Ecosyste.ms: Packages

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

pypi.org "models" keyword

torchluent 0.0.4
Build pytorch models in a fluent interface
3 versions - Latest release: almost 5 years ago - 1 dependent repositories - 35 downloads last month - 2 stars on GitHub - 2 maintainers
sbi4onnx 1.0.6 ๐Ÿ’ฐ
A very simple script that only initializes the batch size of ONNX. Simple Batchsize Initializatio...
7 versions - Latest release: 3 days ago - 1 dependent package - 1 dependent repositories - 2.13 thousand downloads last month - 7 stars on GitHub - 2 maintainers
sam4onnx 1.0.15 ๐Ÿ’ฐ
A very simple tool to rewrite parameters such as attributes and constants for OPs in ONNX models....
16 versions - Latest release: 3 days ago - 1 dependent package - 1 dependent repositories - 2.47 thousand downloads last month - 11 stars on GitHub - 2 maintainers
Top 8.6% on pypi.org
pylocron 0.2.1 ๐Ÿ’ฐ
Modules, operations and models for computer vision in PyTorch
5 versions - Latest release: almost 2 years ago - 2 dependent repositories - 143 downloads last month - 303 stars on GitHub - 2 maintainers
Top 0.7% on pypi.org
torchtext 0.18.0
Text utilities, models, transforms, and datasets for PyTorch.
33 versions - Latest release: 9 days ago - 69 dependent packages - 2,976 dependent repositories - 629 thousand downloads last month - 3,444 stars on GitHub - 6 maintainers
fintekkers-ledger-models 0.1.83
Fintekkers Ledger Models python package
43 versions - Latest release: 2 days ago - 762 downloads last month - 0 stars on GitHub - 2 maintainers
django-loggable 0.2.2
this library adds 'created_at', 'updated_at' and 'delete_at' fields like a rail apps in django, ...
5 versions - Latest release: almost 6 years ago - 1 dependent repositories - 34 downloads last month - 2 maintainers
tei2neo 0.5.0 ๐Ÿ’ฐ
TEI (Text Encoding Initiative) parser to extract information and store it in Neo4j database
8 versions - Latest release: 4 months ago - 1 dependent repositories - 39 downloads last month - 1,515 stars on GitHub - 2 maintainers
faky 2.1.0 ๐Ÿ’ฐ
faKy is a Python library for text analysis. It provides functions for readability, complexity, se...
12 versions - Latest release: 11 months ago - 101 downloads last month - 1,515 stars on GitHub - 2 maintainers
typed-models 0.2.3
Strongly typed, lightweight, serializable models for Python
6 versions - Latest release: over 3 years ago - 2 dependent repositories - 50 downloads last month - 1 stars on GitHub - 2 maintainers
Top 6.1% on pypi.org
crfm-helm 0.5.0
Benchmark for language models
9 versions - Latest release: 9 days ago - 1 dependent package - 2 dependent repositories - 595 downloads last month - 1,390 stars on GitHub - 3 maintainers
Top 3.1% on pypi.org
jsonmodels 2.7.0 ๐Ÿ’ฐ
Models to make easier to deal with structures that are converted to, or read from JSON.
32 versions - Latest release: 5 months ago - 6 dependent packages - 94 dependent repositories - 32.1 thousand downloads last month - 332 stars on GitHub - 2 maintainers
farabio 0.0.3
farabio - Deep learning for biomedical imaging
3 versions - Latest release: over 2 years ago - 1 dependent repositories - 6 downloads last month - 50 stars on GitHub - 1 maintainer
Top 0.3% on pypi.org
astropy 6.0.1 ๐Ÿ’ฐ
Astronomy and astrophysics core library
140 versions - Latest release: about 1 month ago - 1,096 dependent packages - 11,150 dependent repositories - 913 thousand downloads last month - 4,201 stars on GitHub - 2 maintainers
onex-model 0.0.48
The Open Network Experiments (ONEx) Python Package
46 versions - Latest release: over 1 year ago - 1 dependent repositories - 381 downloads last month - 3 stars on GitHub - 2 maintainers
ptlflow 0.3.1
PyTorch Lightning Optical Flow
17 versions - Latest release: about 2 months ago - 1 dependent repositories - 598 downloads last month - 204 stars on GitHub - 1 maintainer
model-constructor 0.4.1
Pytorch models constructor.
