diff --git a/learn/vlm-finetuning/.gitignore b/learn/vlm-finetuning/.gitignore
new file mode 100644
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+++ b/learn/vlm-finetuning/.gitignore
@@ -0,0 +1 @@
+qwen2p5-vl-7b-instruct/
\ No newline at end of file
diff --git a/learn/vlm-finetuning/finetuning-on-bedrock.ipynb b/learn/vlm-finetuning/finetuning-on-bedrock.ipynb
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@@ -0,0 +1,1480 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# How to Finetune a VLM on Bedrock and deploy on Fireworks\n",
+    "\n",
+    "This guide will use Qwen 2.5 VL 7B, but you can use this guide with any other model.\n",
+    "\n",
+    "### Pre-requisites\n",
+    "- [aws-cli](https://docs.aws.amazon.com/cli/latest/userguide/getting-started-install.html)\n",
+    "- Python"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Collecting boto3\n",
+      "  Using cached boto3-1.38.14-py3-none-any.whl.metadata (6.6 kB)\n",
+      "Collecting huggingface-hub[cli]\n",
+      "  Using cached huggingface_hub-0.31.1-py3-none-any.whl.metadata (13 kB)\n",
+      "Collecting botocore<1.39.0,>=1.38.14 (from boto3)\n",
+      "  Using cached botocore-1.38.14-py3-none-any.whl.metadata (5.7 kB)\n",
+      "Collecting jmespath<2.0.0,>=0.7.1 (from boto3)\n",
+      "  Using cached jmespath-1.0.1-py3-none-any.whl.metadata (7.6 kB)\n",
+      "Collecting s3transfer<0.13.0,>=0.12.0 (from boto3)\n",
+      "  Using cached s3transfer-0.12.0-py3-none-any.whl.metadata (1.7 kB)\n",
+      "Requirement already satisfied: python-dateutil<3.0.0,>=2.1 in /Users/aidando/miniconda3/envs/bedrock-env-2/lib/python3.10/site-packages (from botocore<1.39.0,>=1.38.14->boto3) (2.9.0.post0)\n",
+      "Collecting urllib3!=2.2.0,<3,>=1.25.4 (from botocore<1.39.0,>=1.38.14->boto3)\n",
+      "  Using cached urllib3-2.4.0-py3-none-any.whl.metadata (6.5 kB)\n",
+      "Requirement already satisfied: six>=1.5 in /Users/aidando/miniconda3/envs/bedrock-env-2/lib/python3.10/site-packages (from python-dateutil<3.0.0,>=2.1->botocore<1.39.0,>=1.38.14->boto3) (1.17.0)\n",
+      "Collecting filelock (from huggingface-hub[cli])\n",
+      "  Using cached filelock-3.18.0-py3-none-any.whl.metadata (2.9 kB)\n",
+      "Collecting fsspec>=2023.5.0 (from huggingface-hub[cli])\n",
+      "  Using cached fsspec-2025.3.2-py3-none-any.whl.metadata (11 kB)\n",
+      "Requirement already satisfied: packaging>=20.9 in /Users/aidando/miniconda3/envs/bedrock-env-2/lib/python3.10/site-packages (from huggingface-hub[cli]) (25.0)\n",
+      "Collecting pyyaml>=5.1 (from huggingface-hub[cli])\n",
+      "  Using cached PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl.metadata (2.1 kB)\n",
+      "Collecting requests (from huggingface-hub[cli])\n",
+      "  Using cached requests-2.32.3-py3-none-any.whl.metadata (4.6 kB)\n",
+      "Collecting tqdm>=4.42.1 (from huggingface-hub[cli])\n",
+      "  Using cached tqdm-4.67.1-py3-none-any.whl.metadata (57 kB)\n",
+      "Requirement already satisfied: typing-extensions>=3.7.4.3 in /Users/aidando/miniconda3/envs/bedrock-env-2/lib/python3.10/site-packages (from huggingface-hub[cli]) (4.13.2)\n",
+      "Collecting hf-xet<2.0.0,>=1.1.0 (from huggingface-hub[cli])\n",
+      "  Downloading hf_xet-1.1.1-cp37-abi3-macosx_11_0_arm64.whl.metadata (494 bytes)\n",
+      "Collecting InquirerPy==0.3.4 (from huggingface-hub[cli])\n",
+      "  Using cached InquirerPy-0.3.4-py3-none-any.whl.metadata (8.1 kB)\n",
+      "Collecting pfzy<0.4.0,>=0.3.1 (from InquirerPy==0.3.4->huggingface-hub[cli])\n",
+      "  Using cached pfzy-0.3.4-py3-none-any.whl.metadata (4.9 kB)\n",
+      "Requirement already satisfied: prompt-toolkit<4.0.0,>=3.0.1 in /Users/aidando/miniconda3/envs/bedrock-env-2/lib/python3.10/site-packages (from InquirerPy==0.3.4->huggingface-hub[cli]) (3.0.51)\n",
+      "Requirement already satisfied: wcwidth in /Users/aidando/miniconda3/envs/bedrock-env-2/lib/python3.10/site-packages (from prompt-toolkit<4.0.0,>=3.0.1->InquirerPy==0.3.4->huggingface-hub[cli]) (0.2.13)\n",
+      "Collecting charset-normalizer<4,>=2 (from requests->huggingface-hub[cli])\n",
+      "  Using cached charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl.metadata (35 kB)\n",
+      "Collecting idna<4,>=2.5 (from requests->huggingface-hub[cli])\n",
+      "  Using cached idna-3.10-py3-none-any.whl.metadata (10 kB)\n",
+      "Collecting certifi>=2017.4.17 (from requests->huggingface-hub[cli])\n",
+      "  Using cached certifi-2025.4.26-py3-none-any.whl.metadata (2.5 kB)\n",
+      "Using cached boto3-1.38.14-py3-none-any.whl (139 kB)\n",
