J. K. Mandal

52 papers C 1Journal 24Unranked 23
YearRankTypeTitle / Venue / Authors
2024 J jnl
Innov. Syst. Softw. Eng.
Soma Bandyopadhyay, S. S. Thakur, J. K. Mandal
2024 J jnl
Innov. Syst. Softw. Eng.
Partha Ghosh, Takaaki Goto, J. K. Mandal, Soumya Sen
2021 J jnl
CoRR
Uttam Kr. Mondal, Shamayita Pal, AmitRanjan Dutta, J. K. Mandal
2021 J jnl
Biosyst.
Sounak Sadhukhan, P. K. Mishra, Swapan Kumar Basu, J. K. Mandal
2021 J jnl
Innov. Syst. Softw. Eng.
Soma Bandyopadhyay, S. S. Thakur, J. K. Mandal
2020 ch.
Intelligent Computing Paradigm
Krishan Kundu, Prasun Halder, J. K. Mandal
2020 book
Intelligent Computing Paradigm
J. K. Mandal, Devadutta Sinha
2018 conf
CICBA (2)
Gaurav Gambhir, J. K. Mandal
2017 conf
CICBA (2)
Somnath Mukhopadhyay, Tamal Datta Chaudhuri, J. K. Mandal
2017 conf
CICBA (1)
Rajdeep Chakraborty, Runa Seth, J. K. Mandal
2015 J jnl
Int. J. Comput. Intell. Stud.
Somnath Mukhopadhyay, J. K. Mandal
2015 ed.
FICTA (1)
Suresh Chandra Satapathy, Bhabendra Narayan Biswal, Siba K. Udgata, J. K. Mandal
2015 ed.
FICTA (2)
Suresh Chandra Satapathy, Bhabendra Narayan Biswal, Siba K. Udgata, J. K. Mandal
2014 conf
IBICA
Debiprasad Bandyopadhyay, Kousik Dasgupta, J. K. Mandal, Paramartha Dutta, Varun Kumar Ojha, Václav Snásel
2014 J jnl
Circuits Syst. Signal Process.
Somnath Mukhopadhyay, J. K. Mandal
2014 conf
FICTA (2)
J. K. Mandal, Debdyuti Datta, Arindam Sarkar
2014 conf
FICTA (2)
Madhumita Sengupta, J. K. Mandal, Arindam Sarkar, Tamal Bhattacharjee
2014 conf
FICTA (2)
Arindam Sarkar, J. K. Mandal, Pritha Mondal
2013 conf
ISED
Arindam Sarkar, J. K. Mandal, Priyadarsan Patra
2013 conf
ISED
Madhumita Sengupta, J. K. Mandal, Jimson Mathew
2013 J jnl
CoRR
Madhumita Sengupta, J. K. Mandal
2012 conf
ISED
Parthajit Roy, J. K. Mandal
2012 J jnl
CoRR
J. K. Mandal
2012 J jnl
CoRR
J. K. Mandal, Somnath Mukhopadhyay
2012 conf
ACITY (2)
J. K. Mandal, Amrita Khamrui, S. Chakraborty, P. Sur, S. K. Datta, I. RoyChoudhury
2012 J jnl
CoRR
J. K. Mandal, Subhankar Ghatak
2012 J jnl
J. Signal Process. Syst.
Nabin Ghoshal, J. K. Mandal, Amrita Khamrui
2012 J jnl
CoRR
Madhumita Sengupta, J. K. Mandal, Nabin Ghoshal
2012 J jnl
CoRR
Arindam Sarkar, J. K. Mandal
2012 J jnl
CoRR
Uttam Kr. Mondal, J. K. Mandal
2012 conf
ISED
Utpal Nandi, J. K. Mandal
2012 J jnl
CoRR
Nabin Ghoshal, J. K. Mandal
2012 J jnl
CoRR
J. K. Mandal, Somnath Mukhopadhyay
2012 conf
ACITY (2)
J. K. Mandal, Rakesh Kanji
2012 J jnl
CoRR
Arindam Sarkar, J. K. Mandal
2012 J jnl
CoRR
Arindam Sarkar, J. K. Mandal
2012 J jnl
CoRR
Arindam Sarkar, Sunil Karforma, J. K. Mandal
2012 J jnl
CoRR
Arindam Sarkar, J. K. Mandal
2012 J jnl
CoRR
Madhumita Sengupta, J. K. Mandal
2012 J jnl
CoRR
Madhumita Sengupta, J. K. Mandal
2012 J jnl
CoRR
J. K. Mandal, Debashis Das
2011 conf
ISED
J. K. Mandal, Amrita Khamrui
2011 conf
ISED
Uttam Kr. Mondal, J. K. Mandal
2011 conf
ISED
Parthajit Roy, J. K. Mandal
2011 conf
ISED
J. K. Mandal, Subhankar Ghatak
2011 conf
ISED
J. K. Mandal, Somnath Mukhopadhyay
2011 conf
ReTIS
J. K. Mandal, Arindam Sarkar
2011 conf
ReTIS
J. K. Mandal, Somnath Mukhopadhyay
2011 conf
ISED
Madhumita Sengupta, J. K. Mandal
2011 C conf
IAS
Subhranil Som, Niladri Shekhar Chatergee, J. K. Mandal
2006 conf
ICIT
Rajdeep Chakraborty, J. K. Mandal
2004 conf
AACC
Saurabh Dutta, J. K. Mandal
yara/README.md
← Index yara/README.md markdown
# YARA Rules Directory

