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[capture] Adapt simple AES capture script
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Adapt the simple AES capture script from lowRISC#175 to the new repo
structure as well as the new trace database.

Signed-off-by: Pascal Nasahl <[email protected]>
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@nasahlpa
nasahlpa committed Nov 8, 2023
1 parent 387605d commit 1c0fdc8
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Showing 20 changed files with 960 additions and 317 deletions.
59 changes: 31 additions & 28 deletions analysis/tvla.py
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Original file line number Diff line number Diff line change
Expand Up @@ -11,7 +11,6 @@
from pathlib import Path
from types import SimpleNamespace

import chipwhisperer as cw
import matplotlib.pyplot as plt
import numpy as np
import typer
Expand All @@ -21,7 +20,8 @@
ABS_PATH = os.path.dirname(os.path.abspath(__file__))
sys.path.append(ABS_PATH + '/..')
import util.plot as plot # noqa : E402
from capture.project_library.trace_library import TraceLibrary # noqa : E402
from capture.project_library.project import ProjectConfig # noqa : E402
from capture.project_library.project import SCAProject # noqa : E402
from util.leakage_models import compute_leakage_aes # noqa : E402
from util.leakage_models import compute_leakage_general # noqa : E402
from util.leakage_models import find_fixed_key # noqa : E402
Expand Down Expand Up @@ -270,14 +270,20 @@ def run_tvla(ctx: typer.Context):
# Either don't have previously generated histograms or we need to append previously
# generated histograms.
# Make sure the project file is compatible with the previously generated histograms.
if OTTraceLib:
project = TraceLibrary(cfg["project_file"], cfg["trace_threshold"],
wave_datatype = np.uint16,
overwrite = False)
proj_waves = project.get_waves()
else:
project = cw.open_project(cfg["project_file"])
proj_waves = project.waves
project_type = cfg.get("trace_db")
if not project_type:
project_type = "cw"

project_cfg = ProjectConfig(type = project_type,
path = cfg["project_file"],
wave_dtype = np.uint16,
overwrite = False,
trace_threshold = cfg.get("trace_threshold")
)
project = SCAProject(project_cfg)
project.open_project()
proj_waves = project.get_waves()
metadata = project.get_metadata()

if cfg["input_histogram_file"] is None:
num_samples = len(proj_waves[0])
Expand Down Expand Up @@ -367,8 +373,8 @@ def run_tvla(ctx: typer.Context):
# the operation to free up some memory.
if i_step > 0:
if not OTTraceLib:
project = cw.open_project(cfg["project_file"])
proj_waves = project.waves
project.open_project()
proj_waves = project.get_waves()

# Converting traces from floating point to integer and creating a dense copy.
log.info("Converting Traces")
Expand Down Expand Up @@ -454,27 +460,24 @@ def run_tvla(ctx: typer.Context):
keys = np.empty((num_traces_orig, 16), dtype=np.uint8)

if general_test is False:
if OTTraceLib:
keys[:] = project.get_keys_int(trace_start, trace_end + 1)
else:
keys[:] = project.keys[trace_start:trace_end + 1]
keys[:] = project.get_keys()[trace_start:trace_end + 1]
else:
# Existing KMAC trace sets use a mix of bytes strings and ChipWhisperer byte
# arrays. For compatiblity, we need to convert everything to numpy arrays.
# Eventually, we can drop this.
if i_step == 0:
if OTTraceLib:
keys_nparrays = project.keys()
keys_nparrays = project.get_keys()
else:
# Convert all keys from the project file to numpy
# arrays once.
keys_nparrays = []
for i in range(num_traces_max):
if cfg["mode"] == "sha3":
keys_nparrays.append(np.frombuffer(project.textins[i],
keys_nparrays.append(np.frombuffer(project.project.textins[i],
dtype=np.uint8))
else:
keys_nparrays.append(np.frombuffer(project.keys[i],
keys_nparrays.append(np.frombuffer(project.project.keys[i],
dtype=np.uint8))

# Select the correct slice of keys for each step.
Expand All @@ -486,9 +489,9 @@ def run_tvla(ctx: typer.Context):
# The plaintexts are only required for non-general AES TVLA.
plaintexts = np.empty((num_traces_orig, 16), dtype=np.uint8)
if OTTraceLib:
plaintexts = project.get_plaintexts_int(trace_start, trace_end + 1)
plaintexts = project.get_plaintexts(trace_start, trace_end + 1)
else:
plaintexts[:] = project.textins[trace_start:trace_end + 1]
plaintexts[:] = project.project.textins[trace_start:trace_end + 1]
plaintexts = plaintexts[traces_to_use[trace_start:trace_end + 1]]

# We don't need the project file anymore after this point. Close it together with all
Expand Down Expand Up @@ -699,39 +702,39 @@ def run_tvla(ctx: typer.Context):
if not OTTraceLib:
# Catch case where certain metadata isn't saved to project file (e.g. older measurement)
try:
pll_freq = float(project.config['ChipWhisperer']
pll_freq = float(metadata['ChipWhisperer']
['General Settings']['pll_frequency']) / 1e6
textbox = textbox + "PLL:\n" + str(pll_freq) + " MHz\n\n"
except KeyError:
textbox = textbox
try:
pll_freq = float(project.config['ChipWhisperer']
pll_freq = float(metadata['ChipWhisperer']
['General Settings']['sample_rate']) / 1e6
textbox = textbox + "ADC:\n" + str(pll_freq) + " MS/s\n\n"
except KeyError:
textbox = textbox
try:
textbox = textbox + "Masks off:\n" + project.config[
textbox = textbox + "Masks off:\n" + metadata[
'ChipWhisperer']['General Settings']['masks_off'] + "\n\n"
except KeyError:
textbox = textbox
try:
textbox = textbox + "Samples:\n" + project.config['ChipWhisperer'][
textbox = textbox + "Samples:\n" + metadata['ChipWhisperer'][
'General Settings']['num_samples'] + "\n\n"
except KeyError:
textbox = textbox
try:
textbox = textbox + "Offset:\n" + project.config['ChipWhisperer'][
textbox = textbox + "Offset:\n" + metadata['ChipWhisperer'][
'General Settings']['offset'] + "\n\n"
except KeyError:
textbox = textbox
try:
textbox = textbox + "Scope gain:\n" + project.config[
textbox = textbox + "Scope gain:\n" + metadata[
'ChipWhisperer']['General Settings']['scope_gain'] + "\n\n"
except KeyError:
textbox = textbox
try:
textbox = textbox + "Traces:\n" + project.config['ChipWhisperer'][
textbox = textbox + "Traces:\n" + metadata['ChipWhisperer'][
'General Settings']['num_traces'] + "\n\n"
except KeyError:
textbox = textbox
Expand Down
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