Automate tuning runs

[MohamedElgammal]

This PR adds a script that automates setting up large runs to tune multiple parameters. It also helps with parsing the resultant data generating a single .xlsx file with the full parsed data, average results over the different seeds and geometrically average results over all the circuits. The PR also includes a README that explains how to used the new script.

[vaughnbetz]

Thanks Mohamed; this looks like a useful script. It fails python linting though. I think doing a python autoformat would fix a lot of the issues (seem to be minor).

vtr_flow/scripts/tuning_runs/control_runs.py has lint errors
************* Module control_runs
vtr_flow/scripts/tuning_runs/control_runs.py:29:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:42:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:45:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:49:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:53:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:55:0: C0301: Line too long (105/100) (line-too-long)
vtr_flow/scripts/tuning_runs/control_runs.py:58:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:61:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:63:0: C0301: Line too long (114/100) (line-too-long)
vtr_flow/scripts/tuning_runs/control_runs.py:65:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:69:0: C0301: Line too long (145/100) (line-too-long)
vtr_flow/scripts/tuning_runs/control_runs.py:71:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:73:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:78:28: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:79:0: C0301: Line too long (107/100) (line-too-long)
vtr_flow/scripts/tuning_runs/control_runs.py:90:70: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:96:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:99:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:102:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:105:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:110:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:114:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:115:0: C0301: Line too long (123/100) (line-too-long)
vtr_flow/scripts/tuning_runs/control_runs.py:118:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:122:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:128:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:139:0: C0301: Line too long (116/100) (line-too-long)
vtr_flow/scripts/tuning_runs/control_runs.py:140:0: C0301: Line too long (122/100) (line-too-long)
vtr_flow/scripts/tuning_runs/control_runs.py:141:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:144:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:175:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:178:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:182:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:185:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:188:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:192:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:194:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:197:0: C0303: Trailing whitespace (trailing-whitespace)
vtr_flow/scripts/tuning_runs/control_runs.py:204:0: C0305: Trailing newlines (trailing-newlines)
vtr_flow/scripts/tuning_runs/control_runs.py:1:0: C0114: Missing module docstring (missing-module-docstring)
vtr_flow/scripts/tuning_runs/control_runs.py:5:0: E0401: Unable to import 'pandas' (import-error)
vtr_flow/scripts/tuning_runs/control_runs.py:6:0: E0401: Unable to import 'numpy' (import-error)
vtr_flow/scripts/tuning_runs/control_runs.py:7:0: E0401: Unable to import 'scipy' (import-error)
vtr_flow/scripts/tuning_runs/control_runs.py:17:0: C0103: Constant name "keep_metrics_only" doesn't conform to UPPER_CASE naming style (invalid-name)
vtr_flow/scripts/tuning_runs/control_runs.py:21:0: C0116: Missing function or method docstring (missing-function-docstring)
vtr_flow/scripts/tuning_runs/control_runs.py:25:0: C0116: Missing function or method docstring (missing-function-docstring)
vtr_flow/scripts/tuning_runs/control_runs.py:25:26: W0621: Redefining name 'params_dict' from outer scope (line 10) (redefined-outer-name)
vtr_flow/scripts/tuning_runs/control_runs.py:36:0: C0116: Missing function or method docstring (missing-function-docstring)
vtr_flow/scripts/tuning_runs/control_runs.py:36:30: W0621: Redefining name 'params_dict' from outer scope (line 10) (redefined-outer-name)
vtr_flow/scripts/tuning_runs/control_runs.py:36:0: R0914: Too many local variables (18/15) (too-many-locals)
vtr_flow/scripts/tuning_runs/control_runs.py:76:10: W1309: Using an f-string that does not have any interpolated variables (f-string-without-interpolation)
vtr_flow/scripts/tuning_runs/control_runs.py:80:10: W1309: Using an f-string that does not have any interpolated variables (f-string-without-interpolation)
vtr_flow/scripts/tuning_runs/control_runs.py:83:10: W1309: Using an f-string that does not have any interpolated variables (f-string-without-interpolation)
vtr_flow/scripts/tuning_runs/control_runs.py:85:0: C0116: Missing function or method docstring (missing-function-docstring)
vtr_flow/scripts/tuning_runs/control_runs.py:100:0: C0116: Missing function or method docstring (missing-function-docstring)
vtr_flow/scripts/tuning_runs/control_runs.py:100:39: W0621: Redefining name 'params_dict' from outer scope (line 10) (redefined-outer-name)
vtr_flow/scripts/tuning_runs/control_runs.py:127:0: C0116: Missing function or method docstring (missing-function-docstring)
vtr_flow/scripts/tuning_runs/control_runs.py:140:62: C0201: Consider iterating the dictionary directly instead of calling .keys() (consider-iterating-dictionary)
vtr_flow/scripts/tuning_runs/control_runs.py:155:0: C0116: Missing function or method docstring (missing-function-docstring)
vtr_flow/scripts/tuning_runs/control_runs.py:155:60: W0621: Redefining name 'params_dict' from outer scope (line 10) (redefined-outer-name)
vtr_flow/scripts/tuning_runs/control_runs.py:171:0: C0116: Missing function or method docstring (missing-function-docstring)
vtr_flow/scripts/noc/noc_benchmark_test.py passed

[MohamedElgammal]

@vaughnbetz The linting issue is now fixed. The remaining failures are unrelated to the PR.

[vaughnbetz]

Thanks!