Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "NLP" keyword

Top 7.1% on pypi.org
allennlp-pvt-nightly 0.9.1.dev201910011800
An open-source NLP research library, built on PyTorch.
1,007 versions - Latest release: over 4 years ago - 1 dependent repositories - 6.78 thousand downloads last month - 11,695 stars on GitHub - 1 maintainer
Top 8.8% on pypi.org
pytorch-transformers-pvt-nightly 1.2.0.dev201909261000
Repository of pre-trained NLP Transformer models: BERT & RoBERTa, GPT & GPT-2, Transformer-XL, XL...
966 versions - Latest release: over 4 years ago - 1 dependent repositories - 8.84 thousand downloads last month - 125,840 stars on GitHub - 1 maintainer
Top 8.2% on pypi.org
khoj-assistant 1.12.0 💰
An AI copilot for your Second Brain
627 versions - Latest release: 17 days ago - 1 dependent repositories - 8.71 thousand downloads last month - 4,733 stars on GitHub - 1 maintainer
Top 0.7% on pypi.org
llama-index 0.10.36
Interface between LLMs and your data
364 versions - Latest release: 8 days ago - 153 dependent packages - 1,464 dependent repositories - 961 thousand downloads last month - 26,279 stars on GitHub - 2 maintainers
Top 0.7% on pypi.org
allennlp 2.10.1
An open-source NLP research library, built on PyTorch.
265 versions - Latest release: over 1 year ago - 23 dependent packages - 1,128 dependent repositories - 50.8 thousand downloads last month - 11,695 stars on GitHub - 3 maintainers
Top 2.2% on pypi.org
hanlp 2.1.0b57
HanLP: Han Language Processing
188 versions - Latest release: about 2 months ago - 7 dependent packages - 23 dependent repositories - 11.1 thousand downloads last month - 31,092 stars on GitHub - 1 maintainer
Top 5.4% on pypi.org
johnsnowlabs 5.3.5
The John Snow Labs Library gives you access to all of John Snow Labs Enterprise And Open Source p...
141 versions - Latest release: 6 days ago - 1 dependent package - 3 dependent repositories - 28.1 thousand downloads last month - 45 stars on GitHub - 2 maintainers
Top 1.4% on pypi.org
spark-nlp 5.3.3
John Snow Labs Spark NLP is a natural language processing library built on top of Apache Spark ML...
141 versions - Latest release: about 1 month ago - 35 dependent packages - 35 dependent repositories - 4.1 million downloads last month - 3,715 stars on GitHub - 3 maintainers
Top 0.1% on pypi.org
transformers 4.40.2
State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow
141 versions - Latest release: 11 days ago - 2,589 dependent packages - 31,800 dependent repositories - 27.6 million downloads last month - 126,076 stars on GitHub - 5 maintainers
Top 9.3% on pypi.org
huaweicloudsdknlp 3.1.96
NLP
136 versions - Latest release: 2 days ago - 1 dependent package - 1 dependent repositories - 1.21 thousand downloads last month - 120 stars on GitHub - 1 maintainer
johnsnowlabs-for-databricks 5.3.5
The John Snow Labs Library gives you access to all of John Snow Labs Enterprise And Open Source p...
135 versions - Latest release: 6 days ago - 2.28 thousand downloads last month - 818 stars on GitHub - 2 maintainers
Top 1.5% on pypi.org
unstructured 0.14.0
A library that prepares raw documents for downstream ML tasks.
133 versions - Latest release: about 5 hours ago - 113 dependent packages - 3,374 dependent repositories - 1.13 million downloads last month - 4,064 stars on GitHub - 1 maintainer
Top 2.9% on pypi.org
nlu 5.3.1
John Snow Labs NLU provides state of the art algorithms for NLP&NLU with 20000+ of pretrained mod...
127 versions - Latest release: 17 days ago - 13 dependent packages - 8 dependent repositories - 18.2 thousand downloads last month - 814 stars on GitHub - 2 maintainers
jsl-tmp 4.2.3rc16 removed
The John Snow Labs Library gives you access to all of John Snow Labs Enterprise And Open Source p...
