MediaWiki - User contributions [en]

AI on demand: Usage

2026-05-11T11:20:19Z

Sst-yde: /* Usage - List all models - Generic */

= Overview =
This pages describes some useful usage commands.

= Usage =
We assume you've received your API key from us in our usual manner.

== Usage - List all models ==
=== Usage - List all models - Generic ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all generic models:
curl https://llm.stoney-cloud.com/v1/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang='json'>
{
"data": [
{
"id": "allenai/olmOCR-2-7B",
"max_model_len": 8192,
"object": "model"
},
{
"id": "lightonai/LightOnOCR-2-1B",
"max_model_len": 16384,
"object": "model"
},
{
"id": "MinerU2.5-2509-1.2B",
"max_model_len": 16384,
"object": "model"
},
{
"id": "MiniMaxAI/MiniMax-M2.5",
"max_model_len": 196608,
"object": "model"
},
{
"id": "NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3.5-35B-A3B-FP8",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3-Coder-Next",
"max_model_len": 262144,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Audio ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl https://llm.stoney-cloud.com/v1/audio/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "mistralai/Voxtral-Mini-3B-2507",
"object": "model"
},
{
"id": "openai/whisper-large-v3",
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Embeddings ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all embeddings models:
curl https://llm.stoney-cloud.com/v1/embeddings/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Rerank ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all rerank models:
curl https://llm.stoney-cloud.com/v1/rerank/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-reranker-v2-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

== Usage - Inspecting your usage ==
We issue one key per model for now. The usage is thus per-model-per-key.

<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set desired month in the form YYYY-MM, for example: '2026-03'.
MONTH=$(date +%Y-%m)

curl https://llm.stoney-cloud.com/v1/usage?month="$MONTH" \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"models": [
{
"cost_chf": 0.000002,
"model": "MinerU2.5-2509-1.2B",
"output": 16,
"input": 70
},
{
"cost_chf": 0.054537,
"model": "MiniMaxAI/MiniMax-M2.5",
"output": 3603,
"input": 10097
},
{
"cost_chf": 0.0016,
"model": "mistralai/Voxtral-Mini-3B-2507",
"seconds": 8
},
{
"cost_chf": 0.003774,
"model": "swiss-ai/Apertus-70B-Instruct-2509",
"output": 551,
"input": 443
}
],
"month": "2026-03",
"total_cost_chf": 0.059913
}
</syntaxhighlight>

[[Category: AI on demand]]

AI on demand: opendatalab/MinerU2.5-2509-1.2B

2026-05-11T09:28:00Z

Sst-yde:

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=MinerU2.5-2509-1.2B

# Set the desired document to run OCR against:
FILE_PATH=document.png

# Encode document contents with Base64 and detect MIME type:
FILE_CONTENT_BASE64=$(base64 -w 0 < "$FILE_PATH")
FILE_MIME_TYPE=$(file --brief --mime-type "$FILE_PATH")

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header 'Content-Type: application/json' \
--data '{
"model": "'"$MODEL"'",
"messages": [{
"role": "user",
"content": [{
"type": "image_url",
"image_url": {
"url": "data:'"$FILE_MIME_TYPE"';base64,'"$FILE_CONTENT_BASE64"'"
}
}]
}],
"max_tokens": 4096,
"temperature": 0.2,
"top_p": 0.9
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-928cc308fa758fc8",
"object": "chat.completion",
"created": 1778491655,
"model": "MinerU2.5-2509-1.2B",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "This is a lot of 12 point text to test theOCR code and see if it works on all types of file format. The quick brown dog jumped over the lazy fox. The quick brown dog jumped over the lazy fox. The quick brown dog jumped over the lazy fox. The quick brown dog jumped over the lazy fox.",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null,
"reasoning_content": null
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 412,
"total_tokens": 480,
"completion_tokens": 68,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

AI on demand: lightonai/LightOnOCR-2-1B

2026-05-11T09:26:08Z

Sst-yde: Created page with "== Calling the model == <syntaxhighlight lang="bash"> # Set your personal key: STONEY_KEY=sk-... # Set the desired model: MODEL=lightonai/LightOnOCR-2-1B # Set the desired document to run OCR against: FILE_PATH=document.png # Encode document contents with Base64 and detect MIME type: FILE_CONTENT_BASE64=$(base64 -w 0 < "$FILE_PATH") FILE_MIME_TYPE=$(file --brief --mime-type "$FILE_PATH") curl https://llm.stoney-cloud.com/v1/chat/completions \ --silent --fail..."

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=lightonai/LightOnOCR-2-1B

# Set the desired document to run OCR against:
FILE_PATH=document.png

# Encode document contents with Base64 and detect MIME type:
FILE_CONTENT_BASE64=$(base64 -w 0 < "$FILE_PATH")
FILE_MIME_TYPE=$(file --brief --mime-type "$FILE_PATH")

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header 'Content-Type: application/json' \
--data '{
"model": "'"$MODEL"'",
"messages": [{
"role": "user",
"content": [{
"type": "image_url",
"image_url": {
"url": "data:'"$FILE_MIME_TYPE"';base64,'"$FILE_CONTENT_BASE64"'"
}
}]
}],
"max_tokens": 4096,
"temperature": 0.2,
"top_p": 0.9
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-b9d11ab9588ee638",
"object": "chat.completion",
"created": 1778491557,
"model": "lightonai/LightOnOCR-2-1B",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "This is a lot of 12 point text to test the ocr code and see if it works on all types of file format.\n\nThe quick brown dog jumped over the lazy fox. The quick brown dog jumped over the lazy fox. The quick brown dog jumped over the lazy fox. The quick brown dog jumped over the lazy fox.",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 426,
"total_tokens": 495,
"completion_tokens": 69,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

