Production Inference

Brazilian Malware Screening Console

Score one executable at a time or validate an entire CSV batch against the saved production schema before inference runs.

Feature Schema 27 fields

Manual Mode Malware demo loaded

Batch Checks Strict CSV validation

Workflow

Load a demo or enter feature values.
Review predicted malware confidence.
Upload a CSV to score full datasets.

GET /health

Single Prediction

Manual Feature Form

Edit the exact features expected by the production model.

Load Malware Demo Load Goodware Demo

Pre-filled malware example from the hold-out split.

Inputs are validated against the training schema before scoring.

BaseOfCode BaseOfData Characteristics DllCharacteristics Entropy FileAlignment ImageBase Machine Magic NumberOfRvaAndSizes NumberOfSections NumberOfSymbols PointerToSymbolTable Size SizeOfCode SizeOfHeaders SizeOfImage SizeOfInitializedData SizeOfOptionalHeader SizeOfUninitializedData TimeDateStamp ImportedDlls_count ImportedDlls_unique_count ImportedDlls_avg_token_length ImportedSymbols_count ImportedSymbols_unique_count ImportedSymbols_avg_token_length

All fields are required and should match the model feature format.

Batch Inference

CSV Upload

Evaluate larger samples and surface core validation metrics in one pass.

Upload a CSV containing exactly the production feature columns. Include `target_label` or `Label` to display AUC, accuracy, and confusion matrix.

Use the production feature columns in the same names and order.

Add labels only if you want evaluation metrics alongside predictions.