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retire frank-medium: tests, planning and observability ground on frank-primary

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The frank-medium retirement tail the 2026-09-26 lucebox cutover left
uncommitted: the radiance quadlet tree, its swap/fetch tooling and its
seam test are deleted (archive copies live in dankserver/.AGENTTRASH/
20260926-frank-medium-radiance/ and scripts/.AGENTTRASH/20260926-
frank-medium-radiance/), the planner/allowlist/test-changed mappings
drop the service, and frank-large's chat template moves to scripts/
(its old home was the retired frank-medium dir).

Finished here:
- tests/frank_primary_unit.bats: the lucebox quadlet seam (boot
  persistence, host-network bind, HIP_VISIBLE_DEVICES=0,1, HIP-reserved
  env-name guard, checkout-mounted entrypoint/healthcheck, first-start
  patience, deployer payload/port gates).
- test-changed.sh: explicit .AGENTTRASH/ case — retirement commits move
  files to trash, and the wrapper refused those additions with "no
  focused-test mapping".
- observability: the vllm: namespace left with the radiance runtime.
  Rules keep only llamacpp:* series (prefix-cache reuse, spec-decode,
  queueing, endpoint-down); the dashboard drops the vLLM KV/latency
  panels; prometheus.yml documents that frank-primary (lucebox) has no
  /metrics and therefore no scrape job. llm-fleet.json was left
  corrupted mid-edit (missing opening brace) and is rewritten from HEAD.

Suite: 339 green (was 7 red).
This commit is contained in:
Frank
2026-09-26 19:25:46 -07:00
parent 32d264ccda
commit d7bf9f119a
22 changed files with 243 additions and 2001 deletions
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dankserver/frank-medium/frank-medium-healthcheck.py
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#!/usr/bin/env python3
"""frank-medium container healthcheck: the port's /health must answer 200.
Runs INSIDE the container. The vLLM /health endpoint only answers once the
engine is up (weights loaded, cudagraphs captured), so a healthy container is
a serving container, not merely a live process. PORT selects the endpoint so
the probe follows the unit's Environment=PORT rather than hard-coding the
fleet port. The HealthCmd in the quadlet splits on spaces into an argv array
(podman 5.x v1 generator), which is why this lives in a file rather than an
inline python one-liner.
"""
import os
import sys
import urllib.request
port = os.environ.get("PORT", "7770")
try:
with urllib.request.urlopen(f"http://127.0.0.1:{port}/health", timeout=5) as r:
sys.exit(0 if r.status == 200 else 1)
except Exception:
sys.exit(1)
dankserver/frank-medium/quadlet/frank-medium.container
-186
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# Quadlet unit: frank-medium (rootless, boot-persistent).
#
# Install path on dankserver: ~/.config/containers/systemd/frank-medium.container
# Unit name: frank-medium.service (container name: frank-medium)
#
# The dankserver LLM endpoint (:7770, alias frank-medium): the vllm-radiance
# stack (the 0.13.0-e060895 image, PR #51) serving
# hugypufy/Swift-Qwen3.8-27B-PARO-MXFP6 (ParoQuant MXFP6, W4A8, 25.16 GiB)
# on the 2x Radeon AI PRO R9700 (gfx1201) as ONE tensor-parallel process
# (TP=2, R4D one-shot all-reduce) with the z-lab DFlash2 external drafter
# (SPEC=7) and UNQUANTIZED bf16 KV (KV_DTYPE=auto).
# The entrypoint is QUANTIZATION-AWARE: it reads the model's weight
# quantization from config.json and serves the plain FP8 path (no MXFP4
# patches, --quantization=fp8, ROCM_AITER unified attention), the MXFP4
# patch-and-serve path, or the ParoQuant MXFP6 stack (PR #51's launch6_p
# kernel). A model swap is now: change SNAP (+ SPEC_METHOD/SPEC), restart.
# The MXFP4 checkpoint (just1moremodel/Qwen3.8-27B-Uncensored-MXFP4-awq, the
# 2026-09-20 to 2026-09-21 serving shape) is the on-disk rollback target.
#
# SHAPE. The launcher the upstream repo ships binds the server with
# --network=host (vLLM takes --host 0.0.0.0 --port 7770 directly), which is
# what this unit does too — no PublishPort. The fleet contract is unchanged:
# :7770, served model name frank-medium (SERVED_NAMES), OpenAI /v1.
#
# TP=2 IS INSTALLABLE HERE NOW, and it won on measurement. Until 2026-09-20
# this unit was archived un-installed because the second card sat behind B650
# chipset bridges advertising `AtomicOpsCap: Routing-`, which stopped RCCL
# kernel dispatch. The board swap (ProArt B850-Creator WiFi NEO) put both
# cards on CPU GPP root ports — Gen5 x8 each, every bridge Routing+, both
# endpoints ReqEn+ — and the collective-free R4D path runs at TP=2 without
# complaint. The conversation battery (scripts/bench-conversation.py, salted,
# same 10 prompts, 2026-09-20) measured this shape against the incumbent:
# decode geomean 95.8 t/s vs 45.7, mean TTFT 0.21 s vs 0.72 s, and 259 t/s
# aggregate against 4 concurrent streams vs 71.7. Evidence and the llama-side
# caveats: serverAppConfigs-docs/LLM/frank-medium-radiance-mxfp4.md and
# Dual-R9700-Cooperation.md.
#
# DEVICES. /dev/kfd + /dev/dri through the amdgpu/KFD stack; HIP/ROCR device
# indices 0,1 (the two R9700s). The 2 GiB Raphael iGPU enumerates as index 2
# and is excluded both by the index pin and by the upstream MIN_GPU_MIB=8192
# logic this unit replaces. --privileged --ipc=host --security-opt
# seccomp=unconfined --cap-add SYS_PTRACE is the upstream launcher's exact
# podman posture.
#
# MOUNTS. /models (rw checkpoints), the HF cache (tokenizer files),
# /cache (Triton/inductor/aiter/vLLM compile cache — first start compiles for
# several minutes, later starts reuse), /patches (the pinned radiance clone —
# its patches are applied at EVERY container start by the entrypoint), /r4d
# (the patched libr4d build; the image's shipped r4d.so NaNs the
# gated-delta-net and must never be used), and the entrypoint + healthcheck
# scripts and the chat template from this checkout (mounted read-only
# straight out of /home/dank/serverAppConfigs — deploy.sh git-pulls the
# checkout before dispatching).
#
# IMAGE. The unit runs the localhost/-aliased tag: this host's podman quadlet
# path cannot resolve registry-prefixed refs from local storage at create
# time (same as frank-large on dankclaw). deploy-remote.sh pulls the
# docker.io ref and re-tags it before the restart. Pull=never keeps boots off
# the registry.
#
# KEEP IN SYNC: the radiance clone is pinned (e060895...); if it is updated,
# re-diff dankserver/frank-medium/radiance-entrypoint.sh against the new
# serve-mxfp4.sh container command and bump the pin deliberately.
#
# DO NOT name an environment variable TEMP, HOST or GPU_MAX_HEAP_SIZE: the
# HIP runtime reads bare TEMP for its JIT cache path (2026-08-13 incident).
[Unit]
Description=frank-medium — vllm-radiance ParoQuant MXFP6 Swift Qwen3.8-27B on 2x R9700 (gfx1201)
After=network-online.target
[Container]
ContainerName=frank-medium
Image=localhost/radiance-vllm:0.13.0-e060895
# vLLM binds 0.0.0.0:7770 on the host network directly; no PublishPort.
AddDevice=/dev/kfd
AddDevice=/dev/dri
GroupAdd=keep-groups
# The upstream launcher's exact podman posture (rootless; podman-only flags
# like --replace are not needed under systemd management).
PodmanArgs=--privileged --ipc=host --security-opt seccomp=unconfined --cap-add SYS_PTRACE --network=host
