Commit
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Parent(s):
bd82dd7
Upload deploy_llava.ipynb with huggingface_hub
Browse files- deploy_llava.ipynb +52 -81
deploy_llava.ipynb
CHANGED
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@@ -32,7 +32,7 @@
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},
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{
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"cell_type": "code",
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"execution_count":
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"metadata": {},
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"outputs": [],
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"source": [
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},
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{
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"cell_type": "code",
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"execution_count":
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"metadata": {},
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"outputs": [
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"source": [
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"import sagemaker\n",
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"import boto3\n",
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},
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{
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"cell_type": "code",
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"execution_count":
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"metadata": {},
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"outputs": [
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"source": [
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"from sagemaker.s3 import S3Uploader\n",
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"\n",
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},
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"cell_type": "code",
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"execution_count":
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"metadata": {},
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"outputs": [
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{
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@@ -120,7 +161,7 @@
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n",
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"
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]
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}
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],
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},
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{
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"cell_type": "code",
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"execution_count":
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The image
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]
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}
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],
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@@ -173,7 +214,7 @@
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" \"question\" : \"Describe the image and color details.\",\n",
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" # \"max_new_tokens\" : 1024,\n",
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" # \"temperature\" : 0.2,\n",
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" # \"
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"}\n",
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"\n",
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"# request\n",
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"print(output)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"To run inference with `llava` special token:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"metadata": {},
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"outputs": [
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The image features a red toy animal, possibly a horse or a donkey, with a pair of glasses on its face. The toy is made of plastic and has a fire-like appearance, giving it a unique and eye-catching look. The red color of the toy and the glasses on its face create a striking contrast against the background, making it the main focus of the image.\n"
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]
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}
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],
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"source": [
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"from llava.conversation import conv_templates, SeparatorStyle\n",
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"from llava.constants import (\n",
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"DEFAULT_IMAGE_TOKEN,\n",
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"DEFAULT_IM_START_TOKEN,\n",
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"DEFAULT_IM_END_TOKEN,\n",
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")\n",
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"def get_prompt(raw_prompt):\n",
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" conv_mode = \"llava_v1\"\n",
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" conv = conv_templates[conv_mode].copy()\n",
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" roles = conv.roles\n",
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" inp = f\"{roles[0]}: {raw_prompt}\"\n",
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" inp = (\n",
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" DEFAULT_IM_START_TOKEN + DEFAULT_IMAGE_TOKEN + DEFAULT_IM_END_TOKEN + \"\\n\" + inp\n",
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" )\n",
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" conv.append_message(conv.roles[0], inp)\n",
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" conv.append_message(conv.roles[1], None)\n",
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" prompt = conv.get_prompt()\n",
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" stop_str = conv.sep if conv.sep_style != SeparatorStyle.TWO else conv.sep2\n",
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" return prompt, stop_str\n",
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"\n",
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"raw_prompt = \"Describe the image and color details.\"\n",
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"prompt, stop_str = get_prompt(raw_prompt)\n",
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"image_path = \"https://raw.githubusercontent.com/haotian-liu/LLaVA/main/images/llava_logo.png\"\n",
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"data = {\"image\" : image_path, \"question\" : prompt, \"stop_str\" : stop_str}\n",
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"output = predictor.predict(data)\n",
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"print(output)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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@@ -279,28 +271,6 @@
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The image features a small toy animal, resembling a horse or a donkey, with a red and orange color scheme. The toy has a pair of glasses on its face, giving it a unique and quirky appearance. The toy is standing on a gray surface, which provides a contrasting background for the vibrant colors of the toy. The combination of red, orange, and gray creates a visually striking scene.\n"
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]
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}
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],
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"source": [
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"raw_prompt = \"Describe the image and color details.\"\n",
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"prompt, stop_str = get_prompt(raw_prompt)\n",
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"image_path = \"https://raw.githubusercontent.com/haotian-liu/LLaVA/main/images/llava_logo.png\"\n",
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"data = {\"image\" : image_path, \"question\" : prompt, \"stop_str\" : stop_str}\n",
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"output = predictor2.predict(data)\n",
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"print(output)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"outputs": [],
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"source": [
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"# delete sagemaker endpoint\n",
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"predictor.delete_endpoint()"
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]
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}
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"sagemaker.config INFO - Not applying SDK defaults from location: /Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n"
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]
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},
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Couldn't call 'get_role' to get Role ARN from role name arn:aws:iam::297308036828:root to get Role path.\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"sagemaker.config INFO - Not applying SDK defaults from location: /Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker role arn: arn:aws:iam::297308036828:role/service-role/AmazonSageMaker-ExecutionRole-20231008T201275\n",
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"sagemaker bucket: sagemaker-us-west-2-297308036828\n",
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"sagemaker session region: us-west-2\n"
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]
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}
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],
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"source": [
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"import sagemaker\n",
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"import boto3\n",
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"sagemaker.config INFO - Not applying SDK defaults from location: /Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n",
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"model uploaded to: s3://sagemaker-us-west-2-297308036828/llava-v1.5-7b/model.tar.gz\n"
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]
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}
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],
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"source": [
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"from sagemaker.s3 import S3Uploader\n",
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"\n",
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Library/Application Support/sagemaker/config.yaml\n",
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"sagemaker.config INFO - Not applying SDK defaults from location: /Users/tom/Library/Application Support/sagemaker/config.yaml\n",
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"-----------------!"
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]
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}
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],
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The image features a red and black toy horse with a pair of glasses on its face. The horse is wearing a pair of red glasses, which adds a unique and quirky touch to the toy. The horse's legs are also painted in red and black colors, further enhancing its appearance. The toy horse is standing on a grey surface, which serves as a backdrop for the scene.\n"
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]
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}
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],
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" \"question\" : \"Describe the image and color details.\",\n",
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" # \"max_new_tokens\" : 1024,\n",
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" # \"temperature\" : 0.2,\n",
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" # \"conv_mode\" : \"llava_v1\"\n",
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"}\n",
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"\n",
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"# request\n",
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"print(output)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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")"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"outputs": [],
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"source": [
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"# delete sagemaker endpoint\n",
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"predictor.delete_model()\n",
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"predictor.delete_endpoint()"
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]
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}
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