+      "Using cached botocore-1.38.14-py3-none-any.whl (13.6 MB)\n",
+      "Using cached jmespath-1.0.1-py3-none-any.whl (20 kB)\n",
+      "Using cached s3transfer-0.12.0-py3-none-any.whl (84 kB)\n",
+      "Using cached urllib3-2.4.0-py3-none-any.whl (128 kB)\n",
+      "Using cached huggingface_hub-0.31.1-py3-none-any.whl (484 kB)\n",
+      "Using cached InquirerPy-0.3.4-py3-none-any.whl (67 kB)\n",
+      "Downloading hf_xet-1.1.1-cp37-abi3-macosx_11_0_arm64.whl (5.1 MB)\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m5.1/5.1 MB\u001b[0m \u001b[31m27.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0ma \u001b[36m0:00:01\u001b[0m\n",
+      "\u001b[?25hUsing cached pfzy-0.3.4-py3-none-any.whl (8.5 kB)\n",
+      "Using cached fsspec-2025.3.2-py3-none-any.whl (194 kB)\n",
+      "Using cached PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl (171 kB)\n",
+      "Using cached tqdm-4.67.1-py3-none-any.whl (78 kB)\n",
+      "Using cached filelock-3.18.0-py3-none-any.whl (16 kB)\n",
+      "Using cached requests-2.32.3-py3-none-any.whl (64 kB)\n",
+      "Using cached charset_normalizer-3.4.2-cp310-cp310-macosx_10_9_universal2.whl (201 kB)\n",
+      "Using cached idna-3.10-py3-none-any.whl (70 kB)\n",
+      "Using cached certifi-2025.4.26-py3-none-any.whl (159 kB)\n",
+      "Installing collected packages: urllib3, tqdm, pyyaml, pfzy, jmespath, idna, hf-xet, fsspec, filelock, charset-normalizer, certifi, requests, InquirerPy, botocore, s3transfer, huggingface-hub, boto3\n",
+      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m17/17\u001b[0m [boto3]m16/17\u001b[0m [boto3]re]\n",
+      "\u001b[1A\u001b[2KSuccessfully installed InquirerPy-0.3.4 boto3-1.38.14 botocore-1.38.14 certifi-2025.4.26 charset-normalizer-3.4.2 filelock-3.18.0 fsspec-2025.3.2 hf-xet-1.1.1 huggingface-hub-0.31.1 idna-3.10 jmespath-1.0.1 pfzy-0.3.4 pyyaml-6.0.2 requests-2.32.3 s3transfer-0.12.0 tqdm-4.67.1 urllib3-2.4.0\n",
+      "Note: you may need to restart the kernel to use updated packages.\n"
+     ]
+    }
+   ],
+   "source": [
+    "%pip install boto3 \"huggingface-hub[cli]\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "BUCKET_NAME fw-bedrock-finetuning-023979239971\n",
+      "HF_MODEL_NAME Qwen/Qwen2.5-VL-7B-Instruct\n",
+      "MODEL_NAME qwen2p5-vl-7b-instruct\n"
+     ]
+    }
+   ],
+   "source": [
+    "import boto3\n",
+    "\n",
+    "account_id = boto3.client('sts').get_caller_identity()['Account']\n",
+    "\n",
+    "BUCKET_NAME=f\"fw-bedrock-finetuning-{account_id}\"\n",
+    "HF_MODEL_NAME=\"Qwen/Qwen2.5-VL-7B-Instruct\"\n",
+    "MODEL_NAME=HF_MODEL_NAME.lower().replace(\".\", \"p\").split(\"/\")[-1]\n",
+    "\n",
+    "print(\"BUCKET_NAME\", BUCKET_NAME)\n",
+    "print(\"HF_MODEL_NAME\", HF_MODEL_NAME)\n",
+    "print(\"MODEL_NAME\", MODEL_NAME)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Created bucket: fw-bedrock-finetuning-023979239971\n"
+     ]
+    }
+   ],
+   "source": [
+    "s3 = boto3.client('s3')\n",
+    "\n",
+    "try:\n",
+    "    s3.create_bucket(Bucket=BUCKET_NAME)\n",
+    "    print(f\"Created bucket: {BUCKET_NAME}\")\n",
+    "except s3.exceptions.BucketAlreadyExists:\n",
+    "    print(f\"Bucket {BUCKET_NAME} already exists\")\n",
+    "except s3.exceptions.BucketAlreadyOwnedByYou:\n",
+    "    print(f\"Bucket {BUCKET_NAME} already owned by you\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fetching 16 files:   0%|                                 | 0/16 [00:00<?, ?it/s]Downloading 'model-00001-of-00005.safetensors' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/ucOYR0sM0bukMpWiwV3qkLpQbMA=.e97b877e47fde53a6c6e77aafb36e58e91ee9d95c4a3eeac6f1b5c0e6a1c986e.incomplete'\n",
+      "Xet Storage is enabled for this repo. Downloading file from Xet Storage..\n",
+      "Downloading 'merges.txt' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/PtHk0z_I45atnj23IIRhTExwT3w=.20024bfe7c83998e9aeaf98a0cd6a2ce6306c2f0.incomplete'\n",
+      "Downloading 'generation_config.json' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/3EVKVggOldJcKSsGjSdoUCN1AyQ=.1088c9865dbf2e8152485664bb07495e89a14efb.incomplete'\n",
+      "Downloading 'config.json' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/8_PA_wEVGiVa2goH2H4KQOQpvVY=.58ee12a9fb3d8708a1e41e49cb9aa5ac5017b6a6.incomplete'\n",
+      "Downloading 'chat_template.json' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/BqEbVjUtvDkrcHAfaoo906xJg7Y=.732bd68bc5427d1fb6c06a59b3bf2456b2155d24.incomplete'\n",
+      "Downloading 'README.md' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/Xn7B-BWUGOee2Y6hCZtEhtFu4BE=.5f169031e3f61faa8262272000c36d54bdc9b926.incomplete'\n",