# The two R9700s. The Raphael iGPU (index 2, 2 GiB) stays out: shared system
# memory is not a compute target.
Environment=ROCR_VISIBLE_DEVICES=0,1
Environment=HIP_VISIBLE_DEVICES=0,1
# Drafting: the external z-lab DFlash2-FP8 drafter (SPEC_METHOD=dflash). The
# plain-FP8 checkpoint (rollback) carries its own single-layer MTP head, but
# DFlash2 beat MTP self-speculation on decode, so the drafter serves either.
# Chat template: the Qwen-Sharp variant (peculiar-ragdoll v22.5.0) — the terse
# system prompt (opt out per-request with chat_template_kwargs {"terse":
# false}), message.reasoning support (vLLM's thinking field), and the
# tightened tool-call rendering. The predecessor (qwen-sharp-v22.4.0.jinja,
# mounted beside it) remains as the rollback target: flip CHAT_TEMPLATE.
Environment=SNAP=/models/Qwen3.8-27B-PARO-MXFP6
Environment=DRAFTER=/models/Qwen3.8-27B-DFlash2-FP8
Environment=CHAT_TEMPLATE=/templates/qwen-sharp-v22.5.0.jinja
# Fleet identity: the id at /v1/models and in every response body. Every
# client (Hermes, the harness, services.json) points at frank-medium.
Environment=SERVED_NAMES=frank-medium
Environment=PORT=7770
# Fixed 2-card tensor parallel: the tested configuration of the upstream
# repo; the R4D one-shot all-reduce kernel serves it natively.
Environment=TP=2
# Measured production batch shape (upstream README): MAXSEQS 8 peaks
# aggregate throughput at 573 t/s. MAXLEN is the served window (see KV_DTYPE).
Environment=MAXSEQS=8
Environment=CHUNK=8192
Environment=MAXLEN=262144
# MAXLEN is the whole pool shared across the MAXSEQS slots: 8 concurrent
# sessions split 262,144 tokens between them, so a full-window request
# excludes the others until it finishes (vLLM preempts rather than refuses).
# The llama deployment it replaced advertised 327,680 across 2 slots.
#
# VISION WORKS (verified 2026-09-21: a solid red 48x48 PNG is named "Red").
# config.json sets language_model_only=true and there is no separate mmproj,
# but the Qwen3_5ForConditionalGeneration architecture carries the vision tower
# through the Gemma4 merge path and it is not MXFP4-quantized, so vLLM serves
# image input on either checkpoint. harness models.yml keeps frank-medium
# input: [text, image].
# 0.97, down from 0.98: the startup free-memory check (free >= util x 31.86
# GiB) sat ~15 MiB inside the threshold on the 2026-09-26 boot (free 31.21
# GiB vs required 31.22 GiB) — the worker's own HIP context plus the
# amdgpu per-boot baseline is ~690 MiB at check time and that drifts a few
# tens of MiB between boots, so 0.98 crash-looped on every restart. 0.97
# buys ~160 MiB of headroom at the cost of ~5k KV tokens on the
# auto-sized pool.
Environment=GPU_UTIL=0.97
# Speculative decoding: DFlash2 external drafter at depth 7. A/B tested
# against MTP self-speculation (depth 8) on this FP8 checkpoint: DFlash2
# wins on decode (100.0 vs 85.9 t/s geomean, 287.1 vs 179.7 t/s burst-4)
# despite a lower accept length (4.24 vs 5.66) — the small separate drafter
# steps faster than the target's own MTP layer applied autoregressively.
Environment=SPEC_METHOD=dflash
Environment=SPEC=7
# KV cache: 0 = profile the shape (the documented plain-FP8 path's default;
# the upstream docker-compose leaves the pin commented out). The measured pin
# for this shape is 15989735424 (14.89 GiB, upstream, 2x R9700 32GB); after
# the first healthy start, recalibrate with calibrate-kv.sh to use the extra
# VRAM on the 34.2 GiB cards.
Environment=KV_MEM=0
# KV cache dtype: auto = UNQUANTIZED bf16 KV. The experiment: fp8 KV stacked on
# MXFP4's already-quantized W4A8 weights compounds attention precision loss, so
# clean KV should recover output quality. MXFP4's freed weights (19.37 vs 30.9
# GB) buy the pool back — the full 262,144 native window still fits unquantized
# (~290k-token f16 pool > 262,144). Flip to fp8 for the measured 943k-token pool.
Environment=KV_DTYPE=auto
# Checkpoints (rw: nothing downloads at runtime, but vLLM mmaps the shards;
# keep parity with the launcher's rw mount).
Volume=/home/dank/models:/models
# Tokenizer files ride the HF cache; HF_HUB_OFFLINE=1 is set in the
# entrypoint.
Volume=/home/dank/.cache/huggingface:/root/.cache/huggingface
# Compile cache. Keyed on model + stack version + every graph-changing knob;
# never share it across configurations (upstream rule).
Volume=/home/dank/.radiance-cache-mxfp6-013-pq-nqft-fp8s-gnq:/cache
# The pinned radiance clone: patches applied at every container start.
Volume=/home/dank/GitPackages/radiance-vllm-mxfp4:/patches:z
# The patched libr4d (pin b9e42ab + repo extras, key b9e42ab-rx6). The
# image's shipped r4d.so predates the GDN overflow fix and NaNs this model.
Volume=/home/dank/.cache/radiance-libr4d/b9e42ab-rx6:/r4d:z
# Entrypoint + healthcheck from this checkout, mounted read-only.
Volume=/home/dank/serverAppConfigs/dankserver/frank-medium/radiance-entrypoint.sh:/usr/local/bin/frank-medium-entrypoint.sh:ro
Volume=/home/dank/serverAppConfigs/dankserver/frank-medium/frank-medium-healthcheck.py:/usr/local/bin/frank-medium-healthcheck.py:ro
Volume=/home/dank/serverAppConfigs/dankserver/frank-medium/qwen-sharp-v22.4.0.jinja:/templates/qwen-sharp-v22.4.0.jinja:ro
Volume=/home/dank/serverAppConfigs/dankserver/frank-medium/qwen-sharp-v22.5.0.jinja:/templates/qwen-sharp-v22.5.0.jinja:ro
# The entrypoint must be the container command; the image's own entrypoint
# (which the patched script execs at the end) must not run unpatched.
PodmanArgs=--entrypoint /usr/local/bin/frank-medium-entrypoint.sh
# 200 only once the engine serves; during first-start compilation the
# container is legitimately unhealthy. HealthCmd is split on spaces into an
# argv array by the podman 5.x v1 generator, hence the file-based probe.
HealthCmd=python3 /usr/local/bin/frank-medium-healthcheck.py
HealthInterval=60s
HealthTimeout=30s
HealthRetries=3
HealthStartPeriod=1800s
Pull=never
[Service]
# First start compiles Triton/inductor kernels (several minutes) before the
# engine loads ~9.5 GiB of weights per card.
TimeoutStartSec=1800
Restart=on-failure
RestartSec=10
[Install]
WantedBy=default.target
dankserver/frank-medium/qwen-sharp-v22.4.0.jinja
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{%- set template_version = "qwen3.8-froggeric-v22.4.0" %}
{%- set _tool_format = tool_call_format if tool_call_format is defined else 'xml' %}
{%- set image_count = namespace(value=0) %}
{%- set video_count = namespace(value=0) %}
{%- set add_vision_id = add_vision_id if add_vision_id is defined else false %}
{%- set enable_thinking = enable_thinking if enable_thinking is defined else true %}
{%- set auto_disable_thinking_with_tools = auto_disable_thinking_with_tools if auto_disable_thinking_with_tools is defined else false %}
{%- if preserve_reasoning is defined and preserve_reasoning is not none %}
{%- set _preserve_thinking = preserve_reasoning %}
{%- elif preserve_thinking is defined and preserve_thinking is not none %}
{%- set _preserve_thinking = preserve_thinking %}
{%- else %}
{%- set _preserve_thinking = true %}
{%- endif %}
{%- set max_tool_arg_chars = max_tool_arg_chars if max_tool_arg_chars is defined else 0 %}
{%- set max_tool_response_chars = max_tool_response_chars if max_tool_response_chars is defined else 0 %}
{%- set _default_reasoning_effort = 'medium' %}
{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}
{%- set _effort_raw = (reasoning_effort | string | lower) if reasoning_effort is defined and reasoning_effort is not none else _default_reasoning_effort %}
{%- set _initial_thinking = enable_thinking %}
{%- if _effort_raw in ('none', 'off') %}
{%- set _initial_thinking = false %}
{%- set _initial_effort = 'medium' %}
{%- elif _effort_raw in ('minimal', 'low') %}
{%- set _initial_effort = 'low' %}
{%- elif _effort_raw in ('high', 'xhigh', 'max', 'ultracode', 'extreme') %}
{%- set _initial_effort = 'xhigh' %}
{%- else %}
{%- set _initial_effort = 'medium' %}
{%- endif %}
{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort) %}
{%- if auto_disable_thinking_with_tools and _has_tools %}
{%- set ns_state.thinking = false %}
{%- endif %}
{%- for msg in messages %}
{%- if msg.role == 'system' or msg.role == 'developer' or msg.role == 'user' %}
{%- if msg.content is string %}
{%- if '<|think_off|>' in msg.content %}
{%- set ns_state.thinking = false %}
{%- elif '<|think_on|>' in msg.content %}
{%- set ns_state.thinking = true %}
{%- elif '<|think_xhigh|>' in msg.content or '<|think_high|>' in msg.content or '<|think_ultracode|>' in msg.content or '<|think_extreme|>' in msg.content or '<|think_max|>' in msg.content %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'xhigh' %}
{%- elif '<|think_low|>' in msg.content or '<|think_minimal|>' in msg.content %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'low' %}
{%- elif '<|think_medium|>' in msg.content %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'medium' %}
{%- endif %}
{%- elif msg.content is iterable and msg.content is not mapping %}
{%- for item in msg.content %}
{%- if item is string %}
{%- set _item_text = item %}
{%- elif item is mapping and 'text' in item and item.text is string %}
{%- set _item_text = item.text %}
{%- else %}
{%- set _item_text = '' %}
{%- endif %}
{%- if _item_text %}
{%- if '<|think_off|>' in _item_text %}
{%- set ns_state.thinking = false %}
{%- elif '<|think_on|>' in _item_text %}
{%- set ns_state.thinking = true %}
{%- elif '<|think_xhigh|>' in _item_text or '<|think_high|>' in _item_text or '<|think_ultracode|>' in _item_text or '<|think_extreme|>' in _item_text or '<|think_max|>' in _item_text %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'xhigh' %}
{%- elif '<|think_low|>' in _item_text or '<|think_minimal|>' in _item_text %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'low' %}
{%- elif '<|think_medium|>' in _item_text %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'medium' %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- set reasoning_instructions = '' %}
{%- if ns_state.thinking %}
{%- if ns_state.effort == 'xhigh' %}
{%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}
{%- elif ns_state.effort == 'low' %}
{%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}
{%- endif %}
{%- endif %}
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
{%- if content is string %}
{{- content }}
{%- elif content is iterable and content is not mapping %}
{%- for item in content %}
{%- if item is mapping %}
{%- if item.type == 'image' or 'image' in item or 'image_url' in item %}
{%- if is_system_content %}
{{- raise_exception('System message cannot contain images.') }}
{%- endif %}
{%- if do_vision_count %}
{%- set image_count.value = image_count.value + 1 %}
{%- endif %}
{%- if add_vision_id %}
{{- 'Picture ' ~ image_count.value ~ ': ' }}
{%- endif %}
{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
{%- elif item.type == 'video' or 'video' in item %}
{%- if is_system_content %}
{{- raise_exception('System message cannot contain videos.') }}
{%- endif %}
{%- if do_vision_count %}
{%- set video_count.value = video_count.value + 1 %}
{%- endif %}
{%- if add_vision_id %}
{{- 'Video ' ~ video_count.value ~ ': ' }}
{%- endif %}
{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
{%- elif 'text' in item %}
{{- item.text }}
{%- else %}
{{- raise_exception('Unexpected item type in content.') }}
{%- endif %}
{%- else %}
{{- item | string }}
{%- endif %}
{%- endfor %}
{%- elif content is none or content is undefined %}
{{- '' }}
{%- else %}
{{- raise_exception('Unexpected content type.') }}
{%- endif %}
{%- endmacro %}
{%- if not messages %}
{{- raise_exception('No messages provided.') }}
{%- endif %}
{%- set head = namespace(count=0, seen_non_system=false) %}
{%- for message in messages %}
{%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}
{%- if _is_sys and not head.seen_non_system %}
{%- set head.count = head.count + 1 %}
{%- else %}
{%- set head.seen_non_system = true %}
{%- endif %}
{%- endfor %}
{%- set sys_state = namespace(content='') %}
{%- for message in messages[:head.count] %}
{%- set _part = render_content(message.content, false, true) | trim %}
{%- if '<|think_off|>' in _part %}{%- set _part = _part.split('<|think_off|>') | join('') | trim %}{%- endif %}
{%- if '<|think_on|>' in _part %}{%- set _part = _part.split('<|think_on|>') | join('') | trim %}{%- endif %}
{%- if '<|think_xhigh|>' in _part %}{%- set _part = _part.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}
{%- if '<|think_high|>' in _part %}{%- set _part = _part.split('<|think_high|>') | join('') | trim %}{%- endif %}
{%- if '<|think_ultracode|>' in _part %}{%- set _part = _part.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}
{%- if '<|think_extreme|>' in _part %}{%- set _part = _part.split('<|think_extreme|>') | join('') | trim %}{%- endif %}
{%- if '<|think_max|>' in _part %}{%- set _part = _part.split('<|think_max|>') | join('') | trim %}{%- endif %}
{%- if '<|think_medium|>' in _part %}{%- set _part = _part.split('<|think_medium|>') | join('') | trim %}{%- endif %}
{%- if '<|think_low|>' in _part %}{%- set _part = _part.split('<|think_low|>') | join('') | trim %}{%- endif %}
{%- if '<|think_minimal|>' in _part %}{%- set _part = _part.split('<|think_minimal|>') | join('') | trim %}{%- endif %}
{%- if _part %}
{%- if sys_state.content %}
{%- set sys_state.content = sys_state.content ~ '\n\n' ~ _part %}
{%- else %}
{%- set sys_state.content = _part %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- set _sc = sys_state.content %}
{%- set _msgs = messages[head.count:] %}
{%- if ns_state.thinking %}
{%- set _terse_lead = 'Answer directly, after thinking. Lead with the answer, then only what it needs to be correct and usable.' %}
{%- else %}
{%- set _terse_lead = 'Answer directly and concisely. Give the answer with only what it needs to be correct and usable.' %}
{%- endif %}
{%- set _terse_core %}
Never: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you've already made.
Always: keep essential steps, caveats, uncertainties, and specifics — never drop correctness or a needed warning for brevity. Keep the final answer lean. Use the least structure that conveys it (plain prose when short; lists or code only when they earn their place). If genuinely uncertain, say so and explain why — never omit uncertainty for the sake of brevity.
If a user request is genuinely ambiguous, ask a sharp question, don't guess.
{%- endset %}
{%- set _terse = _terse_lead ~ '\n' ~ (_terse_core | trim) %}
{#- `terse` chat-template kwarg: default true, so behaviour is unchanged unless a caller opts out.