Main Page

2026-05-11T08:31:50Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: Usage]] (list models, show usage, ...)
* [[AI on demand: BAAI/bge-m3]]
* [[AI on demand: BAAI/bge-reranker-v2-m3]]
* [[AI on demand: MiniMaxAI/MiniMax-M2.5]]
* [[AI on demand: NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B]]
* [[AI on demand: Qwen/Qwen3-Coder-Next]]
* [[AI on demand: Qwen/Qwen3.5-35B-A3B-FP8]]
* [[AI on demand: allenai/olmOCR-2-7B]]
* [[AI on demand: lightonai/LightOnOCR-2-1B]]
* [[AI on demand: mistralai/Voxtral-Mini-3B-2507]]
* [[AI on demand: openai/whisper-large-v3]]
* [[AI on demand: opendatalab/MinerU2.5-2509-1.2B]]
* <s>[[AI on demand: swiss-ai/Apertus-70B-Instruct-2509]]</s> (discontinued since the 7th of May 2026!)

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

Main Page

2026-05-11T07:04:45Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: Usage]] (list models, show usage, ...)
* [[AI on demand: BAAI/bge-m3]]
* [[AI on demand: BAAI/bge-reranker-v2-m3]]
* [[AI on demand: MiniMaxAI/MiniMax-M2.5]]
* [[AI on demand: NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B]]
* [[AI on demand: Qwen/Qwen3-Coder-Next]]
* [[AI on demand: Qwen/Qwen3.5-35B-A3B-FP8]]
* [[AI on demand: allenai/olmOCR-2-7B]]
* [[AI on demand: mistralai/Voxtral-Mini-3B-2507]]
* [[AI on demand: openai/whisper-large-v3]]
* [[AI on demand: opendatalab/MinerU2.5-2509-1.2B]]
* <s>[[AI on demand: swiss-ai/Apertus-70B-Instruct-2509]]</s> (discontinued since the 7th of May 2026!)

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

MediaWiki cheat sheet

2026-05-07T22:08:11Z

Sst-yde: /* Create tabs within a page */

= Overview =
A list of commonly used MediaWiki formats.

= Tips =
To create a newline, you need to press Enter twice:
<pre>
This must
be on a new line
</pre>

This must
be on a new line
<pre>
This must

be on a new line
</pre>

This must

be on a new line

= Lists =
<pre>
* One
** Two
*** Three
</pre>

One
** Two
*** Three

<pre>
# One
# Two
## Two.one
### Two.one.one
</pre>
One
Two
Two.one
Two.one.one

= Bold and italic =
<pre>
'' This is italic''
'''This is bold'''
'''''This is bold and italic'''''
</pre>

'' This is italic''

'''This is bold'''

'''''This is bold and italic'''''

= Headings =
<pre>
= One =
== Two ==
=== Three ===
==== Four ====
</pre>
= One =
== Two ==
=== Three ===
==== Four ====

= Links =
Link:
<pre>
https://www.stepping-stone.ch/en/
</pre>

https://www.stepping-stone.ch/en/

Cool link:
<pre>
[https://www.stepping-stone.ch/en/ Homepage]
</pre>

[https://www.stepping-stone.ch/en/ Homepage]

Link within the wiki
<pre>
[[Main_Page | Main Page]]
</pre>

[[Main_Page | Main Page]]

= Text blocks =
<pre>
<syntaxhighlight lang="text">
This is text
</syntaxhighlight>
</pre>
<syntaxhighlight lang="text">
This is text
</syntaxhighlight>

= Source code =
<pre>
<syntaxhighlight lang="bash">
#!/bin/bash

echo "Hello world!"
</syntaxhighlight>
</pre>
<syntaxhighlight lang="bash">
#!/bin/bash

echo "Hello world!"
</syntaxhighlight>

= Create tabs within a page =
<pre>
<tabber>
|-|OpenStack CLI=
<syntaxhighlight lang='bash'>
openstack server show ${server_id}
</syntaxhighlight>
|-|OpenStack Dashboard=
[[File:Debian VM Creation Dashboard manual 01.png|400px]]
|-|OpenTofu=
</tabber>
</pre>

This results in:
<tabber>
|-|OpenStack CLI=
<syntaxhighlight lang='bash'>
openstack server show ${server_id}
</syntaxhighlight>
|-|OpenStack Dashboard=
[[File:Debian VM Creation Dashboard manual 01.png|400px]]
|-|OpenTofu=
OpenTofu code example [...]
</tabber>

[[Category: Troubleshooting]]

AI on demand: mistralai/Voxtral-Mini-3B-2507

2026-05-07T22:04:45Z

Sst-yde: /* Calling the model */

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=mistralai/Voxtral-Mini-3B-2507

# Path to the audio file to transcribe:
AUDIO_FILE=your-audio-file.wav

curl https://llm.stoney-cloud.com/v1/audio/transcriptions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--form "file=@$AUDIO_FILE" \
--form "model=$MODEL" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"text": "Hello and welcome to the Stepping Stone LLM Gateway.",
"usage": {
"type": "duration",
"seconds": 4
}
}
</syntaxhighlight>

== Limitations ==
The maximum request body size is currently 50 MiB, which limits the size of the audio file.