7 versions - Latest release: 10 months ago - 1 dependent repositories - 61 downloads last month - 3 stars on GitHub - 2 maintainers
django-jsonmodel 0.0.10
Convert Django Models to a JSON representation
3 versions - Latest release: about 8 years ago - 2 dependent repositories - 25 downloads last month - 1 stars on GitHub - 2 maintainers
ocbpy 0.3.0
'Location relative to open/closed field line boundary'
5 versions - Latest release: over 1 year ago - 1 dependent repositories - 264 downloads last month - 7 stars on GitHub - 2 maintainers
timm-eidl 0.9.14.dev0 ๐Ÿ’ฐ
PyTorch Image Models
1 version - Latest release: 4 months ago - 21 downloads last month - 29,828 stars on GitHub - 1 maintainer
Top 0.1% on pypi.org
django 5.0.4 ๐Ÿ’ฐ
A high-level Python web framework that encourages rapid development and clean, pragmatic design.
356 versions - Latest release: 30 days ago - 2,028 dependent packages - 114,817 dependent repositories - 15.3 million downloads last month - 76,863 stars on GitHub - 5 maintainers
fold-core 2.0.1
A Time Series Cross-Validation library that lets you build, deploy and update composite models ea...
22 versions - Latest release: 2 months ago - 1 dependent repositories - 2.32 thousand downloads last month - 84 stars on GitHub - 4 maintainers
django-models 0.5.1
Library with several useful Models for Django to help you make your Models smart or with less code
8 versions - Latest release: about 2 years ago - 1 dependent repositories - 945 downloads last month - 19 stars on GitHub - 2 maintainers
Top 3.6% on pypi.org
torchgeo 0.5.2
TorchGeo: datasets, samplers, transforms, and pre-trained models for geospatial data
11 versions - Latest release: 2 months ago - 3 dependent packages - 4 dependent repositories - 7.17 thousand downloads last month - 2,232 stars on GitHub - 6 maintainers
Top 8.1% on pypi.org
sparsezoo-nightly 1.8.0.20240425
Neural network model repository for highly sparse and sparse-quantized models with matching spars...
157 versions - Latest release: 8 days ago - 3 dependent packages - 1 dependent repositories - 3.31 thousand downloads last month - 357 stars on GitHub - 1 maintainer
Top 4.6% on pypi.org
sparsezoo 1.7.0
Neural network model repository for highly sparse and sparse-quantized models with matching spars...
28 versions - Latest release: about 2 months ago - 5 dependent packages - 6 dependent repositories - 5.44 thousand downloads last month - 357 stars on GitHub - 1 maintainer
Top 1.7% on pypi.org
django-colorfield 0.11.0 ๐Ÿ’ฐ
color field for django models with a nice color-picker in the admin.
38 versions - Latest release: 5 months ago - 12 dependent packages - 934 dependent repositories - 382 thousand downloads last month - 560 stars on GitHub - 4 maintainers
django-pascal-templates 0.8.13 ๐Ÿ’ฐ
Django generic views with PascalCase template paths with model named folders.
9 versions - Latest release: about 6 years ago - 8 dependent repositories - 44 downloads last month - 4 stars on GitHub - 2 maintainers
deepdefend 0.1.0
An open-source Python library for adversarial attacks and defenses in deep learning models.
1 version - Latest release: 9 months ago - 13 downloads last month - 1 stars on GitHub - 2 maintainers
genius-chatbot 1.10.3
Use huggingface models to create an intelligent and scalable chatbot
25 versions - Latest release: 2 months ago - 1 dependent package - 144 downloads last month - 1 stars on GitHub - 1 maintainer
django-extmodels 0.3.1
Extending the utility of Django Models
8 versions - Latest release: about 4 years ago - 1 dependent repositories - 53 downloads last month - 2 maintainers
mangoengine 0.1-rc.1
A simple library for creating models for JSON objects.
