E.4

Evaluation (preliminaries)

|$G_\alpha $|A weighted graph of distributed data flows
|$V_\alpha $|The set of parameters in |$G_\alpha $|
|$v \in (V_\alpha \cap V_p)$|A producer parameter |$v$| in |$G_\alpha $|
|$v \in (V_\alpha \cap V_c)$|A consumer parameter |$v$| in |$G_\alpha $|
|$E_\alpha $|The set of directed data flows (between parameters) in |$G_\alpha $|
|$e \in E_\alpha $|A distributed data flow
|$\Omega _\alpha (e)$|The function that maps a distributed data flow |$e \in E_\alpha $| to a network communication cost
|$\Omega _\alpha ((oA,iB))$|The network cost of passing the value from the output parameter oA to the input parameter iB, via a distributed data flow
|$M$|The type of a finite walk of data flows in |$G_\alpha $|
|$M^{\prime} \in M$|A finite walk of data flows in |$G_\alpha $|
|$\alpha (M^{\prime})$|The function that maps a finite walk |$M^{\prime} \in M$| to the total network cost of routing data from a producer parameter |$p \in (V_\alpha \cap V_p)$| to a consumer parameter |$q \in (V_\alpha \cap V_c)$|
|$\omega (v)$|The network cost of writing a value produced by |$v \in V_p$|
|$\Gamma (v)$|The network cost of reading a value for |$v \in V_c$|
|$G_\beta $|A weighted graph of decentralized data flows
|$V_\beta $|The set of parameters in |$G_\beta $|
|$v \in (V_\beta \cap V_p)$|A producer parameter |$v$| in |$G_\beta $|
|$v \in (V_\beta \cap V_c)$|A consumer parameter |$v$| in |$G_\beta $|
|$E_\beta $|The set of directed data flows (between parameters) in |$G_\beta $|
|$e \in E_\alpha $|A decentralized data flow
|$\Omega _\beta (e)$|The function that maps a decentralized data flow |$e \in E_\beta $| to a network communication cost
|$\Omega _\beta ((oA,iB))$|The network cost of passing the value from the output parameter oA to the input parameter iB, via a decentralized data flow
|$\circ $|The operator for function composition
|$\Pi _1^\beta (e)$|The tail of a decentralized data flow |$e \in E_\beta $|
|$\Pi _2^\beta (e)$|The head of a decentralized data flow |$e \in E_\beta $|
|$\beta (e)$|The total network cost of routing data from a producer parameter |$\Pi _1^\beta (e)$| to a consumer parameter |$\Pi _2^\beta (e)$| s.t. |$e \in E_\beta $|
|$G_\alpha $|A weighted graph of distributed data flows
|$V_\alpha $|The set of parameters in |$G_\alpha $|
|$v \in (V_\alpha \cap V_p)$|A producer parameter |$v$| in |$G_\alpha $|
|$v \in (V_\alpha \cap V_c)$|A consumer parameter |$v$| in |$G_\alpha $|
|$E_\alpha $|The set of directed data flows (between parameters) in |$G_\alpha $|
|$e \in E_\alpha $|A distributed data flow
|$\Omega _\alpha (e)$|The function that maps a distributed data flow |$e \in E_\alpha $| to a network communication cost
|$\Omega _\alpha ((oA,iB))$|The network cost of passing the value from the output parameter oA to the input parameter iB, via a distributed data flow
|$M$|The type of a finite walk of data flows in |$G_\alpha $|
|$M^{\prime} \in M$|A finite walk of data flows in |$G_\alpha $|
|$\alpha (M^{\prime})$|The function that maps a finite walk |$M^{\prime} \in M$| to the total network cost of routing data from a producer parameter |$p \in (V_\alpha \cap V_p)$| to a consumer parameter |$q \in (V_\alpha \cap V_c)$|
|$\omega (v)$|The network cost of writing a value produced by |$v \in V_p$|
|$\Gamma (v)$|The network cost of reading a value for |$v \in V_c$|
|$G_\beta $|A weighted graph of decentralized data flows
|$V_\beta $|The set of parameters in |$G_\beta $|
|$v \in (V_\beta \cap V_p)$|A producer parameter |$v$| in |$G_\beta $|
|$v \in (V_\beta \cap V_c)$|A consumer parameter |$v$| in |$G_\beta $|
|$E_\beta $|The set of directed data flows (between parameters) in |$G_\beta $|
|$e \in E_\alpha $|A decentralized data flow
|$\Omega _\beta (e)$|The function that maps a decentralized data flow |$e \in E_\beta $| to a network communication cost
|$\Omega _\beta ((oA,iB))$|The network cost of passing the value from the output parameter oA to the input parameter iB, via a decentralized data flow
|$\circ $|The operator for function composition
|$\Pi _1^\beta (e)$|The tail of a decentralized data flow |$e \in E_\beta $|
|$\Pi _2^\beta (e)$|The head of a decentralized data flow |$e \in E_\beta $|
|$\beta (e)$|The total network cost of routing data from a producer parameter |$\Pi _1^\beta (e)$| to a consumer parameter |$\Pi _2^\beta (e)$| s.t. |$e \in E_\beta $|
E.4

