add apple m4 max benchmark

active/software_ai_stack/ai_stack.md

@@ -21,13 +21,15 @@
         - [Z-Image](#z-image)
         - [Flux](#flux)
       - [Embedding Models](#embedding-models)
-        - [Nomic](#nomic)
+        - [Qwen Embedding](#qwen-embedding)
+        - [Nomic Embedding](#nomic-embedding)
   - [llama.cpp](#llamacpp)
   - [stable-diffusion.cpp](#stable-diffusioncpp)
   - [open-webui](#open-webui)
   - [Install Services with Quadlets](#install-services-with-quadlets)
     - [Internal and External Pods](#internal-and-external-pods)
     - [Llama CPP Server](#llama-cpp-server)
+    - [Llama CPP Embedding Server](#llama-cpp-embedding-server)
     - [Stable Diffusion CPP](#stable-diffusion-cpp)
     - [Open Webui](#open-webui-1)
     - [Install the update script](#install-the-update-script)
@@ -239,7 +241,14 @@ hf download --local-dir . unsloth/Qwen3-8B-GGUF Qwen3-8B-Q8_0.gguf
 
 #### Embedding Models
 
-##### Nomic
+##### Qwen Embedding
+
+```bash
+mkdir /home/ai/models/embedding/qwen3-vl-embed && cd /home/ai/models/embedding/qwen3-vl-embed
+hf download --local-dir . dam2452/Qwen3-VL-Embedding-8B-GGUF Qwen3-VL-Embedding-8B-Q8_0.gguf
+```
+
+##### Nomic Embedding
 
 ```bash
 # nomic-embed-text-v2
@@ -352,7 +361,7 @@ localhost/stable-diffusion-cpp:latest \
 ```bash
 mkdir /home/ai/.env
 # Create a file called open-webui-env with `WEBUI_SECRET_KEY="some-random-key"
-scp active/device_framework_desktop/secrets/open-webui-env deskwork-ai:.env/
+scp active/software_ai_stack/secrets/open-webui-env deskwork-ai:.env/
 
 # Will be available on port 8080
 podman run \
@@ -368,7 +377,8 @@ Use the following connections:
 
 | Service                   | Endpoint                                  |
 | ------------------------- | ----------------------------------------- |
-| llama.cpp                 | <http://host.containers.internal:8000>    |
+| llama.cpp server          | <http://host.containers.internal:8000>    |
+| llama.cpp embed           | <http://host.containers.internal:8001>    |
 | stable-diffusion.cpp      | <http://host.containers.internal:1234/v1> |
 | stable-diffusion.cpp edit | <http://host.containers.internal:1235/v1> |
 
@@ -381,7 +391,7 @@ stable-diffusion.cpp services while allowing the frontend services to
 communicate with those containers.
 
 ```bash
-scp -r active/device_framework_desktop/quadlets_pods/* deskwork-ai:.config/containers/systemd/
+scp -r active/software_ai_stack/quadlets_pods/* deskwork-ai:.config/containers/systemd/
 ssh deskwork-ai
 systemctl --user daemon-reload
 systemctl --user start ai-internal-pod.service ai-external-pod.service
@@ -392,7 +402,18 @@ systemctl --user start ai-internal-pod.service ai-external-pod.service
 Installs the llama.cpp server to run our text models.
 
 ```bash
-scp -r active/device_framework_desktop/quadlets_llama_server/* deskwork-ai:.config/containers/systemd/
+scp -r active/software_ai_stack/quadlets_llama_server/* deskwork-ai:.config/containers/systemd/
+ssh deskwork-ai
+systemctl --user daemon-reload
+systemctl --user restart ai-internal-pod.service
+```
+
+### Llama CPP Embedding Server
+
+Installs the llama.cpp server to run our embedding models
+
+```bash
+scp -r active/software_ai_stack/quadlets_llama_embed/* deskwork-ai:.config/containers/systemd/
 ssh deskwork-ai
 systemctl --user daemon-reload
 systemctl --user restart ai-internal-pod.service
@@ -403,7 +424,7 @@ systemctl --user restart ai-internal-pod.service
 Installs the stable-diffusion.cpp server to run our image models.
 
 ```bash
-scp -r active/device_framework_desktop/quadlets_stable_diffusion/* deskwork-ai:.config/containers/systemd/
+scp -r active/software_ai_stack/quadlets_stable_diffusion/* deskwork-ai:.config/containers/systemd/
 ssh deskwork-ai
 systemctl --user daemon-reload
 systemctl --user restart ai-internal-pod.service
@@ -414,7 +435,7 @@ systemctl --user restart ai-internal-pod.service
 Installs the open webui frontend.
 
 ```bash
-scp -r active/device_framework_desktop/quadlets_openwebui/* deskwork-ai:.config/containers/systemd/
+scp -r active/software_ai_stack/quadlets_openwebui/* deskwork-ai:.config/containers/systemd/
 ssh deskwork-ai
 systemctl --user daemon-reload
 systemctl --user restart ai-external-pod.service
@@ -429,7 +450,7 @@ will be up at `http://host.containers.internal:8000`.
 # 1. Builds the latest llama.cpp and stable-diffusion.cpp
 # 2. Pulls the latest open-webui
 # 3. Restarts all services
-scp active/device_framework_desktop/update-script.sh deskwork-ai:
+scp active/software_ai_stack/update-script.sh deskwork-ai:
 ssh deskwork-ai
 chmod +x update-script.sh
 ./update-script.sh
@@ -440,7 +461,7 @@ chmod +x update-script.sh
 Optionally install a guest openwebui service.
 
 ```bash
-scp -r active/device_framework_desktop/systemd/. deskwork-ai:.config/systemd/user/
+scp -r active/software_ai_stack/systemd/. deskwork-ai:.config/systemd/user/
 ssh deskwork-ai
 systemctl --user daemon-reload
 systemctl --user enable open-webui-guest-start.timer
@@ -497,3 +518,10 @@ NVIDIA GeForce RTX 3090
 | ---------------- | --------: | ------: | ------- | ---: | ----: | --------------: |
 | gpt-oss 20B Q8_0 | 11.27 GiB | 20.91 B | CUDA    |   99 | pp512 | 4297.72 ± 35.60 |
 | gpt-oss 20B Q8_0 | 11.27 GiB | 20.91 B | CUDA    |   99 | tg128 |   197.73 ± 0.62 |
+
+Apple M4 max
+
+| model                         |   test |            t/s |
+| :---------------------------- | -----: | -------------: |
+| unsloth/gpt-oss-20b-Q8_0-GGUF | pp2048 | 1579.12 ± 7.12 |
+| unsloth/gpt-oss-20b-Q8_0-GGUF |   tg32 |  113.00 ± 2.81 |