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| Reload | https://github.com/antarys-ai/python |
| Reload | https://github.com/antarys-ai/python |
| Reload | https://github.com/antarys-ai/python |
| antarys-ai | https://github.com/antarys-ai |
| python | https://github.com/antarys-ai/python |
| Code | https://github.com/antarys-ai/python |
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| https://github.com/antarys-ai/python |
| python | https://github.com/antarys-ai/python |
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| antarys.ai/ | http://antarys.ai/ |
| llm | https://github.com/topics/llm |
| machine-learning | https://github.com/topics/machine-learning |
| rag | https://github.com/topics/rag |
| search | https://github.com/topics/search |
| vector-database | https://github.com/topics/vector-database |
| vector-search | https://github.com/topics/vector-search |
| Readme | https://github.com/antarys-ai/python#readme-ov-file |
| MIT license | https://github.com/antarys-ai/python#MIT-1-ov-file |
| Activity | https://github.com/antarys-ai/python/activity |
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| 13 Commits | https://github.com/antarys-ai/python/commits/main/ |
| https://github.com/antarys-ai/python/commits/main/ |
| antarys | https://github.com/antarys-ai/python/tree/main/antarys |
| antarys | https://github.com/antarys-ai/python/tree/main/antarys |
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| .gitignore | https://github.com/antarys-ai/python/blob/main/.gitignore |
| LICENSE | https://github.com/antarys-ai/python/blob/main/LICENSE |
| LICENSE | https://github.com/antarys-ai/python/blob/main/LICENSE |
| MANIFEST.in | https://github.com/antarys-ai/python/blob/main/MANIFEST.in |
| MANIFEST.in | https://github.com/antarys-ai/python/blob/main/MANIFEST.in |
| README.md | https://github.com/antarys-ai/python/blob/main/README.md |
| README.md | https://github.com/antarys-ai/python/blob/main/README.md |
| build_wheel.sh | https://github.com/antarys-ai/python/blob/main/build_wheel.sh |
| build_wheel.sh | https://github.com/antarys-ai/python/blob/main/build_wheel.sh |
| requirements.txt | https://github.com/antarys-ai/python/blob/main/requirements.txt |
| requirements.txt | https://github.com/antarys-ai/python/blob/main/requirements.txt |
| setup.py | https://github.com/antarys-ai/python/blob/main/setup.py |
| setup.py | https://github.com/antarys-ai/python/blob/main/setup.py |
| README | https://github.com/antarys-ai/python |
| MIT license | https://github.com/antarys-ai/python |
| https://github.com/antarys-ai/python#antarys-vector-database |
| https://github.com/antarys-ai/python#blazingly-fast-vector-database-for-everyone |
| https://github.com/antarys-ai/antarys/stargazers |
| https://opensource.org/licenses/MIT |
| https://pypi.org/project/antarys/ |
| Documentation | https://docs.antarys.ai |
| Discord | https://discord.gg/cvcBA3CgwX |
| Twitter | https://x.com/antarys_ai |
| https://github.com/antarys-ai/python#documentation--discord--twitter |
| https://github.com/antarys-ai/python#-see-antarys-in-action-with-image-search |
|
| https://youtu.be/ZygixyFXKPE |
| https://github.com/antarys-ai/python#table-of-contents |
| Performance Benchmarks | https://github.com/antarys-ai/python#performance-benchmarks |
| Write Performance | https://github.com/antarys-ai/python#write-performance |
| Batch Operations | https://github.com/antarys-ai/python#batch-operations |
| Query Performance | https://github.com/antarys-ai/python#query-performance |
| Search Quality & Recall | https://github.com/antarys-ai/python#search-quality--recall |
| Installation | https://github.com/antarys-ai/python#installation |
| Download Antarys Database | https://github.com/antarys-ai/python#download-antarys-database |
| Install Python Client | https://github.com/antarys-ai/python#install-python-client |
| Alternative: Node.js Client | https://github.com/antarys-ai/python#alternative-nodejs-client |
| Quick Start | https://github.com/antarys-ai/python#quick-start |
| Core Features | https://github.com/antarys-ai/python#core-features |
| Collections | https://github.com/antarys-ai/python#collections |
| Built-in Text Embeddings | https://github.com/antarys-ai/python#built-in-text-embeddings |
| Vector Operations | https://github.com/antarys-ai/python#vector-operations |
| Upsert Vectors | https://github.com/antarys-ai/python#upsert-vectors |
| Query Vectors | https://github.com/antarys-ai/python#query-vectors |