118 versions - Latest release: over 1 year ago - 505 downloads last month
Top 1.9% on pypi.org
pythainlp 5.0.3
Thai Natural Language Processing library
107 versions - Latest release: 6 days ago - 37 dependent packages - 183 dependent repositories - 208 thousand downloads last month - 926 stars on GitHub - 2 maintainers
qary 0.7.27
A chatbot that assists rather than manipulates.
102 versions - Latest release: over 1 year ago - 1 dependent package - 4 dependent repositories - 600 downloads last month - 18 stars on GitLab.com - 4 maintainers
Top 2.5% on pypi.org
allennlp-models 2.10.1
Officially supported models for the AllenNLP framework
99 versions - Latest release: over 1 year ago - 8 dependent packages - 101 dependent repositories - 14.7 thousand downloads last month - 513 stars on GitHub - 3 maintainers
Top 0.6% on pypi.org
tokenizers 0.19.1
ðŸ’Ĩ Fast State-of-the-Art Tokenizers optimized for Research and Production
95 versions - Latest release: about 1 month ago - 380 dependent packages - 14,571 dependent repositories - 25.2 million downloads last month - 8,474 stars on GitHub - 4 maintainers
Top 9.5% on pypi.org
esupar 1.7.1
Tokenizer POS-tagger and Dependency-parser with BERT/RoBERTa/DeBERTa models for Japanese and othe...
95 versions - Latest release: 9 days ago - 1 dependent package - 2 dependent repositories - 1.94 thousand downloads last month - 42 stars on GitHub - 1 maintainer
Top 2.9% on pypi.org
pyhanlp 0.1.85
Python wrapper for HanLP: Han Language Processing
93 versions - Latest release: 5 months ago - 2 dependent packages - 73 dependent repositories - 2.84 thousand downloads last month - 3,068 stars on GitHub - 1 maintainer
suparunidic 1.4.2
Tokenizer POS-tagger Lemmatizer and Dependency-parser for modern and contemporary Japanese with B...
92 versions - Latest release: 4 months ago - 1 dependent repositories - 300 downloads last month - 14 stars on GitHub - 1 maintainer
llama-index-core 0.10.37
Interface between LLMs and your data
87 versions - Latest release: 3 days ago - 518 dependent packages - 691 thousand downloads last month - 30,699 stars on GitHub - 1 maintainer
Top 6.3% on pypi.org
unstructured-inference 0.7.31
A library for performing inference using trained models.
84 versions - Latest release: 10 days ago - 8 dependent packages - 16 dependent repositories - 299 thousand downloads last month - 112 stars on GitHub - 1 maintainer
guwencombo 1.5.3
Tokenizer POS-tagger and Dependency-parser for Classical Chinese
80 versions - Latest release: 8 months ago - 1 dependent repositories - 429 downloads last month - 12 stars on GitHub - 1 maintainer
Top 5.6% on pypi.org
nlu-tmp 4.2.1 removed
John Snow Labs NLU provides state of the art algorithms for NLP&NLU with 5000+ of pretrained mode...
76 versions - Latest release: 12 months ago - 4 dependent packages - 183 downloads last month - 1 maintainer
suparkanbun 1.5.2
Tokenizer POS-tagger and Dependency-parser for Classical Chinese
74 versions - Latest release: 3 months ago - 1 dependent repositories - 273 downloads last month - 9 stars on GitHub - 1 maintainer
Top 4.8% on pypi.org
fast-bert 2.0.25
AI Library using BERT
71 versions - Latest release: 4 months ago - 20 dependent repositories - 1.64 thousand downloads last month - 1,844 stars on GitHub - 1 maintainer
Top 1.6% on pypi.org
nemo-toolkit 1.23.0
NeMo - a toolkit for Conversational AI
70 versions - Latest release: 3 months ago - 4 dependent packages - 27 dependent repositories - 50.3 thousand downloads last month - 10,121 stars on GitHub - 2 maintainers
Top 1.3% on pypi.org
sacrebleu 2.4.2
Hassle-free computation of shareable, comparable, and reproducible BLEU, chrF, and TER scores
69 versions - Latest release: about 1 month ago - 96 dependent packages - 4,263 dependent repositories - 1.88 million downloads last month - 972 stars on GitHub - 3 maintainers
botnoi 0.7.6
BOTNOI
67 versions - Latest release: over 2 years ago - 6 dependent repositories - 521 downloads last month - 0 stars on GitHub - 1 maintainer
jupyter-cogram 0.11.23
Intuitive coding for Jupyter Notebook using natural language.
