| ---
|
| title: ascad-v2-1
|
| tags:
|
| - side-channel-analysis
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| - cryptography
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| - DLSCA
|
| parameters:
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| HF_ORG: DLSCA
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| CHUNK_SIZE_Y: 50000
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| CHUNK_SIZE_X: 200
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| TOTAL_CHUNKS_ON_Y: 2
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| TOTAL_CHUNKS_ON_X: 5000
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| NUM_JOBS: 10
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| CAN_RUN_LOCALLY: True
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| CAN_RUN_ON_CLOUD: False
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| COMPRESSED: True
|
| ---
|
|
|
| # ascad-v2-1
|
|
|
| This script downloads, extracts, and uploads the optimized ASCAD v2 (1-100k traces) dataset to Hugging Face Hub.
|
|
|
| ## Dataset Structure
|
|
|
| This dataset is stored in Zarr format, optimized for chunked and compressed cloud storage.
|
|
|
| ### Traces (`/traces`)
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| - **Shape**: `[100000, 1000000]` (Traces x Time Samples)
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| - **Data Type**: `int8`
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| - **Chunk Shape**: `[50000, 200]`
|
|
|
| ### Metadata (`/metadata`)
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| - **ciphertext**: shape `[100000, 16]`, dtype `uint8`
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| - **key**: shape `[100000, 16]`, dtype `uint8`
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| - **mask**: shape `[100000, 16]`, dtype `uint8`
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| - **mask_**: shape `[100000, 16]`, dtype `uint8`
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| - **plaintext**: shape `[100000, 16]`, dtype `uint8`
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| - **rin**: shape `[100000, 1]`, dtype `uint8`
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| - **rin_**: shape `[100000, 1]`, dtype `uint8`
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| - **rm**: shape `[100000, 1]`, dtype `uint8`
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| - **rm_**: shape `[100000, 1]`, dtype `uint8`
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| - **rout**: shape `[100000, 1]`, dtype `uint8`
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| - **rout_**: shape `[100000, 1]`, dtype `uint8`
|
|
|
| ## Parameters Used for Generation
|
|
|
| - **HF_ORG**: `DLSCA`
|
| - **CHUNK_SIZE_Y**: `50000`
|
| - **CHUNK_SIZE_X**: `200`
|
| - **TOTAL_CHUNKS_ON_Y**: `2`
|
| - **TOTAL_CHUNKS_ON_X**: `5000`
|
| - **NUM_JOBS**: `10`
|
| - **CAN_RUN_LOCALLY**: `True`
|
| - **CAN_RUN_ON_CLOUD**: `False`
|
| - **COMPRESSED**: `True`
|
|
|
| ## Usage
|
|
|
| You can load this dataset directly using Zarr and Hugging Face File System:
|
|
|
| ```python
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| import zarr
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| from huggingface_hub import HfFileSystem
|
|
|
| fs = HfFileSystem()
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|
|
| # Map only once to the dataset root
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| root = zarr.open_group(fs.get_mapper("datasets/DLSCA/ascad-v2-1"), mode="r")
|
|
|
| # Access traces directly
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| traces = root["traces"]
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| print("Traces shape:", traces.shape)
|
|
|
| # Access plaintext metadata directly
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| plaintext = root["metadata"]["plaintext"]
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| print("Plaintext shape:", plaintext.shape)
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| ```
|
| |