+      "Downloading 'model-00002-of-00005.safetensors' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/ewHVStNi_qTCwOvZyUK4XvcG7h0=.a9a300a43b4724eee2abe7c18ceb26768d0ab011eb0cad19d9bfd2476a24d024.incomplete'\n",
+      "Xet Storage is enabled for this repo. Downloading file from Xet Storage..\n",
+      "\n",
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+      "\n",
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+      "\n",
+      "\n",
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+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/generation_config.json\n",
+      "\n",
+      "\n",
+      "\n",
+      "config.json: 100%|█████████████████████████| 1.37k/1.37k [00:00<00:00, 35.4MB/s]\u001b[A\u001b[A\u001b[A\n",
+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/config.json\n",
+      "\n",
+      "\n",
+      "\n",
+      "chat_template.json: 100%|██████████████████| 1.05k/1.05k [00:00<00:00, 30.0MB/s]\u001b[A\u001b[A\u001b[A\n",
+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/chat_template.json\n",
+      "\n",
+      "\n",
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+      "\n",
+      "\n",
+      "\n",
+      "README.md: 100%|███████████████████████████| 18.6k/18.6k [00:00<00:00, 16.0MB/s]\u001b[A\u001b[A\u001b[A\u001b[A\n",
+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/README.md\n",
+      "Downloading 'model-00003-of-00005.safetensors' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/W6LiZUqSlTR2RfaiI-PdlBA4Fcg=.111223d173e00bbee81cba1216fad28668df3476706b7fd26f4d5b50f8b3a507.incomplete'\n",
+      "Xet Storage is enabled for this repo. Downloading file from Xet Storage..\n",
+      "Downloading 'model-00004-of-00005.safetensors' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/fNjCg19rjPb4Qv_8lvghvyvUVYM=.ef47f634fa57d46ee134edcc09f34085a47da1e16c12a2abe0d67118be6d72ed.incomplete'\n",
+      "Xet Storage is enabled for this repo. Downloading file from Xet Storage..\n",
+      "Downloading 'model.safetensors.index.json' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/yVzAsSxRSINSz-tQbpx-TLpfkLU=.f0c9e9b8e043f5de0ac99fd8b2ea75515d811e7b.incomplete'\n",
+      "Downloading 'model-00005-of-00005.safetensors' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/GCeZHAC9fJGsUpPJYkRCM0JipPI=.0c859795ad3a627a9b95bcb762e059d5b768a4a36fdd4affeff269d93fdecc67.incomplete'\n",
+      "Xet Storage is enabled for this repo. Downloading file from Xet Storage..\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
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+      "\n",
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+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "model.safetensors.index.json: 100%|████████| 57.6k/57.6k [00:00<00:00, 6.29MB/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/model.safetensors.index.json\n",
+      "\n",
+      "\n",
+      "\n",
+      "merges.txt: 100%|██████████████████████████| 1.67M/1.67M [00:00<00:00, 5.64MB/s]\u001b[A\u001b[A\u001b[A\n",
+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/merges.txt\n",
+      "Downloading 'preprocessor_config.json' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/PYH5dHjks7Ei0Yd3X0Z8xIwsCNQ=.7f3b746825e5eef53ed8ed57a91df9e86ee62c0a.incomplete'\n",
+      "\n",
+      "\n",
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+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "preprocessor_config.json: 100%|████████████████| 350/350 [00:00<00:00, 6.73MB/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/preprocessor_config.json\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
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+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
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+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/tokenizer_config.json\n",
+      "Downloading '.gitattributes' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/wPaCkH-WbT7GsmxMKKrNZTV4nSM=.a6344aac8c09253b3b630fb776ae94478aa0275b.incomplete'\n",
+      "Downloading 'vocab.json' to 'qwen2p5-vl-7b-instruct/.cache/huggingface/download/j3m-Hy6QvBddw8RXA1uSWl1AJ0c=.4783fe10ac3adce15ac8f358ef5462739852c569.incomplete'\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      ".gitattributes: 100%|██████████████████████| 1.52k/1.52k [00:00<00:00, 26.7MB/s]\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n",
+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/.gitattributes\n",
+      "Fetching 16 files:   6%|█▌                       | 1/16 [00:01<00:21,  1.43s/it]\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