67 versions - Latest release: over 2 years ago - 1 dependent repositories - 799 downloads last month - 1 maintainer
unidic-combo 1.4.2
UniDic2UD + COMBO-pytorch wrapper for spaCy
65 versions - Latest release: 8 months ago - 1 dependent package - 1 dependent repositories - 355 downloads last month - 1 stars on GitHub - 1 maintainer
Top 2.2% on pypi.org
marvin 2.3.4
A lightweight AI engineering toolkit for building natural language interfaces that are reliable, ...
62 versions - Latest release: 3 days ago - 14 dependent packages - 22 dependent repositories - 13 thousand downloads last month - 4,705 stars on GitHub - 2 maintainers
rectvision 3.0.73
A low-code tool to help create your own AI
62 versions - Latest release: 9 months ago - 199 downloads last month - 4 stars on GitHub - 1 maintainer
langtest 2.2.0
John Snow Labs provides a library for delivering safe & effective NLP & LLM models.
62 versions - Latest release: 3 days ago - 978 downloads last month - 420 stars on GitHub - 3 maintainers
peanutbutterdatatime 3.4.1rc7 removed
John Snow Labs NLU provides state of the art algorithms for NLP&NLU with 4000+ of pretrained mode...
60 versions - Latest release: about 2 years ago - 67 downloads last month
exciton 2.5.5
Natural Language Processing by the Exciton Research
60 versions - Latest release: 14 days ago - 386 downloads last month - 1 maintainer
Top 0.2% on pypi.org
nltk 3.8.1
Natural Language Toolkit
59 versions - Latest release: over 1 year ago - 1,440 dependent packages - 57,572 dependent repositories - 21.3 million downloads last month - 12,667 stars on GitHub - 4 maintainers
textweaver 0.3.115
A FastAPI-based web server for working with LLMs, embedding models, and Pinecone Vector DB.
58 versions - Latest release: 7 months ago - 35 downloads last month - 2 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
deeppavlov 1.6.0
An open source library for building end-to-end dialog systems and training chatbots.
57 versions - Latest release: 2 months ago - 1 dependent package - 80 dependent repositories - 10.5 thousand downloads last month - 6,553 stars on GitHub - 1 maintainer
anltk 1.0.4
Arabic language processing toolkit
56 versions - Latest release: about 1 year ago - 1 dependent repositories - 1.56 thousand downloads last month - 17 stars on GitHub - 1 maintainer
c4v-py 0.1.0.dev202201291921
Code for Venezuela python library.
54 versions - Latest release: over 2 years ago - 1 dependent repositories - 530 downloads last month - 3 stars on GitHub - 1 maintainer
trill-proteins 1.6.0
Sandbox for Computational Protein Design
54 versions - Latest release: 2 months ago - 973 downloads last month - 91 stars on GitHub - 1 maintainer
transformer-embedder 1.7.16
Word level transformer based embeddings
52 versions - Latest release: over 2 years ago - 2 dependent repositories - 93 downloads last month - 34 stars on GitHub - 1 maintainer
Top 0.3% on pypi.org
sentence-transformers 2.7.0
Multilingual text embeddings
51 versions - Latest release: about 1 month ago - 710 dependent packages - 5,182 dependent repositories - 4.26 million downloads last month - 13,925 stars on GitHub - 2 maintainers
johnsnowlabs-by-ckl 5.0.29
The John Snow Labs Library gives you access to all of John Snow Labs Enterprise And Open Source p...
