Dense Vector Embedding Calculator
Configuration
Float32: Full precision (4 bytes/dimension)
Int8: 8-bit quantization (1 byte/dimension)
Int4: 4-bit quantization (0.5 bytes/dimension)
BBQ: Binary quantization in RAM
DiskBBQ: Binary quantization on disk
Int8: 8-bit quantization (1 byte/dimension)
Int4: 4-bit quantization (0.5 bytes/dimension)
BBQ: Binary quantization in RAM
DiskBBQ: Binary quantization on disk
Number of replica shards for high availability
Primary shard + replica shards = total storage
0 replicas = no redundancy, 1 replica = 2x storage
Primary shard + replica shards = total storage
0 replicas = no redundancy, 1 replica = 2x storage
True: Full document content stored with vectors
False: No document content stored (vectors only)
Synthetic: Compressed/processed version stored
False: No document content stored (vectors only)
Synthetic: Compressed/processed version stored
Storage Requirements
Total Disk Usage
0
MB
Vectors + source storage
Total Memory Usage
0
MB
Heap + Off-heap combined
Heap RAM Usage
0
MB
Metadata storage
Off-Heap RAM Usage
0
MB
Vector data in memory
Vector Storage
0
MB
Raw vector data only
Source Storage
0
MB
Document content storage
Storage Visualization
Disk Usage Breakdown
Vectors
Source
Vector Storage
Source Storage
Memory Usage Breakdown
Heap
Off-Heap
Heap RAM
Off-Heap RAM