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+      "\n",
+      "\n",
+      "\n",
+      "\n",
+      "\n",
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+      "Download complete. Moving file to qwen2p5-vl-7b-instruct/model-00004-of-00005.safetensors\n",
+      "\n",
+      "\n",
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+      "/Users/aidando/work/cookbook/learn/vlm-finetuning/qwen2p5-vl-7b-instruct\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Download model weights\n",
+    "!huggingface-cli download {HF_MODEL_NAME} --local-dir {MODEL_NAME}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/chat_template.json.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/chat_template.json.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/.gitignore to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/.gitignore\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/README.md.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/README.md.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/.gitattributes.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/.gitattributes.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/config.json.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/config.json.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/.gitattributes.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/.gitattributes.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/generation_config.json.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/generation_config.json.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/README.md.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/README.md.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/generation_config.json.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/generation_config.json.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/merges.txt.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/merges.txt.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/merges.txt.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/merges.txt.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00001-of-00005.safetensors.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00001-of-00005.safetensors.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00003-of-00005.safetensors.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00003-of-00005.safetensors.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00003-of-00005.safetensors.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00003-of-00005.safetensors.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00001-of-00005.safetensors.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00001-of-00005.safetensors.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00002-of-00005.safetensors.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00002-of-00005.safetensors.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00002-of-00005.safetensors.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00002-of-00005.safetensors.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00004-of-00005.safetensors.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00004-of-00005.safetensors.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00004-of-00005.safetensors.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00004-of-00005.safetensors.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00005-of-00005.safetensors.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00005-of-00005.safetensors.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00005-of-00005.safetensors.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model-00005-of-00005.safetensors.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model.safetensors.index.json.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model.safetensors.index.json.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/model.safetensors.index.json.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/model.safetensors.index.json.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/preprocessor_config.json.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/preprocessor_config.json.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/preprocessor_config.json.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/preprocessor_config.json.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/tokenizer.json.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/tokenizer.json.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/tokenizer.json.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/tokenizer.json.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/tokenizer_config.json.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/tokenizer_config.json.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/config.json to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/config.json\n",
