mirror of
https://github.com/azaion/ai-training.git
synced 2026-04-23 00:46:36 +00:00
Oleksandr Bezdieniezhnykh
142c6c4de8
- Replaced module-level path variables in constants.py with a structured Pydantic Config class. - Updated all relevant modules (train.py, augmentation.py, exports.py, dataset-visualiser.py, manual_run.py) to access paths through the new config structure. - Fixed bugs related to image processing and model saving. - Enhanced test infrastructure to accommodate the new configuration approach. This refactor improves code maintainability and clarity by centralizing configuration management.
46 lines
2.4 KiB
Markdown
46 lines
2.4 KiB
Markdown
# Module: security
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## Purpose
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Provides AES-256-CBC encryption/decryption and key derivation functions used to protect model files and API resources in transit.
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## Public Interface
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| Method | Signature | Returns | Description |
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|--------|-----------|---------|-------------|
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| `Security.encrypt_to` | `(input_bytes: bytes, key: str) -> bytes` | IV + ciphertext | AES-256-CBC encrypt with PKCS7 padding; prepends 16-byte random IV |
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| `Security.decrypt_to` | `(ciphertext_with_iv_bytes: bytes, key: str) -> bytes` | plaintext bytes | Extracts IV from first 16 bytes, decrypts, removes PKCS7 padding |
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| `Security.calc_hash` | `(key: str) -> str` | base64-encoded SHA-384 hash | General-purpose hash function |
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| `Security.get_hw_hash` | `(hardware: str) -> str` | base64 hash | Derives a hardware-specific hash using `Azaion_{hardware}_%$$$)0_` salt |
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| `Security.get_api_encryption_key` | `(creds, hardware_hash: str) -> str` | base64 hash | Derives API encryption key from credentials + hardware hash |
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| `Security.get_model_encryption_key` | `() -> str` | base64 hash | Returns a fixed encryption key derived from a hardcoded secret string |
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## Internal Logic
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- Encryption: SHA-256 of the key string → 32-byte AES key. Random 16-byte IV generated per encryption. PKCS7 padding applied. Output = IV ∥ ciphertext.
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- Decryption: First 16 bytes = IV, remainder = ciphertext. Manual PKCS7 unpadding (checks last byte is 1–16).
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- Key derivation uses SHA-384 + base64 encoding for all hash-based keys.
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- `BUFFER_SIZE = 64 * 1024` is declared but unused.
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## Dependencies
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- `cryptography.hazmat` (external) — AES cipher, CBC mode, PKCS7 padding
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- `hashlib`, `base64`, `os` (stdlib)
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## Consumers
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api_client, exports, train, start_inference, tests/security_test
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## Data Models
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None.
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## Configuration
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None consumed at runtime. Contains hardcoded key material.
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## External Integrations
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None.
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## Security
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- **Hardcoded model encryption key**: `get_model_encryption_key()` uses a static string `'-#%@AzaionKey@%#---234sdfklgvhjbnn'`. This is a significant security concern — the key should be stored in a secrets manager or environment variable.
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- API encryption key is derived from user credentials + hardware fingerprint, providing per-device uniqueness.
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- AES-256-CBC with random IV is cryptographically sound for symmetric encryption.
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## Tests
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- `tests/security_test.py` — basic round-trip encrypt/decrypt test (script-based, no test framework).
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