Evaluation (preliminaries)

|$G_\alpha $|A weighted graph of distributed data flows
|$V_\alpha $|The set of parameters in |$G_\alpha $|
|$v \in (V_\alpha \cap V_p)$|A producer parameter |$v$| in |$G_\alpha $|
|$v \in (V_\alpha \cap V_c)$|A consumer parameter |$v$| in |$G_\alpha $|
|$E_\alpha $|The set of directed data flows (between parameters) in |$G_\alpha $|
|$e \in E_\alpha $|A distributed data flow
|$\Omega _\alpha (e)$|The function that maps a distributed data flow |$e \in E_\alpha $| to a network communication cost
|$\Omega _\alpha ((oA,iB))$|The network cost of passing the value from the output parameter oA to the input parameter iB, via a distributed data flow
|$M$|The type of a finite walk of data flows in |$G_\alpha $|
|$M^{\prime} \in M$|A finite walk of data flows in |$G_\alpha $|
|$\alpha (M^{\prime})$|The function that maps a finite walk |$M^{\prime} \in M$| to the total network cost of routing data from a producer parameter |$p \in (V_\alpha \cap V_p)$| to a consumer parameter |$q \in (V_\alpha \cap V_c)$|
|$\omega (v)$|The network cost of writing a value produced by |$v \in V_p$|
|$\Gamma (v)$|The network cost of reading a value for |$v \in V_c$|
|$G_\beta $|A weighted graph of decentralized data flows
|$V_\beta $|The set of parameters in |$G_\beta $|
|$v \in (V_\beta \cap V_p)$|A producer parameter |$v$| in |$G_\beta $|
|$v \in (V_\beta \cap V_c)$|A consumer parameter |$v$| in |$G_\beta $|
|$E_\beta $|The set of directed data flows (between parameters) in |$G_\beta $|
|$e \in E_\alpha $|A decentralized data flow
|$\Omega _\beta (e)$|The function that maps a decentralized data flow |$e \in E_\beta $| to a network communication cost
|$\Omega _\beta ((oA,iB))$|The network cost of passing the value from the output parameter oA to the input parameter iB, via a decentralized data flow
|$\circ $|The operator for function composition
|$\Pi _1^\beta (e)$|The tail of a decentralized data flow |$e \in E_\beta $|
|$\Pi _2^\beta (e)$|The head of a decentralized data flow |$e \in E_\beta $|
|$\beta (e)$|The total network cost of routing data from a producer parameter |$\Pi _1^\beta (e)$| to a consumer parameter |$\Pi _2^\beta (e)$| s.t. |$e \in E_\beta $|
|$G_\alpha $|A weighted graph of distributed data flows
|$V_\alpha $|The set of parameters in |$G_\alpha $|
|$v \in (V_\alpha \cap V_p)$|A producer parameter |$v$| in |$G_\alpha $|
|$v \in (V_\alpha \cap V_c)$|A consumer parameter |$v$| in |$G_\alpha $|
|$E_\alpha $|The set of directed data flows (between parameters) in |$G_\alpha $|
|$e \in E_\alpha $|A distributed data flow
|$\Omega _\alpha (e)$|The function that maps a distributed data flow |$e \in E_\alpha $| to a network communication cost
|$\Omega _\alpha ((oA,iB))$|The network cost of passing the value from the output parameter oA to the input parameter iB, via a distributed data flow
|$M$|The type of a finite walk of data flows in |$G_\alpha $|
|$M^{\prime} \in M$|A finite walk of data flows in |$G_\alpha $|
|$\alpha (M^{\prime})$|The function that maps a finite walk |$M^{\prime} \in M$| to the total network cost of routing data from a producer parameter |$p \in (V_\alpha \cap V_p)$| to a consumer parameter |$q \in (V_\alpha \cap V_c)$|
|$\omega (v)$|The network cost of writing a value produced by |$v \in V_p$|
|$\Gamma (v)$|The network cost of reading a value for |$v \in V_c$|
|$G_\beta $|A weighted graph of decentralized data flows
|$V_\beta $|The set of parameters in |$G_\beta $|
|$v \in (V_\beta \cap V_p)$|A producer parameter |$v$| in |$G_\beta $|
|$v \in (V_\beta \cap V_c)$|A consumer parameter |$v$| in |$G_\beta $|
|$E_\beta $|The set of directed data flows (between parameters) in |$G_\beta $|
|$e \in E_\alpha $|A decentralized data flow
|$\Omega _\beta (e)$|The function that maps a decentralized data flow |$e \in E_\beta $| to a network communication cost
|$\Omega _\beta ((oA,iB))$|The network cost of passing the value from the output parameter oA to the input parameter iB, via a decentralized data flow
|$\circ $|The operator for function composition
|$\Pi _1^\beta (e)$|The tail of a decentralized data flow |$e \in E_\beta $|
|$\Pi _2^\beta (e)$|The head of a decentralized data flow |$e \in E_\beta $|
|$\beta (e)$|The total network cost of routing data from a producer parameter |$\Pi _1^\beta (e)$| to a consumer parameter |$\Pi _2^\beta (e)$| s.t. |$e \in E_\beta $|
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