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GPJ: adding path for loading and saving results for synthetic data #180

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Dec 11, 2024
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GPJ: adding path for loading and saving results for synthetic data #180

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97 changes: 49 additions & 48 deletions leakpro/synthetic_data_attacks/inference_utils.py
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Original file line number Diff line number Diff line change
Expand Up @@ -35,82 +35,81 @@ class InferenceResults(BaseModel):
secrets: List[str]
worst_case_flag: bool

def save(self:Self,
path: str = "../leakpro_output/results/",
name: str = "inference",
case_flag:str = "base", # noqa: ARG002
config: dict = None # noqa: ARG002
) -> None:
def save(self: Self,
path: str = "../leakpro_output/results/",
name: str = "inference",
case_flag: str = "base", # noqa: ARG002
config: dict = None # noqa: ARG002
) -> None:
"""Save method for InferenceResults."""

# Data to be saved
data = {
"resulttype": self.__class__.__name__,
"resultname": name,
"res": self.model_dump(),
}

# Check if path exists, otherwise create it.
for _ in range(3):
if os.path.exists(path):
break
path = "../" + path

# If no result folder can be found
if not os.path.exists(path):
os.makedirs("../../leakpro_output/results/")

# Save the results to a file
if not os.path.exists(f"{path}/inference_risk/{name}"):
os.makedirs(f"{path}/inference_risk/{name}")

with open(f"{path}/inference_risk/{name}/data.json", "w") as f:
json.dump(data, f)


self.plot(worst_case_flag=self.worst_case_flag,
show=False,
save=True,
save_path=f"{path}/inference_risk/{name}",
save_name=name
)
self.plot(
worst_case_flag = self.worst_case_flag,
show = False,
save = True,
save_path = f"{path}/inference_risk/{name}",
save_name = name
)

@staticmethod
def load(data: dict) -> "InferenceResults":
"""Load method for InferenceResults."""
return InferenceResults(res=data["res"]["res"],
res_cols=data["res"]["res_cols"],
aux_cols=data["res"]["aux_cols"],
secrets=data["res"]["secrets"],
worst_case_flag=data["res"]["worst_case_flag"])
return InferenceResults(
res = data["res"]["res"],
res_cols = data["res"]["res_cols"],
aux_cols = data["res"]["aux_cols"],
secrets = data["res"]["secrets"],
worst_case_flag = data["res"]["worst_case_flag"]
)

def plot(self:Self,
high_res_flag: bool = False,
worst_case_flag: bool = False,
show: bool = True,
save: bool = False,
save_path: str = "./",
save_name: str = "fig.png"
) -> None:
def plot(
self:Self,
high_res_flag: bool = False,
worst_case_flag: bool = False,
show: bool = True,
save: bool = False,
save_path: str = "./",
save_name: str = "fig.png"
) -> None:
"""Plot method for InferenceResults."""
from leakpro.synthetic_data_attacks.plots import plot_ir_base_case, plot_ir_worst_case

plot_inference = plot_ir_worst_case if worst_case_flag else plot_ir_base_case
plot_inference(inf_res=InferenceResults(res=self.res,
res_cols=self.res_cols,
aux_cols=self.aux_cols,
secrets=self.secrets,
worst_case_flag=self.worst_case_flag),
high_res_flag=high_res_flag,
show=show,
save=save,
save_name=f"{save_path}/{save_name}")
plot_inference(
inf_res = InferenceResults(
res = self.res,
res_cols = self.res_cols,
aux_cols = self.aux_cols,
secrets = self.secrets,
worst_case_flag = self.worst_case_flag
),
high_res_flag = high_res_flag,
show = show,
save = save,
save_name = f"{save_path}/{save_name}"
)

