apb/thedocks
1
0
Fork 0
Code Issues 3 Pull requests Projects Releases 1 Wiki Activity

[add] intel arc

Browse source
This commit is contained in:
Andy Bunce 2025-07-01 16:01:06 +01:00
parent c307222f14
commit 0a096f3b79
13 changed files with 550 additions and 0 deletions
Show stats Download patch file Download diff file Expand all files Collapse all files

201
ollama-intel-arc/LICENSE Normal file
View file

@ -0,0 +1,201 @@
Apache License
Version 2.0, January 2004
http://www.apache.org/licenses/
TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
1. Definitions.
"License" shall mean the terms and conditions for use, reproduction,
and distribution as defined by Sections 1 through 9 of this document.
"Licensor" shall mean the copyright owner or entity authorized by
the copyright owner that is granting the License.
"Legal Entity" shall mean the union of the acting entity and all
other entities that control, are controlled by, or are under common
control with that entity. For the purposes of this definition,
"control" means (i) the power, direct or indirect, to cause the
direction or management of such entity, whether by contract or
otherwise, or (ii) ownership of fifty percent (50%) or more of the
outstanding shares, or (iii) beneficial ownership of such entity.
"You" (or "Your") shall mean an individual or Legal Entity
exercising permissions granted by this License.
"Source" form shall mean the preferred form for making modifications,
including but not limited to software source code, documentation
source, and configuration files.
"Object" form shall mean any form resulting from mechanical
transformation or translation of a Source form, including but
not limited to compiled object code, generated documentation,
and conversions to other media types.
"Work" shall mean the work of authorship, whether in Source or
Object form, made available under the License, as indicated by a
copyright notice that is included in or attached to the work
(an example is provided in the Appendix below).
"Derivative Works" shall mean any work, whether in Source or Object
form, that is based on (or derived from) the Work and for which the
editorial revisions, annotations, elaborations, or other modifications
represent, as a whole, an original work of authorship. For the purposes
of this License, Derivative Works shall not include works that remain
separable from, or merely link (or bind by name) to the interfaces of,
the Work and Derivative Works thereof.
"Contribution" shall mean any work of authorship, including
the original version of the Work and any modifications or additions
to that Work or Derivative Works thereof, that is intentionally
submitted to Licensor for inclusion in the Work by the copyright owner
or by an individual or Legal Entity authorized to submit on behalf of
the copyright owner. For the purposes of this definition, "submitted"
means any form of electronic, verbal, or written communication sent
to the Licensor or its representatives, including but not limited to
communication on electronic mailing lists, source code control systems,
and issue tracking systems that are managed by, or on behalf of, the
Licensor for the purpose of discussing and improving the Work, but
excluding communication that is conspicuously marked or otherwise
designated in writing by the copyright owner as "Not a Contribution."
"Contributor" shall mean Licensor and any individual or Legal Entity
on behalf of whom a Contribution has been received by Licensor and
subsequently incorporated within the Work.
2. Grant of Copyright License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
copyright license to reproduce, prepare Derivative Works of,
publicly display, publicly perform, sublicense, and distribute the
Work and such Derivative Works in Source or Object form.
3. Grant of Patent License. Subject to the terms and conditions of
this License, each Contributor hereby grants to You a perpetual,
worldwide, non-exclusive, no-charge, royalty-free, irrevocable
(except as stated in this section) patent license to make, have made,
use, offer to sell, sell, import, and otherwise transfer the Work,
where such license applies only to those patent claims licensable
by such Contributor that are necessarily infringed by their
Contribution(s) alone or by combination of their Contribution(s)
with the Work to which such Contribution(s) was submitted. If You
institute patent litigation against any entity (including a
cross-claim or counterclaim in a lawsuit) alleging that the Work
or a Contribution incorporated within the Work constitutes direct
or contributory patent infringement, then any patent licenses
granted to You under this License for that Work shall terminate
as of the date such litigation is filed.
4. Redistribution. You may reproduce and distribute copies of the
Work or Derivative Works thereof in any medium, with or without
modifications, and in Source or Object form, provided that You
meet the following conditions:
(a) You must give any other recipients of the Work or