The following audio formats/containers/codecs are supported: aiff, au, avr, caf, flac, htk, ircam, mat4, mat5, mp3, mpc2k, nist, ogg, paf, pvf, raw, rf64, sd2, sds, svx, voc, w64, wav, wavex, wve, xi

[[Category:AI on demand]]

AI on demand: openai/whisper-large-v3

2026-05-07T22:03:38Z

Sst-yde: /* Calling the model */

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=openai/whisper-large-v3

# Path to the audio file to transcribe:
AUDIO_FILE=your-audio-file.wav

curl https://llm.stoney-cloud.com/v1/audio/transcriptions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--form "file=@$AUDIO_FILE" \
--form "model=$MODEL" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"text": "Hello and welcome to the Stepping Stone LLM Gateway.",
"usage": {
"type": "duration",
"seconds": 4
}
}
</syntaxhighlight>

[[Category:AI on demand]]

Kubernetes usage

2026-05-07T21:56:25Z

Sst-yde: /* Deploy and login to the Kubernetes Dashbaord */

= Overview =
This page describes basic usage of Kubernetes clusters in our OpenStack-based stoney cloud.

You are expected to already have a running Kubernetes Cluster. If not, please refer to the [[Kubernetes management]] to learn how to create one.

'''Note:''' This page is a work-in-progress, so if you face any challenges, please contact us with the specific issue.

[[Category: Kubernetes]]

AI on demand: openai/whisper-large-v3

2026-05-07T15:59:33Z

Sst-yde: Created page with "== Calling the model == <syntaxhighlight lang="bash"> # Set your personal key: STONEY_KEY=sk-... # Set the desired model: MODEL=openai/whisper-large-v3 # Path to the audio file to transcribe: AUDIO_FILE=your-audio-file.wav curl -s https://llm.stoney-cloud.com/v1/audio/transcriptions \ --silent --fail --show-error \ --header "Authorization: Bearer $STONEY_KEY" \ --form "file=@$AUDIO_FILE" \ --form "model=$MODEL" \ | jq </syntaxhi..."

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=openai/whisper-large-v3

# Path to the audio file to transcribe:
AUDIO_FILE=your-audio-file.wav

curl -s https://llm.stoney-cloud.com/v1/audio/transcriptions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--form "file=@$AUDIO_FILE" \
--form "model=$MODEL" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"text": "Hello and welcome to the Stepping Stone LLM Gateway.",
"usage": {
"type": "duration",
"seconds": 4
}
}
</syntaxhighlight>

[[Category:AI on demand]]

Main Page

2026-05-07T15:56:11Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: Usage]] (list models, show usage, ...)
* [[AI on demand: BAAI/bge-m3]]
* [[AI on demand: BAAI/bge-reranker-v2-m3]]
* [[AI on demand: MiniMaxAI/MiniMax-M2.5]]
* [[AI on demand: NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B]]
* [[AI on demand: Qwen/Qwen3-Coder-Next]]
* [[AI on demand: Qwen/Qwen3.5-35B-A3B-FP8]]
* [[AI on demand: allenai/olmOCR-2-7B]]
* [[AI on demand: mistralai/Voxtral-Mini-3B-2507]]
* [[AI on demand: openai/whisper-large-v3]]
* [[AI on demand: opendatalab/MinerU2.5-2509-1.2B]]
* <s>[[AI on demand: swiss-ai/Apertus-70B-Instruct-2509]]</s> (discontinued)

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

Category:AI on demand

2026-05-07T12:45:11Z

Sst-yde: /* Overview */

= Overview =
This category collects all AI on demand related pages.

stepping stone AG is proud to serve customers with current language models and OCR solutions.

All of our LLM services are reachable via the OpenAI-compatible gateway at https://llm.stoney-cloud.com/.

Check out the [[AI on demand: Usage]] page. You can list the models, show your own usage information, etc.

[[Category: Artificial Intelligence]]

Main Page

2026-05-07T12:29:41Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: Usage]] (list models, show usage, ...)
* [[AI on demand: BAAI/bge-m3]]
* [[AI on demand: BAAI/bge-reranker-v2-m3]]
* [[AI on demand: MiniMaxAI/MiniMax-M2.5]]
* [[AI on demand: NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B]]
* [[AI on demand: Qwen/Qwen3-Coder-Next]]
* [[AI on demand: Qwen/Qwen3.5-35B-A3B-FP8]]
* [[AI on demand: allenai/olmOCR-2-7B]]
* [[AI on demand: mistralai/Voxtral-Mini-3B-2507]]
* [[AI on demand: opendatalab/MinerU2.5-2509-1.2B]]
* <s>[[AI on demand: swiss-ai/Apertus-70B-Instruct-2509]]</s> (discontinued)

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

AI on demand: allenai/olmOCR-2-7B

2026-05-07T12:28:34Z

Sst-yde: Created page with "== Calling the model == <syntaxhighlight lang="bash"> # Set your personal key: STONEY_KEY=sk-... # Set the desired model: MODEL=allenai/olmOCR-2-7B # Set your prompt: PROMPT='Hello.' # Set maximum amount of tokens: MAX_TOKENS=100 curl https://llm.stoney-cloud.com/v1/chat/completions \ --silent --fail --show-error \ --header "Authorization: Bearer $STONEY_KEY" \ --header 'Content-Type: application/json' \ --data '{ "mo..."

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=allenai/olmOCR-2-7B

# Set your prompt:
PROMPT='Hello.'

# Set maximum amount of tokens:
MAX_TOKENS=100

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header 'Content-Type: application/json' \
--data '{
"model": "'"$MODEL"'",
"messages": [
{"role": "user", "content": "'"$PROMPT"'"}
],
"max_tokens": '"$MAX_TOKENS"'
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-9cde8aaeb142c49e",
"object": "chat.completion",
"created": 1778156891,
"model": "allenai/olmOCR-2-7B",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "Hello! How can I help you today? Is there something specific you would like to know or discuss?",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 21,
"total_tokens": 43,
"completion_tokens": 22,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

AI on demand: NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B

2026-05-07T12:27:45Z

Sst-yde: Created page with "== Calling the model == <syntaxhighlight lang="bash"> # Set your personal key: STONEY_KEY=sk-... # Set the desired model: MODEL=NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B # Set your prompt: PROMPT='Hello.' # Set maximum amount of tokens: MAX_TOKENS=100 curl https://llm.stoney-cloud.com/v1/chat/completions \ --silent --fail --show-error \ --header "Authorization: Bearer $STONEY_KEY" \ --header 'Content-Type: application/json' \ --data '..."