@staticmethod
def create_results(results: list, save_dir: str = "./") -> str:
"""Result method for InferenceResults."""
latex = ""

def _latex(save_dir: str, save_name: str) -> str:
"""Latex method for InferenceResults."""
filename = f"{save_dir}/{save_name}.png"
Expand All @@ -121,10 +120,8 @@ def _latex(save_dir: str, save_name: str) -> str:
\\caption{{Original}}
\\end{{figure}}
"""

for res in results:
name = "inference_"+("worst_case" if res.worst_case_flag else "base_case")

res.plot(show=False, save=True, save_path=save_dir, save_name=name)
latex += _latex(save_dir=save_dir, save_name=name)
return latex
Expand Down Expand Up @@ -182,6 +179,7 @@ def inference_risk_evaluation(
dataset: str = "test",
verbose: bool = False,
save_results_json: bool = False,
path: str = None,
**kwargs: dict
) -> InferenceResults:
"""Perform a full inference risk evaluation.
Expand All @@ -208,6 +206,8 @@ def inference_risk_evaluation(
If True, prints progress of evaluation.
save_results_json: bool, default is False
If True, saves results and combinations to json file.
path: str, default is None
Path where to save json results file.
kwargs: dict
Other keyword arguments for InferenceEvaluator.

Expand Down Expand Up @@ -271,11 +271,12 @@ def inference_risk_evaluation(
save_res_json_file(
prefix = prefix,
dataset = dataset,
res = inf_res.model_dump()
res = inf_res.model_dump(),
path = path
)
return inf_res

def load_inference_results(*, dataset: str, worst_case_flag: bool = True) -> InferenceResults:
def load_inference_results(*, dataset: str, worst_case_flag: bool = True, path: str = None) -> InferenceResults:
"""Function to load and return inference results from given dataset."""
prefix = get_inference_prefix(worst_case_flag=worst_case_flag)
return InferenceResults(**load_res_json_file(prefix=prefix, dataset=dataset))
return InferenceResults(**load_res_json_file(prefix=prefix, dataset=dataset, path=path))
62 changes: 37 additions & 25 deletions leakpro/synthetic_data_attacks/linkability_utils.py
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Original file line number Diff line number Diff line change
Expand Up @@ -195,36 +195,34 @@ class LinkabilityResults(BaseModel):
res: List[List[Union[int,float]]]
aux_cols: List[List[List[str]]]

def save(self:Self, path: str = "../leakpro_output/results/", name: str = "linkability", config: dict = None) -> None: # noqa: ARG002
def save(
self: Self,
path: str = "../leakpro_output/results/",
name: str = "linkability",
config: dict = None # noqa: ARG002
) -> None:
"""Save method for LinkabilityResults."""

id = "linkability"

# Data to be saved
data = {
"resulttype": self.__class__.__name__,
"resultname": name,
"res": self.model_dump(),
"id": id,
}

# Check if path exists, otherwise create it.
for _ in range(3):
if os.path.exists(path):
break
path = "../" + path

# If no result folder can be found
if not os.path.exists(path):
os.makedirs("../../leakpro_output/results/")

# Save the results to a file
if not os.path.exists(f"{path}/{name}/{id}"):
os.makedirs(f"{path}/{name}/{id}")

with open(f"{path}/{name}/{id}/data.json", "w") as f:
json.dump(data, f)

self.plot(show=False,
save=True,
save_path=f"{path}",
Expand All @@ -233,27 +231,38 @@ def save(self:Self, path: str = "../leakpro_output/results/", name: str = "linka
@staticmethod
def load(data: dict) -> "LinkabilityResults":
"""Load method for LinkabilityResults."""
return LinkabilityResults(res=data["res"]["res"],
res_cols=data["res"]["res_cols"],
aux_cols=data["res"]["aux_cols"])
return LinkabilityResults(
res = data["res"]["res"],
res_cols = data["res"]["res_cols"],
aux_cols = data["res"]["aux_cols"]
)