49 versions - Latest release: 8 months ago - 300 downloads last month - 814 stars on GitHub - 1 maintainer
dcr-core 0.9.7
Document Content Recognition API
49 versions - Latest release: over 1 year ago - 1 dependent repositories - 23 downloads last month - 0 stars on GitHub - 1 maintainer
internet-ml 3.1.0
Internet-ML: Allowing ML to connect to the internet
48 versions - Latest release: over 1 year ago - 1 dependent repositories - 21 downloads last month - 3 stars on GitHub - 2 maintainers
konlp 0.0.58
Korean Natural Language Toolkit
48 versions - Latest release: about 1 year ago - 4 dependent repositories - 475 downloads last month - 1 maintainer
advancedanalytics 1.3.0
Python support for 'The Art and Science of Data Analytics'
46 versions - Latest release: over 4 years ago - 417 downloads last month - 7 stars on GitHub - 1 maintainer
extr 0.0.44
Named Entity Recognition (NER) and Relation Extraction (RE) library using Regular Expressions
44 versions - Latest release: 12 months ago - 1 dependent package - 1 dependent repositories - 377 downloads last month - 7 stars on GitHub - 1 maintainer
kanonym4text 1.1.5
k-anonymity for texts
43 versions - Latest release: 11 months ago - 270 downloads last month - 1 stars on GitHub - 2 maintainers
johnsnowlabs-for-databricks-by-ckl 5.1.8rc16
The John Snow Labs Library gives you access to all of John Snow Labs Enterprise And Open Source p...
43 versions - Latest release: 6 months ago - 300 downloads last month - 814 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
nlpcloud 1.1.46
Python client for the NLP Cloud API
42 versions - Latest release: 3 months ago - 28 dependent packages - 574 dependent repositories - 19.9 thousand downloads last month - 66 stars on GitHub - 1 maintainer
nlptest 1.5.0
John Snow Labs provides a library for delivering safe & effective NLP models.
41 versions - Latest release: 11 months ago - 1 dependent repositories - 472 downloads last month - 456 stars on GitHub - 2 maintainers
Top 2.6% on pypi.org
word2vec 0.11.1 💰
Wrapper for Google word2vec
40 versions - Latest release: about 4 years ago - 1 dependent package - 100 dependent repositories - 3.26 thousand downloads last month - 2,548 stars on GitHub - 1 maintainer
nlpyport 2.2.5
Python NLP for Portuguese
38 versions - Latest release: over 3 years ago - 1 dependent repositories - 132 downloads last month - 23 stars on GitHub - 1 maintainer
nlp-id 0.1.9
Kumparan's NLP Services
38 versions - Latest release: over 4 years ago - 1.83 thousand downloads last month - 69 stars on GitHub - 6 maintainers
nm-transformers-nightly 1.7.0.20240304
State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow
37 versions - Latest release: 2 months ago - 3 dependent packages - 228 downloads last month - 9 stars on GitHub - 1 maintainer
eng-syl 4.0.1
English word syllabifier and extended syllable analysis tool
37 versions - Latest release: 5 months ago - 1 dependent package - 150 downloads last month - 2 stars on GitHub - 1 maintainer
Top 4.9% on pypi.org
harvesttext 0.8.2
文朎挖掘和éĒ„åĪ„į†å·Ĩ具文朎æļ…æī—、新čŊå‘įŽ°ã€æƒ…感分析、åŪžä―“čŊ†åˆŦé“ūæŽĨ、å…ģé”ŪčŊæŠ―取、įŸĨčŊ†æŠ―取、åĨæģ•åˆ†æžį­‰ïž‰ïžŒæ— į›‘įĢæˆ–åžąį›‘įĢæ–đæģ•
36 versions - Latest release: 9 months ago - 1 dependent package - 7 dependent repositories - 772 downloads last month - 2,301 stars on GitHub - 1 maintainer
chartart 0.0.3.dev36 💰
ChartArt python package
35 versions - Latest release: 5 months ago - 283 downloads last month - 4,966 stars on GitHub - 1 maintainer
textdescriptives 2.8.1
A library for calculating a variety of features from text using spaCy
35 versions - Latest release: 11 days ago - 4 dependent packages - 1 dependent repositories - 2.26 thousand downloads last month - 291 stars on GitHub - 2 maintainers
querent 3.1.1
The Asynchronous Data Dynamo and Graph Neural Network Catalyst
35 versions - Latest release: 5 days ago - 806 downloads last month - 1 maintainer
Top 6.5% on pypi.org
mlconjug3 3.11.0 💰
A Python library to conjugate French, English, Spanish, Italian, Portuguese and Romanian verbs us...