| Delete Vectors | https://github.com/antarys-ai/python#delete-vectors |
| Performance Optimization | https://github.com/antarys-ai/python#performance-optimization |
| Client Configuration | https://github.com/antarys-ai/python#client-configuration |
| Scale-Based Recommendations | https://github.com/antarys-ai/python#scale-based-recommendations |
| HNSW Index Tuning | https://github.com/antarys-ai/python#hnsw-index-tuning |
| Advanced Features | https://github.com/antarys-ai/python#advanced-features |
| Dimension Validation | https://github.com/antarys-ai/python#dimension-validation |
| Cache Management | https://github.com/antarys-ai/python#cache-management |
| Health Monitoring | https://github.com/antarys-ai/python#health-monitoring |
| Type Safety | https://github.com/antarys-ai/python#type-safety |
| Resources | https://github.com/antarys-ai/python#resources |
| License | https://github.com/antarys-ai/python#license |
| https://github.com/antarys-ai/python#performance-benchmarks |
| OpenAI-compatible DBpedia Dataset | https://huggingface.co/datasets/KShivendu/dbpedia-entities-openai-1M |
| https://github.com/antarys-ai/python#write-performance |
| https://github.com/antarys-ai/python#batch-operations |
| https://github.com/antarys-ai/python#query-performance |
| https://github.com/antarys-ai/python#search-quality--recall |
| View full benchmark repository → | https://github.com/antarys-ai/benchmark |
| https://github.com/antarys-ai/python#installation |
| https://github.com/antarys-ai/python#download-antarys-database |
| https://github.com/antarys-ai/python#install-python-client |
| https://github.com/antarys-ai/python#alternative-nodejs-client |
| View Node.js documentation → | https://github.com/antarys-ai/antarys-node |
| https://github.com/antarys-ai/python#quick-start |
| https://github.com/antarys-ai/python#core-features |
| https://github.com/antarys-ai/python#collections |
| https://github.com/antarys-ai/python#built-in-text-embeddings |
| https://github.com/antarys-ai/python#vector-operations |
| https://github.com/antarys-ai/python#upsert-vectors |
| https://github.com/antarys-ai/python#query-vectors |
| https://github.com/antarys-ai/python#delete-vectors |
| https://github.com/antarys-ai/python#performance-optimization |
| https://github.com/antarys-ai/python#client-configuration |
| https://github.com/antarys-ai/python#scale-based-recommendations |
| https://github.com/antarys-ai/python#small-scale--1m-vectors |
| https://github.com/antarys-ai/python#medium-scale-1m---10m-vectors |
| https://github.com/antarys-ai/python#large-scale-10m-vectors |
| https://github.com/antarys-ai/python#hnsw-index-tuning |
| https://github.com/antarys-ai/python#advanced-features |
| https://github.com/antarys-ai/python#dimension-validation |
| https://github.com/antarys-ai/python#cache-management |
| https://github.com/antarys-ai/python#health-monitoring |
| https://github.com/antarys-ai/python#type-safety |
| https://github.com/antarys-ai/python#resources |
| Full Documentation | https://docs.antarys.ai |
| Performance Report | https://docs.antarys.ai/docs/python/performance |
| Benchmark Repository | https://github.com/antarys-ai/benchmark |
| Node.js Client | https://github.com/antarys-ai/antarys-node |
| https://github.com/antarys-ai/python#license |
| MIT License | https://github.com/antarys-ai/python/blob/main/LICENSE |
| https://github.com/antarys-ai/python#community |
| Discord | https://discord.gg/cvcBA3CgwX |
| GitHub Issues | https://github.com/antarys-ai/antarys/issues |
| Twitter | https://x.com/antarys_ai |
| antarys.ai/ | http://antarys.ai/ |
| llm | https://github.com/topics/llm |
| machine-learning | https://github.com/topics/machine-learning |
| rag | https://github.com/topics/rag |
| search | https://github.com/topics/search |
| vector-database | https://github.com/topics/vector-database |
| vector-search | https://github.com/topics/vector-search |
| Readme | https://github.com/antarys-ai/python#readme-ov-file |
| MIT license | https://github.com/antarys-ai/python#MIT-1-ov-file |
| Activity | https://github.com/antarys-ai/python/activity |
| Custom properties | https://github.com/antarys-ai/python/custom-properties |
| 3 forks | https://github.com/antarys-ai/python/forks |
| Report repository | https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fantarys-ai%2Fpython&report=antarys-ai+%28user%29 |
|
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