aws / aws/sagemaker-huggingface-inference-toolkit
Data format for inference
- Dominant language
- Python
- Stars
- 270
- Forks
- 60
- PR merge metrics
- No merged PRs in 30d
Description
Hi there,
I'm experimenting with the Dolly model and I'm trying to deploy it in SageMaker. It all works fine but I'm struggling to run inference—there's something going on with the data format I'm passing, but cannot figure out what!
```
import json
import boto3
import sagemaker
from sagemaker.huggingface import HuggingFaceModel
# %% Deploy new model
role = sagemaker.get_execution_role()
hub = {"HF_MODEL_ID": "databricks/dolly-v2-12b", "HF_TASK": "text-generation"}
# Create Hugging Face Model Class
huggingface_model = HuggingFaceModel(
transformers_version="4.17.0",
pytorch_version="1.10.2",
py_version="py38",
env=hub,
role=role,
)
# Deploy model to SageMaker Inference
predictor = huggingface_model.deploy(
initial_instance_count=1, # number of instances
instance_type="ml.m5.xlarge", # ec2 instance type
)
predictor.predict({"inputs": "Once upon a time there "})
```
results in:
```
ModelError: An error occurred (ModelError) when calling the InvokeEndpoint operation: Received client error (400) from primary with message "{
"code": 400,
"type": "InternalServerException",
"message": "\u0027gpt_neox\u0027"
}
```
I've tried using json strings but no luck either.
Any help appreciated!
Cheers.
Contributor guide
Research direction
Start with the SageMaker HuggingFaceModel deployment and predictor.predict call shown in the report, then check the inference request format supported by the configured Dolly/text-generation container versions. Done means identifying a request that avoids the gpt_neox error and produces a successful inference response; no repository file or test is named in the issue.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- aws, python, pytorch
- Domain
- cloud, machine-learning
- Issue type
- Bug
- Difficulty
- 4/5
- Estimated time
- 3-5 days
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 30/100