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B

# Set your prompt:
PROMPT='Hello.'

# Set maximum amount of tokens:
MAX_TOKENS=100

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header 'Content-Type: application/json' \
--data '{
"model": "'"$MODEL"'",
"messages": [
{"role": "user", "content": "'"$PROMPT"'"}
],
"max_tokens": '"$MAX_TOKENS"'
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-af98aba2443fdd6f",
"object": "chat.completion",
"created": 1778156848,
"model": "NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "\n\nHello! How can I assist you today?",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": "We need to respond with a friendly greeting. No special instructions.\n\n"
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 18,
"total_tokens": 43,
"completion_tokens": 25,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

AI on demand: Qwen/Qwen3.5-35B-A3B-FP8

2026-05-07T12:26:27Z

Sst-yde: Created page with "== Calling the model == <syntaxhighlight lang="bash"> # Set your personal key: STONEY_KEY=sk-... # Set the desired model: MODEL=Qwen/Qwen3.5-35B-A3B-FP8 # Set your prompt: PROMPT='Hello.' # Set maximum amount of tokens: MAX_TOKENS=100 curl https://llm.stoney-cloud.com/v1/chat/completions \ --silent --fail --show-error \ --header "Authorization: Bearer $STONEY_KEY" \ --header 'Content-Type: application/json' \ --data '{..."

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=Qwen/Qwen3.5-35B-A3B-FP8

# Set your prompt:
PROMPT='Hello.'

# Set maximum amount of tokens:
MAX_TOKENS=100

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header 'Content-Type: application/json' \
--data '{
"model": "'"$MODEL"'",
"messages": [
{"role": "user", "content": "'"$PROMPT"'"}
],
"max_tokens": '"$MAX_TOKENS"'
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-a8634d242bc04923",
"object": "chat.completion",
"created": 1778156754,
"model": "Qwen/Qwen3.5-35B-A3B-FP8",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "Thinking Process:\n\n1. **Analyze the Input:**\n * Input: \"Hello.\"\n * Context: This is a greeting.\n * Intent: The user is initiating a conversation.\n * Tone: Friendly, polite, neutral.\n\n2. **Determine the Appropriate Response:**\n * Acknowledge the greeting.\n Offer assistance.\n Keep it friendly and open-ended.\n\n3. **Drafting Options:**\n",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null
},
"logprobs": null,
"finish_reason": "length",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 12,
"total_tokens": 112,
"completion_tokens": 100,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

AI on demand: Qwen/Qwen3-Coder-Next

2026-05-07T12:24:08Z

Sst-yde: Created page with "== Calling the model == <syntaxhighlight lang="bash"> # Set your personal key: STONEY_KEY=sk-... # Set the desired model: MODEL=Qwen/Qwen3-Coder-Next # Set your prompt: PROMPT='Hello.' # Set maximum amount of tokens: MAX_TOKENS=100 curl https://llm.stoney-cloud.com/v1/chat/completions \ --silent --fail --show-error \ --header "Authorization: Bearer $STONEY_KEY" \ --header 'Content-Type: application/json' \ --data '{ "..."

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=Qwen/Qwen3-Coder-Next

# Set your prompt:
PROMPT='Hello.'

# Set maximum amount of tokens:
MAX_TOKENS=100

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header 'Content-Type: application/json' \
--data '{
"model": "'"$MODEL"'",
"messages": [
{"role": "user", "content": "'"$PROMPT"'"}
],
"max_tokens": '"$MAX_TOKENS"'
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-bb307cafee7eb3bd",
"object": "chat.completion",
"created": 1778156615,
"model": "Qwen/Qwen3-Coder-Next",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "Hi there! How can I help you today? 😊",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 10,
"total_tokens": 23,
"completion_tokens": 13,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

Main Page

2026-05-07T12:22:27Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: Usage]] (list models, show usage, ...)
* <s>[[AI on demand: swiss-ai/Apertus-70B-Instruct-2509]]</s> (discontinued)
* [[AI on demand: opendatalab/MinerU2.5-2509-1.2B]]
* [[AI on demand: MiniMaxAI/MiniMax-M2.5]]
* [[AI on demand: mistralai/Voxtral-Mini-3B-2507]]
* [[AI on demand: BAAI/bge-reranker-v2-m3]]
* [[AI on demand: BAAI/bge-m3]]
* [[AI on demand: Qwen/Qwen3-Coder-Next]]
* [[AI on demand: Qwen/Qwen3.5-35B-A3B-FP8]]
* [[AI on demand: NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B]]
* [[AI on demand: allenai/olmOCR-2-7B]]

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

AI on demand: Usage

2026-05-07T12:20:19Z

Sst-yde: /* Usage - List all models - Embeddings */

= Overview =
This pages describes some useful usage commands.

= Usage =
We assume you've received your API key from us in our usual manner.

== Usage - List all models ==
=== Usage - List all models - Generic ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all generic models:
curl https://llm.stoney-cloud.com/v1/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang='json'>
{
"data": [
{
"id": "allenai/olmOCR-2-7B",
"max_model_len": 8192,
"object": "model"
},
{
"id": "MinerU2.5-2509-1.2B",
"max_model_len": 16384,
"object": "model"
},
{
"id": "MiniMaxAI/MiniMax-M2.5",
"max_model_len": 196608,
"object": "model"
},
{
"id": "NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3.5-35B-A3B-FP8",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3-Coder-Next",
"max_model_len": 262144,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Audio ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl https://llm.stoney-cloud.com/v1/audio/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "mistralai/Voxtral-Mini-3B-2507",
"object": "model"
},
{
"id": "openai/whisper-large-v3",
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Embeddings ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all embeddings models:
curl https://llm.stoney-cloud.com/v1/embeddings/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Rerank ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all rerank models:
curl https://llm.stoney-cloud.com/v1/rerank/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-reranker-v2-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

== Usage - Inspecting your usage ==
We issue one key per model for now. The usage is thus per-model-per-key.

<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set desired month in the form YYYY-MM, for example: '2026-03'.
MONTH=$(date +%Y-%m)

curl https://llm.stoney-cloud.com/v1/usage?month="$MONTH" \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"models": [
{
"cost_chf": 0.000002,
"model": "MinerU2.5-2509-1.2B",
"output": 16,
"input": 70
},
{
"cost_chf": 0.054537,
"model": "MiniMaxAI/MiniMax-M2.5",
"output": 3603,
"input": 10097
},
{
"cost_chf": 0.0016,
"model": "mistralai/Voxtral-Mini-3B-2507",
"seconds": 8
},
{
"cost_chf": 0.003774,
"model": "swiss-ai/Apertus-70B-Instruct-2509",
"output": 551,
"input": 443
}
],
"month": "2026-03",
"total_cost_chf": 0.059913
}
</syntaxhighlight>

[[Category: AI on demand]]

AI on demand: Usage

2026-05-07T12:20:07Z

Sst-yde: /* Usage - List all models - Rerank */

= Overview =
This pages describes some useful usage commands.

= Usage =
We assume you've received your API key from us in our usual manner.

== Usage - List all models ==
=== Usage - List all models - Generic ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all generic models:
curl https://llm.stoney-cloud.com/v1/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang='json'>
{
"data": [
{
"id": "allenai/olmOCR-2-7B",
"max_model_len": 8192,
"object": "model"
},
{
"id": "MinerU2.5-2509-1.2B",
"max_model_len": 16384,
"object": "model"
},
{
"id": "MiniMaxAI/MiniMax-M2.5",
"max_model_len": 196608,
"object": "model"
},
{
"id": "NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3.5-35B-A3B-FP8",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3-Coder-Next",
"max_model_len": 262144,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Audio ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl https://llm.stoney-cloud.com/v1/audio/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "mistralai/Voxtral-Mini-3B-2507",
"object": "model"
},
{
"id": "openai/whisper-large-v3",
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Embeddings ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl https://llm.stoney-cloud.com/v1/embeddings/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Rerank ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all rerank models:
curl https://llm.stoney-cloud.com/v1/rerank/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-reranker-v2-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

== Usage - Inspecting your usage ==
We issue one key per model for now. The usage is thus per-model-per-key.

<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set desired month in the form YYYY-MM, for example: '2026-03'.
MONTH=$(date +%Y-%m)

curl https://llm.stoney-cloud.com/v1/usage?month="$MONTH" \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"models": [
{
"cost_chf": 0.000002,
"model": "MinerU2.5-2509-1.2B",
"output": 16,
"input": 70
},
{
"cost_chf": 0.054537,
"model": "MiniMaxAI/MiniMax-M2.5",
"output": 3603,
"input": 10097
},
{
"cost_chf": 0.0016,
"model": "mistralai/Voxtral-Mini-3B-2507",
"seconds": 8
},
{
"cost_chf": 0.003774,
"model": "swiss-ai/Apertus-70B-Instruct-2509",
"output": 551,
"input": 443
}
],
"month": "2026-03",
"total_cost_chf": 0.059913
}
</syntaxhighlight>

[[Category: AI on demand]]

AI on demand: Usage

2026-05-07T12:19:54Z

Sst-yde:

= Overview =
This pages describes some useful usage commands.

= Usage =
We assume you've received your API key from us in our usual manner.

== Usage - List all models ==
=== Usage - List all models - Generic ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all generic models:
curl https://llm.stoney-cloud.com/v1/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang='json'>
{
"data": [
{
"id": "allenai/olmOCR-2-7B",
"max_model_len": 8192,
"object": "model"
},
{
"id": "MinerU2.5-2509-1.2B",
"max_model_len": 16384,
"object": "model"
},
{
"id": "MiniMaxAI/MiniMax-M2.5",
"max_model_len": 196608,
"object": "model"
},
{
"id": "NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3.5-35B-A3B-FP8",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3-Coder-Next",
"max_model_len": 262144,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Audio ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl https://llm.stoney-cloud.com/v1/audio/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "mistralai/Voxtral-Mini-3B-2507",
"object": "model"
},
{
"id": "openai/whisper-large-v3",
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Embeddings ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl https://llm.stoney-cloud.com/v1/embeddings/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Rerank ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl https://llm.stoney-cloud.com/v1/rerank/models \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-reranker-v2-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

== Usage - Inspecting your usage ==
We issue one key per model for now. The usage is thus per-model-per-key.

<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set desired month in the form YYYY-MM, for example: '2026-03'.
MONTH=$(date +%Y-%m)

curl https://llm.stoney-cloud.com/v1/usage?month="$MONTH" \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"models": [
{
"cost_chf": 0.000002,
"model": "MinerU2.5-2509-1.2B",
"output": 16,
"input": 70
},
{
"cost_chf": 0.054537,
"model": "MiniMaxAI/MiniMax-M2.5",
"output": 3603,
"input": 10097
},
{
"cost_chf": 0.0016,
"model": "mistralai/Voxtral-Mini-3B-2507",
"seconds": 8
},
{
"cost_chf": 0.003774,
"model": "swiss-ai/Apertus-70B-Instruct-2509",
"output": 551,
"input": 443
}
],
"month": "2026-03",
"total_cost_chf": 0.059913
}
</syntaxhighlight>

[[Category: AI on demand]]

AI on demand: Usage

2026-05-07T12:17:58Z

Sst-yde: /* Usage - Inspecting your usage */

= Overview =
This pages describes some useful usage commands.

