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model-as-service

https://github.com/piyush-an/model-as-service

Science Score: 44.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ✓
    CITATION.cff file
    Found CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ✓
    .zenodo.json file
    Found .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (1.9%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: piyush-an
  • License: mit
  • Language: Jupyter Notebook
  • Default Branch: main
  • Size: 214 KB
Statistics
  • Stars: 0
  • Watchers: 1
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Readme License Citation

README.md

model-as-service

docker run -d -p 9411:9411 openzipkin/zipkin ```bash

Build Bento

bentoml containerize --opt platform=linux/amd64 zeroshotclassifier_service:latest --backend podman

podman commit 93fde5cacf6f images.paas.redhat.com/pianand/bento_classifier &&

podman tag a3d668345370 images.paas.redhat.com/pianand/bentoclassifier podman push images.paas.redhat.com/pianand/bentoclassifier

Run Bento

bentoml serve service:ZeroShotClassificationService --reload --port 3003

transformers = "" torch = "" bentoml = {extras = ["tracing-zipkin"], version = "*"}

[dev-packages] ipykernel = "" locust = "" ruff = "*"

```

Owner

  • Name: Piyush
  • Login: piyush-an
  • Kind: user
  • Location: Boston, MA
  • Company: Northeastern University

Graduate student at Northeastern pursuing MS in Information Systems.

Citation (CITATION.cff) 

cff-version: 1.2.0
message: "If you use this model, please cite the following work."
authors:
  - family-names: Laurer
    given-names: Moritz
  - family-names: van Atteveldt
    given-names: Wouter
  - family-names: Salleras Casas
    given-names: Andreu
  - family-names: Welbers
    given-names: Kasper
title: "Less Annotating, More Classifying - Addressing the Data Scarcity Issue of Supervised Machine Learning with Deep Transfer Learning and BERT - NLI"
version: "2022"
doi: "10.31219/osf.io/74b8k"
date-released: "2022-06-01"
url: "https://osf.io/74b8k"

GitHub Events

Total
  • Push event: 1
Last Year
  • Push event: 1

Dependencies

docker-compose.yml docker
  • locustio/locust latest
poetry.lock pypi
  • 128 dependencies
pyproject.toml pypi
  • locust ^2.29.1 develop
  • ruff ^0.5.1 develop
  • bentoml ^1.2.19
  • python ^3.10
  • torch ^2.3.1
  • transformers ^4.42.3