+      "upload: qwen2p5-vl-7b-instruct/chat_template.json to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/chat_template.json\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/vocab.json.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/vocab.json.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/.gitattributes to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.gitattributes\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/vocab.json.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/vocab.json.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/README.md to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/README.md\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/tokenizer_config.json.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/tokenizer_config.json.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/generation_config.json to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/generation_config.json\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/config.json.lock to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/config.json.lock\n",
+      "upload: qwen2p5-vl-7b-instruct/.cache/huggingface/download/chat_template.json.metadata to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/.cache/huggingface/download/chat_template.json.metadata\n",
+      "upload: qwen2p5-vl-7b-instruct/merges.txt to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/merges.txt\n",
+      "upload: qwen2p5-vl-7b-instruct/model-00001-of-00005.safetensors to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/model-00001-of-00005.safetensors\n",
+      "upload: qwen2p5-vl-7b-instruct/model-00002-of-00005.safetensors to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/model-00002-of-00005.safetensors\n",
+      "upload: qwen2p5-vl-7b-instruct/model.safetensors.index.json to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/model.safetensors.index.json\n",
+      "upload: qwen2p5-vl-7b-instruct/preprocessor_config.json to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/preprocessor_config.json\n",
+      "upload: qwen2p5-vl-7b-instruct/tokenizer_config.json to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/tokenizer_config.json\n",
+      "upload: qwen2p5-vl-7b-instruct/vocab.json to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/vocab.json\n",
+      "upload: qwen2p5-vl-7b-instruct/tokenizer.json to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/tokenizer.json\n",
+      "upload: qwen2p5-vl-7b-instruct/model-00005-of-00005.safetensors to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/model-00005-of-00005.safetensors\n",
+      "upload failed: qwen2p5-vl-7b-instruct/model-00003-of-00005.safetensors to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/model-00003-of-00005.safetensors Could not connect to the endpoint URL: \"https://fw-bedrock-finetuning-023979239971.s3.us-east-1.amazonaws.com/base/qwen2p5-vl-7b-instruct/model-00003-of-00005.safetensors?uploadId=Lm9VoJrulOzY.avpm9LJ8kKG0ABYQbYp_SX0b_QoxZEFurivtLL5N133ziJjPcK0vSiJqXYMUyTPWNmWlqMn1KgxOItpMkrVkp0mtr7h5wnE_o6cQ94zxilMwRcUJN89Oc8shcqUqiyGZHiZQmEHgA--&partNumber=326\"\n",
+      "upload failed: qwen2p5-vl-7b-instruct/model-00004-of-00005.safetensors to s3://fw-bedrock-finetuning-023979239971/base/qwen2p5-vl-7b-instruct/model-00004-of-00005.safetensors Could not connect to the endpoint URL: \"https://fw-bedrock-finetuning-023979239971.s3.us-east-1.amazonaws.com/base/qwen2p5-vl-7b-instruct/model-00004-of-00005.safetensors?uploadId=jzFEEcyrmS4.Z4x43LiOuU5ft4wwvAR7S56Di2JaerL8X8nHGD1NEWocpA_JORrVfVI2X1_CN0RKzytGeriLxw0.032sWZVw6rtoqYR6kNlqbOlJoJMAg2Y2nIW8cGinJjv7eqQ7LOs84ClZSHW7Zg--&partNumber=293\"\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Upload model weights to S3 bucket\n",
+    "!aws s3 cp {MODEL_NAME} s3://{BUCKET_NAME}/base/{MODEL_NAME}/ --recursive"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import json\n",
+    "\n",
+    "bedrock = boto3.client(\"bedrock\")\n",
+    "iam = boto3.client(\"iam\")\n",
+    "\n",
+    "# Create finetuning role and policy\n",
+    "role = iam.create_role(\n",
+    "    RoleName=f\"Bedrock-Finetuning-Role-{account_id}\",\n",
+    "    AssumeRolePolicyDocument=json.dumps({\n",
+    "        \"Version\": \"2012-10-17\",\n",
+    "        \"Statement\": [\n",
+    "            {\n",
