chroma vs ray
chroma and ray share 15 technologies: FastAPI, uvicorn, Rich, tokenizers, onnxruntime, Pydantic, jsonschema, opentelemetry-api, opentelemetry-exporter-otlp-proto-grpc, opentelemetry-instrumentation-fastapi, OpenTelemetry, boto3, kubernetes, psutil, and Hugging Face. chroma is written in Rust and ray in Python.
What they share and what sets them apart
chroma
Search infrastructure for AI
Rust29.7kRead on November 8, 2026, at commit 1a3ac2cWhat is chroma built with?Only in chroma
- axum
aws-sdk-s3
- pgx
- pq
s3
- sqlx-postgres
- sqlx-sqlite
arrow
- sqlx
foyer
- Postgres
- object_store
- SQLite
usearch
- Tokio
- tower
OpenAI- Ratatui
- crossterm
- indicatif
- dialoguer
- utoipa-swagger-ui
- gorm.io/gorm
- pypika
- sea-query
- bcrypt
github.com/aws/aws-sdk-go-v2/credentials
- hf-hub
- rmcp
parquet
- tree-sitter-md
validator
- schemars
- k8s-openapi
tracing
- github.com/pingcap/log
- go.uber.org/zap
- tracing-opentelemetry
- github.com/rs/zerolog
- google-cloud-googleapis
tracing-subscriber
- go.opentelemetry.io/otel
- go.opentelemetry.io/otel/metric
github.com/aws/aws-sdk-go-v2
github.com/aws/aws-sdk-go-v2/config
- go.opentelemetry.io/contrib/instrumentation/github.com/aws/aws-sdk-go-v2/otelaws
- go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetricgrpc
- go.opentelemetry.io/otel/exporters/otlp/otlptrace
- go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracegrpc
- go.opentelemetry.io/otel/sdk
- go.opentelemetry.io/otel/sdk/metric
- go.opentelemetry.io/otel/trace
kube
opentelemetry-otlp
- @xenova/transformers
cohere-ai
- ollama
- Ajv
- together-ai
In common
ray
Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.
Python44.2kRead on November 6, 2026, at commit 77567c5What is ray built with?Only in ray
- amqp
- async-lru
- azure-common
- azure-datalake-store
- azure-storage-blob
confluent-kafka
- diskcache
expiringdict
- gitdb
google-cloud-core
h5py
kombu
pickleshare
- pylance
- pymongo
pyarrow
- aioboto3
- MongoDB
- Redis
- adlfs
- smart-open
pyiceberg
- pymysql
clickhouse-connect
deltalake
- gcsfs
- Celery
- fastavro
- pyzmq
- s3fs
webdataset
- Google Cloud Storage
- Kafka
- asgiref
- Flask
- flask-cors
- graphene
- graphql-core
- graphql-relay
- jupyter-core
jupyterlab-server
werkzeug
- Ray
starlette
- AIOHTTP
- Lightning
- anyio
tornado
- React
react-router-dom
- alabaster
- cycler
fonttools
jupyterlab-pygments
- pydata-sphinx-theme
- soupsieve
- sphinx-design
- tinycss2
contourpy
- glfw
- jupyter-server-terminals
- jupyterlab-widgets
- matplotlib-inline
- Plotly
prompt-toolkit
pyopengl
- Textual
- widgetsnbextension
- xyzservices
- Gradio
- ipywidgets
matplotlib
- pydot
- alembic
peewee
sqlglot
- SQLAlchemy
- argon2-cffi
- argon2-cffi-bindings
- azure-identity
- flask-basicauth
google-auth-oauthlib
itsdangerous
joserfc
- jwcrypto
- keyring
- msal
- msal-extensions
- oauth2client
oauthlib
- pyjwt
requests-oauthlib
- cryptography
google-auth-httplib2
- albucore
- bitsandbytes
cmdstanpy
- crcmod
cupy-cuda12x
cupy-cuda13x
- einops
- fairscale
gradio-client
- gym
- LangChain
- llvmlite
lm-eval
- ml-dtypes
- MLflow
nltk
- ONNX
onnxscript
openai-whisper
- opt-einsum
- orbax-checkpoint
peft
prophet
rouge-score
- sacrebleu
safetensors
scikit-image
- sentencepiece
skops
tf-keras
- tiktoken
timm
torchtext
- triton
gymnasium
- torch
- transformers
- TensorFlow
jax
torchvision
- xgboost
lightgbm
- scikit-learn
accelerate
- datasets
- pytorch-lightning
evaluate
flax
- Keras
- torchmetrics
albumentations
deepspeed
diffusers
- hyperopt
- Optuna
- pettingzoo
tensordict
tensorflow-datasets
tensorflow-probability
torchaudio
- bleach
- defusedxml
et-xmlfile
imageio
imageio-ffmpeg
- imagesize
- jsonlines
- linkify-it-py
lxml
- mako
- markdown
markdown-it-py
markupsafe
- mdurl
mistune
- moviepy
- nbconvert
- nh3
- openpyxl
- pandocfilters
ruamel-yaml
webencodings
- xlrd
- xmltodict
pillow
- docutils
- jinja2
- beautifulsoup4
av
- nbformat
- torchcodec
- annotated-types
- fastjsonschema
- fqdn
- jsonschema-specifications
- pathvalidate
- pydantic-core
- referencing
- rfc3339-validator
- rfc3986
- rfc3986-validator
- validators
- openapi-schema-validator
- aiobotocore
- azure-mgmt-compute
- azure-mgmt-resource
- colorlog
- Gunicorn
opentelemetry-instrumentation
opentelemetry-semantic-conventions
- python-json-logger
- botocore
prometheus-client
opentelemetry-exporter-prometheus
- docker
- typeface-roboto
- MUI
usehooks-ts
- lowlight
react-window
react-icons
- @mui/icons-material
- js-yaml
Side by side
Frequently asked questions
Which is bigger, chroma or ray?
The proof: ray-project/ray's code at commit 77567c5
Which has more GitHub stars, chroma or ray?
The proof: ray-project/ray on GitHub
Which has more tests, chroma or ray?
The proof: ray-project/ray's code at commit 77567c5
Which was updated more recently, chroma or ray?
The proof: chroma-core/chroma's commits on GitHub
Which has more commits signed by AI, chroma or ray?
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