Pass {"terse": false} via chat_template_kwargs to serve the model with only its own system
prompt -- useful for A/B-ing the terseness effect, or when a downstream prompt conflicts. #}
{%- set _terse_on = terse if terse is defined else true %}
{%- if _terse_on %}
{%- if not _sc %}
{%- set _sc = _terse | trim %}
{%- else %}
{%- set _sc = (_sc | trim) ~ '\n\n' ~ (_terse | trim) %}
{%- endif %}
{%- endif %}
{%- if _has_tools %}
{{- '<|im_start|>system\n' }}
{%- if reasoning_instructions %}
{{- reasoning_instructions + '\n\n' }}
{%- endif %}
{{- '# Tools\n\nYou have access to the following functions:\n\n<tools>' }}
{%- for tool in tools %}
{{- '\n' }}
{{- tool | tojson }}
{%- endfor %}
{{- '\n</tools>' }}
{%- if _tool_format == 'json' %}
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}{%- if ns_state.thinking %}{{- '<think>\nBrief explanation of tool call\n</think>\n' }}{%- endif %}{{- '<tool_call>\n{"name": "example_function_name", "arguments": {"example_parameter_1": "value_1", "example_parameter_2": "This is the value for the second parameter"}}\n</tool_call>\n\n<IMPORTANT>\nReminder:\n' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: a single JSON object with "name" and "arguments" keys inside <tool_call></tool_call> XML tags.\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\n- The <tool_call> tag MUST be at the very beginning of a new line, with NO spaces or indentation before it.\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
{%- else %}
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}{%- if ns_state.thinking %}{{- '<think>\nBrief explanation of tool call\n</think>\n' }}{%- endif %}{{- '<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n' }}{%- if ns_state.thinking %}{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n' }}{%- endif %}{{- '- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags.\n- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY' }}{%- if ns_state.thinking %}{{- ' after thinking' }}{%- endif %}{{- ', with NO conversational text before it.\n- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
{%- endif %}
{%- if _sc %}
{{- '\n\n' + _sc }}
{%- endif %}
{{- '<|im_end|>\n' }}
{%- else %}
{%- if _sc %}
{{- '<|im_start|>system\n' + (reasoning_instructions + '\n\n' if reasoning_instructions else '') + _sc + '<|im_end|>\n' }}
{%- elif reasoning_instructions %}
{{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- set _last_idx = _msgs | length - 1 %}
{%- set ns = namespace(multi_step_tool=true, last_query_index=_last_idx) %}
{%- for message in _msgs[::-1] %}
{%- set index = (_msgs | length - 1) - loop.index0 %}
{%- if ns.multi_step_tool and message.role == 'user' %}
{%- set _rc = render_content(message.content, false) | trim %}
{%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}
{%- set ns.multi_step_tool = false %}
{%- set ns.last_query_index = index %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- if ns.multi_step_tool %}
{%- if _last_idx > 50 %}
{%- set ns.last_query_index = _last_idx %}
{%- else %}
{%- set ns.last_query_index = 0 %}
{%- endif %}
{%- endif %}
{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}
{%- for message in _msgs %}
{%- set is_system = (message.role == "system" or message.role == "developer") %}
{%- set content = render_content(message.content, true, is_system) | trim %}
{%- if is_system or message.role == 'user' %}
{%- if '<|think_off|>' in content %}{%- set content = content.split('<|think_off|>') | join('') | trim %}{%- endif %}
{%- if '<|think_on|>' in content %}{%- set content = content.split('<|think_on|>') | join('') | trim %}{%- endif %}
{%- if '<|think_xhigh|>' in content %}{%- set content = content.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}
{%- if '<|think_high|>' in content %}{%- set content = content.split('<|think_high|>') | join('') | trim %}{%- endif %}
{%- if '<|think_ultracode|>' in content %}{%- set content = content.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}
{%- if '<|think_extreme|>' in content %}{%- set content = content.split('<|think_extreme|>') | join('') | trim %}{%- endif %}
{%- if '<|think_max|>' in content %}{%- set content = content.split('<|think_max|>') | join('') | trim %}{%- endif %}
{%- if '<|think_medium|>' in content %}{%- set content = content.split('<|think_medium|>') | join('') | trim %}{%- endif %}
{%- if '<|think_low|>' in content %}{%- set content = content.split('<|think_low|>') | join('') | trim %}{%- endif %}
{%- if '<|think_minimal|>' in content %}{%- set content = content.split('<|think_minimal|>') | join('') | trim %}{%- endif %}
{%- endif %}
{%- if is_system %}
{{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
{%- elif message.role == 'user' %}
{%- set ns2.consecutive_failures = 0 %}
{{- '<|im_start|>user\n' + content + '<|im_end|>\n' }}
{%- elif message.role == 'assistant' %}
{%- set reasoning_content = '' %}
{%- set _explicit_reasoning = '' %}
{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
{%- if message.reasoning_content is string %}
{%- set _explicit_reasoning = message.reasoning_content %}
{%- else %}
{%- set _explicit_reasoning = message.reasoning_content | string %}
{%- endif %}
{%- elif message.thinking is defined and message.thinking is not none %}
{%- if message.thinking is string %}
{%- set _explicit_reasoning = message.thinking %}
{%- else %}
{%- set _explicit_reasoning = message.thinking | string %}
{%- endif %}
{%- elif message.reasoning is defined and message.reasoning is not none %}
{%- if message.reasoning is string %}
{%- set _explicit_reasoning = message.reasoning %}
{%- else %}
{%- set _explicit_reasoning = message.reasoning | string %}
{%- endif %}
{%- endif %}
{%- if _explicit_reasoning %}
{%- set _lead_end = '' %}
{%- if content.startswith('<think>') and '</think>' in content %}
{%- set _lead_end = '</think>' %}
{%- elif content.startswith('<thinking>') and '</thinking>' in content %}
{%- set _lead_end = '</thinking>' %}
{%- elif content.startswith('</think>') %}
{%- set _lead_end = '</think>' %}
{%- elif content.startswith('</thinking>') %}
{%- set _lead_end = '</thinking>' %}
{%- endif %}
{%- if _lead_end %}
{%- set content = content.split(_lead_end)[-1].lstrip('\n') %}
{%- endif %}
{%- set reasoning_content = _explicit_reasoning %}
{%- else %}
{%- set _think_end = '' %}
{%- if content.startswith('</think>') %}
{%- set _think_end = '</think>' %}
{%- elif content.startswith('</thinking>') %}
{%- set _think_end = '</thinking>' %}
{%- elif '\n</think>' in content %}
{%- set _think_end = '\n</think>' %}
{%- elif '\n</thinking>' in content %}
{%- set _think_end = '\n</thinking>' %}
{%- elif '\n</ think>' in content %}
{%- set _think_end = '\n</ think>' %}
{%- elif '\n</think >' in content %}
{%- set _think_end = '\n</think >' %}
{%- elif content.startswith('<think>') and '</think>' in content %}
{%- set _think_end = '</think>' %}
{%- elif content.startswith('<thinking>') and '</thinking>' in content %}
{%- set _think_end = '</thinking>' %}
{%- endif %}
{%- if _think_end %}
{%- if 'thinking' in _think_end %}
{%- set _think_start = '<thinking>' %}
{%- else %}
{%- set _think_start = '<think>' %}
{%- endif %}
{%- set reasoning_content = content.split(_think_end)[0].rstrip('\n') %}
{%- if _think_start in reasoning_content %}
{%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\n') %}
{%- endif %}
{%- set content = content.split(_think_end)[-1].lstrip('\n') %}
{%- endif %}
{%- endif %}
{%- set reasoning_content = reasoning_content | trim %}
{%- if (_preserve_thinking or loop.index0 > ns.last_query_index) %}
{{- '<|im_start|>assistant\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
{%- else %}
{{- '<|im_start|>assistant\n' + content }}
{%- endif %}
{%- if message.tool_calls is defined and message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
{%- for tool_call in message.tool_calls %}
{%- if tool_call.function is defined and tool_call.function is not none %}
{%- set tc = tool_call.function %}
{%- else %}
{%- set tc = tool_call %}
{%- endif %}
{%- set tc_name = tc.name if (tc.name is defined and tc.name is not none) else '' %}
{%- if _tool_format == 'json' %}
{%- if loop.first %}
{%- if content | trim %}
{{- '\n\n' }}
{%- endif %}
{%- else %}
{{- '\n' }}
{%- endif %}
{%- set _args = '{}' %}
{%- if tc.arguments is defined and tc.arguments is not none %}
{%- if tc.arguments is mapping %}
{%- set _args = tc.arguments | tojson %}
{%- elif tc.arguments is string %}
{%- if tc.arguments %}
{%- set _args = tc.arguments %}
{%- endif %}
{%- else %}
{%- set _args = tc.arguments | tojson %}
{%- endif %}
{%- endif %}
{{- '<tool_call>\n{"name": ' }}{{- tc_name | tojson }}{{- ', "arguments": ' }}{{- _args }}{{- '}\n</tool_call>' }}
{%- else %}
{%- if loop.first %}
{%- if content | trim %}
{{- '\n\n<tool_call>\n<function=' + tc_name + '>\n' }}
{%- else %}
{{- '<tool_call>\n<function=' + tc_name + '>\n' }}
{%- endif %}
{%- else %}
{{- '\n<tool_call>\n<function=' + tc_name + '>\n' }}
{%- endif %}
{%- if tc.arguments is defined and tc.arguments is not none %}
{%- if tc.arguments is mapping %}
{%- for args_name, args_value in tc.arguments.items() %}
{{- '<parameter=' + args_name + '>\n' }}
{%- if args_value is string %}
{%- set _av = args_value %}
{%- else %}
{%- set _av = args_value | tojson %}
{%- endif %}
{%- if max_tool_arg_chars > 0 and _av | length > max_tool_arg_chars %}
{{- _av[:max_tool_arg_chars] + '\n[TRUNCATED - original length ' ~ (_av | length | string) ~ ' chars]' }}
{%- else %}
{{- _av }}
{%- endif %}
{{- '\n</parameter>\n' }}
{%- endfor %}
{%- else %}
{%- if tc.arguments is string %}
{%- set _raw_args = tc.arguments %}
{%- else %}
{%- set _raw_args = tc.arguments | tojson %}
{%- endif %}
{%- if _raw_args %}
{%- if max_tool_arg_chars > 0 and _raw_args | length > max_tool_arg_chars %}
{{- _raw_args[:max_tool_arg_chars] + '\n[TRUNCATED - original length ' ~ (_raw_args | length | string) ~ ' chars]' }}
{%- else %}
{{- _raw_args }}
{%- endif %}
{%- endif %}
{%- endif %}
{%- endif %}
{{- '</function>\n</tool_call>' }}
{%- endif %}
{%- endfor %}
{%- endif %}
{{- '<|im_end|>\n' }}
{%- elif message.role == 'tool' %}
{%- set _content_lower = content | lower %}
{%- set _content_head = _content_lower[:120] %}
{%- set _is_code_or_grep = ('throw new ' in _content_lower or 'throw error' in _content_lower or 'console.error' in _content_lower or 'logger.error' in _content_lower or 'logging.error' in _content_lower or 'import ' in _content_head or 'def ' in _content_head or 'function ' in _content_head) %}
{%- set _exit_code_zero = ('exit code: 0' in _content_head or 'process exited with code 0' in _content_head) %}
{%- set _error_field_ok = ('"error": null' in _content_head or '"error":null' in _content_head or '"error": false' in _content_head or '"error":false' in _content_head or '"error": ""' in _content_head or '"error":""' in _content_head) %}