+    "                \"Effect\": \"Allow\",\n",
+    "                \"Principal\": {\n",
+    "                    \"Service\": \"bedrock.amazonaws.com\"\n",
+    "                },\n",
+    "                \"Action\": \"sts:AssumeRole\"\n",
+    "            }\n",
+    "        ] \n",
+    "    })\n",
+    ")['Role']\n",
+    "role_name = role['RoleName']\n",
+    "role_arn = role['Arn']\n",
+    "\n",
+    "policy_arn = iam.create_policy(\n",
+    "    PolicyName=\"Bedrock-Finetuning-Role-Policy\",\n",
+    "    PolicyDocument=json.dumps({\n",
+    "        \"Version\": \"2012-10-17\",\n",
+    "        \"Statement\": [\n",
+    "            {\n",
+    "                \"Effect\": \"Allow\",\n",
+    "                \"Action\": [\n",
+    "                    \"s3:GetObject\",\n",
+    "                    \"s3:PutObject\",\n",
+    "                    \"s3:ListBucket\"\n",
+    "                ],\n",
+    "                \"Resource\": [\n",
+    "                    f\"arn:aws:s3:::{BUCKET_NAME}\",\n",
+    "                    f\"arn:aws:s3:::{BUCKET_NAME}/*\"\n",
+    "                ]\n",
+    "            }\n",
+    "        ]\n",
+    "    })\n",
+    ")['Policy']['Arn']\n",
+    "\n",
+    "iam.attach_role_policy(\n",
+    "    RoleName=role_name,\n",
+    "    PolicyArn=policy_arn\n",
+    ")\n",
+    "\n",
+    "# Create role for job to read S3\n",
+    "import datetime\n",
+    "timestamp = datetime.datetime.now().strftime('%Y%m%dT%H%M%S')\n",
+    "response = bedrock.create_model_import_job(\n",
+    "    jobName=f\"{MODEL_NAME}-import-{timestamp}\",\n",
+    "    importedModelName=f\"{MODEL_NAME}-{timestamp}\",\n",
+    "    roleArn=role_arn,\n",
+    "    modelDataSource={\n",
+    "        \"s3DataSource\": {\n",
+    "            \"s3Uri\": f\"s3://{BUCKET_NAME}/base/{MODEL_NAME}\"\n",
+    "        }\n",
+    "    }\n",
+    ")\n",
+    "\n",
+    "response"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Wait until job complete. You can also view the console for status: https://console.aws.amazon.com/bedrock/home#/import-models\n",
+    "status = \"InProgress\"\n",
+    "while status != \"Completed\":\n",
+    "    response = bedrock.get_model_import_job(jobIdentifier=response[\"jobArn\"])\n",
+    "    print(response)\n",
+    "    status = response[\"status\"]"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "bedrock-env-2",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/learn/vlm-finetuning/other.ipynb b/learn/vlm-finetuning/other.ipynb
new file mode 100644
index 0000000..44b494e
--- /dev/null
+++ b/learn/vlm-finetuning/other.ipynb
@@ -0,0 +1,160 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'ResponseMetadata': {'RequestId': '9538ccbf-9648-4fee-9720-9d6e6c3292cd', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:16:46 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '9538ccbf-9648-4fee-9720-9d6e6c3292cd'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 16, 25, 169000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': 'c489e698-b037-42ba-9ebd-5eb7ac3b8d0e', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:16:52 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': 'c489e698-b037-42ba-9ebd-5eb7ac3b8d0e'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 16, 25, 169000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '7c97c86f-936f-4807-a4ce-964a68c532f8', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:16:57 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '7c97c86f-936f-4807-a4ce-964a68c532f8'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 16, 25, 169000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': 'd63b4ae8-219e-4f99-bd9c-607ab845faee', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:17:02 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': 'd63b4ae8-219e-4f99-bd9c-607ab845faee'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 16, 25, 169000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '582eda4c-5a1f-4415-ba65-20297ed489f4', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:17:07 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '582eda4c-5a1f-4415-ba65-20297ed489f4'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 16, 25, 169000, tzinfo=tzutc())}\n",