3 versions - Latest release: 8 months ago - 1 dependent repositories - 26 downloads last month - 7 stars on GitHub - 1 maintainer
Top 5.6% on pypi.org
spaces 0.27.1
Utilities for Hugging Face Spaces
67 versions - Latest release: about 16 hours ago - 2 dependent repositories - 50.3 thousand downloads last month - 1,427 stars on GitHub - 1 maintainer
Top 1.1% on pypi.org
huggingface-hub 0.23.0
Client library to download and publish models, datasets and other repos on the huggingface.co hub
109 versions - Latest release: about 17 hours ago - 430 dependent packages - 15,445 dependent repositories - 33.2 million downloads last month - 1,641 stars on GitHub - 5 maintainers
sdrecommender 0.0.2
2 versions - Latest release: almost 3 years ago - 1 dependent repositories - 20 downloads last month - 1 maintainer
sna4onnx 1.0.6 ๐Ÿ’ฐ
Simple node addition tool for onnx. Simple Node Addition for ONNX.
7 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.94 thousand downloads last month - 5 stars on GitHub - 2 maintainers
gradio-tools 0.0.9
Use Gradio Apps as tools for LLM Agents
9 versions - Latest release: 12 months ago - 1 dependent package - 1 dependent repositories - 2.15 thousand downloads last month - 29,000 stars on GitHub - 2 maintainers
fbgradio 3.6.1
Python library for easily interacting with trained machine learning models
2 versions - Latest release: over 1 year ago - 18 downloads last month - 29,000 stars on GitHub - 2 maintainers
xgradio 0.0.2
Modified gradio 3.50.2
2 versions - Latest release: 4 months ago - 9 downloads last month - 29,000 stars on GitHub - 2 maintainers
gradio-yolov8-det 2.1.0 ๐Ÿ’ฐ
ๅŸบไบŽ Gradio ็š„ YOLOv8 ้€š็”จ่ฎก็ฎ—ๆœบ่ง†่ง‰ๆผ”็คบ็ณป็ปŸ
10 versions - Latest release: 4 months ago - 114 downloads last month - 29,000 stars on GitHub - 2 maintainers
gradio-image-prompter 0.1.0
A gradio component to upload images and process point/box prompts.
1 version - Latest release: 5 months ago - 408 downloads last month - 29,000 stars on GitHub - 2 maintainers
gr-freddy 3.0.28.dev0
Python library for easily interacting with trained machine learning models
5 versions - Latest release: almost 2 years ago - 44 downloads last month - 29,000 stars on GitHub - 1 maintainer
gradio-frp 3.41.0
Python library for easily interacting with trained machine learning models
2 versions - Latest release: 3 months ago - 22 downloads last month - 29,000 stars on GitHub - 2 maintainers
gradio-test-pypi 0.51.0
Python library for easily interacting with trained machine learning models
5 versions - Latest release: 10 months ago - 46 downloads last month - 24,856 stars on GitHub - 2 maintainers
gradio-version-freeze 3.32.2
Python library for easily interacting with trained machine learning models
8 versions - Latest release: 11 months ago - 1 dependent repositories - 42 downloads last month - 24,894 stars on GitHub - 2 maintainers
gradio-stable-fork 3.32.6
Python library for easily interacting with trained machine learning models
2 versions - Latest release: 6 months ago - 60 downloads last month - 24,894 stars on GitHub - 2 maintainers
graudio 3.35.2 removed
Python library for easily interacting with trained machine learning models
1 version - Latest release: 10 months ago - 121 downloads last month - 19,460 stars on GitHub - 2 maintainers
gradio-test-client-pypi 48.1.0
Python library for easily interacting with trained machine learning models
3 versions - Latest release: 10 months ago - 23 downloads last month - 24,856 stars on GitHub - 2 maintainers
Top 4.0% on pypi.org
onnx2tf 1.20.5 ๐Ÿ’ฐ
Self-Created Tools to convert ONNX files (NCHW) to TensorFlow/TFLite/Keras format (NHWC). The pur...
461 versions - Latest release: 1 day ago - 6 dependent packages - 4 dependent repositories - 45.9 thousand downloads last month - 559 stars on GitHub - 1 maintainer
Top 9.2% on pypi.org
simple-onnx-processing-tools 1.1.32 ๐Ÿ’ฐ
A set of simple tools for splitting, merging, OP deletion, size compression, rewriting attributes...
114 versions - Latest release: 11 days ago - 1 dependent repositories - 3.24 thousand downloads last month - 252 stars on GitHub - 1 maintainer
soc4onnx 1.0.2 ๐Ÿ’ฐ
A very simple tool that forces a change in the opset of an ONNX graph. Simple Opset Changer for ...