{%- set _strong_error = (('"error":' in _content_head and not _error_field_ok) or '"status": "error"' in _content_head or '"status":"error"' in _content_head or 'traceback (most recent call last):' in _content_head or 'command not found' in _content_head or 'invalid syntax' in _content_head or 'fatal:' in _content_head or (('exit code: ' in _content_head or 'process exited with code' in _content_head) and not _exit_code_zero) or _content_head.startswith('exception:') or _content_head.startswith('failed to ')) %}
{%- set _weak_error = ('error:' in _content_head or 'err!' in _content_head) %}
{%- set _weak_suppressed = ('$ ' in _content_head or 'took ' in _content_head or content | length >= 600) %}
{%- if not _is_code_or_grep and (_strong_error or (_weak_error and not _weak_suppressed)) %}
{%- set ns2.consecutive_failures = ns2.consecutive_failures + 1 %}
{%- else %}
{%- set ns2.consecutive_failures = 0 %}
{%- endif %}
{%- if ns2.prev_role != 'tool' %}
{{- '<|im_start|>user' }}
{%- endif %}
{%- if _tool_format != 'json' and max_tool_response_chars > 0 and content | length > max_tool_response_chars %}
{%- set content = content[:max_tool_response_chars] + '\n[TRUNCATED - original length ' ~ (content | length | string) ~ ' chars]' %}
{%- endif %}
{{- '\n<tool_response>\n' + content }}
{%- if ns2.consecutive_failures >= 2 %}
{{- '\n\n⚠️ SYSTEM WARNING: ' ~ ns2.consecutive_failures ~ ' consecutive tool errors detected. Your previous approach is incorrect. You MUST use a fundamentally different approach or corrected arguments.' }}
{%- elif ns2.consecutive_failures == 1 %}
{{- '\n\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with completely corrected arguments.' }}
{%- endif %}
{{- '\n</tool_response>' }}
{%- if loop.last %}
{{- '<|im_end|>\n' }}
{%- else %}
{%- set _next_role = _msgs[loop.index0 + 1].role %}
{%- if _next_role != 'tool' %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- else %}
{{- '<|im_start|>user\n[' + message.role + ']: ' + content + '<|im_end|>\n' }}
{%- endif %}
{%- set ns2.prev_role = message.role %}
{%- endfor %}
{%- if add_generation_prompt %}
{{- '<|im_start|>assistant\n' }}
{%- if not ns_state.thinking %}
{{- '<think>\n\n</think>\n\n' }}
{%- else %}
{{- '<think>\n' }}
{%- endif %}
{%- endif %}
dankserver/frank-medium/qwen-sharp-v22.5.0.jinja
-488
View File
@@ -1,488 +0,0 @@
{%- set template_version = "qwen3.8-froggeric-v22.5.0" %}
{%- set _tool_format = tool_call_format if tool_call_format is defined else 'xml' %}
{%- set image_count = namespace(value=0) %}
{%- set video_count = namespace(value=0) %}
{%- set add_vision_id = add_vision_id if add_vision_id is defined else false %}
{%- set enable_thinking = enable_thinking if enable_thinking is defined else true %}
{%- set auto_disable_thinking_with_tools = auto_disable_thinking_with_tools if auto_disable_thinking_with_tools is defined else false %}
{%- if preserve_reasoning is defined and preserve_reasoning is not none %}
{%- set _preserve_thinking = preserve_reasoning %}
{%- elif preserve_thinking is defined and preserve_thinking is not none %}
{%- set _preserve_thinking = preserve_thinking %}
{%- else %}
{%- set _preserve_thinking = true %}
{%- endif %}
{%- set max_tool_arg_chars = max_tool_arg_chars if max_tool_arg_chars is defined else 0 %}
{%- set max_tool_response_chars = max_tool_response_chars if max_tool_response_chars is defined else 0 %}
{%- set _default_reasoning_effort = 'medium' %}
{%- set _has_tools = (tools is defined and tools and tools is iterable and tools is not mapping) %}
{%- set _effort_raw = (reasoning_effort | string | lower) if reasoning_effort is defined and reasoning_effort is not none else _default_reasoning_effort %}
{%- set _initial_thinking = enable_thinking %}
{%- if _effort_raw in ('none', 'off') %}
{%- set _initial_thinking = false %}
{%- set _initial_effort = 'medium' %}
{%- elif _effort_raw in ('minimal', 'low') %}
{%- set _initial_effort = 'low' %}
{%- elif _effort_raw in ('high', 'xhigh', 'max', 'ultracode', 'extreme') %}
{%- set _initial_effort = 'xhigh' %}
{%- else %}
{%- set _initial_effort = 'medium' %}
{%- endif %}
{%- set ns_state = namespace(thinking=_initial_thinking, effort=_initial_effort) %}
{%- if auto_disable_thinking_with_tools and _has_tools %}
{%- set ns_state.thinking = false %}
{%- endif %}
{%- for msg in messages %}
{%- if msg.role == 'system' or msg.role == 'developer' or msg.role == 'user' %}
{%- if msg.content is string %}
{%- if '<|think_off|>' in msg.content %}
{%- set ns_state.thinking = false %}
{%- elif '<|think_on|>' in msg.content %}
{%- set ns_state.thinking = true %}
{%- elif '<|think_xhigh|>' in msg.content or '<|think_high|>' in msg.content or '<|think_ultracode|>' in msg.content or '<|think_extreme|>' in msg.content or '<|think_max|>' in msg.content %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'xhigh' %}
{%- elif '<|think_low|>' in msg.content or '<|think_minimal|>' in msg.content %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'low' %}
{%- elif '<|think_medium|>' in msg.content %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'medium' %}
{%- endif %}
{%- elif msg.content is iterable and msg.content is not mapping %}
{%- for item in msg.content %}
{%- if item is string %}
{%- set _item_text = item %}
{%- elif item is mapping and 'text' in item and item.text is string %}
{%- set _item_text = item.text %}
{%- else %}
{%- set _item_text = '' %}
{%- endif %}
{%- if _item_text %}
{%- if '<|think_off|>' in _item_text %}
{%- set ns_state.thinking = false %}
{%- elif '<|think_on|>' in _item_text %}
{%- set ns_state.thinking = true %}
{%- elif '<|think_xhigh|>' in _item_text or '<|think_high|>' in _item_text or '<|think_ultracode|>' in _item_text or '<|think_extreme|>' in _item_text or '<|think_max|>' in _item_text %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'xhigh' %}
{%- elif '<|think_low|>' in _item_text or '<|think_minimal|>' in _item_text %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'low' %}
{%- elif '<|think_medium|>' in _item_text %}
{%- set ns_state.thinking = true %}
{%- set ns_state.effort = 'medium' %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- set reasoning_instructions = '' %}
{%- if ns_state.thinking %}
{%- if ns_state.effort == 'xhigh' %}
{%- set reasoning_instructions = 'Reasoning effort is set to xhigh. Please think carefully through the task, validate key assumptions, consider plausible alternatives, and prioritize correctness, consistency, and clarity in the final answer.' %}
{%- elif ns_state.effort == 'low' %}
{%- set reasoning_instructions = 'Reasoning effort is set to low. Keep your thinking brief and focused, moving directly to the conclusion without unnecessary elaboration.' %}
{%- endif %}
{%- endif %}
{%- macro render_content(content, do_vision_count, is_system_content=false) %}
{%- if content is string %}
{{- content }}
{%- elif content is iterable and content is not mapping %}
{%- for item in content %}
{%- if item is mapping %}
{%- if item.type == 'image' or 'image' in item or 'image_url' in item %}
{%- if is_system_content %}
{{- raise_exception('System message cannot contain images.') }}
{%- endif %}
{%- if do_vision_count %}
{%- set image_count.value = image_count.value + 1 %}
{%- endif %}
{%- if add_vision_id %}
{{- 'Picture ' ~ image_count.value ~ ': ' }}
{%- endif %}
{{- '<|vision_start|><|image_pad|><|vision_end|>' }}
{%- elif item.type == 'video' or 'video' in item or 'video_url' in item %}
{%- if is_system_content %}
{{- raise_exception('System message cannot contain videos.') }}
{%- endif %}
{%- if do_vision_count %}
{%- set video_count.value = video_count.value + 1 %}
{%- endif %}
{%- if add_vision_id %}
{{- 'Video ' ~ video_count.value ~ ': ' }}
{%- endif %}
{{- '<|vision_start|><|video_pad|><|vision_end|>' }}
{%- elif 'text' in item %}
{{- item.text }}
{%- else %}
{{- raise_exception('Unexpected item type in content.') }}
{%- endif %}
{%- else %}
{{- item | string }}
{%- endif %}
{%- endfor %}
{%- elif content is none or content is undefined %}
{{- '' }}
{%- else %}
{{- raise_exception('Unexpected content type.') }}
{%- endif %}
{%- endmacro %}
{%- if not messages %}
{{- raise_exception('No messages provided.') }}
{%- endif %}
{%- set head = namespace(count=0, seen_non_system=false) %}
{%- for message in messages %}
{%- set _is_sys = (message.role == 'system' or message.role == 'developer') %}
{%- if _is_sys and not head.seen_non_system %}
{%- set head.count = head.count + 1 %}
{%- else %}
{%- set head.seen_non_system = true %}
{%- endif %}
{%- endfor %}
{%- set sys_state = namespace(content='') %}
{%- for message in messages[:head.count] %}
{%- set _part = render_content(message.content, false, true) | trim %}
{%- if '<|think_off|>' in _part %}{%- set _part = _part.split('<|think_off|>') | join('') | trim %}{%- endif %}
{%- if '<|think_on|>' in _part %}{%- set _part = _part.split('<|think_on|>') | join('') | trim %}{%- endif %}
{%- if '<|think_xhigh|>' in _part %}{%- set _part = _part.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}
{%- if '<|think_high|>' in _part %}{%- set _part = _part.split('<|think_high|>') | join('') | trim %}{%- endif %}
{%- if '<|think_ultracode|>' in _part %}{%- set _part = _part.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}
{%- if '<|think_extreme|>' in _part %}{%- set _part = _part.split('<|think_extreme|>') | join('') | trim %}{%- endif %}
{%- if '<|think_max|>' in _part %}{%- set _part = _part.split('<|think_max|>') | join('') | trim %}{%- endif %}
{%- if '<|think_medium|>' in _part %}{%- set _part = _part.split('<|think_medium|>') | join('') | trim %}{%- endif %}
{%- if '<|think_low|>' in _part %}{%- set _part = _part.split('<|think_low|>') | join('') | trim %}{%- endif %}
{%- if '<|think_minimal|>' in _part %}{%- set _part = _part.split('<|think_minimal|>') | join('') | trim %}{%- endif %}
{%- if _part %}
{%- if sys_state.content %}
{%- set sys_state.content = sys_state.content ~ '\n\n' ~ _part %}
{%- else %}
{%- set sys_state.content = _part %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- set _sc = sys_state.content %}
{%- set _msgs = messages[head.count:] %}
{%- if ns_state.thinking %}
{%- set _terse_lead = 'Answer directly, after thinking. Lead with the answer, then only what it needs to be correct and usable.' %}
{%- else %}
{%- set _terse_lead = 'Answer directly and concisely. Give the answer with only what it needs to be correct and usable.' %}
{%- endif %}
{%- set _terse_core %}
Never: open with preamble or pleasantries; restate the question; add filler transitions; hedge with niceties; or repeat a point you've already made.