Derivative Works a copy of this License; and
(b) You must cause any modified files to carry prominent notices
stating that You changed the files; and
(c) You must retain, in the Source form of any Derivative Works
that You distribute, all copyright, patent, trademark, and
attribution notices from the Source form of the Work,
excluding those notices that do not pertain to any part of
the Derivative Works; and
(d) If the Work includes a "NOTICE" text file as part of its
distribution, then any Derivative Works that You distribute must
include a readable copy of the attribution notices contained
within such NOTICE file, excluding those notices that do not
pertain to any part of the Derivative Works, in at least one
of the following places: within a NOTICE text file distributed
as part of the Derivative Works; within the Source form or
documentation, if provided along with the Derivative Works; or,
within a display generated by the Derivative Works, if and
wherever such third-party notices normally appear. The contents
of the NOTICE file are for informational purposes only and
do not modify the License. You may add Your own attribution
notices within Derivative Works that You distribute, alongside
or as an addendum to the NOTICE text from the Work, provided
that such additional attribution notices cannot be construed
as modifying the License.
You may add Your own copyright statement to Your modifications and
may provide additional or different license terms and conditions
for use, reproduction, or distribution of Your modifications, or
for any such Derivative Works as a whole, provided Your use,
reproduction, and distribution of the Work otherwise complies with
the conditions stated in this License.
5. Submission of Contributions. Unless You explicitly state otherwise,
any Contribution intentionally submitted for inclusion in the Work
by You to the Licensor shall be under the terms and conditions of
this License, without any additional terms or conditions.
Notwithstanding the above, nothing herein shall supersede or modify
the terms of any separate license agreement you may have executed
with Licensor regarding such Contributions.
6. Trademarks. This License does not grant permission to use the trade
names, trademarks, service marks, or product names of the Licensor,
except as required for reasonable and customary use in describing the
origin of the Work and reproducing the content of the NOTICE file.
7. Disclaimer of Warranty. Unless required by applicable law or
agreed to in writing, Licensor provides the Work (and each
Contributor provides its Contributions) on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
implied, including, without limitation, any warranties or conditions
of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
PARTICULAR PURPOSE. You are solely responsible for determining the
appropriateness of using or redistributing the Work and assume any
risks associated with Your exercise of permissions under this License.
8. Limitation of Liability. In no event and under no legal theory,
whether in tort (including negligence), contract, or otherwise,
unless required by applicable law (such as deliberate and grossly
negligent acts) or agreed to in writing, shall any Contributor be
liable to You for damages, including any direct, indirect, special,
incidental, or consequential damages of any character arising as a
result of this License or out of the use or inability to use the
Work (including but not limited to damages for loss of goodwill,
work stoppage, computer failure or malfunction, or any and all
other commercial damages or losses), even if such Contributor
has been advised of the possibility of such damages.
9. Accepting Warranty or Additional Liability. While redistributing
the Work or Derivative Works thereof, You may choose to offer,
and charge a fee for, acceptance of support, warranty, indemnity,
or other liability obligations and/or rights consistent with this
License. However, in accepting such obligations, You may act only
on Your own behalf and on Your sole responsibility, not on behalf
of any other Contributor, and only if You agree to indemnify,
defend, and hold each Contributor harmless for any liability
incurred by, or claims asserted against, such Contributor by reason
of your accepting any such warranty or additional liability.
END OF TERMS AND CONDITIONS
APPENDIX: How to apply the Apache License to your work.
To apply the Apache License to your work, attach the following
boilerplate notice, with the fields enclosed by brackets "[]"
replaced with your own identifying information. (Don't include
the brackets!) The text should be enclosed in the appropriate
comment syntax for the file format. We also recommend that a
file or class name and description of purpose be included on the
same "printed page" as the copyright notice for easier
identification within third-party archives.
Copyright [yyyy] [name of copyright owner]
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