3 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.99 thousand downloads last month - 7 stars on GitHub - 2 maintainers
sharpai-hub 0.1.43 ๐Ÿ’ฐ
Client library to download application from sharpai hub
35 versions - Latest release: 8 months ago - 239 downloads last month - 1 stars on GitHub - 2 maintainers
cesnet-models 0.1.2
Pre-trained neural networks for encrypted traffic classification
7 versions - Latest release: about 23 hours ago - 271 downloads last month - 7 stars on GitHub - 2 maintainers
marshmallow-models 0.2.0
Object models with validation and serialization using Marshmallow fields and validators.
2 versions - Latest release: almost 7 years ago - 1 dependent repositories - 30 downloads last month - 12 stars on GitHub - 1 maintainer
Top 8.5% on pypi.org
matchzoo 2.2.0
Facilitating the design, comparison and sharing of deep text matching models.
4 versions - Latest release: over 4 years ago - 3 dependent repositories - 64 downloads last month - 3,819 stars on GitHub - 1 maintainer
sqlalchemy-initial-data 0.0.1 ๐Ÿ’ฐ
A small example package
1 version - Latest release: almost 3 years ago - 1 dependent repositories - 15 downloads last month - 76,863 stars on GitHub - 1 maintainer
django-lightweight 0.2 ๐Ÿ’ฐ
Django lightweight package
2 versions - Latest release: over 1 year ago - 18 downloads last month - 76,863 stars on GitHub - 1 maintainer
django-initial-data 0.0.1 ๐Ÿ’ฐ
A small example package
1 version - Latest release: over 3 years ago - 1 dependent repositories - 13 downloads last month - 76,863 stars on GitHub - 1 maintainer
tokei-pie 1.2.0 ๐Ÿ’ฐ
Draw a pie chart for tokei output.
8 versions - Latest release: over 2 years ago - 1 dependent repositories - 107 downloads last month - 76,863 stars on GitHub - 2 maintainers
django-init 0.0.1.7 ๐Ÿ’ฐ
A small example package
7 versions - Latest release: over 4 years ago - 1 dependent repositories - 25 downloads last month - 76,863 stars on GitHub - 1 maintainer
fast-password-validation 0.1.2 ๐Ÿ’ฐ
Drop-in replacement for Django's CommonPasswordValidator with 4x speed and โ…“ memory usage
2 versions - Latest release: about 4 years ago - 1 dependent repositories - 24 downloads last month - 76,863 stars on GitHub - 2 maintainers
paradoxdjango 0.0.7 ๐Ÿ’ฐ
A high-level Python web framework that encourages rapid development and clean, pragmatic design.
8 versions - Latest release: almost 2 years ago - 1 dependent repositories - 31 downloads last month - 76,863 stars on GitHub - 1 maintainer
djangos 6.9.9 removed ๐Ÿ’ฐ
This package is used for security research and demonstrations. It might contain dangerous code sn...
1 version - Latest release: over 1 year ago - 67,113 stars on GitHub
riso-django 5.0b1 removed ๐Ÿ’ฐ
A high-level Python web framework that encourages rapid development and clean, pragmatic design.
2 versions - Latest release: 6 months ago - 73,223 stars on GitHub - 1 maintainer
django-patch 2.2.19 ๐Ÿ’ฐ
A high-level Python Web framework that encourages rapid development and clean, pragmatic design.
1 version - Latest release: about 3 years ago - 1 dependent repositories - 26 downloads last month - 74,583 stars on GitHub - 1 maintainer
atlassian-django 1.5 removed ๐Ÿ’ฐ
A high-level Python web framework that encourages rapid development and clean, pragmatic design.