Always: keep essential steps, caveats, uncertainties, and specifics — never drop correctness or a needed warning for brevity. Keep the final answer lean. Use the least structure that conveys it (plain prose when short; lists or code only when they earn their place). If genuinely uncertain, say so and explain why — never omit uncertainty for the sake of brevity.
If a user request is genuinely ambiguous, ask a sharp question, don't guess.
{%- endset %}
{%- set _terse = _terse_lead ~ '\n' ~ (_terse_core | trim) %}
{#- `terse` chat-template kwarg: default true, so behaviour is unchanged unless a caller opts out.
Pass {"terse": false} via chat_template_kwargs to serve the model with only its own system
prompt -- useful for A/B-ing the terseness effect, or when a downstream prompt conflicts. #}
{%- set _terse_on = terse if terse is defined else true %}
{%- if _terse_on %}
{%- if not _sc %}
{%- set _sc = _terse | trim %}
{%- else %}
{%- set _sc = (_sc | trim) ~ '\n\n' ~ (_terse | trim) %}
{%- endif %}
{%- endif %}
{#- Some runtimes (LM Studio's MLX backend) have no native tool-call parser and prepend their own
protocol into the system content. Emitting ours as well gives the model two contradictory tool
protocols and it follows one at random. Detect that marker and stand down; the
`suppress_tool_instructions` kwarg overrides either way where a runtime can pass template kwargs. #}
{%- set _runtime_tool_protocol = (_sc is defined and _sc and '[TOOL_REQUEST]' in _sc) %}
{%- set _suppress_tools = suppress_tool_instructions if suppress_tool_instructions is defined else _runtime_tool_protocol %}
{%- if _has_tools and not _suppress_tools %}
{{- '<|im_start|>system\n' }}
{%- if reasoning_instructions %}
{{- reasoning_instructions + '\n\n' }}
{%- endif %}
{{- '# Tools\n\nYou have access to the following functions:\n\n<tools>' }}
{%- for tool in tools %}
{{- '\n' }}
{{- tool | tojson }}
{%- endfor %}
{{- '\n</tools>' }}
{%- if _tool_format == 'json' %}
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}
{%- if ns_state.thinking %}
{{- '<think>\nBrief explanation of tool call\n</think>\n' }}
{%- endif %}
{{- '<tool_call>\n{"name": "example_function_name", "arguments": {"example_parameter_1": "value_1", "example_parameter_2": "This is the value for the second parameter"}}\n</tool_call>\n\n<IMPORTANT>\nReminder:\n' }}
{%- if ns_state.thinking %}
{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n' }}
{%- endif %}
{{- '- Function calls MUST follow the specified format: a single JSON object with "name" and "arguments" keys inside <tool_call></tool_call> XML tags.\n' }}
{%- if ns_state.thinking %}
{{- '- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY after thinking, with NO conversational text before it.\n' }}
{%- else %}
{{- '- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY, with NO conversational text before it.\n' }}
{%- endif %}
{{- '- The <tool_call> tag MUST be at the very beginning of a new line, with NO spaces or indentation before it.\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
{%- else %}
{{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n' }}
{%- if ns_state.thinking %}
{{- '<think>\nBrief explanation of tool call\n</think>\n' }}
{%- endif %}
{{- '<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n' }}
{%- if ns_state.thinking %}
{{- '- You can use the <think></think> block to plan your next tool call OR to synthesize data and formulate your final response to the user.\n- ALL explanation and reasoning MUST be placed strictly inside the <think></think> block.\n' }}
{%- endif %}
{{- '- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags.\n' }}
{%- if ns_state.thinking %}
{{- '- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY after thinking, with NO conversational text before it.\n' }}
{%- else %}
{{- '- If you choose to call a tool, you MUST output the <tool_call> block IMMEDIATELY, with NO conversational text before it.\n' }}
{%- endif %}
{{- '- The <tool_call> and <function> tags MUST be at the very beginning of a new line, with NO spaces or indentation before them.\n- To call multiple functions, output a separate, completely closed <tool_call></tool_call> block for EACH function. Do NOT nest <tool_call> blocks.\n- If you have all necessary data, provide your final answer directly to the user without any tool call.\n</IMPORTANT>' }}
{%- endif %}
{%- if _sc %}
{{- '\n\n' + _sc }}
{%- endif %}
{{- '<|im_end|>\n' }}
{%- else %}
{%- if _sc %}
{{- '<|im_start|>system\n' + (reasoning_instructions + '\n\n' if reasoning_instructions else '') + _sc + '<|im_end|>\n' }}
{%- elif reasoning_instructions %}
{{- '<|im_start|>system\n' + reasoning_instructions + '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- set _last_idx = _msgs | length - 1 %}
{%- set ns = namespace(multi_step_tool=true, last_query_index=_last_idx) %}
{%- for message in _msgs[::-1] %}
{%- set index = (_msgs | length - 1) - loop.index0 %}
{%- if ns.multi_step_tool and message.role == 'user' %}
{%- set _rc = render_content(message.content, false) | trim %}
{%- if not (_rc.startswith('<tool_response>') and _rc.endswith('</tool_response>')) %}
{%- set ns.multi_step_tool = false %}
{%- set ns.last_query_index = index %}
{%- endif %}
{%- endif %}
{%- endfor %}
{%- if ns.multi_step_tool %}
{%- if _last_idx > 50 %}
{%- set ns.last_query_index = _last_idx %}
{%- else %}
{%- set ns.last_query_index = 0 %}
{%- endif %}
{%- endif %}
{%- set ns2 = namespace(prev_role='', consecutive_failures=0) %}
{%- for message in _msgs %}
{%- set is_system = (message.role == "system" or message.role == "developer") %}
{%- set content = render_content(message.content, true, is_system) | trim %}
{%- if is_system or message.role == 'user' %}
{%- if '<|think_off|>' in content %}{%- set content = content.split('<|think_off|>') | join('') | trim %}{%- endif %}
{%- if '<|think_on|>' in content %}{%- set content = content.split('<|think_on|>') | join('') | trim %}{%- endif %}
{%- if '<|think_xhigh|>' in content %}{%- set content = content.split('<|think_xhigh|>') | join('') | trim %}{%- endif %}
{%- if '<|think_high|>' in content %}{%- set content = content.split('<|think_high|>') | join('') | trim %}{%- endif %}
{%- if '<|think_ultracode|>' in content %}{%- set content = content.split('<|think_ultracode|>') | join('') | trim %}{%- endif %}
{%- if '<|think_extreme|>' in content %}{%- set content = content.split('<|think_extreme|>') | join('') | trim %}{%- endif %}
{%- if '<|think_max|>' in content %}{%- set content = content.split('<|think_max|>') | join('') | trim %}{%- endif %}
{%- if '<|think_medium|>' in content %}{%- set content = content.split('<|think_medium|>') | join('') | trim %}{%- endif %}
{%- if '<|think_low|>' in content %}{%- set content = content.split('<|think_low|>') | join('') | trim %}{%- endif %}
{%- if '<|think_minimal|>' in content %}{%- set content = content.split('<|think_minimal|>') | join('') | trim %}{%- endif %}
{%- endif %}
{%- if is_system %}
{{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
{%- elif message.role == 'user' %}
{%- set ns2.consecutive_failures = 0 %}
{{- '<|im_start|>user\n' + content + '<|im_end|>\n' }}
{%- elif message.role == 'assistant' %}
{%- set reasoning_content = '' %}
{%- set _explicit_reasoning = '' %}
{%- if message.reasoning_content is defined and message.reasoning_content is not none %}
{%- if message.reasoning_content is string %}
{%- set _explicit_reasoning = message.reasoning_content %}
{%- else %}
{%- set _explicit_reasoning = message.reasoning_content | string %}
{%- endif %}
{%- elif message.thinking is defined and message.thinking is not none %}
{%- if message.thinking is string %}
{%- set _explicit_reasoning = message.thinking %}
{%- else %}
{%- set _explicit_reasoning = message.thinking | string %}
{%- endif %}
{%- elif message.reasoning is defined and message.reasoning is not none %}
{%- if message.reasoning is string %}
{%- set _explicit_reasoning = message.reasoning %}
{%- else %}
{%- set _explicit_reasoning = message.reasoning | string %}
{%- endif %}
{%- endif %}
{%- if _explicit_reasoning %}
{%- set _lead_end = '' %}
{%- if content.startswith('<think>') and '</think>' in content %}
{%- set _lead_end = '</think>' %}
{%- elif content.startswith('<thinking>') and '</thinking>' in content %}
{%- set _lead_end = '</thinking>' %}
{%- elif content.startswith('</think>') %}
{%- set _lead_end = '</think>' %}
{%- elif content.startswith('</thinking>') %}
{%- set _lead_end = '</thinking>' %}
{%- endif %}
{%- if _lead_end %}
{%- set content = content.split(_lead_end)[-1].lstrip('\n') %}
{%- endif %}
{%- set reasoning_content = _explicit_reasoning %}
{%- else %}
{%- set _think_end = '' %}
{%- if content.startswith('</think>') %}
{%- set _think_end = '</think>' %}
{%- elif content.startswith('</thinking>') %}
{%- set _think_end = '</thinking>' %}
{%- elif '\n</think>' in content %}
{%- set _think_end = '\n</think>' %}
{%- elif '\n</thinking>' in content %}
{%- set _think_end = '\n</thinking>' %}
{%- elif '\n</ think>' in content %}
{%- set _think_end = '\n</ think>' %}
{%- elif '\n</think >' in content %}
{%- set _think_end = '\n</think >' %}
{%- elif content.startswith('<think>') and '</think>' in content %}
{%- set _think_end = '</think>' %}
{%- elif content.startswith('<thinking>') and '</thinking>' in content %}
{%- set _think_end = '</thinking>' %}
{%- endif %}
{%- if _think_end %}
{%- if 'thinking' in _think_end %}
{%- set _think_start = '<thinking>' %}
{%- else %}
{%- set _think_start = '<think>' %}
{%- endif %}
{%- set reasoning_content = content.split(_think_end)[0].rstrip('\n') %}
{%- if _think_start in reasoning_content %}