This folder contains YARA rules for scanning binary samples.

## Setting Up YARA-Forge Rules

To use the YARA-Forge rules from [https://github.com/YARAHQ/yara-forge](https://github.com/YARAHQ/yara-forge):

```bash
# Download the latest release
cd /path/to/redb/yara
# wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-core.zip
wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-extended.zip

# Extract rules
# unzip yara-forge-rules-core.zip
unzip yara-forge-rules-extended.zip
```

Available packages:
- `yara-forge-rules-core.zip` - Core rules (~5,000 rules)
- `yara-forge-rules-extended.zip` - Extended rules (~10,000 rules)
- `yara-forge-rules-full.zip` - Full rules (~11,000+ rules)

## Pre-compiling Rules (Recommended for Production)

For large rulesets like YARA-Forge, pre-compiling rules significantly improves startup time:

```bash
# Pre-compile all rules into a single .yarac file
python -m redb.extractors.yara --compile

# Or specify custom paths
python -m redb.extractors.yara --compile --rules-path /path/to/rules --output /path/to/output.yarac
```

This creates `yara/compiled_rules.yarac` which is loaded automatically on subsequent runs.

### Performance Comparison

| Method | First Scan Startup | Subsequent Scans |
|--------|-------------------|------------------|
| Source files (.yar) | ~10-30 seconds (11k rules) | Instant (cached) |
| Pre-compiled (.yarac) | ~1-2 seconds | Instant (cached) |

## Directory Structure

```
yara/
├── README.md
├── .gitkeep
├── compiled_rules.yarac    # (optional) Pre-compiled rules
├── packages/               # YARA-Forge packages
│   └── core/
│       └── *.yar
└── custom/                 # Your custom rules
    └── my_rules.yar
```

Rules are loaded in this priority:
1. `compiled_rules.yarac` (if exists) - fastest
2. All `.yar` and `.yara` files recursively - compiles on first run

## Usage

### Scan with YARA only

```bash
# Scan local files
python start.py --path /path/to/samples -y --repo my_repo --index_prefix redb

# Scan S3 samples
python start.py --s3 --repo bazaar -y --index_prefix redb

# Dry-run (print results instead of storing in ClickHouse)
python start.py --path /path/to/samples -y --dry-run --repo test --index_prefix redb
```

### Scan already-analyzed samples

Run YARA on samples that were previously analyzed (already in `basic_properties`).
Deduplication is handled by the `yara_matches` table — samples already scanned are
automatically excluded before processing begins:

```bash
# Scan all analyzed macho samples with YARA
python start.py --analyzed --magika macho -y --index_prefix redb

# Scan all analyzed PE samples with YARA
python start.py --analyzed --magika pe -y --index_prefix redb

# Scan all analyzed samples (no filetype filter)
python start.py --analyzed -y --index_prefix redb
```

