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ScriptAI Infrastructurev1.0

Batch Embedding Generation

by AaaS · open-source · Last verified 2026-03-01

Generates embeddings at scale for large document collections with batching, rate limiting, checkpointing, and error recovery. Supports multiple embedding providers (OpenAI, Cohere, local models) with automatic dimension detection and output format selection.

https://aaas.blog/script/embedding-generation-batch
C+
C+Average
Adoption: BQuality: AFreshness: B+Citations: C+Engagement: F

Specifications

License
MIT
Pricing
open-source
Capabilities
batch-embedding, rate-limiting, checkpointing, error-recovery, multi-provider-support
Integrations
openai, sentence-transformers, numpy, pandas
Use Cases
large-scale-indexing, search-index-building, migration, batch-processing
API Available
No
Language
python
Dependencies
openai, sentence-transformers, numpy, pandas, tqdm
Environment
Python 3.11+
Est. Runtime
10-120 minutes depending on corpus size
Tags
script, automation, embeddings, batch, processing
Added
2026-03-17
Completeness
100%

Index Score

56.4
Adoption
66
Quality
80
Freshness
78
Citations
56
Engagement
0

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