{%- set reasoning_content = reasoning_content.split(_think_start)[-1].lstrip('\n') %}
{%- endif %}
{%- set content = content.split(_think_end)[-1].lstrip('\n') %}
{%- endif %}
{%- endif %}
{%- set reasoning_content = reasoning_content | trim %}
{%- if (_preserve_thinking or loop.index0 > ns.last_query_index) %}
{{- '<|im_start|>assistant\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
{%- else %}
{{- '<|im_start|>assistant\n' + content }}
{%- endif %}
{%- if message.tool_calls is defined and message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
{%- for tool_call in message.tool_calls %}
{%- if tool_call.function is defined and tool_call.function is not none %}
{%- set tc = tool_call.function %}
{%- else %}
{%- set tc = tool_call %}
{%- endif %}
{%- set tc_name = tc.name if (tc.name is defined and tc.name is not none) else '' %}
{%- if _tool_format == 'json' %}
{%- if loop.first %}
{%- if content | trim %}
{{- '\n\n' }}
{%- endif %}
{%- else %}
{{- '\n' }}
{%- endif %}
{%- set _args = '{}' %}
{%- if tc.arguments is defined and tc.arguments is not none %}
{%- if tc.arguments is mapping %}
{%- set _args = tc.arguments | tojson %}
{%- elif tc.arguments is string %}
{%- if tc.arguments %}
{%- set _args = tc.arguments %}
{%- endif %}
{%- else %}
{%- set _args = tc.arguments | tojson %}
{%- endif %}
{%- endif %}
{{- '<tool_call>\n{"name": ' }}{{- tc_name | tojson }}{{- ', "arguments": ' }}{{- _args }}{{- '}\n</tool_call>' }}
{%- else %}
{%- if loop.first %}
{%- if content | trim %}
{{- '\n\n<tool_call>\n<function=' + tc_name + '>\n' }}
{%- else %}
{{- '<tool_call>\n<function=' + tc_name + '>\n' }}
{%- endif %}
{%- else %}
{{- '\n<tool_call>\n<function=' + tc_name + '>\n' }}
{%- endif %}
{%- if tc.arguments is defined and tc.arguments is not none %}
{%- if tc.arguments is mapping %}
{%- for args_name, args_value in tc.arguments.items() %}
{{- '<parameter=' + args_name + '>\n' }}
{%- if args_value is string %}
{%- set _av = args_value %}
{%- else %}
{%- set _av = args_value | tojson %}
{%- endif %}
{%- if max_tool_arg_chars > 0 and _av | length > max_tool_arg_chars %}
{{- _av[:max_tool_arg_chars] + '\n[TRUNCATED - original length ' ~ (_av | length | string) ~ ' chars]' }}
{%- else %}
{{- _av }}
{%- endif %}
{{- '\n</parameter>\n' }}
{%- endfor %}
{%- else %}
{%- if tc.arguments is string %}
{%- set _raw_args = tc.arguments %}
{%- else %}
{%- set _raw_args = tc.arguments | tojson %}
{%- endif %}
{%- if _raw_args %}
{%- if max_tool_arg_chars > 0 and _raw_args | length > max_tool_arg_chars %}
{{- _raw_args[:max_tool_arg_chars] + '\n[TRUNCATED - original length ' ~ (_raw_args | length | string) ~ ' chars]' }}
{%- else %}
{{- _raw_args }}
{%- endif %}
{%- endif %}
{%- endif %}
{%- endif %}
{{- '</function>\n</tool_call>' }}
{%- endif %}
{%- endfor %}
{%- endif %}
{{- '<|im_end|>\n' }}
{%- elif message.role == 'tool' %}
{%- set _content_lower = content | lower %}
{%- set _content_head = _content_lower[:120] %}
{%- set _is_code_or_grep = ('throw new ' in _content_lower or 'throw error' in _content_lower or 'console.error' in _content_lower or 'logger.error' in _content_lower or 'logging.error' in _content_lower or 'import ' in _content_head or 'def ' in _content_head or 'function ' in _content_head) %}
{%- set _exit_code_zero = ('exit code: 0' in _content_head or 'process exited with code 0' in _content_head) %}
{%- set _error_field_ok = ('"error": null' in _content_head or '"error":null' in _content_head or '"error": false' in _content_head or '"error":false' in _content_head or '"error": ""' in _content_head or '"error":""' in _content_head) %}
{%- set _strong_error = (('"error":' in _content_head and not _error_field_ok) or '"status": "error"' in _content_head or '"status":"error"' in _content_head or 'traceback (most recent call last):' in _content_head or 'command not found' in _content_head or 'invalid syntax' in _content_head or 'fatal:' in _content_head or (('exit code: ' in _content_head or 'process exited with code' in _content_head) and not _exit_code_zero) or _content_head.startswith('exception:') or _content_head.startswith('failed to ')) %}
{%- set _weak_error = ('error:' in _content_head or 'err!' in _content_head) %}
{%- set _weak_suppressed = ('$ ' in _content_head or 'took ' in _content_head or content | length >= 600) %}
{%- if not _is_code_or_grep and (_strong_error or (_weak_error and not _weak_suppressed)) %}
{%- set ns2.consecutive_failures = ns2.consecutive_failures + 1 %}
{%- else %}
{%- set ns2.consecutive_failures = 0 %}
{%- endif %}
{%- if ns2.prev_role != 'tool' %}
{{- '<|im_start|>user' }}
{%- endif %}
{%- set _is_json_payload = (_tool_format == 'json' and content | trim | length > 0 and (content | trim)[:1] in ('{', '[')) %}
{%- if not _is_json_payload and max_tool_response_chars > 0 and content | length > max_tool_response_chars %}
{%- set content = content[:max_tool_response_chars] + '\n[TRUNCATED - original length ' ~ (content | length | string) ~ ' chars]' %}
{%- endif %}
{{- '\n<tool_response>\n' + content }}
{%- if ns2.consecutive_failures >= 2 %}
{{- '\n\n⚠️ SYSTEM WARNING: ' ~ ns2.consecutive_failures ~ ' consecutive tool errors detected. Your previous approach is incorrect. You MUST use a fundamentally different approach or corrected arguments.' }}
{%- elif ns2.consecutive_failures == 1 %}
{{- '\n\n⚠️ SYSTEM WARNING: The previous tool call returned an error. Diagnose the failure and retry with completely corrected arguments.' }}
{%- endif %}
{{- '\n</tool_response>' }}
{%- if loop.last %}
{{- '<|im_end|>\n' }}
{%- else %}
{%- set _next_role = _msgs[loop.index0 + 1].role %}
{%- if _next_role != 'tool' %}
{{- '<|im_end|>\n' }}
{%- endif %}
{%- endif %}
{%- else %}
{{- '<|im_start|>user\n[' + message.role + ']: ' + content + '<|im_end|>\n' }}
{%- endif %}
{%- set ns2.prev_role = message.role %}
{%- endfor %}
{%- if add_generation_prompt %}
{{- '<|im_start|>assistant\n' }}
{%- if not ns_state.thinking %}
{{- '<think>\n\n</think>\n\n' }}
{%- else %}
{{- '<think>\n' }}
{%- endif %}
{%- endif %}
dankserver/frank-medium/radiance-entrypoint.sh
-362
View File
@@ -1,362 +0,0 @@
#!/usr/bin/env bash
# frank-medium container entrypoint: vllm-radiance on 2x Radeon AI PRO R9700
# (gfx1201). Quantization-aware (config.json quant_method): fp8 -> the plain
# FP8 path; mxfp4/quark -> the MXFP4 patch-and-serve path; paroquant_mxfp6 ->
# the ParoQuant W4A8 stack + the MXFP6 kernels (PR #51's launch6_p path).
#
# This is a fork of the patch-and-serve block inside radiance-vllm-mxfp4's
# serve-mxfp4.sh (clone at /home/dank/GitPackages/radiance-vllm-mxfp4, pinned
# commit 9735329348ae1c9319f01cbe5f7004ec5f4dba63). The published image alone
# is NOT sufficient for this model: the shipped libr4d predates the
# gated-delta-net overflow fix and NaNs the output, and the MXFP4 gates need
# relaxing, so the repo's patches are applied at every container start from
# the /patches mount. It runs INSIDE the container (executed as the image
# command by the frank-medium quadlet); the launcher's host-side GPU/TP/KV
# detection is not needed here because this fleet is fixed 2x gfx1201 and the
# KV pin is pinned explicitly in the quadlet.
#
# KEEP IN SYNC: if the radiance clone is updated, re-diff this file against
# the new serve-mxfp4.sh container command and against the DRY_RUN output.
#
# Env contract: every knob below is ${VAR:-default}; the quadlet sets the
# fleet-specific ones (SNAP, PORT, SERVED_NAMES, TP, KV_MEM, ...).
set -euo pipefail
# ---------------------------------------------------------------- serving shape
: "${SNAP:=/models/Qwen3.8-27B-Uncensored-MXFP4-awq}"
: "${DRAFTER:=/models/Qwen3.8-27B-DFlash2-FP8}"
: "${CHAT_TEMPLATE:=/patches/qwen-fixed-v22.3.jinja}"
: "${PORT:=7770}"
: "${SERVED_NAMES:=frank-medium}"
: "${MAXLEN:=262144}"
: "${MAXSEQS:=8}"
# KV_MEM=0 is passed THROUGH as --kv-cache-memory 0, which the image's
# patched KV sizing reads as "profile the shape" (the launcher's rule).
# Blanking the variable instead omits the flag and makes vLLM size the cache
# from --gpu-memory-utilization alone: measured on the single-GPU replicas
# that overshoots and the allocation dies with torch.OutOfMemoryError right
# after the weights load (2.16 GiB requested, 116 MiB free). Do not "fix"
# this into an empty expansion.
: "${KV_MEM:=18563072000}" # shipped kv-profiles.tsv row 2x7551-32624 @ 8/8192/262144/dflash
: "${KV_DTYPE:=fp8}" # fp8 = quantized KV (2x the tokens); auto = bf16 KV (half the pool)
: "${SPEC_METHOD:=dflash}"
if [ "$SPEC_METHOD" = dflash ]; then : "${SPEC:=7}"; else : "${SPEC:=4}"; fi
: "${MIN_M:=0}" # 0 = the W4A8 kernel serves every M (MIN_M=1 still routes M=1 to aiter)
: "${R4D_ATTN:=1}"
: "${ASYNC:=0}"
: "${GPU_UTIL:=0.98}"
# Quantization-aware: read the model's weight quantization from config.json.
# fp8 -> the plain FP8 path (no MXFP4 patches, --quantization=fp8, MTP
# self-speculation, ROCM_AITER unified attention with the R4D all-reduce).
# mxfp4/quark (or unknown) -> the MXFP4 patch-and-serve path (the default).
QUANT="$(python3 -c 'import json,sys;print(json.load(open(sys.argv[1])).get("quantization_config",{}).get("quant_method",""))' "$SNAP/config.json" 2>/dev/null || true)"
IS_MXFP6=0
case "$QUANT" in
fp8) IS_MXFP4=0 ;;
paroquant_mxfp6) IS_MXFP4=1; IS_MXFP6=1 ;;
mxfp4|quark|"") IS_MXFP4=1 ;;
*) IS_MXFP4=1; echo "[radiance] WARNING: quantization '$QUANT'; defaulting to the MXFP4 path" >&2 ;;
esac
# MXFP6 (ParoQuant) requires TP>=2 (rad_require_tp2 in the canonical launcher);
# ${TP:-1} keeps the check set -u safe when the quadlet omits TP.
if [ "$IS_MXFP6" = "1" ]; then
[ "${TP:-1}" -ge 2 ] || { echo "frank-medium: paroquant_mxfp6 requires TP>=2 (got ${TP:-1})" >&2; exit 1; }
