model_name: gen
     litellm_params:
-      model: hosted_vllm/mistral-small-4
+      model: hosted_vllm/qwen3.5-122-a10b
-      api_base: http://10.250.50.54:8010/v1
+      api_base: http://10.250.50.54:8013/v1
       api_key: os.environ/VLLM_API_KEY
+      extra_body:
+        chat_template_kwargs:
+          enable_thinking: false
     model_info:
       mode: chat
   - model_name: gen-reasoning
     litellm_params:
-      model: hosted_vllm/mistral-small-4
+      model: hosted_vllm/qwen3.5-122-a10b
-      api_base: http://10.250.50.54:8010/v1
+      api_base: http://10.250.50.54:8013/v1
       api_key: os.environ/VLLM_API_KEY
       extra_body:
-        reasoning_effort: high
+        chat_template_kwargs:
+          enable_thinking: true
     model_info:
       mode: chat
 

stacks/qwen3.5-122b/.env.example

@@ -0,0 +1,23 @@
+# qwen3.5-122b (bjk110/Qwen3.5-122B-A10B-abliterated-NVFP4, text-only) — ana-ml2
+# GPU 0 tunables. Real .env lives at /opt/docker/compose/qwen3.5-122b/.env.
+
+# vllm/vllm-openai:latest per the repo (the text-only patch targets latest).
+# MUTABLE tag — pin a digest once a known-good version is established.
+QWEN35_IMAGE=vllm/vllm-openai:latest
+QWEN35_CONTAINER_NAME=vllm-qwen35-122b
+
+# Own port (8010=mistral heretic [downed], 8007=qwen36, 8011=selene — 8013 free).
+QWEN35_PORT=8013
+QWEN35_GPU_ID=0
+
+# vLLM served-model-name; litellm fans out qwen3.5-122-a10b[-reasoning] + aliases
+# (qwen-large, gen) onto this, differentiated by chat_template_kwargs.enable_thinking.
+QWEN35_SERVED_NAME=qwen3.5-122-a10b
+
+QWEN35_MAX_MODEL_LEN=131072
+QWEN35_MAX_NUM_SEQS=4
+QWEN35_GPU_MEM_UTIL=0.90
+QWEN35_MAX_NUM_BATCHED_TOKENS=32768
+
+# Optional upstream vLLM API key (empty = no auth; internal net only).
+API_KEY=

stacks/qwen3.5-122b/compose.yaml

@@ -0,0 +1,81 @@
+# qwen3.5-122b — bjk110/Qwen3.5-122B-A10B-abliterated-NVFP4 on ana-ml2 GPU 0,
+# REPLACING mistral-small-4 (operator 2026-06-19: down the heretic, serve this as
+# the new general/`gen` model). Abliterated Qwen3.5 MoE (256 experts, 10B active),
+# NVFP4 (compressed-tensors), HF format.
+#
+# SERVING (per the repo's serving/): Qwen3.5 MoE is a MULTIMODAL arch but this
+# checkpoint is text-only, so vLLM needs the repo's text-only PATCH applied before
+# startup. We reuse the repo's entrypoint.sh (applies the patch, then runs vLLM) and
+# vllm_patches/, mounted from the downloaded model dir — keeps patch+checkpoint
+# version-coupled. Thinking split via litellm extra_body chat_template_kwargs
+# (enable_thinking) + --reasoning-parser qwen3 (mirrors the qwen3.6-35b-a3b pattern).
+#
+# DISPLACEMENT: GPU 0 fits one mistral-class model; bring this up only after downing
+# mistral-small-4-heretic. REVERT = down this, `up -d` the heretic stack.
+#
+# NOTE: image is vllm/vllm-openai:latest per the repo (the patch targets latest) —
+# MUTABLE tag; pin a digest once a known-good version is established.
+#
+# Tunables in .env.
+
+name: qwen3.5-122b
+
+services:
+  vllm-qwen35-122b:
+    image: ${QWEN35_IMAGE:-vllm/vllm-openai:latest}
+    container_name: ${QWEN35_CONTAINER_NAME:-vllm-qwen35-122b}
+    restart: unless-stopped
+    ipc: host
+    ports:
+      - "${QWEN35_PORT:-8013}:8000"
+    environment:
+      - ROLE=head
+      - TP_SIZE=1
+      - MODEL_CONTAINER_PATH=/models/qwen
+      - SERVED_MODEL_NAME=${QWEN35_SERVED_NAME:-qwen3.5-122-a10b}
+      - HOST_PORT=8000
+      - MAX_MODEL_LEN=${QWEN35_MAX_MODEL_LEN:-131072}
+      - MAX_NUM_SEQS=${QWEN35_MAX_NUM_SEQS:-4}
+      - GPU_MEMORY_UTILIZATION=${QWEN35_GPU_MEM_UTIL:-0.90}
+      - MAX_NUM_BATCHED_TOKENS=${QWEN35_MAX_NUM_BATCHED_TOKENS:-32768}
+      # --reasoning-parser qwen3 surfaces <think>…</think> as reasoning_content;
+      # the thinking on/off itself is per-request (litellm chat_template_kwargs).
+      - VLLM_EXTRA_ARGS=--reasoning-parser qwen3 --enable-chunked-prefill
+      - NVIDIA_VISIBLE_DEVICES=0
+      - PYTORCH_CUDA_ALLOC_CONF=expandable_segments:True
+      - VLLM_API_KEY=${API_KEY:-}
+    volumes:
+      # checkpoint + the repo's entrypoint/patch (downloaded with the model).
+      - /tank/aimodels/qwen3.5-122b-a10b-nvfp4:/models/qwen:ro
+      - /tank/aimodels/qwen3.5-122b-a10b-nvfp4/serving/entrypoint.sh:/entrypoint.sh:ro
+      - /tank/aimodels/qwen3.5-122b-a10b-nvfp4/vllm_patches:/patches:ro
+      - /tank/aimodels/qwen3.5-122b-a10b-nvfp4/.cache/vllm:/root/.cache/vllm
+    entrypoint: ["bash", "/entrypoint.sh"]
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              device_ids:
+                - "${QWEN35_GPU_ID:-0}"
+              capabilities:
+                - gpu
+    healthcheck:
+      test: ["CMD", "curl", "-f", "http://localhost:8000/health"]
+      interval: 30s
+      timeout: 10s
+      retries: 3
+      start_period: 900s
+    networks:
+      - tnet
+    labels:
+      - homepage.group=AI Systems
+      - homepage.name=Qwen3.5-122B-A10B (abliterated NVFP4)
+      - homepage.icon=mdi-creation
+      - homepage.description=Abliterated Qwen3.5 122B-A10B NVFP4, the new `gen` model (ana-ml2 GPU 0)
+      - homepage.href=http://10.250.50.54:${QWEN35_PORT:-8013}/docs
+
+networks:
+  tnet:
+    name: traefik-net
+    external: true