1 version - Latest release: 7 months ago - 73,223 stars on GitHub - 2 maintainers
scoamp 0.6.7
SenseCore AI Model Platform Command Line Tool
28 versions - Latest release: 3 months ago - 120 downloads last month - 2 maintainers
anticp2 1.1
A tool to predict anti-cancerous peptides
3 versions - Latest release: 9 months ago - 25 downloads last month - 8 stars on GitHub - 2 maintainers
vp-suite 0.0.9
A Framework for Training and Evaluating Video Prediction Models
4 versions - Latest release: about 2 years ago - 1 dependent repositories - 41 downloads last month - 23 stars on GitHub - 1 maintainer
Top 0.4% on pypi.org
gradio 4.28.3
Python library for easily interacting with trained machine learning models
553 versions - Latest release: 6 days ago - 213 dependent packages - 11,837 dependent repositories - 6.15 million downloads last month - 29,000 stars on GitHub - 4 maintainers
Top 1.1% on pypi.org
gradio-client 0.16.0
Python library for easily interacting with trained machine learning models
57 versions - Latest release: 7 days ago - 14 dependent packages - 614 dependent repositories - 4.59 million downloads last month - 29,000 stars on GitHub - 2 maintainers
fa-signal-provider 1.1.26
A model library for all signal providers of Freya Alpha using python. It includes models to handl...
18 versions - Latest release: about 1 month ago - 120 downloads last month - 2 maintainers
django-transmeta-jl 0.7.5
Transmeta is an application for translatable content in Django's models.
2 versions - Latest release: over 8 years ago - 2 dependent repositories - 13 downloads last month - 0 stars on GitHub - 2 maintainers
django-ipyfield 0.1.6
IPy.IP instances with BigInt storage for django models
6 versions - Latest release: about 12 years ago - 2 dependent repositories - 23 downloads last month - 2 maintainers
python_org 0.0.4
Fast most-functional organizer for org-mode.
4 versions - Latest release: over 11 years ago - 2 dependent repositories - 26 downloads last month - 2 maintainers
django-monitor 0.2.1a
Django app to moderate model objects
4 versions - Latest release: over 11 years ago - 6 dependent repositories - 17 downloads last month - 2 maintainers
Top 10.0% on pypi.org
py-models-parser 0.7.0
Parser for Different Python Models (Pydantic, Enums, ORMs: Tortoise, SqlAlchemy, GinoORM, PonyORM...
9 versions - Latest release: 9 months ago - 2 dependent packages - 8 dependent repositories - 1.07 thousand downloads last month - 16 stars on GitHub - 2 maintainers
onex-fabricapi 0.0.48
The Open Network Experiments (ONEx) Python Package
46 versions - Latest release: over 1 year ago - 1 dependent repositories - 300 downloads last month - 3 stars on GitHub - 2 maintainers
broken-down-models 0.3.1
A set of utlities for breaking a large Django model down to separate components
5 versions - Latest release: about 1 year ago - 127 downloads last month - 10 stars on GitHub - 2 maintainers
pydataportability.model.resource 0.4
Model classes and interfaces for resource descriptions for pydataportability and e.g. XRD parsers
1 version - Latest release: over 14 years ago - 2 dependent repositories - 4 downloads last month - 2 maintainers
onex-dataflowapi 0.0.48
The Open Network Experiments (ONEx) Python Package
46 versions - Latest release: over 1 year ago - 1 dependent repositories - 142 downloads last month - 3 stars on GitHub - 2 maintainers
django-jsonfallback 2.1.2
JSONField from django.contrib.postgres, but with a fallback to TextField
6 versions - Latest release: about 5 years ago - 1 dependent package - 8 dependent repositories - 186 downloads last month - 24 stars on GitHub - 2 maintainers
sog4onnx 1.0.17 ๐Ÿ’ฐ
Simple ONNX operation generator. Simple Operation Generator for ONNX.
20 versions - Latest release: 3 days ago - 1 dependent package - 2 dependent repositories - 2.68 thousand downloads last month - 7 stars on GitHub - 1 maintainer
odoo_gateway 0.131
Simple and powerfull tools for programming in Odoo framework (f.e shell, reference to models in s...
7 versions - Latest release: over 8 years ago - 2 dependent repositories - 30 downloads last month - 2 maintainers
snd4onnx 1.1.6 ๐Ÿ’ฐ
Simple node deletion tool for onnx.
10 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 2.27 thousand downloads last month - 6 stars on GitHub - 2 maintainers
django_extra_migrations 0.0.7
Extra migration classes for django
6 versions - Latest release: over 8 years ago - 2 dependent repositories - 21 downloads last month - 0 stars on GitHub - 2 maintainers
petstoremodels 0.0.4
Pydantic models for the petstore microservice.