181
ollama-intel-arc/README.md Normal file
View file

@ -0,0 +1,181 @@
# Run Ollama, Stable Diffusion and Automatic Speech Recognition with your Intel Arc GPU
[[Blog](https://blog.eleiton.dev/posts/llm-and-genai-in-docker/)]
Effortlessly deploy a Docker-based solution that uses [Open WebUI](https://github.com/open-webui/open-webui) as your user-friendly
AI Interface and [Ollama](https://github.com/ollama/ollama) for integrating Large Language Models (LLM).
Additionally, you can run [ComfyUI](https://github.com/comfyanonymous/ComfyUI) or [SD.Next](https://github.com/vladmandic/sdnext) docker containers to
streamline Stable Diffusion capabilities.
You can also run an optional docker container with [OpenAI Whisper](https://github.com/openai/whisper) to perform Automatic Speech Recognition (ASR) tasks.
All these containers have been optimized for Intel Arc Series GPUs on Linux systems by using [Intel® Extension for PyTorch](https://github.com/intel/intel-extension-for-pytorch).
![screenshot](resources/open-webui.png)
## Services
1. Ollama
* Runs llama.cpp and Ollama with IPEX-LLM on your Linux computer with Intel Arc GPU.
* Built following the guidelines from [Intel](https://github.com/intel/ipex-llm/blob/main/docs/mddocs/DockerGuides/README.md).
* Uses the official [Intel ipex-llm docker image](https://hub.docker.com/r/intelanalytics/ipex-llm-inference-cpp-xpu) as the base container.
* Uses the latest versions of required packages, prioritizing cutting-edge features over stability.
* Exposes port `11434` for connecting other tools to your Ollama service.
2. Open WebUI
* Uses the official distribution of Open WebUI.
* `WEBUI_AUTH` is turned off for authentication-free usage.
* `ENABLE_OPENAI_API` and `ENABLE_OLLAMA_API` flags are set to off and on, respectively, allowing interactions via Ollama only.
* `ENABLE_IMAGE_GENERATION` is set to true, allowing you to generate images from the UI.
* `IMAGE_GENERATION_ENGINE` is set to automatic1111 (SD.Next is compatible).
3. ComfyUI
* The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.
* Uses as the base container the official [Intel® Extension for PyTorch](https://pytorch-extension.intel.com/installation?platform=gpu)
4. SD.Next
* All-in-one for AI generative image based on Automatic1111
* Uses as the base container the official [Intel® Extension for PyTorch](https://pytorch-extension.intel.com/installation?platform=gpu)
* Uses a customized version of the SD.Next [docker file](https://github.com/vladmandic/sdnext/blob/dev/configs/Dockerfile.ipex), making it compatible with the Intel Extension for Pytorch image.
5. OpenAI Whisper
* Robust Speech Recognition via Large-Scale Weak Supervision
* Uses as the base container the official [Intel® Extension for PyTorch](* Uses as the base container the official [Intel® Extension for PyTorch](https://pytorch-extension.intel.com/installation?platform=gpu)
## Setup
Run the following commands to start your Ollama instance with Open WebUI
```bash
$ git clone https://github.com/eleiton/ollama-intel-arc.git
$ cd ollama-intel-arc
$ podman compose up
```
Additionally, if you want to run one or more of the image generation tools, run these command in a different terminal:
For ComfyUI
```bash
$ podman compose -f docker-compose.comfyui.yml up
```
For SD.Next
```bash
$ podman compose -f docker-compose.sdnext.yml up
```
If you want to run Whisper for automatic speech recognition, run this command in a different terminal:
```bash
$ podman compose -f docker-compose.whisper.yml up
```
## Validate
Run the following command to verify your Ollama instance is up and running
```bash
$ curl http://localhost:11434/
Ollama is running
```
When using Open WebUI, you should see this partial output in your console, indicating your arc gpu was detected
```bash
[ollama-intel-arc] | Found 1 SYCL devices:
[ollama-intel-arc] | | | | | |Max | |Max |Global | |
[ollama-intel-arc] | | | | | |compute|Max work|sub |mem | |
[ollama-intel-arc] | |ID| Device Type| Name|Version|units |group |group|size | Driver version|
[ollama-intel-arc] | |--|-------------------|---------------------------------------|-------|-------|--------|-----|-------|---------------------|
[ollama-intel-arc] | | 0| [level_zero:gpu:0]| Intel Arc Graphics| 12.71| 128| 1024| 32| 62400M| 1.6.32224+14|
```
## Using Image Generation
* Open your web browser to http://localhost:7860 to access the SD.Next web page.
* For the purposes of this demonstration, we'll use the [DreamShaper](https://civitai.com/models/4384/dreamshaper) model.
* Follow these steps:
* Download the `dreamshaper_8` model by clicking on its image (1).
* Wait for it to download (~2GB in size) and then select it in the dropbox (2).
* (Optional) If you want to stay in the SD.Next UI, feel free to explore (3).
![screenshot](resources/sd.next.png)
* For more information on using SD.Next, refer to the official [documentation](https://vladmandic.github.io/sdnext-docs/).
* Open your web browser to http://localhost:4040 to access the Open WebUI web page.
* Go to the administrator [settings](http://localhost:4040/admin/settings) page.
* Go to the Image section (1)
* Make sure all settings look good, and validate them pressing the refresh button (2)
* (Optional) Save any changes if you made them. (3)
![screenshot](resources/open-webui-settings.png)
* For more information on using Open WebUI, refer to the official [documentation](https://docs.openwebui.com/)
* That's it, go back to Open WebUI main page and start chatting. Make sure to select the `Image` button to indicate you want to generate Images.
![screenshot](resources/open-webui-chat.png)
## Using Automatic Speech Recognition
* This is an example of a command to transcribe audio files:
```bash
podman exec -it whisper-ipex whisper https://www.lightbulblanguages.co.uk/resources/ge-audio/hobbies-ge.mp3 --device xpu --model small --language German --task transcribe
```
* Response:
```bash
[00:00.000 --> 00:08.000] Ich habe viele Hobbys. In meiner Freizeit mache ich sehr gerne Sport, wie zum Beispiel Wasserball oder Radfahren.
[00:08.000 --> 00:13.000] Außerdem lese ich gerne und lerne auch gerne Fremdsprachen.
[00:13.000 --> 00:19.000] Ich gehe gerne ins Kino, höre gerne Musik und treffe mich mit meinen Freunden.
[00:19.000 --> 00:22.000] Früher habe ich auch viel Basketball gespielt.
[00:22.000 --> 00:26.000] Im Frühling und im Sommer werde ich viele Radtouren machen.
[00:26.000 --> 00:29.000] Außerdem werde ich viel schwimmen gehen.
[00:29.000 --> 00:33.000] Am liebsten würde ich das natürlich im Meer machen.
```
* This is an example of a command to translate audio files:
```bash
podman exec -it whisper-ipex whisper https://www.lightbulblanguages.co.uk/resources/ge-audio/hobbies-ge.mp3 --device xpu --model small --language German --task translate
```
* Response:
```bash
[00:00.000 --> 00:02.000] I have a lot of hobbies.
[00:02.000 --> 00:05.000] In my free time I like to do sports,
[00:05.000 --> 00:08.000] such as water ball or cycling.
[00:08.000 --> 00:10.000] Besides, I like to read
[00:10.000 --> 00:13.000] and also like to learn foreign languages.
[00:13.000 --> 00:15.000] I like to go to the cinema,
[00:15.000 --> 00:16.000] like to listen to music
[00:16.000 --> 00:19.000] and meet my friends.
[00:19.000 --> 00:22.000] I used to play a lot of basketball.
[00:22.000 --> 00:26.000] In spring and summer I will do a lot of cycling tours.
[00:26.000 --> 00:29.000] Besides, I will go swimming a lot.
[00:29.000 --> 00:33.000] Of course, I would prefer to do this in the sea.
```
* To use your own audio files instead of web files, place them in the `~/whisper-files` folder and access them like this:
```bash
podman exec -it whisper-ipex whisper YOUR_FILE_NAME.mp3 --device xpu --model small --task translate
```
## Updating the containers
If there are new updates in the [ipex-llm-inference-cpp-xpu](https://hub.docker.com/r/intelanalytics/ipex-llm-inference-cpp-xpu) docker Image or in the Open WebUI docker Image, you may want to update your containers, to stay up to date.
Before any updates, be sure to stop your containers
```bash
$ podman compose down
```
Then just run a pull command to retrieve the `latest` images.
```bash
$ podman compose pull
```
After that, you can run compose up to start your services again.
```bash
$ podman compose up
```
## Manually connecting to your Ollama container
You can connect directly to your Ollama container by running these commands:
```bash
$ podman exec -it ollama-intel-arc /bin/bash
$ /llm/ollama/ollama -v
```
## My development environment:
* Core Ultra 7 155H
* Intel® Arc™ Graphics (Meteor Lake-P)
* Fedora 41
## References
* [Open WebUI documentation](https://docs.openwebui.com/)
* [Docker - Intel ipex-llm tags](https://hub.docker.com/r/intelanalytics/ipex-llm-serving-xpu/tags)
* [Docker - Intel extension for pytorch](https://hub.docker.com/r/intel/intel-extension-for-pytorch/tags)
* [GitHub - Intel ipex-llm tags](https://github.com/intel/ipex-llm/tags)
* [GitHub - Intel extension for pytorch](https://github.com/intel/intel-extension-for-pytorch/tags)