= Usage =
We assume you've received your API key from us in our usual manner.

== Usage - List all models ==
=== Usage - List all models - Generic ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all generic models:
curl -s https://llm.stoney-cloud.com/v1/models \
-H "Authorization: Bearer $STONEY_KEY" \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang='json'>
{
"data": [
{
"id": "allenai/olmOCR-2-7B",
"max_model_len": 8192,
"object": "model"
},
{
"id": "MinerU2.5-2509-1.2B",
"max_model_len": 16384,
"object": "model"
},
{
"id": "MiniMaxAI/MiniMax-M2.5",
"max_model_len": 196608,
"object": "model"
},
{
"id": "NVIDIA/NVIDIA-Nemotron-3-Super-120B-A12B",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3.5-35B-A3B-FP8",
"max_model_len": 131072,
"object": "model"
},
{
"id": "Qwen/Qwen3-Coder-Next",
"max_model_len": 262144,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Audio ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl -s https://llm.stoney-cloud.com/v1/audio/models \
-H "Authorization: Bearer $STONEY_KEY" \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "mistralai/Voxtral-Mini-3B-2507",
"object": "model"
},
{
"id": "openai/whisper-large-v3",
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Embeddings ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl -s https://llm.stoney-cloud.com/v1/embeddings/models \
-H "Authorization: Bearer $STONEY_KEY" \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Rerank ===
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# List all audio models:
curl -s https://llm.stoney-cloud.com/v1/rerank/models \
-H "Authorization: Bearer $STONEY_KEY" \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"data": [
{
"id": "BAAI/bge-reranker-v2-m3",
"max_model_len": 8192,
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

== Usage - Inspecting your usage ==
We issue one key per model for now. The usage is thus per-model-per-key.

<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set desired month in the form YYYY-MM, for example: '2026-03'.
MONTH=$(date +%Y-%m)

curl https://llm.stoney-cloud.com/v1/usage?month="$MONTH" \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"models": [
{
"cost_chf": 0.000002,
"model": "MinerU2.5-2509-1.2B",
"output": 16,
"input": 70
},
{
"cost_chf": 0.054537,
"model": "MiniMaxAI/MiniMax-M2.5",
"output": 3603,
"input": 10097
},
{
"cost_chf": 0.0016,
"model": "mistralai/Voxtral-Mini-3B-2507",
"seconds": 8
},
{
"cost_chf": 0.003774,
"model": "swiss-ai/Apertus-70B-Instruct-2509",
"output": 551,
"input": 443
}
],
"month": "2026-03",
"total_cost_chf": 0.059913
}
</syntaxhighlight>

[[Category: AI on demand]]

Main Page

2026-05-07T12:17:13Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: Usage]] (list models, show usage, ...)
* <s>[[AI on demand: swiss-ai/Apertus-70B-Instruct-2509]]</s> (discontinued)
* [[AI on demand: opendatalab/MinerU2.5-2509-1.2B]]
* [[AI on demand: MiniMaxAI/MiniMax-M2.5]]
* [[AI on demand: mistralai/Voxtral-Mini-3B-2507]]
* [[AI on demand: BAAI/bge-reranker-v2-m3]]
* [[AI on demand: BAAI/bge-m3]]

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

AI on demand: swiss-ai/Apertus-70B-Instruct-2509

2026-05-07T12:16:19Z

Sst-yde: Sst-yde moved page AI on demand: Apertus to AI on demand: swiss-ai/Apertus-70B-Instruct-2509

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=swiss-ai/Apertus-70B-Instruct-2509

# Set your prompt:
PROMPT='Say hello'

# Set maximum amount of tokens:
MAX_TOKENS=100

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header "Content-Type: application/json" \
--data '{
"model": "'"$MODEL"'",
"messages": [
{"role": "user", "content": "'"$PROMPT"'"}
],
"max_tokens": '"$MAX_TOKENS"'
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-936c65ace55c4524",
"object": "chat.completion",
"created": 1774862931,
"model": "swiss-ai/Apertus-70B-Instruct-2509",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "Hello! It's nice to meet you. As Apertus, I'm here to provide assistance, answer your questions, and help make your day a bit better. How may I assist you today?",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 63,
"total_tokens": 104,
"completion_tokens": 41,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

Main Page

2026-05-07T12:15:23Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: Usage]] (list models, show usage, ...)
* [[AI on demand: Apertus]]
* [[AI on demand: opendatalab/MinerU2.5-2509-1.2B]]
* [[AI on demand: MiniMaxAI/MiniMax-M2.5]]
* [[AI on demand: mistralai/Voxtral-Mini-3B-2507]]
* [[AI on demand: BAAI/bge-reranker-v2-m3]]
* [[AI on demand: BAAI/bge-m3]]

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

AI on demand: opendatalab/MinerU2.5-2509-1.2B

2026-05-07T12:15:07Z

Sst-yde: Sst-yde moved page AI on demand: MinerU to AI on demand: opendatalab/MinerU2.5-2509-1.2B

