Richard Liaw richardliaw

Ray Data LLM

High-performance batch inference for large language models, powered by Ray Data.

Ray Data LLM provides an efficient, scalable solution for batch processing LLM inference workloads with:

High Throughput: Optimized performance using vLLM's paged attention and continuous batching
Distributed Processing: Scale across multiple GPUs and machines using Ray Data

Here are the full supported engine configurations:

model_id: <HF model ID or local model path>
llm_engine: vllm
accelerator_type: <GPU type>

High-performance batch inference for large language models, powered by Ray Data.

Ray Data LLM provides an efficient, scalable solution for batch processing LLM inference workloads with:

High Throughput: Optimized performance using vLLM's paged attention and continuous batching
Distributed Processing: Scale across multiple GPUs and machines using Ray Data

A high-performance batch inference library for Large Language Models (LLMs) powered by vLLM and Ray.

vLLM-Batch enables efficient, large-scale batch processing of LLM inference workloads with:

High Throughput: Optimized performance using vLLM's paged attention and continuous batching
Distributed Processing: Scale across multiple GPUs and machines using Ray Data

High-throughput batch inference for LLMs using vLLM.

from vllm_batch import BatchProcessor, LLMConfig, PromptConfig

# Basic usage

Here are the full supported engine configurations:

model_id: <HF model ID or local model path>
llm_engine: vllm
accelerator_type: <GPU type>

Deploy LLMs with full OpenAI API compatibility using Ray Serve primitives.

	#!/usr/bin/env python3
	"""
	dataloader_benchmark.py - A script to benchmark Ray Data performance on image datasets.
	"""
	import ray
	import argparse
	import os
	import time
	import torch
	import torch.utils.data

	#!/usr/bin/env python3
	"""
	dataloader_benchmark.py - A script to benchmark PyTorch DataLoader performance on image datasets.
	"""

	import argparse
	import os
	import time
	import torch
	import torch.utils.data

	#!/usr/bin/env python3
	"""
	dataloader_benchmark.py - A script to benchmark PyTorch DataLoader performance on image datasets.
	"""

	import argparse
	import os
	import time
	import torch
	import torch.utils.data