Snowflake/snowflake-arctic-embed-s
Primitive: /encode · Encode ·
BERT
Snowflake's Arctic-embed-s
Dense
Overview
Hardware: — drives latency, throughput & cost
| Size | 33M params |
|---|---|
| Tasks | /encode |
| License | apache-2.0 |
| Latency | 27 ms |
| Throughput | 99.0K tok/s |
| Cost | $0.0022 /1M tok |
Cost is approximate — computed from list GPU prices; your actual price depends on the provider you deploy SIE with.
Embedding
| Output types | Dense |
|---|---|
| Dimensions | dense: 384 |
| Max sequence length | 512 |
| Inputs | text |
Benchmarks
CQADupstackPhysicsRetrieval
Duplicate question retrieval from StackExchange Physics
Corpus: 38,314 Queries: 1,039
Quality
ndcg at 10 0.4629
map at 10 0.4070
mrr at 10 0.4648
Performance L4 b1 c16
Corpus 66.0K tok/s
Corpus p50 25.4ms
Query 5.6K tok/s
Query p50 25.0ms
CosQA
Code search with natural language queries
Corpus: 6,267 Queries: 500
Quality
ndcg at 10 0.3384
map at 10 0.2721
mrr at 10 0.2891
Performance L4 b1 c16
Corpus 24.9K tok/s
Corpus p50 25.6ms
Query 3.1K tok/s
Query p50 25.6ms
FiQA2018
Financial opinion mining and question answering
Corpus: 57,599 Queries: 648
Quality
ndcg at 10 0.3972
map at 10 0.3178
mrr at 10 0.4702
Performance L4 b1 c16
Corpus 78.9K tok/s
Corpus p50 27.2ms
Query 6.1K tok/s
Query p50 24.5ms
LegalBenchConsumerContractsQA
Question answering on consumer contracts
Corpus: 153 Queries: 396
Quality
ndcg at 10 0.7474
map at 10 0.6905
mrr at 10 0.6913
Performance L4 b1 c16
Corpus 172.1K tok/s
Corpus p50 29.8ms
Query 8.6K tok/s
Query p50 24.8ms
NFCorpus
Biomedical literature search from NutritionFacts.org
Corpus: 3,593 Queries: 323
Quality
ndcg at 10 0.3265
map at 10 0.1209
mrr at 10 0.5400
Performance L4 b1 c16
Corpus 135.2K tok/s
Corpus p50 28.9ms
Query 2.6K tok/s
Query p50 25.4ms
SCIDOCS
Citation prediction, document classification, and recommendation for scientific papers
Corpus: 25,656 Queries: 1,000
Quality
ndcg at 10 0.1941
map at 10 0.1165
mrr at 10 0.3400
Performance L4 b1 c16
Corpus 92.0K tok/s
Corpus p50 26.4ms
Query 5.8K tok/s
Query p50 25.5ms
SciFact
Scientific claim verification using research literature
Corpus: 5,183 Queries: 300
Quality
ndcg at 10 0.6985
map at 10 0.6540
mrr at 10 0.6683
Performance L4 b1 c16
Corpus 125.3K tok/s
Corpus p50 27.4ms
Query 8.5K tok/s
Query p50 25.4ms
StackOverflowQA
Programming question answering from Stack Overflow
Corpus: 19,931 Queries: 1,994
Quality
ndcg at 10 0.8303
map at 10 0.8014
mrr at 10 0.8014
Performance L4 b1 c16
Corpus 106.1K tok/s
Corpus p50 27.6ms
Query 131.6K tok/s
Query p50 28.5ms
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