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=MinerU2.5-2509-1.2B

# Set your prompt:
PROMPT='Describe an imaginary document.'

# Set maximum amount of tokens:
MAX_TOKENS=2000

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header 'Content-Type: application/json' \
--data '{
"model": "'"$MODEL"'",
"messages": [
{"role": "user", "content": "'"$PROMPT"'"}
],
"max_tokens": '"$MAX_TOKENS"'
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-8e804087bd0f6e64",
"object": "chat.completion",
"created": 1774862972,
"model": "MinerU2.5-2509-1.2B",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "Describe an imaginary document.",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null,
"reasoning_content": null
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 24,
"total_tokens": 30,
"completion_tokens": 6,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

AI on demand: MiniMaxAI/MiniMax-M2.5

2026-05-07T11:52:47Z

Sst-yde: Sst-yde moved page AI on demand: MiniMax to AI on demand: MiniMaxAI/MiniMax-M2.5

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=MiniMaxAI/MiniMax-M2.5

# Set your prompt:
PROMPT='Hello.'

# Set maximum amount of tokens:
MAX_TOKENS=100

curl https://llm.stoney-cloud.com/v1/chat/completions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--header 'Content-Type: application/json' \
--data '{
"model": "'"$MODEL"'",
"messages": [
{"role": "user", "content": "'"$PROMPT"'"}
],
"max_tokens": '"$MAX_TOKENS"'
}' \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-9f55d44ee87ed4e7",
"object": "chat.completion",
"created": 1775141698,
"model": "MiniMaxAI/MiniMax-M2.5",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "<think>The user has simply greeted me with \"Hello.\" This is a simple greeting, so I should respond in a friendly and welcoming manner.\n</think>\n\nHello! How can I help you today?",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 41,
"total_tokens": 80,
"completion_tokens": 39,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

Main Page

2026-05-07T11:52:26Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: Usage]] (list models, show usage, ...)
* [[AI on demand: Apertus]]
* [[AI on demand: MinerU]]
* [[AI on demand: MiniMaxAI/MiniMax-M2.5]]
* [[AI on demand: mistralai/Voxtral-Mini-3B-2507]]
* [[AI on demand: BAAI/bge-reranker-v2-m3]]
* [[AI on demand: BAAI/bge-m3]]

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

AI on demand: mistralai/Voxtral-Mini-3B-2507

2026-05-07T11:51:03Z

Sst-yde: Sst-yde moved page AI on demand: Voxtral to AI on demand: mistralai/Voxtral-Mini-3B-2507

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=mistralai/Voxtral-Mini-3B-2507

# Path to the audio file to transcribe:
AUDIO_FILE=your-audio-file.wav

curl -s https://llm.stoney-cloud.com/v1/audio/transcriptions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--form "file=@$AUDIO_FILE" \
--form "model=$MODEL" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"text": "Hello and welcome to the Stepping Stone LLM Gateway.",
"usage": {
"type": "duration",
"seconds": 4
}
}
</syntaxhighlight>

== Limitations ==
The maximum request body size is currently 50 MiB, which limits the size of the audio file.

The following audio formats/containers/codecs are supported: aiff, au, avr, caf, flac, htk, ircam, mat4, mat5, mp3, mpc2k, nist, ogg, paf, pvf, raw, rf64, sd2, sds, svx, voc, w64, wav, wavex, wve, xi

[[Category:AI on demand]]

AI on demand: mistralai/Voxtral-Mini-3B-2507

2026-05-07T09:55:03Z

Sst-yde:

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key:
STONEY_KEY=sk-...

# Set the desired model:
MODEL=mistralai/Voxtral-Mini-3B-2507

# Path to the audio file to transcribe:
AUDIO_FILE=your-audio-file.wav

curl -s https://llm.stoney-cloud.com/v1/audio/transcriptions \
--silent --fail --show-error \
--header "Authorization: Bearer $STONEY_KEY" \
--form "file=@$AUDIO_FILE" \
--form "model=$MODEL" \
| jq
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"text": "Hello and welcome to the Stepping Stone LLM Gateway.",
"usage": {
"type": "duration",
"seconds": 4
}
}
</syntaxhighlight>

== Limitations ==
The maximum request body size is currently 50 MiB, which limits the size of the audio file.

The following audio formats/containers/codecs are supported: aiff, au, avr, caf, flac, htk, ircam, mat4, mat5, mp3, mpc2k, nist, ogg, paf, pvf, raw, rf64, sd2, sds, svx, voc, w64, wav, wavex, wve, xi

[[Category:AI on demand]]

AI on demand: MiniMaxAI/MiniMax-M2.5

2026-05-07T09:53:44Z

Sst-yde:

AI on demand: opendatalab/MinerU2.5-2509-1.2B

2026-05-07T09:52:32Z

Sst-yde:

2026-04-02T14:55:38Z

Sst-yde: /* Overview */

<div style="float:left; width:48%;">
== Introduction ==
Welcome to the wiki of our [https://www.openstack.org/ OpenStack] based [https://www.stoney-cloud.com/ stoney cloud] infrastructure.
This collection serves as a comprehensive resource for all aspects of our cloud environment. Here, you will find guides for managing and utilizing our stoney cloud.

