Ilker ManapandClaude Opus 5.5 c22528c26e A model that does not fit its card is not added to fail; weights in use are not removed ...

Apertus 70B with a 65536-token pool, and then 8B with 131072, on a 24 GB
card loaded their weights and failed to make their context on every start,
the 8B taking the card from the 70B each time only to fail. ctl model serve
now shrinks a pool the card cannot hold beside the weights (KV cache from
the GGUF's shape, 90% of the card, a gigabyte for the engine), saying so,
and refuses weights that do not fit at all; the portal's serve form refuses
such a pool and says the largest that fits.

The mirror page removed the 70B's weights while the catalog still had the
model, whose replicas went on loading the node's copy with nothing said.
Removing weights a catalog model loads is refused, naming the model.

Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>

2026-10-15 00:22:01 +02:00

..

locales

A model that does not fit its card is not added to fail; weights in use are not removed

2026-10-15 00:22:01 +02:00

proxy

Serve the project's website at /about, with its fonts in the binary

2026-09-29 10:44:45 +02:00

static

A form being filled in is not refreshed away

2026-10-14 08:13:08 +02:00

templates

pages.js is loaded by its versioned address

2026-10-14 08:15:44 +02:00

about_test.go

Describe v0.10.0

2026-09-29 21:06:42 +02:00

about.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

account_test.go

Stop shipping a placeholder that looks like a value, and say what is served

2026-09-16 18:23:19 +02:00

account.go

A person leaves licences out, and no key of theirs reaches a model under one

2026-10-11 16:10:22 +02:00

admin_capacity_test.go

Set capacity quotas, class, owner and reservation from the admin pages

2026-09-30 22:40:45 +02:00

admin_capacity.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

admin_guard_test.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

admin_guard.go

Guardrails turn off and on; a judge's refusal says which hazard; ctl guard judge ask

2026-10-06 12:41:08 +02:00

admin_mirror_test.go

A model that does not fit its card is not added to fail; weights in use are not removed

2026-10-15 00:22:01 +02:00

admin_mirror.go

A model that does not fit its card is not added to fail; weights in use are not removed

2026-10-15 00:22:01 +02:00

admin_nodeengine_test.go

Choose each engine's build from the node's hardware, for every GPU generation

2026-10-01 14:35:58 +02:00

admin_nodeengine.go

A V100 gets a ComfyUI it can run, and an open driver is read by its version

2026-10-13 10:21:27 +02:00

admin_page.go

Staff roles (viewer, operator, billing) and the console's Audit view

2026-10-04 16:30:56 +02:00

admin_people_test.go

Show each team's first-token and latency percentiles, errors and refusals

2026-10-03 19:50:16 +02:00

admin_people.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

admin_presets_test.go

The cluster page and the console say which picture and 3D models are here, and add them

2026-10-13 20:48:40 +02:00

admin_presets.go

The cluster page and the console say which picture and 3D models are here, and add them

2026-10-13 20:48:40 +02:00

admin_quotas_test.go

Let a person belong to many places, or to none

2026-09-28 19:03:46 +02:00

admin_quotas.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

admin_serve_test.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

admin_serve.go

Qwen3Guard is the judge, and judges on a GPU and on CPUs are asked in turn

2026-10-08 10:22:47 +02:00

admin_settings_test.go

The cluster's settings edited on the portal, by administrators

2026-10-08 17:23:13 +02:00

admin_settings.go

The cluster's settings edited on the portal, by administrators

2026-10-08 17:23:13 +02:00

admin_tenancy_test.go

Audit log: every change through the admin API and the administration pages, with ctl audit

2026-10-04 16:25:56 +02:00

admin_usage_test.go

Show each team's first-token and latency percentiles, errors and refusals

2026-10-03 19:50:16 +02:00

admin_usage.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

admin_users.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

apidocs.go

The client API described in OpenAPI, and both APIs in Swagger UI

2026-10-10 20:22:48 +02:00

audit.go

Audit log: every change through the admin API and the administration pages, with ctl audit

2026-10-04 16:25:56 +02:00

chart_test.go

Show usage over time, per organization, team, project and person

2026-09-28 08:11:31 +02:00

chart.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

charts2_test.go

Write the bar chart's latency the way its table does

2026-09-28 18:11:27 +02:00

charts2.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

chat_test.go

The chat's kept conversation belongs to the account that kept it

2026-10-09 15:44:47 +02:00

chat.go

The portal's chat answers from the documents a person picks

2026-10-08 15:59:23 +02:00

chatrender_test.go

Render a finished chat reply as markdown

2026-09-28 22:44:18 +02:00

chatrender.go

Render a finished chat reply as markdown

2026-09-28 22:44:18 +02:00

claim_test.go

Believe X-Forwarded-* only from router.trusted_proxies

2026-10-04 10:29:02 +02:00

claim.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

codeblocks_test.go

Read the filename from a path comment inside the block

2026-09-16 21:12:00 +02:00

codeblocks.go

Read the filename from a path comment inside the block

2026-09-16 21:12:00 +02:00

connect_test.go

serve: tool calls declared, slots that hold the context, longer answers

2026-10-05 09:30:40 +02:00

connect.go

serve: tool calls declared, slots that hold the context, longer answers

2026-10-05 09:30:40 +02:00

contact.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

csp_test.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

csp.go

G4: a page that makes 3D models, and ctl 3d

2026-10-10 19:16:20 +02:00

dashboard.go

The cluster page and the console say which picture and 3D models are here, and add them