def plot(self:Self, high_res_flag: bool = False, show: bool = True, save: bool = False,
save_path: str = "./", save_name: str = "fig.png") -> None:
def plot(
self: Self,
high_res_flag: bool = False,
show: bool = True,
save: bool = False,
save_path: str = "./",
save_name: str = "fig.png"
) -> None:
"""Plot method for LinkabilityResults."""
from leakpro.synthetic_data_attacks.plots import plot_linkability
plot_linkability(link_res=LinkabilityResults(res=self.res,
res_cols=self.res_cols,
aux_cols=self.aux_cols),
high_res_flag=high_res_flag,
show=show,
save=save,
save_name=f"{save_path}/{save_name}")
plot_linkability(
link_res = LinkabilityResults(
res = self.res,
res_cols = self.res_cols,
aux_cols = self.aux_cols
),
high_res_flag = high_res_flag,
show = show,
save = save,
save_name = f"{save_path}/{save_name}"
)

@staticmethod
def create_results(results: list, save_dir: str = "./") -> str:
"""Result method for LinkabilityResults."""
latex = ""

def _latex(save_dir: str, save_name: str) -> str:
"""Latex method for LinkabilityResults."""
filename = f"{save_dir}/{save_name}.png"
Expand All @@ -264,7 +273,6 @@ def _latex(save_dir: str, save_name: str) -> str:
\\caption{{Original}}
\\end{{figure}}
"""

for res in results:
res.plot(show=False, save=True, save_path=save_dir, save_name="linkability")
latex += _latex(save_dir=save_dir, save_name="linkability")
Expand All @@ -277,6 +285,7 @@ def linkability_risk_evaluation(
dataset: str = "test",
verbose: bool = False,
save_results_json: bool = False,
path: str = None,
**kwargs: dict
) -> LinkabilityResults:
"""Perform a full linkability risk evaluation.
Expand All @@ -299,6 +308,8 @@ def linkability_risk_evaluation(
If True, prints progress of evaluation.
save_results_json: bool, default is False
If True, saves results and combinations to json file.
path: str, default is None
Path where to save json results file.
kwargs: dict
Other keyword arguments for LinkabilityEvaluator.

Expand Down Expand Up @@ -344,10 +355,11 @@ def linkability_risk_evaluation(
save_res_json_file(
prefix = "linkability",
dataset = dataset,
res = link_full_res.model_dump()
res = link_full_res.model_dump(),
path = path
)
return link_full_res

def load_linkability_results(*, dataset: str) -> LinkabilityResults:
def load_linkability_results(*, dataset: str, path: str = None) -> LinkabilityResults:
"""Function to load and return linkability results from given dataset."""
return LinkabilityResults(**load_res_json_file(prefix="linkability", dataset=dataset))
return LinkabilityResults(**load_res_json_file(prefix="linkability", dataset=dataset, path=path))
3 changes: 2 additions & 1 deletion leakpro/synthetic_data_attacks/results/res_inference_base_case_adults.json
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Original file line number Diff line number Diff line change
Expand Up @@ -143976,5 +143976,6 @@
"income",
"income",
"income"
]
],
"worst_case_flag": false
}
3 changes: 2 additions & 1 deletion leakpro/synthetic_data_attacks/results/res_inference_worst_case_adults.json
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Original file line number Diff line number Diff line change
Expand Up @@ -378,5 +378,6 @@
"hr_per_week",
"country",
"income"
]
],
"worst_case_flag": true
}
4 changes: 3 additions & 1 deletion leakpro/synthetic_data_attacks/results/res_singling_out_n_cols_1_adults.json
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Original file line number Diff line number Diff line change
Expand Up @@ -20,5 +20,7 @@
0.11556078021516172,
1
]
]
],
"prefix": "singling_out_n_cols_1",
"dataset": "adults"
}
4 changes: 3 additions & 1 deletion leakpro/synthetic_data_attacks/results/res_singling_out_n_cols_all_adults.json
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Original file line number Diff line number Diff line change
Expand Up @@ -140,5 +140,7 @@
0.0,
14
]
]
],
"prefix": "singling_out_n_cols_all",
"dataset": "adults"
}
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