== Getting started ==
[[Quickstart]]

</div>

<div style="float:right; width:48%">

== Overview ==

[[:Category:Projects|Projects]]

[[:Category:Instances|Instances]]
* [[VM creation (Linux)]]
* [[VM creation (Windows)]]
* [[VM resize (Linux)]]
* [[VM resize (Windows)]]
* [[Flavor explanation]]
[[:Category:Volumes|Volumes]]
* [[Quota]]

[[:Category:Images|Images]]
* [[Image creation]]
[[:Category:Network|Network]]
* [[Security group rules]]
* [[IP usage]]

[[:Category:Object store|Object store]]
* [[S3 buckets]]

[[:Category:Kubernetes|Kubernetes]]
* [[Kubernetes management]]
* [[Kubernetes usage]]

[[:Category:AI on demand|AI on demand]]
* [[AI on demand: MinerU]]
* [[AI on demand: Voxtral]]
* [[AI on demand: MiniMax]]
* [[AI on demand: Apertus]]

[[:Category:Troubleshooting|Troubleshooting]]
* [[PCI workaround]]
* [[Change user password]]

== Quick links ==
* [https://www.stoney-cloud.com/ stoney cloud Website]
* [https://dashboard.stoney-cloud.com/ stoney cloud Dashboard]
* [https://docs.openstack.org/horizon/latest/user/index.html Official OpenStack Dashboard Documentation]
* [https://docs.openstack.org/python-openstackclient/latest/cli/index.html Official OpenStack CLI Documentation]
</div>

<div style="clear:both; height:0px; line-height:0px;"></div>

__NOTOC__

AI on demand: MiniMaxAI/MiniMax-M2.5

2026-04-02T14:55:19Z

Sst-yde: Created page with "== Calling the model == <syntaxhighlight lang="bash"> # Set your personal key STONEY_KEY=sk-... # Set the desired model MODEL_ID=MiniMaxAI/MiniMax-M2.5 curl -s https://llm.stoney-cloud.com/v1/chat/completions \ -H "Authorization: Bearer $STONEY_KEY" \ -H "Content-Type: application/json" \ -d '{ "model": "'"$MODEL_ID"'", "messages": [ {"role": "user", "content": "Hello."} ], "max_tokens": 100 }' \ | jq . </syntaxhighlight> Example outp..."

== Calling the model ==
<syntaxhighlight lang="bash">
# Set your personal key
STONEY_KEY=sk-...

# Set the desired model
MODEL_ID=MiniMaxAI/MiniMax-M2.5

curl -s https://llm.stoney-cloud.com/v1/chat/completions \
-H "Authorization: Bearer $STONEY_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "'"$MODEL_ID"'",
"messages": [
{"role": "user", "content": "Hello."}
],
"max_tokens": 100
}' \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"id": "chatcmpl-9f55d44ee87ed4e7",
"object": "chat.completion",
"created": 1775141698,
"model": "MiniMaxAI/MiniMax-M2.5",
"choices": [
{
"index": 0,
"message": {
"role": "assistant",
"content": "<think>The user has simply greeted me with \"Hello.\" This is a simple greeting, so I should respond in a friendly and welcoming manner.\n</think>\n\nHello! How can I help you today?",
"refusal": null,
"annotations": null,
"audio": null,
"function_call": null,
"tool_calls": [],
"reasoning": null
},
"logprobs": null,
"finish_reason": "stop",
"stop_reason": null,
"token_ids": null
}
],
"service_tier": null,
"system_fingerprint": null,
"usage": {
"prompt_tokens": 41,
"total_tokens": 80,
"completion_tokens": 39,
"prompt_tokens_details": null
},
"prompt_logprobs": null,
"prompt_token_ids": null,
"kv_transfer_params": null
}
</syntaxhighlight>

[[Category:AI on demand]]

Category:AI on demand

2026-03-30T14:08:51Z

Sst-yde: /* Usage - Inspecting your usage */

= Overview =
This category collects all AI on demand related pages.

stepping stone AG is proud to serve customers with current Language Models and OCR solutions.

All of our LLM services are reachable via the OpenAI-compatible gateway https://llm.stoney-cloud.com/.

= Usage =
We assume you've received your API key from us in our usual manner.

== Usage - List all models ==
=== Usage - List all models - Generic ===
<syntaxhighlight lang="bash">
# Set your personal key
STONEY_KEY=sk-...

# List all generic models
curl -s https://llm.stoney-cloud.com/v1/models \
-H "Authorization: Bearer $STONEY_KEY" \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang='json'>
{
"data": [
{
"id": "MinerU2.5-2509-1.2B",
"object": "model"
},
{
"id": "MiniMaxAI/MiniMax-M2.5",
"object": "model"
},
{
"id": "swiss-ai/Apertus-70B-Instruct-2509",
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

=== Usage - List all models - Audio ===
<syntaxhighlight lang="bash">
# Set your personal key
STONEY_KEY=sk-...

# List all audio models
curl -s https://llm.stoney-cloud.com/v1/audio/models \
-H "Authorization: Bearer $STONEY_KEY" \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang='json'>
{
"data": [
{
"id": "mistralai/Voxtral-Mini-3B-2507",
"object": "model"
}
],
"object": "list"
}
</syntaxhighlight>

== Usage - Inspecting your usage ==
We issue one key per model for now. The usage is thus per-model-per-key.

<syntaxhighlight lang="bash">
# Set your personal key
STONEY_KEY=sk-...

curl -s https://llm.stoney-cloud.com/v1/usage \
-H "Authorization: Bearer $STONEY_KEY" \
| jq .
</syntaxhighlight>

Example output:
<syntaxhighlight lang="json">
{
"models": [
{
"cost_chf": 0.000002,
"model": "MinerU2.5-2509-1.2B",
"output": 16,
"input": 70
},
{
"cost_chf": 0.054537,
"model": "MiniMaxAI/MiniMax-M2.5",
"output": 3603,
"input": 10097
},
{
"cost_chf": 0.0016,
"model": "mistralai/Voxtral-Mini-3B-2507",
"seconds": 8
},
{
"cost_chf": 0.003774,
"model": "swiss-ai/Apertus-70B-Instruct-2509",
"output": 551,
"input": 443
}
],
"month": "2026-03",
"total_cost_chf": 0.059913
}
</syntaxhighlight>

[[Category: Artificial Intelligence]]