4 versions - Latest release: 4 months ago - 26 downloads last month - 2 maintainers
spectroscopicbinarysystem 1.5.0
Python astronomy tools for spectroscopic binary system
31 versions - Latest release: 10 months ago - 194 downloads last month - 1 stars on GitHub - 2 maintainers
Top 8.6% on pypi.org
sdgym 0.7.0
Benchmark tabular synthetic data generators using a variety of datasets
28 versions - Latest release: 11 months ago - 3 dependent repositories - 380 downloads last month - 242 stars on GitHub - 6 maintainers
djangorestframework-more 1.5.0
More Cool Django Rest Framework Stuff
28 versions - Latest release: about 2 years ago - 1 dependent repositories - 33 downloads last month - 1 maintainer
matchzoo-lite 0.1.4
Facilitating the design, comparison and sharing of deep text matching models. Based on MatchZoo
4 versions - Latest release: about 5 years ago - 1 dependent repositories - 34 downloads last month - 2 maintainers
Top 8.2% on pypi.org
fastlmm 0.6.8
Fast GWAS
52 versions - Latest release: 2 days ago - 1 dependent package - 7 dependent repositories - 680 downloads last month - 43 stars on GitHub - 8 maintainers
jimm 0.0.1
JAX Image Models
1 version - Latest release: over 3 years ago - 1 dependent repositories - 19 downloads last month - 2 maintainers
django-echoices 2.8.0
Choices for Django model fields as enumeration
16 versions - Latest release: almost 4 years ago - 5 dependent repositories - 175 downloads last month - 3 stars on GitHub - 2 maintainers
neptune-mlflow 1.1.1
neptune.ai MLflow integration library
17 versions - Latest release: 5 months ago - 1 dependent package - 1 dependent repositories - 355 downloads last month - 30 stars on GitHub - 4 maintainers
fastlmmclib 0.0.3
Fast GWAS C library
3 versions - Latest release: 9 months ago - 1 dependent repositories - 810 downloads last month - 0 stars on GitHub - 1 maintainer
django-quickadmin 0.1.2
Django application automatically registers all found models into admin area
3 versions - Latest release: about 9 years ago - 2 dependent repositories - 20 downloads last month - 5 stars on GitHub - 2 maintainers
bem-prediction-models 0.2.2
package implementing BEM prediction models
6 versions - Latest release: 6 months ago - 46 downloads last month - 2 maintainers
csumodels 1.0.26
2 versions - Latest release: over 2 years ago - 13 downloads last month - 1 maintainer
django-signature 0.3.1
Django application to generate and sign Models.
5 versions - Latest release: over 12 years ago - 3 dependent repositories - 38 downloads last month - 8 stars on GitHub - 2 maintainers
Related Keywords
python 137 django 84 machine-learning 67 deep-learning 56 pytorch 42 orm 32 model 29 hacktoberfest 27 data-science 26 learning 24 database 21 machine learning 20 datasets 20 onnx 20 analytics 19 machine 19 ai 19 json 19 data-visualization 18 pipelines 18 ui 18 api 17 interface 16 cli 16 dag 16 framework 16 visualization 16 asyncio 16 pretrained-models 16 tensorflow 16 model-converter 16 swrepo 15 libraries 15 hyperautomation 15 frameworks 15 ai-machine-learning 15 flow-based-programming 15 event-based 15 dataflows 15 data-flow 15 ui-components 15 ai-training 15 ai-inference 15 dffml 15 data-analysis 15 data 15 nlp 14 pretrained 14 python-notebook 14 gradio-interface 14 gradio 14 apps 14 deploy 14 fields 13 templates 13 views 13 web 13 natural-language-processing 12 pydantic 12 simulation 11 object 10 ml 10 imagenet 10 regression 10 computer-vision 10 resnet 10 python3 10 dataset 10 keras 9 inference 9 sqlalchemy 9 deep learning 9 science 8 efficientnet 8 deep 8 reproducibility 8 classification 8 training 8 artificial intelligence 8 llm 8 astrophysics 7 non-relational 7 transformer 7 vision 7 trading 7 finance 7 modeling 7 generator 7 query 7 objects 7 serialization 7 rest 7 transformers 7 schema 7 artificial 6 human 6 neuroscience 6 simulator 6 brain 6 pretrained-weights 6