### Partition large YARA runs by date

Combine `--analyzed` with `--range` to partition millions of samples into
manageable batches. Only samples in `basic_properties` AND within the date
range (by `first_seen` in `catalog_samples`) are processed:

```bash
# Scan analyzed PE samples from Feb 2025
python start.py --range 2025-02-01 2025-02-28 --analyzed --magika pebin -y --index_prefix redb

# Scan analyzed PE samples from first week of March 2025
python start.py --range 2025-03-01 2025-03-08 --analyzed --magika pebin -y --index_prefix redb
```

YARA dedup still applies — re-running a range safely skips already-scanned samples.

### Combined Features + YARA

Run feature extraction and YARA scanning together on the same samples:

```bash
# Local files with features + YARA
python start.py --path /path/to/samples --with-yara --repo my_repo --index_prefix redb

# S3 samples with features + YARA
python start.py --s3 --repo bazaar --with-yara --index_prefix redb
```

### Pre-compile Rules

```bash
# Compile and save to default location (yara/compiled_rules.yarac)
python -m redb.extractors.yara --compile

# Compile with custom paths
python -m redb.extractors.yara --compile --rules-path ./my_rules --output ./compiled.yarac
```

### Sync Rules to Database

Before batch scanning, sync rules to ensure all rule metadata is stored:

```bash
# Sync rules to database
python -m redb.extractors.yara --sync-rules

# Sync with custom source collection name
python -m redb.extractors.yara --sync-rules --source-collection yara-forge-core

# Compile and sync in one command
python -m redb.extractors.yara --compile --sync-rules
```

## ClickHouse Table Schema

YARA data uses a **normalized schema** with two tables for efficient storage.

### Matches Table: `yara_matches`

Stores one row per sample-rule match (optimized with binary sha256 and rule_id):

| Column | Type | Description |
|--------|------|-------------|
| sha256 | FixedString(32) | Binary SHA256 (32 bytes, use `hex(sha256)` to display) |
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | LowCardinality(String) | YARA rule name (denormalized for convenience) |
| scan_date | DateTime64(3, 'UTC') | Scan timestamp |
| match_strings | Array(String) | Matched string identifiers |

### Rules Table: `yara_rules`

Stores rule metadata once per unique rule (deduplicated by rule_id):

| Column | Type | Description |
|--------|------|-------------|
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | String | YARA rule name |
| source_collection | LowCardinality(String) | Source collection (e.g., 'yara-forge-core', 'malpedia') |
| ingested_at | DateTime64(3, 'UTC') | When this rule was ingested |
| rule_text | String | Full rule source code |
| rule_meta | JSON | Rule metadata (author, description, reference, etc.) |
| rule_tags | Array(LowCardinality(String)) | Rule tags |

### Schema Benefits

- **Binary SHA256**: 32 bytes vs 64 bytes (50% storage savings on hash columns)
- **UInt64 rule_id**: Fast joins and lookups via integer key
- **Content-based rule_id**: xxHash64 of canonical rule content (excluding metadata) for deduplication
- **Denormalized rule_name**: Allows queries without joins for common use cases

### Example Queries

```sql
-- Get matches with hex sha256
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings
FROM yara_matches m
WHERE m.sha256 = unhex('abc123...')

-- Join with rules for full metadata
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings,
    r.rule_meta,
    r.source_collection
FROM yara_matches m
JOIN yara_rules r ON m.rule_id = r.rule_id
WHERE m.sha256 = unhex('abc123...')

-- Find all samples matching a specific rule
SELECT hex(sha256), scan_date
FROM yara_matches
WHERE rule_name = 'APT_Lazarus_Loader'
ORDER BY scan_date DESC
```

## Environment Variables

| Variable | Description | Default |
|----------|-------------|---------|
| `YARA_RULES_PATH` | Override the YARA rules directory | `yara/` |
| `YARA_COMPILED_RULES` | Compiled rules filename | `compiled_rules.yarac` |
| `YARA_SOURCE_COLLECTION` | Default source collection name | `default` |