23
ollama-intel-arc/comfyui/Dockerfile Normal file
View file

@ -0,0 +1,23 @@
FROM intel/intel-extension-for-pytorch:2.7.10-xpu
# Optional, might help with memory allocation performance and scalability
RUN apt-get update && \
apt-get install -y --no-install-recommends --fix-missing libjemalloc-dev
ENV LD_PRELOAD=libjemalloc.so.2
# Download the ComfyUI repository
RUN cat <<EOF > /bin/startup.sh
#!/bin/bash
git status || git clone https://github.com/comfyanonymous/ComfyUI.git /app
pip install -r /app/requirements.txt
python /app/main.py "\$@"
EOF
# Make the startup script executable
RUN chmod 755 /bin/startup.sh
# Set the working directory to /app
WORKDIR /app
# Run ComfyUI with custom parameters
CMD [ "startup.sh", "--highvram", "--use-pytorch-cross-attention", "--listen=0.0.0.0", "--port=8188" ]

20
ollama-intel-arc/docker-compose.comfyui.yml Normal file
View file

@ -0,0 +1,20 @@
services:
comfyui-ipex:
build:
context: comfyui
dockerfile: Dockerfile
image: comfyui-ipex:local
container_name: comfyui-ipex
devices:
- /dev/dri:/dev/dri
ports:
- 8188:8188
volumes:
- comfyui-app-volume:/app
- comfyui-python-volume:/usr/local/lib/python3.10
environment:
- no_proxy=localhost,127.0.0.1
volumes:
comfyui-app-volume: {}
comfyui-python-volume: {}

23
ollama-intel-arc/docker-compose.sdnext.yml Normal file
View file

@ -0,0 +1,23 @@
services:
sdnext-ipex:
build:
context: sdnext
dockerfile: Dockerfile
image: sdnext-ipex:local
container_name: sdnext-ipex
restart: unless-stopped
devices:
- /dev/dri:/dev/dri
ports:
- 7860:7860
volumes:
- sdnext-app-volume:/app
- sdnext-mnt-volume:/mnt
- sdnext-huggingface-volume:/root/.cache/huggingface
- sdnext-python-volume:/usr/local/lib/python3.10
volumes:
sdnext-app-volume: {}
sdnext-mnt-volume: {}
sdnext-python-volume: {}
sdnext-huggingface-volume: {}

16
ollama-intel-arc/docker-compose.whisper.yml Normal file
View file

@ -0,0 +1,16 @@
services:
whisper-ipex:
build:
context: whisper
dockerfile: Dockerfile
image: whisper-ipex:local
container_name: whisper-ipex
restart: unless-stopped
devices:
- /dev/dri:/dev/dri
volumes:
- whisper-models-volume:/root/.cache/whisper
- ~/whisper-files:/app
volumes:
whisper-models-volume: {}