34 versions - Latest release: 8 months ago - 2 dependent packages - 7 dependent repositories - 1.66 thousand downloads last month - 65 stars on GitHub - 2 maintainers
mordineznlp 0.1.0
Powerfull python tool for modern NLP processing
34 versions - Latest release: about 2 years ago - 1 dependent repositories - 118 downloads last month - 2 stars on GitHub - 1 maintainer
Top 4.4% on pypi.org
pycorrector 1.0.4
Chinese Text Error Corrector
34 versions - Latest release: about 1 month ago - 12 dependent repositories - 1.02 thousand downloads last month - 5,245 stars on GitHub - 1 maintainer
Top 9.5% on pypi.org
augmenty 1.4.4
An augmentation library based on SpaCy for joint augmentation of text and labels.
33 versions - Latest release: about 2 months ago - 4 dependent packages - 1 dependent repositories - 432 downloads last month - 147 stars on GitHub - 1 maintainer
Top 3.4% on pypi.org
tomotopy 0.12.7 💰
Tomoto, Topic Modeling Tool for Python
33 versions - Latest release: 5 months ago - 8 dependent packages - 34 dependent repositories - 46.4 thousand downloads last month - 531 stars on GitHub - 1 maintainer
sencore 0.1.39
sentence nlp parser for multilingua
33 versions - Latest release: about 1 year ago - 2 dependent packages - 2 dependent repositories - 247 downloads last month - 1 stars on GitHub - 1 maintainer
unstructured-api-tools 0.10.11
A library that prepares raw documents for downstream ML tasks.
33 versions - Latest release: 9 months ago - 2 dependent repositories - 256 downloads last month - 28 stars on GitHub - 1 maintainer
Top 6.8% on pypi.org
rhoknp 1.7.0
Yet another Python binding for Juman++/KNP/KWJA
32 versions - Latest release: 4 months ago - 8 dependent packages - 4 dependent repositories - 24.3 thousand downloads last month - 28 stars on GitHub - 2 maintainers
multicombo 0.8.4
Multilingual POS-tagger and Dependency-parser
32 versions - Latest release: over 2 years ago - 1 dependent repositories - 55 downloads last month - 3 stars on GitHub - 1 maintainer
Top 0.2% on pypi.org
jieba 0.42.1
Chinese Words Segmentation Utilities
32 versions - Latest release: over 4 years ago - 238 dependent packages - 4,190 dependent repositories - 950 thousand downloads last month - 31,709 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
mlconjug 3.4.0
A Python library to conjugate French, English, Spanish, Italian, Portuguese and Romanian verbs us...
32 versions - Latest release: about 5 years ago - 8 dependent repositories - 410 downloads last month - 68 stars on GitHub - 1 maintainer
hellonlp 0.2.41
NLP tools
31 versions - Latest release: over 2 years ago - 1 dependent repositories - 135 downloads last month - 22 stars on GitHub - 1 maintainer
johnsnowlabs-by-kshitiz 5.0.1
The John Snow Labs Library gives you access to all of John Snow Labs Enterprise And Open Source p...
31 versions - Latest release: 9 months ago - 45 downloads last month - 814 stars on GitHub - 1 maintainer
textcleaner 0.4.26
textcleaner: text-data pre-processing library
31 versions - Latest release: over 5 years ago - 4 dependent repositories - 192 downloads last month - 1 maintainer
Top 2.5% on pypi.org
beir 2.0.0
A Heterogeneous Benchmark for Information Retrieval
29 versions - Latest release: 10 months ago - 9 dependent packages - 30 dependent repositories - 168 thousand downloads last month - 1,370 stars on GitHub - 1 maintainer
idspiece 0.6.5
Ideographic Tokenizer with CHISE-IDS
28 versions - Latest release: over 2 years ago - 1 dependent repositories - 138 downloads last month - 0 stars on GitHub - 1 maintainer
banglanlptoolkit 1.1.7
Toolkits for text processing and augmentation for Bangla NLP
28 versions - Latest release: 4 months ago - 234 downloads last month - 3 stars on GitHub - 1 maintainer
vecto 0.2.21
toolbox for various tasks in the area of vector space models of computational linguistic
27 versions - Latest release: over 2 years ago - 1 dependent package - 2 dependent repositories - 210 downloads last month - 63 stars on GitHub - 1 maintainer
Top 8.1% on pypi.org
pycontextnlp 0.5.1
A Python implementation of the ConText algorithm
27 versions - Latest release: over 11 years ago - 3 dependent repositories - 2.13 thousand downloads last month - 98 stars on GitHub - 1 maintainer
phrase-detective 0.1.33
Phrase recognizer component for spacy pipeline
26 versions - Latest release: about 1 year ago - 1 dependent package - 3 dependent repositories - 142 downloads last month - 3 stars on GitHub - 1 maintainer
packagenlp 0.0.53
A package for NLP
26 versions - Latest release: 3 months ago - 81 downloads last month - 1 maintainer
labton 0.2.5
Clean minimal text-annotation tool - with buildt in control of Inter-Annotator Agreement
26 versions - Latest release: over 1 year ago - 138 downloads last month - 2 stars on GitHub - 1 maintainer
iknowpy 1.5.3
iKnow Natural Language Processing engine
26 versions - Latest release: 7 months ago - 1 dependent repositories - 943 downloads last month - 50 stars on GitHub - 1 maintainer
smartanno 1.0.30.dev0
A smart snippet annotation tool with deep learning backbone.
