[WIP] Reimplement ATLAS_Z0_7TEV_46FB_CF

[ecole41]

Added function into filter_utils_CF.yaml to produce data_CF.yaml file

[ecole41]

Compatibility Tests:

Covariance Matrix:

from validphys.api import API
import numpy as np
import os

def check_theory_exists(theory_id):
    theory_path = f"/Users/ellacole/miniconda3/envs/nnpdf_dev/share/NNPDF/theories/theory_{theory_id}"
    return os.path.exists(theory_path)


theory_id = 708 


if check_theory_exists(theory_id):
    inp1 = {"dataset_input": {"dataset": "ATLASWZRAP11CF"}, "theoryid": theory_id, "use_cuts": "internal"}
    inp2 = {"dataset_input": {"dataset": "ATLASWZRAP11CF", "variant": "legacy"}, "theoryid": theory_id, "use_cuts": "internal"}
    covmat1 = API.covmat_from_systematics(**inp1)
    covmat2 = API.covmat_from_systematics(**inp2)
    
    result = np.isclose(covmat1, covmat2)
    print(result)
else:
    print(f"Theory {theory_id} not found. ")

[Out]:[[ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
...
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]
 [ True  True  True  True  True  True  True  True  True  True  True  True
   True  True  True]]
Output is truncated. View as a [scrollable element](command:cellOutput.enableScrolling?49323bcc-56d4-44b4-93b1-65bbec5ee161) or open in a [text editor](command:workbench.action.openLargeOutput?49323bcc-56d4-44b4-93b1-65bbec5ee161). Adjust cell output [settings](command:workbench.action.openSettings?%5B%22%40tag%3AnotebookOutputLayout%22%5D)...

t0 Matrix:

from validphys.api import API
import numpy as np
 
inp1 = {"dataset_input": {"dataset": "ATLASWZRAP11CF"}, "theoryid": 40_000_000, "use_cuts": "internal", "t0pdfset": "NNPDF40_nnlo_as_01180", "use_t0": True}
inp2 = {"dataset_input": {"dataset": "ATLASWZRAP11CF", "variant": "legacy"}, "theoryid": 40_000_000, "use_cuts": "internal", "t0pdfset": "NNPDF40_nnlo_as_01180", "use_t0": True}
 
covmat1 = API.covmat_from_systematics(**inp1)
covmat2 = API.covmat_from_systematics(**inp2)
 
t0_covmat1 = API.t0_covmat_from_systematics(**inp1)
t0_covmat2 = API.t0_covmat_from_systematics(**inp2)
 
result = np.all(np.isclose(covmat1, covmat2))
result_2 = np.all(np.isclose(t0_covmat1, t0_covmat2))

print('covmat', result)
print('t0_covmat', result_2)

[Out]:

LHAPDF 6.5.4 loading [/Users/ellacole/miniconda3/envs/nnpdf_dev/share/LHAPDF/NNPDF40_nnlo_as_01180/NNPDF40_nnlo_as_01180_0000.dat](https://file+.vscode-resource.vscode-cdn.net/Users/ellacole/miniconda3/envs/nnpdf_dev/share/LHAPDF/NNPDF40_nnlo_as_01180/NNPDF40_nnlo_as_01180_0000.dat)
NNPDF40_nnlo_as_01180 PDF set, member #0, version 1; LHAPDF ID = 331100
covmat True
t0_covmat True

[scarlehoff]

should this PR be closed?

[ecole41]

should this PR be closed?

Yes, I'll do that now