49
ollama-intel-arc/docker-compose.yml Normal file
View file

@ -0,0 +1,49 @@
services:
ollama-intel-arc:
image: intelanalytics/ipex-llm-inference-cpp-xpu:latest
container_name: ollama-intel-arc
restart: unless-stopped
devices:
- /dev/dri:/dev/dri
volumes:
- ollama-volume:/root/.ollama
ports:
- 11434:11434
environment:
- no_proxy=localhost,127.0.0.1
- OLLAMA_HOST=0.0.0.0
- DEVICE=Arc
- OLLAMA_INTEL_GPU=true
- OLLAMA_NUM_GPU=999
- ZES_ENABLE_SYSMAN=1
command: sh -c 'mkdir -p /llm/ollama && cd /llm/ollama && init-ollama && exec ./ollama serve'
open-webui:
image: ghcr.io/open-webui/open-webui:latest
container_name: open-webui
volumes:
- open-webui-volume:/app/backend/data
depends_on:
- ollama-intel-arc
ports:
- 4040:8080
environment:
- WEBUI_AUTH=False
- ENABLE_OPENAI_API=False
- ENABLE_OLLAMA_API=True
- ENABLE_IMAGE_GENERATION=True
- IMAGE_GENERATION_ENGINE=automatic1111
- IMAGE_GENERATION_MODEL=dreamshaper_8
- IMAGE_SIZE=400x400
- IMAGE_STEPS=8
- AUTOMATIC1111_BASE_URL=http://sdnext-ipex:7860/
- AUTOMATIC1111_CFG_SCALE=2
- AUTOMATIC1111_SAMPLER=DPM++ SDE
- AUTOMATIC1111_SCHEDULER=Karras
extra_hosts:
- host.docker.internal:host-gateway
restart: unless-stopped
volumes:
ollama-volume: {}
open-webui-volume: {}

BIN
ollama-intel-arc/resources/open-webui-chat.png Normal file
View file

Binary file not shown.
Side by side

After

Width:  |  Height:  |  Size: 368 KiB

BIN
ollama-intel-arc/resources/open-webui-settings.png Normal file
View file

Binary file not shown.
Side by side

After

Width:  |  Height:  |  Size: 98 KiB

BIN
ollama-intel-arc/resources/open-webui.png Normal file
View file

Binary file not shown.
Side by side

After

Width:  |  Height:  |  Size: 259 KiB

BIN
ollama-intel-arc/resources/sd.next.png Normal file
View file

Binary file not shown.
Side by side

After

Width:  |  Height:  |  Size: 637 KiB

21
ollama-intel-arc/sdnext/Dockerfile Normal file
View file

@ -0,0 +1,21 @@
FROM intel/intel-extension-for-pytorch:2.7.10-xpu
# Set paths to use with sdnext
ENV SD_DATADIR="/mnt/data"
ENV SD_MODELSDIR="/mnt/models"
# Download the SDNext repository
RUN cat <<EOF > /bin/startup.sh
#!/bin/bash
git status || git clone https://github.com/vladmandic/sdnext.git .
python /app/launch.py "\$@"
EOF
# Make the startup script executable
RUN chmod 755 /bin/startup.sh
# Set the working directory to /app
WORKDIR /app
# Run SDNext with custom parameters
CMD [ "startup.sh", "-f", "--use-ipex", "--uv", "--listen", "--debug", "--api-log", "--log", "sdnext.log" ]

16
ollama-intel-arc/whisper/Dockerfile Normal file
View file

@ -0,0 +1,16 @@
FROM intel/intel-extension-for-pytorch:2.7.10-xpu
ENV USE_XETLA=OFF
ENV SYCL_PI_LEVEL_ZERO_USE_IMMEDIATE_COMMANDLISTS=1
ENV SYCL_CACHE_PERSISTENT=1
# Install required packages
RUN apt-get update && apt-get install -y ffmpeg
# Download the Whisper repository
RUN pip install --upgrade pip && pip install -U openai-whisper
# Set the working directory to /app
WORKDIR /app
CMD ["tail", "-f", "/dev/null"]