[docs] update documentations (#356)

* move docs -> source

* Add files via upload

* mv image

* Add files via upload

* colocate iOS setup doc

* delete image

* Add files via upload

* fix

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* Update developer_cookbook.md

* toctree

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* getting started

* distributions

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* copy button

* test tabs

* test tabs

* fix

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* tab

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* sphinx_design

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* size

* width

* css

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* download models

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* kill llamastack-local-gpu/cpu

* Update index.md

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* mv ios_setup.md

* Update ios_setup.md

* Add remote_or_local.gif

* Update ios_setup.md

* release notes

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* Add ios_setup to index

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* remote

---------

Co-authored-by: dltn <6599399+dltn@users.noreply.github.com>
Co-authored-by: Ashwin Bharambe <ashwin.bharambe@gmail.com>

docs/getting_started.ipynb

@@ -36,7 +36,7 @@
     "1. Get Docker container\n",
     "```\n",
     "$ docker login\n",
-    "$ docker pull llamastack/llamastack-local-gpu\n",
+    "$ docker pull llamastack/llamastack-meta-reference-gpu\n",
     "```\n",
     "\n",
     "2. pip install the llama stack client package \n",
@@ -61,15 +61,15 @@
     "```\n",
     "For GPU inference, you need to set these environment variables for specifying local directory containing your model checkpoints, and enable GPU inference to start running docker container.\n",
     "$ export LLAMA_CHECKPOINT_DIR=~/.llama\n",
-    "$ llama stack configure llamastack-local-gpu\n",
+    "$ llama stack configure llamastack-meta-reference-gpu\n",
     "```\n",
     "Follow the prompts as part of configure.\n",
     "Here is a sample output \n",
     "```\n",
-    "$ llama stack configure llamastack-local-gpu\n",
+    "$ llama stack configure llamastack-meta-reference-gpu\n",
     "\n",
-    "Could not find /home/hjshah/.conda/envs/llamastack-llamastack-local-gpu/llamastack-local-gpu-build.yaml. Trying docker image name instead...\n",
-    "+ podman run --network host -it -v /home/hjshah/.llama/builds/docker:/app/builds llamastack-local-gpu llama stack configure ./llamastack-build.yaml --output-dir /app/builds\n",
+    "Could not find ~/.conda/envs/llamastack-llamastack-meta-reference-gpu/llamastack-meta-reference-gpu-build.yaml. Trying docker image name instead...\n",
+    "+ podman run --network host -it -v ~/.llama/builds/docker:/app/builds llamastack-meta-reference-gpu llama stack configure ./llamastack-build.yaml --output-dir /app/builds\n",
     "\n",
     "Configuring API `inference`...\n",
     "=== Configuring provider `meta-reference` for API inference...\n",
@@ -155,7 +155,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# For this notebook we will be working with the latest Llama3.2 vision models \n",
+    "# For this notebook we will be working with the latest Llama3.2 vision models\n",
     "model = \"Llama3.2-11B-Vision-Instruct\""
    ]
   },
@@ -182,7 +182,7 @@
     }
    ],
    "source": [
-    "# Simple text example \n",
+    "# Simple text example\n",
     "iterator = client.inference.chat_completion(\n",
     "    model=model,\n",
     "    messages=[\n",
@@ -224,13 +224,13 @@
    ],
    "source": [
     "import base64\n",
-    "import mimetypes \n",
+    "import mimetypes\n",
     "\n",
     "from PIL import Image\n",
     "\n",
-    "# We define a simple utility function to take a local image and \n",
-    "# convert it to as base64 encoded data url \n",
-    "# that can be passed to the server. \n",
+    "# We define a simple utility function to take a local image and\n",
+    "# convert it to as base64 encoded data url\n",
+    "# that can be passed to the server.\n",
     "def data_url_from_image(file_path):\n",
     "    mime_type, _ = mimetypes.guess_type(file_path)\n",
     "    if mime_type is None:\n",
@@ -273,7 +273,7 @@
     "        {\n",
     "            \"role\": \"user\",\n",
     "            \"content\": [\n",
-    "                { \"image\": { \"uri\": data_url } }, \n",
+    "                { \"image\": { \"uri\": data_url } },\n",
     "                \"Write a haiku describing the image\"\n",
     "            ]\n",
     "        }\n",