fi
if [ "$IS_MXFP4" = "0" ]; then ATTN=ROCM_AITER_UNIFIED_ATTN
elif [ "$R4D_ATTN" = "1" ]; then ATTN=R4D
else ATTN=ROCM_AITER_UNIFIED_ATTN; fi
if [ "$ASYNC" = 1 ]; then ASYNC_FLAG="--async-scheduling"; UNPAD=false; else
ASYNC_FLAG="--no-async-scheduling"; UNPAD=true; fi
# Drafting config. dflash: the DFlash2-FP8 block-diffusion drafter (its
# attention backend must support full cuda graphs -> TRITON_ATTN). The
# disable_padded_drafter_batch unpad is the single-stream lever (~+50%).
if [ "$SPEC_METHOD" = dflash ]; then
if [ ! -f "$DRAFTER/config.json" ]; then
echo "frank-medium: no dflash drafter at $DRAFTER" >&2
exit 1
fi
DRAFT_SAMPLE=${DRAFT_SAMPLE:-greedy}
SPEC_CFG="{\"method\":\"dflash\",\"model\":\"$DRAFTER\",\"num_speculative_tokens\":$SPEC,\"attention_backend\":\"TRITON_ATTN\",\"disable_padded_drafter_batch\":$UNPAD,\"draft_sample_method\":\"$DRAFT_SAMPLE\"}"
RADIANCE_DRAFT_RERANK=${RADIANCE_DRAFT_RERANK:-80}
RADIANCE_VERIFY_HEAD=${RADIANCE_VERIFY_HEAD:-1}
else
SPEC_CFG="{\"method\":\"mtp\",\"num_speculative_tokens\":$SPEC,\"attention_backend\":\"$ATTN\",\"disable_padded_drafter_batch\":$UNPAD}"
RADIANCE_DRAFT_RERANK=${RADIANCE_DRAFT_RERANK:-32}
RADIANCE_VERIFY_HEAD=${RADIANCE_VERIFY_HEAD:-0}
fi
# The AR size gate compares raw bf16 bytes: CHUNK x hidden(5120) x 2. Derived
# so changing CHUNK cannot silently drop prefill back onto RCCL.
export RADIANCE_AR_MAX_KB=$(( (CHUNK * 5120 * 2) / 1024 + 4096 ))
# ---------------------------------------------------------------- runtime env
export HF_HUB_OFFLINE=1
export VLLM_LOGGING_LEVEL=${VLLM_LOGGING_LEVEL:-INFO}
export VLLM_NO_USAGE_STATS=${VLLM_NO_USAGE_STATS:-1}
export VLLM_ROCM_USE_AITER=1 VLLM_ROCM_USE_AITER_UNIFIED_ATTENTION=1
export VLLM_ROCM_USE_AITER_MHA=0 VLLM_ROCM_USE_AITER_MLA=0 VLLM_ROCM_USE_AITER_MOE=0
export VLLM_ROCM_USE_AITER_LINEAR=0 VLLM_ROCM_USE_AITER_FP8BMM=0
export VLLM_ROCM_USE_AITER_FP4BMM=0 VLLM_ROCM_USE_AITER_RMSNORM=0
export NCCL_PROTO=Simple
export RADIANCE_USE_R4D=${RADIANCE_USE_R4D:-1} RADIANCE_USE_R4D_AR=${RADIANCE_USE_R4D_AR:-1}
export RADIANCE_DFLASH_SELECTOR_TOPK="${RADIANCE_DFLASH_SELECTOR_TOPK:-}"
export RADIANCE_R4D_REPORT=1
export RADIANCE_PRESHUFFLE=${RADIANCE_PRESHUFFLE:-1}
export RADIANCE_MXFP4_SANITIZE="${RADIANCE_MXFP4_SANITIZE:-0}"
# ---------------------------------------------------------------- mxfp6 profile
# The ParoQuant W4A8 stack (PR #51, the launch6_p kernel). Mirrors
# paroquant/run_paroquant.sh's env. Runs BEFORE the MXFP4 base block below so
# the base block's ${VAR:-default} guards preserve these values where they
# conflict (GDN_MERGE_INPROJ=0, MXFP4_DECODE_MAX_M=64); the base block fills
# the rest. Gated on IS_MXFP6 so the mxfp4/fp8 paths are untouched.
if [ "$IS_MXFP6" = "1" ]; then
export RADIANCE_PAROQUANT=1
export RADIANCE_GDN_MERGE_INPROJ=${RADIANCE_GDN_MERGE_INPROJ:-0}
export RADIANCE_GDN_FUSED_MAX_ITEMS=${RADIANCE_GDN_FUSED_MAX_ITEMS:-32}
export RADIANCE_USE_R4D_AR_QUANT=${RADIANCE_USE_R4D_AR_QUANT:-1}
export RADIANCE_FUSE_RMS_QUANT=${RADIANCE_FUSE_RMS_QUANT:-1}
export RADIANCE_KV_GROUP_OPT=${RADIANCE_KV_GROUP_OPT:-1}
export RADIANCE_MXFP4_DECODE_MAX_M=${RADIANCE_MXFP4_DECODE_MAX_M:-64}
export RADIANCE_PQ_CHECKALL=${RADIANCE_PQ_CHECKALL:-}
export RADIANCE_PQM_CHECKALL=${RADIANCE_PQM_CHECKALL:-}
export RADIANCE_PQM_CHECK_MAX_M=${RADIANCE_PQM_CHECK_MAX_M:-128}
export RADIANCE_PQ_CHECK_MAX_M=${RADIANCE_PQ_CHECK_MAX_M:-128}
export RADIANCE_PQ_DECODE_MAX_M=${RADIANCE_PQ_DECODE_MAX_M:-64}
export RADIANCE_PQ_WPERM=${RADIANCE_PQ_WPERM:-1}
export RADIANCE_PQ_DECODE_NT=${RADIANCE_PQ_DECODE_NT:-1}
export RADIANCE_PQ_ATILED=${RADIANCE_PQ_ATILED:-1}
export RADIANCE_PQ_AT_LBK=${RADIANCE_PQ_AT_LBK:-128}
export RADIANCE_PQ_AT_HOIST=${RADIANCE_PQ_AT_HOIST:-1}
export RADIANCE_PQ_PTOK=${RADIANCE_PQ_PTOK:-1}
export RADIANCE_PQ_FUSED_TOKQ=${RADIANCE_PQ_FUSED_TOKQ:-1}
export RADIANCE_PQ_I8=${RADIANCE_PQ_I8:-0}
export RADIANCE_PQ_PG=${RADIANCE_PQ_PG:-0}
export RADIANCE_PQ_ZPE=${RADIANCE_PQ_ZPE:-0}
export RADIANCE_PQ_PG_PRODUCER=${RADIANCE_PQ_PG_PRODUCER:-3}
export RADIANCE_PQ_ROT_STREAM=${RADIANCE_PQ_ROT_STREAM:-1}
export RADIANCE_PQ_ROT_STREAM2=${RADIANCE_PQ_ROT_STREAM2:-1}
export RADIANCE_PQ_ROT_STREAM3=${RADIANCE_PQ_ROT_STREAM3:-0}
export RADIANCE_PQ_AR_CHECK=${RADIANCE_PQ_AR_CHECK:-0}
export RADIANCE_PQ_AR_FALLBACK=${RADIANCE_PQ_AR_FALLBACK:-0}
export RADIANCE_PQ_ROT_V2=${RADIANCE_PQ_ROT_V2:-1}
export RADIANCE_PQ_HIPCC_FLAGS=${RADIANCE_PQ_HIPCC_FLAGS:-}
export RADIANCE_PQM_FUSED_TOKQ=${RADIANCE_PQM_FUSED_TOKQ:-1}
export RADIANCE_PQM_SINGLE_LAUNCH=${RADIANCE_PQM_SINGLE_LAUNCH:-1}
export RADIANCE_DFLASH_CAPTURE_DIR=${RADIANCE_DFLASH_CAPTURE_DIR:-}
fi
if [ "$IS_MXFP4" = "1" ]; then
export RADIANCE_MXFP4=1 RADIANCE_MXFP4_W4A8=1 RADIANCE_MXFP4_W4A8_MIN_M="$MIN_M"
