From 15dc8ec31f89848400e985da6cac0ba0f8b961e7 Mon Sep 17 00:00:00 2001 From: Aidan Do Date: Mon, 12 May 2025 19:48:05 -0700 Subject: [PATCH 1/2] . --- learn/vlm-finetuning/.gitignore | 1 + .../finetuning-on-bedrock.ipynb | 1407 +++++++++++++++++ 2 files changed, 1408 insertions(+) create mode 100644 learn/vlm-finetuning/.gitignore create mode 100644 learn/vlm-finetuning/finetuning-on-bedrock.ipynb diff --git a/learn/vlm-finetuning/.gitignore b/learn/vlm-finetuning/.gitignore new file mode 100644 index 0000000..8420f2d --- /dev/null +++ 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 new file mode 100644 index 0000000..9238c8e --- /dev/null +++ b/learn/vlm-finetuning/finetuning-on-bedrock.ipynb @@ -0,0 +1,1407 @@ +{ + "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 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"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 Date: Mon, 12 May 2025 21:08:26 -0700 Subject: [PATCH 2/2] . --- .../finetuning-on-bedrock.ipynb | 87 +++++++++- learn/vlm-finetuning/other.ipynb | 160 ++++++++++++++++++ 2 files changed, 240 insertions(+), 7 deletions(-) create mode 100644 learn/vlm-finetuning/other.ipynb diff --git a/learn/vlm-finetuning/finetuning-on-bedrock.ipynb b/learn/vlm-finetuning/finetuning-on-bedrock.ipynb index 9238c8e..17ca069 100644 --- a/learn/vlm-finetuning/finetuning-on-bedrock.ipynb +++ b/learn/vlm-finetuning/finetuning-on-bedrock.ipynb @@ -1304,7 +1304,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -1350,7 +1350,16 @@ "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", - "Completed 961.6 MiB/15.5 GiB (4.6 MiB/s) with 10 file(s) remaining\r" + "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" ] } ], @@ -1365,21 +1374,85 @@ "metadata": {}, "outputs": [], "source": [ + "import json\n", + "\n", "bedrock = boto3.client(\"bedrock\")\n", + "iam = boto3.client(\"iam\")\n", "\n", - "# Create role for job to read S3\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=MODEL_NAME,\n", - " importedModelName=MODEL_NAME,\n", - " roleArn=,\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\"]" ] } ], 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'}, 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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 +}