o /BfZ@s~dZddlTddlmZddlZddlZddlZddl Z ddl Z ddZ ddZ d d Zd d Zd dZedkr=edSdS)aAnalyze arbors This file contains functions for analyzing arbors to create the Pareto front. This file requires `pandas` to be installed. This file can also be imported as a module and contains the following functions: * write_front - creates a file containing columns of alpha, wiring cost, and conduction delay * get_pareto_front - returns a list containing wiring_costs and conduction_delays * analyze_arbors - * write_scaling_dists - * main - the main function of the file This file can also be called on its own with arguments `--analyze` to run `analyze_arbors()` and `--scaling` to run `write_scaling_dists()`. )*)read_arbor_fullNc Csx|jd}td||fd$}|dt|||D]\}}} |d||| fqWddS1s5wYdS)N arbor name %s/%s.csvwz%alpha, wiring cost, conduction delay z %f, %f, %f )graphopenwritezip) Goutdiralphas wiring_costsconduction_delaysfnamefalphawiringdelayrl/home/dh_an3skk/arjun-chandrasekhar-teaching.com/tomato/backend/backend_plant_architecture/analyze_arbors.py write_fronts  "rcCst|t}d||jdf}tj|r&tj|dd}t|dt|dfSt ||\}}t |||||||fS)aGets the wiring costs and condution delays for the Pareto front. If the file already exists it just reads the file. If it does not, it will use `pareto_front()` from `pareto_functions.py` to calculate the needed information and then write the file using `write_front()` and finally returns the wiring costs and conduction delays. Parameters ---------- G : graph(?) #TODO: maybe figure out what exactly G is? # Could just do type print later for it. The graph information of the arbor (maybe) alphas : alpha numbers (?) Used to create the Pareto front if file doesn't already exist. Returns ------- list a list of wiring costs and conduction delays rrTskipinitialspacez wiring costzconduction delay) PARETO_FRONTS_DIRrospathexistspdread_csvlistpf pareto_frontr)r r pathPrefixr rdfrrrrrget_pareto_front$s r%cC t}d|t}tj| }g}|s tj|dd}t|d}t|dV}|r-| dt |t D]>}| dss