else
export RADIANCE_MXFP4=0 RADIANCE_MXFP4_W4A8=0 RADIANCE_USE_R4D_AR_QUANT=1
fi
export RADIANCE_FAST_DRAFT=${RADIANCE_FAST_DRAFT:-1}
export RADIANCE_DRAFT_TAU=${RADIANCE_DRAFT_TAU:-0.20}
export RADIANCE_DRAFT_RERANK
export RADIANCE_VERIFY_HEAD
export RADIANCE_VERIFY_HEAD_MAX_M=${RADIANCE_VERIFY_HEAD_MAX_M:-32}
export RADIANCE_MXFP4_DEBUG=${RADIANCE_MXFP4_DEBUG:-0}
export RADIANCE_MXFP4_PUREQUANT=${RADIANCE_MXFP4_PUREQUANT:-0}
export RADIANCE_MXFP4_SYNC=${RADIANCE_MXFP4_SYNC:-0}
export RADIANCE_MXFP4_CLONE=${RADIANCE_MXFP4_CLONE:-0}
export RADIANCE_MXFP4_CHECKX=${RADIANCE_MXFP4_CHECKX:-0}
export RADIANCE_MXFP4_PADOUT=${RADIANCE_MXFP4_PADOUT:-0}
export RADIANCE_MXFP4_TN4_MIN_M=${RADIANCE_MXFP4_TN4_MIN_M:-2048}
# The decode-kernel band must cover MAXSEQS x (SPEC+1) rows: 64 covers 8x8.
if [ "${MAXSEQS}" -gt 8 ]; then
export RADIANCE_MXFP4_DECODE_MAX_M=${RADIANCE_MXFP4_DECODE_MAX_M:-128}
fi
export RADIANCE_MXFP4_DECODE_NT=${RADIANCE_MXFP4_DECODE_NT:-1}
export RADIANCE_MXFP4_A_TILED_MIN_M=${RADIANCE_MXFP4_A_TILED_MIN_M:-513}
export RADIANCE_MXFP4_WPERM=${RADIANCE_MXFP4_WPERM:-1}
export RADIANCE_TP_PAD=${RADIANCE_TP_PAD:-0} # TP=2 here; 3 is the only non-zero value upstream supports
export RADIANCE_TP_PAD_DRAFTER=${RADIANCE_TP_PAD_DRAFTER:-1}
export RADIANCE_TP_PAD_STRICT=${RADIANCE_TP_PAD_STRICT:-1}
export RADIANCE_GDN_MERGE_INPROJ=${RADIANCE_GDN_MERGE_INPROJ:-1}
export RADIANCE_GDN_NORM_QUANT=${RADIANCE_GDN_NORM_QUANT:-1}
export RADIANCE_GDN_STRIDED_GATES=${RADIANCE_GDN_STRIDED_GATES:-0}
export RADIANCE_GDN_EMPTY_OUT=${RADIANCE_GDN_EMPTY_OUT:-0}
export R4D_ATTN_FP8=${R4D_ATTN_FP8:-3}
export RADIANCE_DFLASH_CALIB="${RADIANCE_DFLASH_CALIB:-}"
export RADIANCE_DFLASH_CALIB_TOKENS="${RADIANCE_DFLASH_CALIB_TOKENS:-200000}"
export RADIANCE_MXFP4_SHADOW="${RADIANCE_MXFP4_SHADOW:-}"
export RADIANCE_MXFP4_KERNEL_N="${RADIANCE_MXFP4_KERNEL_N:-}"
export RADIANCE_MXFP4_KERNEL_NK="${RADIANCE_MXFP4_KERNEL_NK:-}"
export RADIANCE_MXFP4_CHECKALL="${RADIANCE_MXFP4_CHECKALL:-}"
export RADIANCE_MXFP4_DECODE_KS="${RADIANCE_MXFP4_DECODE_KS:-}"
export RADIANCE_MXFP4_DECODE_BK="${RADIANCE_MXFP4_DECODE_BK:-}"
export RADIANCE_MXFP4_PERBLOCK_NK="${RADIANCE_MXFP4_PERBLOCK_NK:-}"
export RADIANCE_MXFP4_REFLINEAR="${RADIANCE_MXFP4_REFLINEAR:-0}"
export PYTORCH_CUDA_ALLOC_CONF="${PYTORCH_CUDA_ALLOC_CONF:-}"
export RADIANCE_MXFP4_EPIFAST="${RADIANCE_MXFP4_EPIFAST:-1}"
export RADIANCE_AR_OVERLAP=${RADIANCE_AR_OVERLAP:-0}
export RADIANCE_GDN_FUSED_UPDATE=${RADIANCE_GDN_FUSED_UPDATE:-1}
export RADIANCE_DYNAMIC_WIDTH=${RADIANCE_DYNAMIC_WIDTH:-1}
export RADIANCE_DYNW_ALPHA=${RADIANCE_DYNW_ALPHA:-0.35}
export RADIANCE_DYNW_MARGIN=${RADIANCE_DYNW_MARGIN:-2}
export RADIANCE_DYNW_MIN=${RADIANCE_DYNW_MIN:-2}
export RADIANCE_DYNW_MIN_BATCH=${RADIANCE_DYNW_MIN_BATCH:-3}
export RADIANCE_AR_QNB=${RADIANCE_AR_QNB:-96}
export RADIANCE_AR_QNT=${RADIANCE_AR_QNT:-1024}
export MXFP4_CUMODE=${MXFP4_CUMODE:-0}
export RADIANCE_STEP_TRACE=${RADIANCE_STEP_TRACE:-0}
export RADIANCE_AR_OVERLAP_MIN_M=${RADIANCE_AR_OVERLAP_MIN_M:-2048}
export RADIANCE_AR_OVERLAP_SLICES=${RADIANCE_AR_OVERLAP_SLICES:-4}
export RADIANCE_MXFP4_EPIFAST=${RADIANCE_MXFP4_EPIFAST:-1}
export RADIANCE_MXFP4_R4D_DECODE_MAX_M=${RADIANCE_MXFP4_R4D_DECODE_MAX_M:-0}
export RADIANCE_TOPK_TRITON_MIN_ROWS=${RADIANCE_TOPK_TRITON_MIN_ROWS:-1}
export RADIANCE_SKINNY_GEMM=${RADIANCE_SKINNY_GEMM:-1}
export RADIANCE_MXFP4_HOIST_QUANT=${RADIANCE_MXFP4_HOIST_QUANT:-1}
export RADIANCE_MXFP4_TRACED_QUANT=${RADIANCE_MXFP4_TRACED_QUANT:-1}
export RADIANCE_FP8_STREAM=${RADIANCE_FP8_STREAM:-1}
export RADIANCE_RMS_QUANT_FUSION=${RADIANCE_RMS_QUANT_FUSION:-1}
export RADIANCE_NVFP4_MXFP4=${RADIANCE_NVFP4_MXFP4:-0}
export RADIANCE_NVFP4_EXP=${RADIANCE_NVFP4_EXP:-mse}
export RADIANCE_NVFP4_FP8_LAYERS=${RADIANCE_NVFP4_FP8_LAYERS:-mxfp4}
export RADIANCE_NVFP4_BF16_LAYERS=${RADIANCE_NVFP4_BF16_LAYERS:-in_proj_ba}
export RADIANCE_NVFP4_LMHEAD=${RADIANCE_NVFP4_LMHEAD:-bf16}
export RADIANCE_GDN_PATHS=${RADIANCE_GDN_PATHS:-both}
export RADIANCE_GDN_NANTRACE=${RADIANCE_GDN_NANTRACE:-0}
export RADIANCE_MXFP4_CHECK_MAX_M=${RADIANCE_MXFP4_CHECK_MAX_M:-128}
export RADIANCE_MXFP4_MHIST=${RADIANCE_MXFP4_MHIST:-0}
export VLLM_CACHE_ROOT=/cache/vllm
export TORCHINDUCTOR_CACHE_DIR=/cache/inductor
export TRITON_CACHE_DIR=/cache/triton
export AITER_ROOT_DIR=/cache/aiter
export TRITON_CACHE_AUTOTUNING=1
# The patched libr4d built by setup-mxfp4.sh, bind-mounted at /r4d.
R4D_SO=${R4D_SO:-/r4d}
# The norm+quant fusion turns on vLLM's passes (one --compilation-config
# instance; argparse keeps the last, so entries accumulate into one flag).
CC_ITEMS=""
if [ "${RADIANCE_NORMQUANT_FUSION:-1}" != "0" ]; then
CC_ITEMS="\"pass_config\":{\"fuse_norm_quant\":true,\"fuse_act_quant\":true}"
fi
EXTRA=${EXTRA:-}
if [ -n "$CC_ITEMS" ]; then
EXTRA="$EXTRA --compilation-config {$CC_ITEMS}"
fi
if [ "$IS_MXFP4" = "1" ]; then
# ---------------------------------------------------------------- patch block
# Byte-for-byte the launcher's container-start block. The patches come from
# the /patches mount (the pinned radiance clone). SP must match the image's
# venv layout; the image tag is pinned in the quadlet. The mxfp6 branch
# mirrors paroquant/run_paroquant.sh (17 patches, 10 modules, + the paroquant
# kernel module + the sitecustomize registration); the mxfp4 branch keeps the
# existing 20-patch / 11-module list untouched.
SP=/opt/vllm/lib/python3.12/site-packages
cd /patches
if [ "$IS_MXFP6" = "1" ]; then
python3 patch_quark_mxfp4.py
python3 patch_ar_maxbytes.py
python3 patch_topk_triton_rows.py
python3 patch_dflash_calib.py
python3 patch_dflash_mxfp4_kv.py
python3 patch_rmsquant_fusion.py
python3 patch_verify_head.py
python3 patch_kv_group_size.py
python3 patch_topk_composite.py
python3 patch_gdn_shared_build.py
python3 patch_async_dynwidth.py
python3 patch_step_trace.py
python3 patch_skinny_gemm.py
python3 patch_dflash_selector_topk.py
python3 patch_dynwidth.py
python3 patch_ar_geometry.py
python3 patch_gdn_merge_inproj.py
# Non-fatal: fixes content=null on thinking-off requests; not required to serve.
python3 patch_qwen3_thinkoff.py \
|| echo "[radiance] WARNING: thinkoff patch did not apply; thinking-off requests will return empty content"
cp mxfp4-configs/*.json "$SP"/aiter/ops/triton/configs/gemm/
cp radiance_preamble.py /opt/radiance_preamble.py
cp radiance_mxfp4.py radiance_gemm.py radiance_gdn.py radiance_gdnmerge.py radiance_rmsquant.py \
radiance_drafthead.py radiance_verifyhead.py radiance_aroverlap.py radiance_topk.py \
radiance_arnq.py "$SP"/
hipcc -O3 -w -std=c++17 -fPIC -shared --offload-arch=gfx1201 $(python3 -m pybind11 --includes) \
radiance_mxfp4_fp8.hip -o "$SP"/radiance_mxfp4_fp8.so
# ---- paroquant: build the MXFP6 kernel module and register the quant method ----
# RADIANCE_PQ_HIPCC_FLAGS: extra compile flags for A/B builds of the kernel
# module only (e.g. -DPQ_HW_CVT=0). Empty in prod.
hipcc -O3 -w -std=c++17 -fPIC -shared --offload-arch=gfx1201 $(python3 -m pybind11 --includes) \
${RADIANCE_PQ_HIPCC_FLAGS:-} paroquant/radiance_paroquant.hip -o "$SP"/radiance_paroquant_kernel.so
cp paroquant/radiance_paroquant.py paroquant/radiance_paroquant_mxfp4.py "$SP"/
cp radiance_dflash_capture.py "$SP"/ 2>/dev/null || true
# NB: appended to the STDLIB sitecustomize, not site-packages -- Ubuntu ships
# /usr/lib/python3.12/sitecustomize.py and it shadows any site-packages one, so
# a file dropped there is silently never imported. Guarded: an unguarded >>
# appends another copy on every restart of an existing container.
if ! grep -q radiance_paroquant /usr/lib/python3.12/sitecustomize.py; then
printf "%s\n" \
"try:" \
" import radiance_paroquant # registers the paroquant quantization config" \
" import radiance_paroquant_mxfp4 # and the MXFP4-weights variant (paroquant_mxfp4)" \
" import radiance_dflash_capture # drafter training-data capture (inert unless RADIANCE_DFLASH_CAPTURE_DIR)" \
"except Exception as e:" \
" import sys" \
" sys.stderr.write(\"[radiance.paroquant] registration failed: %r\\n\" % (e,))" \
>> /usr/lib/python3.12/sitecustomize.py
fi
else
python3 patch_quark_mxfp4.py
python3 patch_nvfp4_mxfp4.py
python3 patch_tp3_pad.py
python3 patch_ar_maxbytes.py
python3 patch_topk_triton_rows.py
python3 patch_dflash_calib.py
python3 patch_dflash_mxfp4_kv.py
python3 patch_rmsquant_fusion.py
python3 patch_verify_head.py
python3 patch_kv_group_size.py
python3 patch_topk_composite.py
python3 patch_gdn_shared_build.py
python3 patch_dflash_selector_topk.py
python3 patch_gdn_merge_inproj.py
python3 patch_dynwidth.py
python3 patch_async_dynwidth.py
python3 patch_step_trace.py
python3 patch_ar_geometry.py
python3 patch_ar_3rank.py
python3 patch_gdn_glue.py
# Non-fatal: fixes content=null on thinking-off requests; not required to serve.
python3 patch_qwen3_thinkoff.py \
|| echo "[radiance] WARNING: thinkoff patch did not apply; thinking-off requests will return empty content"
cp mxfp4-configs/*.json "$SP"/aiter/ops/triton/configs/gemm/
cp radiance_preamble.py /opt/radiance_preamble.py
cp radiance_nvfp4.py radiance_mxfp4.py radiance_gdn.py radiance_rmsquant.py radiance_drafthead.py \
radiance_verifyhead.py radiance_gdnmerge.py radiance_aroverlap.py radiance_topk.py \
radiance_arnq.py radiance_tp3pad.py "$SP"/
cp radiance_dflash_capture.py "$SP"/ 2>/dev/null || true
hipcc -O3 -w -std=c++17 -fPIC -shared --offload-arch=gfx1201 $([ "${MXFP4_CUMODE:-0}" = 1 ] && echo -mcumode) \
$(python3 -m pybind11 --includes) radiance_mxfp4_fp8.hip -o "$SP"/radiance_mxfp4_fp8.so
fi
if [ -n "${R4D_SO:-}" ] && [ -f /r4d/r4d.so ]; then
cp /r4d/r4d.so "$SP"/r4d.so
echo "[radiance] using patched r4d.so from $R4D_SO"
fi
# Leave /patches before exec: a stale radiance_mxfp4_fp8.so there would shadow
# the one just compiled into site-packages (cwd precedes it on sys.path).
cd /
fi
# The weight-quantization flag. MXFP4 and paroquant_mxfp6 are auto-detected
# from the checkpoint's quant_method; FP8 is passed explicitly (the documented
# plain-FP8 path).
QUANT_FLAG=""
if [ "$IS_MXFP4" = "0" ]; then QUANT_FLAG="--quantization fp8"; fi
exec /opt/radiance_entrypoint.sh "$SNAP" --served-model-name $SERVED_NAMES \
--host 0.0.0.0 --port "$PORT" \
--kv-cache-dtype "$KV_DTYPE" --tensor-parallel-size "$TP" \
$QUANT_FLAG \
--gpu-memory-utilization "$GPU_UTIL" \
${KV_MEM:+--kv-cache-memory "$KV_MEM"} \
--max-model-len "$MAXLEN" --max-num-seqs "$MAXSEQS" --max-num-batched-tokens "$CHUNK" \
--attention-backend "$ATTN" \
--speculative-config "$SPEC_CFG" \
$ASYNC_FLAG $EXTRA \
--enable-prefix-caching --mamba-cache-mode align --enable-auto-tool-choice \
--tool-call-parser qwen3_coder --reasoning-parser qwen3 \
--override-generation-config '{"temperature":0.7,"top_p":0.95,"top_k":20}' \
--chat-template "$CHAT_TEMPLATE"