2026-10-13 20:48:40 +02:00

dashcharts.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

docs_test.go

A docs portal at /docs and a client developer's guide

2026-10-04 23:46:42 +02:00

docs.go

Merge features-c2: the docs portal and its links in English and Turkish

2026-10-05 00:15:25 +02:00

download_test.go

Let a reply full of code be downloaded as a zip

2026-09-16 21:06:07 +02:00

download.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

efficiency.go

Show what each model gets from its GPUs, per card and per watt-hour

2026-10-01 15:56:42 +02:00

fabric_page.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

formguard.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

gpumap_test.go

Read what wears a GPU out: XIDs, remapped rows, PCIe and NVLink errors

2026-10-01 16:02:07 +02:00

gpumap.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

i18n_chat_test.go

The portal's chat answers from the documents a person picks

2026-10-08 15:59:23 +02:00

i18n_cluster_test.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

i18n_mirror_test.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

i18n_people_test.go

The cluster's settings live in the store, and every change takes effect

2026-10-05 15:25:23 +02:00

i18n_public_test.go

The Continue configuration says what the catalog says of the model

2026-10-05 09:16:34 +02:00

i18n_quotas_test.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

i18n_test.go

Merge features-c2: the docs portal and its links in English and Turkish

2026-10-05 00:15:25 +02:00

i18n.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

images_test.go

The client API described in OpenAPI, and both APIs in Swagger UI

2026-10-10 20:22:48 +02:00

images.go

G4: a page that makes 3D models, and ctl 3d

2026-10-10 19:16:20 +02:00

landing.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

licences_test.go

A person leaves licences out, and no key of theirs reaches a model under one

2026-10-11 16:10:22 +02:00

licences.go

A person leaves licences out, and no key of theirs reaches a model under one

2026-10-11 16:10:22 +02:00

mirror_detail_test.go

A form being filled in is not refreshed away

2026-10-14 08:13:08 +02:00

mirror_detail.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

mirror_explore_test.go

Find LoRA adapters on Hugging Face and attach them from the mirror page

2026-10-01 07:19:08 +02:00

mirror_explore.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

modelcard_test.go

Show a Hugging Face repository's model card on the mirror page

2026-09-28 22:03:19 +02:00

modelcard.go

Render a finished chat reply as markdown

2026-09-28 22:44:18 +02:00

nav_test.go

Make people, limits and usage one page, with a panel per branch

2026-10-03 19:10:48 +02:00

nav.go

G4: a page that makes 3D models, and ctl 3d

2026-10-10 19:16:20 +02:00

node_logs_test.go

Show a node's logs on the admin page

2026-09-28 12:27:47 +02:00

node_logs.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

node_page_test.go

Sample GPU utilisation and memory every heartbeat, and chart them

2026-10-01 15:42:17 +02:00

node_page.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

nvlink_page.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

oidc_test.go

A sign-in through the identity provider may end on either control plane

2026-10-10 11:33:41 +02:00

oidc.go

A sign-in through the identity provider may end on either control plane

2026-10-10 11:33:41 +02:00

org_page_test.go

Send an administrator from /org to the people page's panel

2026-10-03 19:15:25 +02:00

org_page.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

reset_test.go

A forgotten password is set through a one-time link

2026-10-07 13:20:11 +02:00

reset.go

A forgotten password is set through a one-time link

2026-10-07 13:20:11 +02:00

roles_test.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

roles.go

Staff roles (viewer, operator, billing) and the console's Audit view

2026-10-04 16:30:56 +02:00

rows_test.go

Keep every admin table to one line per record

2026-09-30 11:02:18 +02:00

selfusage_test.go

Show a person their own use and what is left of their budgets

2026-09-28 22:51:13 +02:00

selfusage.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

servable_test.go

Refuse weights the nodes' llama.cpp cannot load, before fetching them

2026-09-28 20:44:36 +02:00

signup_test.go

A forgotten password is set through a one-time link

2026-10-07 13:20:11 +02:00

timeseries_test.go

Label chart axes in binary sizes and small percents, and windows in words

2026-09-28 23:30:01 +02:00

timeseries.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00

web_test.go

Believe X-Forwarded-* only from router.trusted_proxies

2026-10-04 10:29:02 +02:00

web.go

The portal in English and Turkish: a catalogue per language, a switcher at the foot of every page, landing.language, Turkish numbers and dates

2026-10-05 00:12:53 +02:00