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+      "{'ResponseMetadata': {'RequestId': 'e89357bd-5b53-41b1-99f1-a5e4952f2b14', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:24:24 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': 'e89357bd-5b53-41b1-99f1-a5e4952f2b14'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '32707a10-7fc6-40bd-a3cb-6cb099f61829', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:24:30 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '32707a10-7fc6-40bd-a3cb-6cb099f61829'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '27ff8b53-2dcb-4c99-a9fa-d570c87f94de', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:24:35 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '27ff8b53-2dcb-4c99-a9fa-d570c87f94de'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '5dcfa73f-a73c-4c9c-bd3b-510a7ea774df', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:24:40 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '5dcfa73f-a73c-4c9c-bd3b-510a7ea774df'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '5accaa16-8f99-4214-a8ce-51b733c6c6b2', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:24:45 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '5accaa16-8f99-4214-a8ce-51b733c6c6b2'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '6828ff83-0bf8-4650-8bee-6784af744d0f', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:24:50 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '6828ff83-0bf8-4650-8bee-6784af744d0f'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '2d116fe3-47a5-49aa-bb70-4181bc0081a3', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:24:56 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '2d116fe3-47a5-49aa-bb70-4181bc0081a3'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '1e59b55c-45cf-4e1e-8099-4cdc31f10a10', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:25:01 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '1e59b55c-45cf-4e1e-8099-4cdc31f10a10'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '83fbedc0-4517-480f-926e-31a933e7feff', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:25:06 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '83fbedc0-4517-480f-926e-31a933e7feff'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '43d65ef3-56ab-4ef2-9f75-ee89a78ca64c', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:25:12 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '43d65ef3-56ab-4ef2-9f75-ee89a78ca64c'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '039b0e59-47ca-4511-8cb5-f5e6c8a4f750', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:25:17 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '039b0e59-47ca-4511-8cb5-f5e6c8a4f750'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': '1db2aee7-e322-496b-8b08-8b99b6886c99', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:25:22 GMT', 'content-type': 'application/json', 'content-length': '573', 'connection': 'keep-alive', 'x-amzn-requestid': '1db2aee7-e322-496b-8b08-8b99b6886c99'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'InProgress', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 21, 38, 661000, tzinfo=tzutc())}\n",
+      "{'ResponseMetadata': {'RequestId': 'cf134f27-9dcd-441c-8e86-4d606def92ba', 'HTTPStatusCode': 200, 'HTTPHeaders': {'date': 'Tue, 13 May 2025 03:25:27 GMT', 'content-type': 'application/json', 'content-length': '658', 'connection': 'keep-alive', 'x-amzn-requestid': 'cf134f27-9dcd-441c-8e86-4d606def92ba'}, 'RetryAttempts': 0}, 'jobArn': 'arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg', 'jobName': 'importJob-20250412T201448', 'importedModelName': 'qwen2p5-vl-7b-instruct-2', 'importedModelArn': 'arn:aws:bedrock:us-east-1:023979239971:imported-model/f3s0zrhc6km1', 'roleArn': 'arn:aws:iam::023979239971:role/service-role/executionRoleName-20250412T201448', 'modelDataSource': {'s3DataSource': {'s3Uri': 's3://fw-bedrock-models/base/qwen2.5-vl-7b-instruct/'}}, 'status': 'Completed', 'creationTime': datetime.datetime(2025, 5, 13, 3, 16, 13, 527000, tzinfo=tzutc()), 'lastModifiedTime': datetime.datetime(2025, 5, 13, 3, 25, 27, 215000, tzinfo=tzutc()), 'endTime': datetime.datetime(2025, 5, 13, 3, 25, 27, 60000, tzinfo=tzutc())}\n"
+     ]
+    }
+   ],
+   "source": [
+    "import boto3\n",
+    "from time import sleep\n",
+    "\n",
+    "bedrock = boto3.client(\"bedrock\")\n",
+    "\n",
+    "# Wait until job complete.\n",
+    "# You can also view the console for status: https://console.aws.amazon.com/bedrock/home#/import-models\n",
+    "status = \"InProgress\"\n",
+    "while status != \"Completed\":\n",
+    "    response = bedrock.get_model_import_job(jobIdentifier=\"arn:aws:bedrock:us-east-1:023979239971:model-import-job/uth83abz9uzg\")\n",
+    "    print(response)\n",
+    "    sleep(5)\n",
+    "    status = response[\"status\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "bedrock-env-2",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.16"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}