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[capture] Adapt simple AES capture script
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Adapt the simple AES capture script from #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 committed Nov 14, 2023
1 parent 22ba283 commit a5a5b85
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Showing 18 changed files with 985 additions and 332 deletions.
59 changes: 31 additions & 28 deletions analysis/tvla.py
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
44 changes: 44 additions & 0 deletions capture/README.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,44 @@
# OT-SCA Capture Scripts

The `caputure_*.py` scripts provided in this directory allow the user to
capture traces of a cryptographic operation performed by OpenTitan.

## Quick Usage

Follow the steps described in the [`getting_started`](../doc/getting_started.md)
documentation to setup the environment, the target, and the scope.

When using OpenTitan on the CW310 and measuring traces using Husky, AES traces
for a random key tests can be captured with the following command:
```console
mkdir -p projects/
./capture_aes.py --capture_config config/aes_sca_cw310.yaml --project projects/aes_sca_cw310_random
```
The traces are then stored in the database file in `projects/`.

## Capture Config

The capture configs stored in `configs/` follow the following structure:
- target
- scope type (husky or waverunner)
- capture
- test

The target entry specifies the target. Currently, only the `cw310` or `cw305`
FGPA boards are supported. The scope entry defines (indirectly) the sampling
rate as well as the scope gain and cycle offset. With the capture entry, the
user can select the corresponding scope, configure the trace plot, and select
the trace database format (either chipwhisperer project or OT trace library in
the SQLite format). Test provides different entries for the cipher config.

## Adding new Cipher Capture Scripts

To add new cipher capture scripts, please use the `caputure_aes.py` script as
a template. The template follows the following structure:
- Setup the target, scope, and project
- Configure the cipher and establish the communication interface
- Capture traces
- Print traces

The communication interface (e.g., the individual simpleserial commands) for
each cipher needs to be added to `lib/ot_communication.py`.
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