Skip to content

Instantly share code, notes, and snippets.

@simon-mo
Created April 21, 2020 01:46
Show Gist options
  • Save simon-mo/b5be0b95d6b79f27780d569073f5588a to your computer and use it in GitHub Desktop.
Save simon-mo/b5be0b95d6b79f27780d569073f5588a to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How to do batch inference in RayServe\n",
"\n",
"In this example, we show how to perform batch inference in RayServe. We will demostrate:\n",
"- Define a PyTroch model\n",
"- Download the datasets from aws s3\n",
"- Perform batching prediction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 1: Inspecting the dataset with S3 API\n",
"\n",
"We will be using AWS's public warehouse image data set as an example\n",
"\n",
"https://docs.opendata.aws/aft-vbi-pds/readme.html"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import boto3\n",
"from PIL import Image\n",
"from io import BytesIO"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"AWS_PROFILE = \"rise\""
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"s3_client = boto3.Session(profile_name=AWS_PROFILE).client('s3')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The images are layouted in a `bin-images` folder and are indexed `jpg` files. We will retrive the first 1000 images as example."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"some_files = [\n",
" c[\"Key\"] for c in s3_client.list_objects_v2(Bucket='aft-vbi-pds', Prefix='bin-images/')[\"Contents\"]\n",
" if c[\"Key\"].endswith(\"jpg\")\n",
"]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['bin-images/00001.jpg',\n",
" 'bin-images/00002.jpg',\n",
" 'bin-images/00003.jpg',\n",
" 'bin-images/00004.jpg',\n",
" 'bin-images/00005.jpg',\n",
" 'bin-images/00006.jpg',\n",
" 'bin-images/00007.jpg',\n",
" 'bin-images/00008.jpg',\n",
" 'bin-images/00009.jpg',\n",
" 'bin-images/00010.jpg']"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"some_files[:10]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's take a look at the first image"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"first_image_bytes = s3_client.get_object(Bucket=\"aft-vbi-pds\", Key=some_files[0])[\"Body\"].read()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=499x297 at 0x7FD1084611D0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Image.open(BytesIO(first_image_bytes))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Part 2: Deploy Image Model to RayServe"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"from torchvision.models import resnet18\n",
"from torchvision import transforms\n",
"from ray import serve\n",
"import boto3\n",
"from PIL import Image\n",
"from io import BytesIO\n",
"import ray"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2020-04-20 18:44:29,668\tINFO resource_spec.py:212 -- Starting Ray with 32.71 GiB memory available for workers and up to 0.09 GiB for objects. You can adjust these settings with ray.init(memory=<bytes>, object_store_memory=<bytes>).\n",
"2020-04-20 18:44:30,027\tINFO services.py:1170 -- View the Ray dashboard at \u001b[1m\u001b[32mlocalhost:8266\u001b[39m\u001b[22m\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[2m\u001b[36m(pid=3597)\u001b[0m INFO: Started server process [3597]\n",
"\u001b[2m\u001b[36m(pid=3597)\u001b[0m INFO: Waiting for application startup.\n",
"\u001b[2m\u001b[36m(pid=3597)\u001b[0m INFO: Application startup complete.\n"
]
}
],
"source": [
"serve.init()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We choose PyTorch's pretrained `resnet18`. The model is loaded in the `__init__` function and we also instantiate the AWS s3 client. In the predict function, we take in Python arguments `s3_image_paths` as input, fetch the images, and perform a forward pass with the model."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"class ImageModel:\n",
" def __init__(self):\n",
" self.model = resnet18(pretrained=True)\n",
" self.s3_client = boto3.Session(profile_name=AWS_PROFILE).client(\"s3\")\n",
" self.preprocessor = transforms.Compose(\n",
" [transforms.Resize(224), transforms.CenterCrop(224), transforms.ToTensor()]\n",
" )\n",
"\n",
" @serve.accept_batch\n",
" def __call__(self, _, *, s3_image_paths=[]):\n",
" batch_size = len(s3_image_paths)\n",
" if batch_size == 0:\n",
" return []\n",
" \n",
" print(\"[1/3] Downloading {} images: {}..{}\".format(batch_size, s3_image_paths[0], s3_image_paths[-1]))\n",
" pil_images = [\n",
" Image.open(self.s3_client.get_object(Bucket=\"aft-vbi-pds\", Key=key)[\"Body\"])\n",
" for key in s3_image_paths\n",
" ]\n",
" input_tensor = torch.cat([self.preprocessor(i).unsqueeze(0) for i in pil_images])\n",
" print(\"[2/3] Images downloaded, tensor shape {}\".format(input_tensor.shape))\n",
" \n",
" with torch.no_grad():\n",
" output_tensor = self.model(input_tensor)\n",
" print(\"[3/3] Inference done!\")\n",
" return [output_tensor[i] for i in range(batch_size)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's test the model locally first"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[1/3] Downloading 10 images: bin-images/00001.jpg..bin-images/00010.jpg\n",
"[2/3] Images downloaded, tensor shape torch.Size([10, 3, 224, 224])\n",
"[3/3] Inference done!\n"
]
},
{
"data": {
"text/plain": [
"10"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model = ImageModel()\n",
"predictions = model(None, s3_image_paths=some_files[:10])\n",
