> ## Documentation Index > Fetch the complete documentation index at: https://docs.turingdb.ai/llms.txt > Use this file to discover all available pages before exploring further. # Results Summary # TuringDB Benchmarks This page showcases the performance of TuringDB vs Neo4j and Memgraph across a series of real-world graph analytics queries using: * [Reactome biological knowledge graph](https://reactome.org/). * [POLE (Person, Object, Location, Event) Crime Investigation Graph](https://github.com/neo4j-graph-examples/pole) The goal of this benchmark is to compare the out-of-the-box performance of TuringDB with Neo4J and Memgraph on a few basic queries on the Reactome knowledge graph. ## Results Overview You can find more technical details in the [Technical Report](/benchmarks/technical-report) page and on [turing-bench GitHub repo](https://github.com/turing-db/turing-bench/tree/main). Especially you can find daily run information [here](https://github.com/turing-db/turing-bench/tree/bench-results/results). ### Reactome | Metric | Count | | ------------------ | ---------- | | Nodes | 2,978,202 | | Relationships | 11,537,843 | | Node Labels | 108 | | Relationship Types | 88 | | Benchmark Queries | 34 | | Query | TuringDB | Neo4j | Memgraph | Speedup vs Neo4j | Speedup vs Memgraph | | ----------------------------------------------------------------------------------------------------------- | -------- | ------- | -------- | ---------------- | ------------------- | | `MATCH (n:Drug) RETURN n` | 2ms | 977ms | 371ms | 488x | 186x | | `MATCH (n:ProteinDrug) RETURN n` | 1ms | 221ms | 340ms | 221x | 340x | | `MATCH (n:Drug:ProteinDrug) RETURN n` | 1ms | 270ms | 359ms | 270x | 359x | | `MATCH (n:Taxon)-->(m:Species) RETURN n,m` | 1ms | 259ms | 301ms | 259x | 301x | | `MATCH (n)-->(m:Interaction)-->(o) RETURN n,m,o` | 707ms | 33117ms | 32609ms | 47x | 46x | | `MATCH (n{displayName:"Autophagy"}) RETURN n` | 283ms | 918ms | 629ms | 3.2x | 2.2x | | `MATCH (n{displayName:"Autophagy"})-->(m) RETURN m` | 216ms | 628ms | 540ms | 2.9x | 2.5x | | `MATCH (n{displayName:"Autophagy"})-->(m)-->(p) RETURN p` | 215ms | 622ms | 569ms | 2.9x | 2.6x | | `MATCH (n{displayName:"Autophagy"})-->(m)-->(p)-->(q) RETURN q` | 370ms | 878ms | 702ms | 2.4x | 1.9x | | `MATCH (n{displayName:"Autophagy"})-->(m)-->(p)-->(q)-->(r) RETURN r` | 236ms | 2776ms | 2595ms | 12x | 11x | | `MATCH (n{displayName:"Autophagy"})-->(m)-->(p)-->(q)-->(r)-->(s) RETURN s` | 296ms | 5784ms | 5012ms | 20x | 17x | | `MATCH (n{displayName:"Autophagy"})-->(m)-->(p)-->(q)-->(r)-->(s)-->(t) RETURN t` | 493ms | 17983ms | 17256ms | 36x | 35x | | `MATCH (n{displayName:"Autophagy"})-->(m)-->(p)-->(q)-->(r)-->(s)-->(t)-->(v) RETURN v` | 1149ms | 66876ms | 54252ms | 58x | 47x | | `MATCH (n{displayName:"APOE-4 [extracellular region]"}) RETURN n` | 351ms | 887ms | 705ms | 2.5x | 2.0x | | `MATCH (n{displayName:"APOE-4 [extracellular region]"})-->(m) RETURN m` | 215ms | 734ms | 567ms | 3.4x | 2.6x | | `MATCH (n{displayName:"APOE-4 [extracellular region]"})-->(m)-->(p) RETURN p` | 211ms | 616ms | 603ms | 2.9x | 2.9x | | `MATCH (n{displayName:"APOE-4 [extracellular region]"})-->(m)-->(p)-->(q) RETURN q` | 213ms | 613ms | 585ms | 2.9x | 2.7x | | `MATCH (n{displayName:"APOE-4 [extracellular region]"})-->(m)-->(p)-->(q)-->(r) RETURN r` | 213ms | 649ms | 560ms | 3.0x | 2.6x | | `MATCH (n{displayName:"APOE-4 [extracellular region]"})-->(m)-->(p)-->(q)-->(r)-->(s) RETURN s` | 211ms | 669ms | 537ms | 3.2x | 2.5x | | `MATCH (n{displayName:"APOE-4 [extracellular region]"})-->(m)-->(p)-->(q)-->(r)-->(s)-->(t) RETURN t` | 211ms | 644ms | 557ms | 3.1x | 2.6x | | `MATCH (n{displayName:"APOE-4 [extracellular region]"})-->(m)-->(p)-->(q)-->(r)-->(s)-->(t)-->(v) RETURN v` | 215ms | 11087ms | 465ms | 52x | 2.2x | | `MATCH (n)-[e:release]->(m) RETURN n,m` | 240ms | 4046ms | 3162ms | 17x | 13x | | `MATCH (n)-[e:interactor]->(m) RETURN n,m` | 318ms | 26174ms | 25184ms | 82x | 79x | | `MATCH (n)-[e:surroundedBy]->(m) RETURN n,m` | 202ms | 1548ms | 367ms | 7.7x | 1.8x | | `MATCH (n)-[:hasEvent]->(m) RETURN n,m` | 292ms | 11204ms | 11008ms | 38x | 38x | | `MATCH (n:Pathway)-[:hasEvent]->(m:ReactionLikeEvent) RETURN n,m` | 94ms | 8442ms | 8696ms | 90x | 93x | | `MATCH (r:ReactionLikeEvent)-[:output]->(s:PhysicalEntity) RETURN r,s` | 184ms | 13383ms | 13591ms | 73x | 74x | | `MATCH (n:DatabaseObject{isChimeric:false}) RETURN n` | 239ms | 2507ms | 1538ms | 10x | 6.4x | | `MATCH (n:DatabaseObject{isChimeric:true}) RETURN n` | 213ms | 799ms | 429ms | 3.8x | 2.0x | | `MATCH (b)-->(a:Pathway) RETURN a` | 324ms | 4447ms | 5917ms | 14x | 18x | | `MATCH (c)-->(b)-->(a:Pathway) RETURN a, c` | 2318ms | 35138ms | 34946ms | 15x | 15x | | `MATCH (c)-->(b)-->(a:Pathway) RETURN b` | 2109ms | 22699ms | 22932ms | 11x | 11x | | `MATCH (c)-->(b)-->(a:Pathway) RETURN c` | 1978ms | 18090ms | 17969ms | 9.1x | 9.1x | | `MATCH (c)-->(b)-->(a:Pathway) RETURN a` | 1977ms | 22424ms | 23598ms | 11x | 12x | ### Poledb | Metric | Count | | ------------------ | ------- | | Nodes | 61,521 | | Relationships | 105,840 | | Node Labels | 11 | | Relationship Types | 17 | | Benchmark Queries | 14 | | Query | TuringDB | Neo4j | Memgraph | Speedup vs Neo4j | Speedup vs Memgraph | | ------------------------------------------------------------------------------------------------------------------ | -------- | ------ | -------- | ---------------- | ------------------- | | `MATCH (n) RETURN n` | 57ms | 3130ms | 1858ms | 55x | 33x | | `MATCH (p:Person) RETURN p` | 3ms | 134ms | 25ms | 45x | 8.3x | | `MATCH (p:Person) RETURN count(p)` | 1ms | 115ms | 8ms | 115x | 8.0x | | `MATCH (c:Crime) RETURN c` | 15ms | 842ms | 772ms | 56x | 51x | | `MATCH (c:Crime) RETURN count(c)` | 1ms | 45ms | 13ms | 45x | 13x | | `MATCH ()-[r]->() RETURN r` | 64ms | 2660ms | 2386ms | 42x | 37x | | `MATCH ()-[r]->() RETURN count(r)` | 9ms | 55ms | 28ms | 6.1x | 3.1x | | `MATCH (p:Person {name: 'John'})-[:PARTY_TO]->(c:Crime) RETURN p, c` | 4ms | 24ms | 0ms | 6.0x | - | | `MATCH (p:Person)-[:PARTY_TO]->(c:Crime) RETURN p.name, p.surname, c.type` | 1ms | 28ms | 11ms | 28x | 11x | | `MATCH (p:Person {surname: 'Smith'})-[r]->(n) RETURN p` | 3ms | 64ms | 2ms | 21x | 0.7x | | `MATCH (p:Person)-[r]->(n) WHERE p.surname = 'Smith' RETURN p` | 3ms | 60ms | 1ms | 20x | 0.3x | | `MATCH (p1:Person)-[:PARTY_TO]->(c:Crime)<-[:PARTY_TO]-(p2:Person) WHERE p1 <> p2 RETURN p1.name, p2.name, c.type` | 1ms | 126ms | 8ms | 126x | 8.0x | | `MATCH (p1:Person)-[:KNOWS]->(p2:Person)-[:PARTY_TO]->(c:Crime) RETURN p1.name, p2.name` | 1ms | 24ms | 11ms | 24x | 11x | | `MATCH (c:Crime)-[:OCCURRED_AT]->(l:Location) RETURN l.postcode` | 30ms | 553ms | 362ms | 18x | 12x |