25 versions - Latest release: almost 5 years ago - 1 dependent repositories - 118 downloads last month - 1 stars on GitHub - 1 maintainer
nlpipe 0.59
Simple NLP Pipelinining based on a file system
25 versions - Latest release: almost 2 years ago - 3 dependent repositories - 59 downloads last month - 2 maintainers
lpu 0.2.10
A Language Processing Utility
24 versions - Latest release: about 4 years ago - 1 dependent repositories - 196 downloads last month - 1 stars on GitHub - 1 maintainer
regex4dummies 1.4.6
A NLP library that simplifies pattern finding in strings
24 versions - Latest release: over 8 years ago - 2 dependent repositories - 165 downloads last month - 8 stars on GitHub - 1 maintainer
articutapi 1.3.6
Articut NLP system provides not only finest results on Chinese word segmentaion (CWS), Part-of-Sp...
24 versions - Latest release: 4 months ago - 1 dependent repositories - 260 downloads last month - 404 stars on GitHub - 1 maintainer
Top 6.4% on pypi.org
metapy 0.2.13
Python bindings for MeTA
24 versions - Latest release: almost 6 years ago - 30 dependent repositories - 2.37 thousand downloads last month - 50 stars on GitHub - 2 maintainers
flaxkv 0.2.8
A high-performance dictionary database.
24 versions - Latest release: 21 days ago - 1 dependent package - 516 downloads last month - 23 stars on GitHub - 1 maintainer
nlpia2 0.0.42
Natural language processing utilities and examples for the book Natural Language Processing in Ac...
24 versions - Latest release: 5 months ago - 1 dependent repositories - 210 downloads last month - 1 stars on GitLab.com - 3 maintainers
glrparser 0.3.25
A GLR Parser for Natural Language Processing and Translation
24 versions - Latest release: over 1 year ago - 1 dependent repositories - 69 downloads last month - 6 stars on GitHub - 1 maintainer
Top 6.6% on pypi.org
pycantonese 3.4.0 💰
Cantonese Linguistics and NLP in Python
24 versions - Latest release: over 2 years ago - 1 dependent package - 6 dependent repositories - 1.57 thousand downloads last month - 331 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
pyllms 0.5.2
Minimal Python library to connect to LLMs (OpenAI, Anthropic, Google Palm2/Vertex, Mistral, Ollam...
24 versions - Latest release: 4 days ago - 1 dependent package - 1 dependent repositories - 400 downloads last month - 669 stars on GitHub - 1 maintainer
transformers-embedder 3.0.11
Word level transformer based embeddings
24 versions - Latest release: 12 months ago - 1 dependent repositories - 231 downloads last month - 34 stars on GitHub - 1 maintainer
Top 4.4% on pypi.org
natto-py 1.0.1
A Tasty Python Binding with MeCab(FFI-based, no SWIG or compiler necessary)
23 versions - Latest release: over 1 year ago - 4 dependent packages - 42 dependent repositories - 250 thousand downloads last month - 90 stars on GitHub - 1 maintainer