"len(predictions)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([1000])"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"predictions[0].shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's deploy 8 replicas of the models!"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"serve.create_endpoint(\"predictor\")\n",
"serve.create_backend(\n",
" ImageModel,\n",
" \"resnet18:v0\",\n",
" backend_config=serve.BackendConfig(num_replicas=8, max_batch_size=64),\n",
")\n",
"serve.link(\"predictor\", \"resnet18:v0\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"\n",
"RayServeHandle(\n",
" Endpoint=\"predictor\",\n",
" URL=\"http://127.0.0.1:8000/predictor\",\n",
" Traffic={'resnet18:v0': 1.0}\n",
")"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"handle = serve.get_handle(\"predictor\")\n",
"handle"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's perform inference on first 200 images"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[2m\u001b[36m(pid=3589)\u001b[0m [1/3] Downloading 1 images: bin-images/00006.jpg..bin-images/00006.jpg\n",
"\u001b[2m\u001b[36m(pid=3592)\u001b[0m [1/3] Downloading 1 images: bin-images/00002.jpg..bin-images/00002.jpg\n",
"\u001b[2m\u001b[36m(pid=3593)\u001b[0m [1/3] Downloading 1 images: bin-images/00004.jpg..bin-images/00004.jpg\n",
"\u001b[2m\u001b[36m(pid=3586)\u001b[0m [1/3] Downloading 1 images: bin-images/00008.jpg..bin-images/00008.jpg\n",
"\u001b[2m\u001b[36m(pid=3596)\u001b[0m [1/3] Downloading 1 images: bin-images/00001.jpg..bin-images/00001.jpg\n",
"\u001b[2m\u001b[36m(pid=3600)\u001b[0m [1/3] Downloading 1 images: bin-images/00007.jpg..bin-images/00007.jpg\n",
"\u001b[2m\u001b[36m(pid=3598)\u001b[0m [1/3] Downloading 1 images: bin-images/00005.jpg..bin-images/00005.jpg\n",
"\u001b[2m\u001b[36m(pid=3594)\u001b[0m [1/3] Downloading 1 images: bin-images/00003.jpg..bin-images/00003.jpg\n"
]
},
{
"data": {
"text/plain": [
"ObjectID(9d28cb176c7f7501b181116c010000c801000000)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result_object_ids = [handle.remote(s3_image_paths=s3_image_key) for s3_image_key in some_files[:200]]\n",
"result_object_ids[0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`handle.remote` are \"futures\" of the result, we can wait on it with `ray.get` or `ray.wait`"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[2m\u001b[36m(pid=3594)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([1, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3594)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3594)\u001b[0m [1/3] Downloading 64 images: bin-images/00009.jpg..bin-images/00070.jpg\n",
"\u001b[2m\u001b[36m(pid=3589)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([1, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3592)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([1, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3593)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([1, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3600)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([1, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3589)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3589)\u001b[0m [1/3] Downloading 64 images: bin-images/00073.jpg..bin-images/00134.jpg\n",
"\u001b[2m\u001b[36m(pid=3593)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3593)\u001b[0m [1/3] Downloading 64 images: bin-images/00135.jpg..bin-images/00200.jpg\n",
"\u001b[2m\u001b[36m(pid=3592)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3600)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3586)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([1, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3596)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([1, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3598)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([1, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3586)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3596)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3598)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3594)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([64, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3593)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([64, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3589)\u001b[0m [2/3] Images downloaded, tensor shape torch.Size([64, 3, 224, 224])\n",
"\u001b[2m\u001b[36m(pid=3594)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3593)\u001b[0m [3/3] Inference done!\n",
"\u001b[2m\u001b[36m(pid=3589)\u001b[0m [3/3] Inference done!\n",
"All Done!\n"
]
}
],
"source": [
"tensors = ray.get(result_object_ids)\n",
"print(\"All Done!\")"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(200, torch.Size([1000]))"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(tensors), tensors[0].shape"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.6.9 64-bit ('base': conda)",
"language": "python",
"name": "python36964bitbasecondae421e9063d7e44aca48d84e8f051ee3e"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@crypdick
Copy link

Is it possible to assign fractional resources to ImageModel?

@simon-mo
Copy link
Author

@crypdick yes! in BackendConfig, you can specifies num_cpus and num_gpus the BackendConfig class to assign fractional resource

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment