From 01ed8829e0c0dc8137303cc8c698edaca8826244 Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 18 Nov 2025 13:47:34 +0100 Subject: [PATCH 1/9] Add benchmark and dataset --- benchmark/benchmark.ipynb | 525 ++ benchmark/benchmark_dataset.json | 9950 ++++++++++++++++++++++++++++++ 2 files changed, 10475 insertions(+) create mode 100644 benchmark/benchmark.ipynb create mode 100644 benchmark/benchmark_dataset.json diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb new file mode 100644 index 0000000..c0e5666 --- /dev/null +++ b/benchmark/benchmark.ipynb @@ -0,0 +1,525 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e19cfbe7", + "metadata": {}, + "source": [ + "# Benchmarking the newest version of subwiz" + ] + }, + { + "cell_type": "markdown", + "id": "12a39d01", + "metadata": {}, + "source": [ + "Version 1.0.1 of subwiz has been newly released and incorporates the following changes:\n", + "\n", + "⊕ **New model weights** \n", + "The model has been retrained on a dataset 5x larger than before. It now uses the entire apex domain, including the TLD, during prediction for improved accuracy.\n", + "\n", + "⊕ **Recursive resolution** \n", + "A recursive process is now used, where subdomains found at each iteration are automatically fed into the next. This continues until no new subdomains are discovered or a user-specified maximum recursion depth (max-recursion) is reached, enabling much deeper and more exhaustive enumeration.\n", + "\n", + "⊕ **Multi-apex support** \n", + "Inference can now be performed with multiple apex domains simultaneously using the `--multi-apex` flag.\n", + "\n", + "⊕ **Quality of life improvements** \n", + "New silent (`-s`) and quiet (`-q`) flags reduce verbosity for less cluttered output.\n" + ] + }, + { + "cell_type": "markdown", + "id": "e641f31a", + "metadata": {}, + "source": [ + "We start by defining some utility functions and install both versions of subwiz for the benchmark:" + ] + }, + { + "cell_type": "markdown", + "id": "fd7ca435", + "metadata": {}, + "source": [ + "## Utils" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6c50ed0a", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import sys\n", + "import importlib\n", + "import subprocess\n", + "import random\n", + "import asyncio\n", + "\n", + "import aiodns\n", + "import nest_asyncio\n", + "from rich.console import Console\n", + "from rich.table import Table\n", + "\n", + "# Allow nested event loops for Jupyter\n", + "nest_asyncio.apply()\n", + "\n", + "console = Console()\n", + "\n", + "def install_subwiz_dependencies(repo_dir: str):\n", + " \"\"\"Installs the dependencies from the requirements.txt file in the given repository directory.\"\"\"\n", + " import subprocess\n", + " import sys\n", + "\n", + " # Install dependencies from repo_dir/requirements.txt\n", + " subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"-r\", os.path.join(repo_dir, \"requirements.txt\")])\n", + "\n", + "def print_statistics(statisitcs: dict):\n", + " \"\"\"Prints a summary of the benchmark results.\"\"\"\n", + " # Compute average statistics\n", + " total_apex = len(statisitcs)\n", + " n_subfinder_subs = sum(stats[\"subfinder\"] for stats in statisitcs.values())\n", + " n_subfinder_plus_v0_subs = sum(stats[\"subfinder_plus_v0\"] for stats in statisitcs.values())\n", + " n_subfinder_plus_v2_subs = sum(stats[\"subfinder_plus_v2\"] for stats in statisitcs.values())\n", + " n_subfinder_plus_v2_maxrec_subs = sum(stats[\"subfinder_plus_v2_maxrec\"] for stats in statisitcs.values())\n", + " \n", + " avg_subfinder_subs = n_subfinder_subs / total_apex\n", + " avg_subfinder_plus_v1_subs = (n_subfinder_subs + n_subfinder_plus_v0_subs) / total_apex\n", + " avg_subfinder_plus_v2_subs = (n_subfinder_subs + n_subfinder_plus_v2_subs) / total_apex\n", + " avg_subfinder_plus_v2_maxrec_subs = (n_subfinder_subs + n_subfinder_plus_v2_maxrec_subs) / total_apex\n", + "\n", + " inc_subfinder_plus_v1 = 100 * (avg_subfinder_plus_v1_subs / avg_subfinder_subs - 1)\n", + " inc_subfinder_plus_v2 = 100 * (avg_subfinder_plus_v2_subs / avg_subfinder_subs - 1)\n", + " inc_subfinder_plus_v2_maxrec = 100 * (avg_subfinder_plus_v2_maxrec_subs / avg_subfinder_subs - 1)\n", + "\n", + " # Create summary table\n", + " table = Table(title=\"Benchmark Results Summary\", show_header=True, header_style=\"white\")\n", + " table.add_column(\"Metric\", style=\"bright_cyan\", no_wrap=True)\n", + " table.add_column(\"Value\", justify=\"right\", style=\"bright_cyan\")\n", + " table.add_column(\"Percentage increase\", justify=\"right\", style=\"bright_cyan\")\n", + "\n", + " table.add_row(\"Total apex domains\", str(total_apex), \"\")\n", + " table.add_row(\n", + " \"Average subfinder subdomains per apex\", f\"{avg_subfinder_subs:.2f}\", f\"{0:.2f}\",\n", + " )\n", + " table.add_row(\n", + " \"Average subfinder + subwiz v1 subdomains per apex\", f\"{avg_subfinder_plus_v1_subs:.2f}\", f\"{inc_subfinder_plus_v1:.2f}\",\n", + " )\n", + " table.add_row(\n", + " \"Average subfinder + subwiz v2 subdomains per apex\", f\"{avg_subfinder_plus_v2_subs:.2f}\", f\"{inc_subfinder_plus_v2:.2f}\",\n", + " )\n", + " table.add_row(\n", + " \"Average subfinder + subwiz v2 + max recursion subdomains per apex\", f\"{avg_subfinder_plus_v2_maxrec_subs:.2f}\", f\"{inc_subfinder_plus_v2_maxrec:.2f}\",\n", + " )\n", + " \n", + " console.print(table)\n", + "\n", + "async def _check_wildcard(parent_domain: str, resolver: aiodns.DNSResolver) -> bool:\n", + " \"\"\"Check if a parent domain has wildcard DNS by testing a gibberish subdomain.\n", + " \n", + " Args:\n", + " parent_domain: The parent domain to test (e.g., \"subdomain.example.com\")\n", + " resolver: DNS resolver instance\n", + " \n", + " Returns:\n", + " True if a gibberish subdomain resolves (indicating wildcard), False otherwise\n", + " \"\"\"\n", + " random_sub = \"kasjdjxcxmwmrehwidfjksnmdfsf\"\n", + " test_subdomain = f\"{random_sub}.{parent_domain}\"\n", + " \n", + " try:\n", + " await resolver.query(test_subdomain, \"A\")\n", + " return True # Gibberish subdomain resolved, so wildcard exists\n", + " except (aiodns.error.DNSError, Exception):\n", + " return False # Gibberish subdomain didn't resolve, no wildcard\n", + "\n", + "def filter_wildcards(subdomains: list[str]) -> list[str]:\n", + " \"\"\"Filter out subdomains that are under wildcard DNS records.\n", + " \n", + " For each subdomain, removes the innermost (leftmost) subdomain level and tests\n", + " if a gibberish subdomain at that parent level resolves. If it does, the original\n", + " subdomain is filtered out as it's likely just a wildcard redirect.\n", + " \n", + " Args:\n", + " subdomains: List of subdomain strings to filter\n", + " \n", + " Returns:\n", + " List of subdomains that are not under wildcard DNS records\n", + " \n", + " Examples:\n", + " >>> filter_wildcards([\"test.example.com\", \"api.example.com\"])\n", + " # If \"kasjdjxcxmwmrehwidfjksnmdfsf.example.com\" resolves, both are filtered\n", + " # If it doesn't resolve, both are kept\n", + " \"\"\"\n", + " if not subdomains:\n", + " return []\n", + " \n", + " # Group subdomains by their parent domain to avoid duplicate DNS queries\n", + " parent_domains = {}\n", + " for subdomain in subdomains:\n", + " parts = subdomain.split(\".\")\n", + " if len(parts) <= 2:\n", + " # This is already an apex domain or has no subdomain, skip\n", + " continue\n", + " \n", + " # Remove innermost (leftmost) subdomain level\n", + " parent_domain = \".\".join(parts[1:])\n", + " if parent_domain not in parent_domains:\n", + " parent_domains[parent_domain] = []\n", + " parent_domains[parent_domain].append(subdomain)\n", + " \n", + " # Check each parent domain for wildcards\n", + " async def check_all():\n", + " resolver = aiodns.DNSResolver(\n", + " nameservers=[\"1.1.1.1\", \"1.0.0.1\", \"8.8.8.8\"],\n", + " timeout=3,\n", + " tries=1\n", + " )\n", + " \n", + " wildcard_parents = set()\n", + " tasks = [\n", + " _check_wildcard(parent, resolver) \n", + " for parent in parent_domains.keys()\n", + " ]\n", + " results = await asyncio.gather(*tasks)\n", + " \n", + " for parent, has_wildcard in zip(parent_domains.keys(), results):\n", + " if has_wildcard:\n", + " wildcard_parents.add(parent)\n", + " \n", + " return wildcard_parents\n", + " \n", + " # Run the async checks\n", + " wildcard_parents = asyncio.run(check_all())\n", + " \n", + " # Filter out subdomains whose parent domain has a wildcard\n", + " filtered = []\n", + " for subdomain in subdomains:\n", + " parts = subdomain.split(\".\")\n", + " if len(parts) <= 2:\n", + " # Keep apex domains\n", + " filtered.append(subdomain)\n", + " continue\n", + " \n", + " parent_domain = \".\".join(parts[1:])\n", + " if parent_domain not in wildcard_parents:\n", + " filtered.append(subdomain)\n", + " \n", + " return filtered" + ] + }, + { + "cell_type": "markdown", + "id": "6df544aa", + "metadata": {}, + "source": [ + "## Mount the packages" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "48201ab6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Collecting subwiz==0.4.1\n", + " Using cached subwiz-0.4.1-py3-none-any.whl.metadata (4.9 kB)\n", + "Requirement already satisfied: aiodns>=1.0.0 in /opt/conda/lib/python3.10/site-packages (from subwiz==0.4.1) (3.5.0)\n", + "Requirement already satisfied: huggingface-hub>=0.5.0 in /opt/conda/lib/python3.10/site-packages (from subwiz==0.4.1) (0.36.0)\n", + "Requirement already satisfied: 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+ "Requirement already satisfied: safetensors>=0.4.3 in /opt/conda/lib/python3.10/site-packages (from transformers>=4.34.0->subwiz==1.0.1) (0.6.2)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in /opt/conda/lib/python3.10/site-packages (from jinja2->torch>=2.3.0->subwiz==1.0.1) (3.0.2)\n", + "Using cached subwiz-1.0.1-py3-none-any.whl (19 kB)\n", + "Installing collected packages: subwiz\n", + " Attempting uninstall: subwiz\n", + " Found existing installation: subwiz 0.4.1\n", + " Uninstalling subwiz-0.4.1:\n", + " Successfully uninstalled subwiz-0.4.1\n", + "Successfully installed subwiz-1.0.1\n" + ] + } + ], + "source": [ + "def pip_install(package, version):\n", + " subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", f\"{package}=={version}\"])\n", + "\n", + "pip_install(\"subwiz\", \"0.4.1\")\n", + "SUBWIZ_V1_PKG = importlib.import_module(\"subwiz\")\n", + "\n", + "pip_install(\"subwiz\", \"1.0.1\")\n", + "SUBWIZ_V2_PKG = importlib.import_module(\"subwiz\")" + ] + }, + { + "cell_type": "markdown", + "id": "26ef8be1", + "metadata": {}, + "source": [ + "## Benchmarks overview\n", + "\n", + "NOTE: We refer to version 0.4.1 as v1 and version 1.0.1 as v2. The notation might be a bit misleading.\n", + "\n", + "We compare four subdomain discovery pipelines per apex domain that aim at testing the subwiz model in a realistic setting, were a user firsts discover a set of domains using traditional tools (e.g. Subfinder, Amass, Gobuster) and then use this output as input to the subwiz model. The problem is a difficult one since these tools might have already discovered most of the subdomains for a given apex domain, however it remains useful in a setting of exhaustive subdomain discovery.\n", + "Here are the specific quantities compared:\n", + "\n", + "- **Subfinder subdomains**: This baseline captures the unique resolved subdomains identified by running the `subfinder` tool for each apex domain. Since running subfinder across many domains can be very time-consuming, we have already performed this step and stored the results in `benchmark_dataset.json`, but feel free to do it yourself. This data is as of May 2025.\n", + "\n", + "- **Subfinder subdomains --> Subwiz v1**: Starting with the subdomains discovered by Subfinder as seed inputs, Subwiz v1 (version 0.4.1) generates additional candidate subdomains. This version only uses the input subdomains themselves as context for generation, without incorporating the apex domain information. We use `max-recursion=1` given that v1 initially presented no recursion and these changes came later with v2.\n", + "\n", + "- **Subfinder subdomains --> Subwiz v2**: Starting with the Subfinder results as seed inputs, Subwiz v2 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the default recursive generation (`max_recursion=5`): newly discovered subdomains from each iteration are automatically fed back as inputs for the next iteration, allowing the model to discover deeper nested subdomains that might only be found by building upon previously generated candidates.\n", + "\n", + "- **Subfinder subdomains --> Subwiz v2 + maximum recursion**: Starting with the Subfinder results as seed inputs, Subwiz v2 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the maximum allowed recursion (`max_recursion=50`) to protray full potential." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0923a9e3", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Processing channelpartnersconference.com: 100%|██████████| 100/100 [52:11<00:00, 31.32s/it] \n" + ] + }, + { + "data": { + "text/html": [ + "
                                     Benchmark Results Summary                                     \n",
+       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n",
+       "┃ Metric                                                            ┃ Value ┃ Percentage increase ┃\n",
+       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n",
+       "│ Total apex domains                                                │   100 │                     │\n",
+       "│ Average subfinder subdomains per apex                             │ 34.55 │                0.00 │\n",
+       "│ Average subfinder + subwiz v1 subdomains per apex                 │ 36.41 │                5.38 │\n",
+       "│ Average subfinder + subwiz v2 subdomains per apex                 │ 37.17 │                7.58 │\n",
+       "│ Average subfinder + subwiz v2 + max recursion subdomains per apex │ 49.20 │               42.40 │\n",
+       "└───────────────────────────────────────────────────────────────────┴───────┴─────────────────────┘\n",
+       "
\n" + ], + "text/plain": [ + "\u001b[3m Benchmark Results Summary \u001b[0m\n", + "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n", + "┃\u001b[37m \u001b[0m\u001b[37mMetric \u001b[0m\u001b[37m \u001b[0m┃\u001b[37m \u001b[0m\u001b[37mValue\u001b[0m\u001b[37m \u001b[0m┃\u001b[37m \u001b[0m\u001b[37mPercentage increase\u001b[0m\u001b[37m \u001b[0m┃\n", + "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n", + "│\u001b[96m \u001b[0m\u001b[96mTotal apex domains \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 100\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m \u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m34.55\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 0.00\u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v1 subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m36.41\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 5.38\u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v2 subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m37.17\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 7.58\u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v2 + max recursion subdomains per apex\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m49.20\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 42.40\u001b[0m\u001b[96m \u001b[0m│\n", + "└───────────────────────────────────────────────────────────────────┴───────┴─────────────────────┘\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import json\n", + "from tqdm import tqdm\n", + "\n", + "random.seed(42)\n", + "\n", + "BENCHMARK_DATASET_JSON = \"benchmark_dataset.json\"\n", + "SUBWIZ_EXECUTION_PARAMS = {\n", + " \"temperature\": 0.1,\n", + " \"no_resolve\": False,\n", + " \"force_download\": False,\n", + " \"device\": \"cuda\",\n", + "}\n", + "\n", + "with open(BENCHMARK_DATASET_JSON, \"r\") as f:\n", + " data = json.load(f)\n", + " data = dict(random.sample(list(data.items()), 100))\n", + "\n", + "\n", + "statisitcs = {}\n", + "pbar = tqdm(data.items(), desc=\"Processing\")\n", + "for apex_domain, subfinder_subdomains in pbar:\n", + " pbar.set_description(f\"Processing {apex_domain}\")\n", + " # Benchmark v1\n", + " new_subdomains_v1 = SUBWIZ_V1_PKG.run(\n", + " input_domains=subfinder_subdomains,\n", + " **SUBWIZ_EXECUTION_PARAMS,\n", + " )\n", + " new_subdomains_v1 = filter_wildcards(new_subdomains_v1)\n", + "\n", + " # Benchmark v2\n", + " new_subdomains_v2 = SUBWIZ_V2_PKG.run(\n", + " input_domains=subfinder_subdomains,\n", + " **SUBWIZ_EXECUTION_PARAMS,\n", + " )\n", + " new_subdomains_v2 = filter_wildcards(new_subdomains_v2)\n", + "\n", + " # Benchmark v2 + maximum recursion\n", + " new_subdomains_v2_maxrec = SUBWIZ_V2_PKG.run(\n", + " input_domains=subfinder_subdomains,\n", + " **SUBWIZ_EXECUTION_PARAMS,\n", + " max_recursion=50,\n", + " )\n", + " new_subdomains_v2_maxrec = filter_wildcards(new_subdomains_v2_maxrec)\n", + "\n", + " # Store statistics\n", + " statisitcs[apex_domain] = {\n", + " \"subfinder\": len(subfinder_subdomains),\n", + " \"subfinder_plus_v1\": len(new_subdomains_v1),\n", + " \"subfinder_plus_v2\": len(new_subdomains_v2),\n", + " \"subfinder_plus_v2_maxrec\": len(new_subdomains_v2_maxrec),\n", + " }\n", + "\n", + "print_statistics(statisitcs)" + ] + }, + { + "cell_type": "markdown", + "id": "652dadf6", + "metadata": {}, + "source": [ + "## Analysis of Results\n", + "\n", + "The benchmark results reveal several important insights about the evolution of subwiz and the impact of its key features:\n", + "\n", + "### **Improvement from v1 (v0.4.1) to v2 (v1.0.1)**\n", + "The transition from the original subwiz to the retrained version of subwiz shows a slight improvement in the number of subdomains found.\n", + "The former achieves a `5.38`% increase over the baseline while the latter version achieves a `7.58`% increase.\n", + "\n", + "The `2.20` percentage point improvement suggests that incorporating the full apex domain (including TLD) as context provides a small but measurable benefit. This is particularly notable given that Subfinder has already discovered most of the \"low-hanging fruit\" subdomains, making incremental improvements more challenging.\n", + "\n", + "### **Maximum performance of subwiz**\n", + "This is particularly useful in a scenario where we are targeting one single or a small group of apex domains, hence heavier compute loads are accepted for individual apex domains.\n", + "Thus, the idea here is to give a sense of the maximum capability the newer version of subwiz brings.\n", + "\n", + "Maximum recursive generation shows a **dramatic improvement** over single-pass and default 5 times generation.\n", + "Version 2 achieves 37.17 subdomains per apex (`7.58`% increase over baseline), while with recursion at max_recursion=50, it discovers 49.20 subdomains per apex, representing a `42.40`% increase over the baseline.\n", + "By iteratively using newly discovered subdomains as inputs for subsequent passes, the new model can uncover deeper nested structures and subdomains that are only reachable through intermediate discoveries." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/benchmark/benchmark_dataset.json b/benchmark/benchmark_dataset.json new file mode 100644 index 0000000..1ea3c6a --- /dev/null +++ b/benchmark/benchmark_dataset.json @@ -0,0 +1,9950 @@ +{ + "indiaedunews.net": [ + "www.indiaedunews.net" + ], + "earlywing.co.jp": [ + "www.earlywing.co.jp" + ], + "mintetsu.or.jp": [ + "www.mintetsu.or.jp", + "m.mintetsu.or.jp", + "kids.mintetsu.or.jp", + "tmcxweb.www.mintetsu.or.jp" + ], + "austrade.gov.au": [ + "db-a-rav-03.austrade.gov.au", 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"dev.touchcongress-expert-forum.touchoncology.com", + "sabcs18touchcongress-webinar.touchoncology.com", + "touchfeature-multiple-myeloma.touchoncology.com", + "asco2018-breast-cancer-webinar.touchoncology.com", + "clinical-expert-video-series.touchoncology.com", + "dev.esmo-breast-2019-symposium.touchoncology.com", + "www.asco-2019-interviews.touchoncology.com", + "asco-2019-webinar.touchoncology.com", + "www.sabcs-2019-interviews.touchoncology.com", + "dev.touchopinion.touchoncology.com", + "touchcongress-webinar.touchoncology.com", + "www.asco2018-breast-cancer-webinar.touchoncology.com", + "www.asco-2019-webinar.touchoncology.com", + "esmoio18-highlights.touchoncology.com", + "dev.esmo18-expertinterviews.touchoncology.com", + "www.touchfeature-targeting-alk-nsclc.touchoncology.com", + "touchcongress-expert-forum.touchoncology.com" + ], + "miuipolska.pl": [ + "www.miuipolska.pl", + "files.miuipolska.pl", + "static.miuipolska.pl" + ], + "endmyopia.org": [ + "mailing.endmyopia.org", + 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"test.proftek.org", + "demo.proftek.org", + "www.demo.proftek.org", + "erp1.proftek.org", + "markerovka.proftek.org", + "portal.proftek.org", + "www.markirovka.proftek.org", + "www.erp1.proftek.org" + ], + "channelpartnersconference.com": [ + "uat.spring.channelpartnersconference.com", + "www.fall.channelpartnersconference.com", + "dev.sponsors.channelpartnersconference.com", + "trk.channelpartnersconference.com", + "sponsors.channelpartnersconference.com", + "prod.spring.channelpartnersconference.com", + "www.uat.channelpartnersconference.com", + "cloud.channelpartnersconference.com", + "uat.channelpartnersconference.com", + "uat.agenda.channelpartnersconference.com", + "agenda.channelpartnersconference.com", + "fall.channelpartnersconference.com", + "prod.channelpartnersconference.com", + "www.channelpartnersconference.com", + "uat.aws.sponsors.channelpartnersconference.com", + "prod.sponsors.channelpartnersconference.com", + "uat.aws.agenda.channelpartnersconference.com", + "prod.agenda.channelpartnersconference.com", + "cdn.channelpartnersconference.com", + "dev.channelpartnersconference.com", + "dev.p8.agenda.channelpartnersconference.com", + "dev.agenda.channelpartnersconference.com", + "www.spring.channelpartnersconference.com", + "uat.sponsors.channelpartnersconference.com", + "dev.aws.agenda.channelpartnersconference.com", + "www.dev.channelpartnersconference.com", + "evolution.channelpartnersconference.com", + "uat.fall.channelpartnersconference.com", + "www.sponsors.channelpartnersconference.com", + "prod.fall.channelpartnersconference.com", + "dev.aws.sponsors.channelpartnersconference.com", + "spring.channelpartnersconference.com", + "prod.aws.sponsors.channelpartnersconference.com", + "oascentral.channelpartnersconference.com", + "dev.spring.channelpartnersconference.com", + "dev.fall.channelpartnersconference.com" + ], + "lunablanket.com": [ + "sale.lunablanket.com", + "bonus.lunablanket.com", + "www.lunablanket.com", + "lp.lunablanket.com", + "www.bonus.lunablanket.com", + "i.lunablanket.com" + ], + "isratrance.com": [ + "dir.isratrance.com", + "forum.isratrance.com" + ], + "onlineprofilepros.com": [ + "webmail.clients.onlineprofilepros.com", + "new.onlineprofilepros.com", + "www.new.onlineprofilepros.com", + "clients.onlineprofilepros.com", + "cpcalendars.clients.onlineprofilepros.com", + "autodiscover.clients.onlineprofilepros.com", + "dpp.onlineprofilepros.com", + "eh.onlineprofilepros.com", + "www.onlineprofilepros.com", + "ehplus.onlineprofilepros.com", + "link.onlineprofilepros.com", + "cpcontacts.clients.onlineprofilepros.com", + "webdisk.clients.onlineprofilepros.com", + "makeover.onlineprofilepros.com", + "old.onlineprofilepros.com", + "newphotos.onlineprofilepros.com", + "www.clients.onlineprofilepros.com", + "cpanel.clients.onlineprofilepros.com", + "mail.clients.onlineprofilepros.com" + ], + "techtodaynewspaper.com": [ + "www.techtodaynewspaper.com" + ], + "prettylifegirls.com": [ + "www.prettylifegirls.com", + "shop.prettylifegirls.com" + ], + "jeans-town.com": [ + "www.jeans-town.com", + "saas.jeans-town.com", + "omada.jeans-town.com", + "mall.jeans-town.com", + "services.jeans-town.com", + "dev-api.jeans-town.com", + "buyer-api.jeans-town.com", + "web.jeans-town.com", + "m.jeans-town.com" + ] +} \ No newline at end of file From 4c4b285653619f8449d876dcb4c745d5021629fb Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 18 Nov 2025 13:49:13 +0100 Subject: [PATCH 2/9] fix couple titles --- benchmark/benchmark.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb index c0e5666..d055723 100644 --- a/benchmark/benchmark.ipynb +++ b/benchmark/benchmark.ipynb @@ -5,7 +5,7 @@ "id": "e19cfbe7", "metadata": {}, "source": [ - "# Benchmarking the newest version of subwiz" + "# Benchmarking the latest version of subwiz" ] }, { @@ -359,7 +359,7 @@ "id": "26ef8be1", "metadata": {}, "source": [ - "## Benchmarks overview\n", + "## Benchmark overview\n", "\n", "NOTE: We refer to version 0.4.1 as v1 and version 1.0.1 as v2. The notation might be a bit misleading.\n", "\n", From e5c124f6c177faedf3dbc4b65506d78b530be5c1 Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 18 Nov 2025 13:56:25 +0100 Subject: [PATCH 3/9] Fix version naming in the text --- benchmark/benchmark.ipynb | 24 ++++++++++++++++-------- 1 file changed, 16 insertions(+), 8 deletions(-) diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb index d055723..fe893a8 100644 --- a/benchmark/benchmark.ipynb +++ b/benchmark/benchmark.ipynb @@ -81,12 +81,12 @@ " # Compute average statistics\n", " total_apex = len(statisitcs)\n", " n_subfinder_subs = sum(stats[\"subfinder\"] for stats in statisitcs.values())\n", - " n_subfinder_plus_v0_subs = sum(stats[\"subfinder_plus_v0\"] for stats in statisitcs.values())\n", + " n_subfinder_plus_v1_subs = sum(stats[\"subfinder_plus_v1\"] for stats in statisitcs.values())\n", " n_subfinder_plus_v2_subs = sum(stats[\"subfinder_plus_v2\"] for stats in statisitcs.values())\n", " n_subfinder_plus_v2_maxrec_subs = sum(stats[\"subfinder_plus_v2_maxrec\"] for stats in statisitcs.values())\n", " \n", " avg_subfinder_subs = n_subfinder_subs / total_apex\n", - " avg_subfinder_plus_v1_subs = (n_subfinder_subs + n_subfinder_plus_v0_subs) / total_apex\n", + " avg_subfinder_plus_v1_subs = (n_subfinder_subs + n_subfinder_plus_v1_subs) / total_apex\n", " avg_subfinder_plus_v2_subs = (n_subfinder_subs + n_subfinder_plus_v2_subs) / total_apex\n", " avg_subfinder_plus_v2_maxrec_subs = (n_subfinder_subs + n_subfinder_plus_v2_maxrec_subs) / total_apex\n", "\n", @@ -361,18 +361,16 @@ "source": [ "## Benchmark overview\n", "\n", - "NOTE: We refer to version 0.4.1 as v1 and version 1.0.1 as v2. The notation might be a bit misleading.\n", - "\n", "We compare four subdomain discovery pipelines per apex domain that aim at testing the subwiz model in a realistic setting, were a user firsts discover a set of domains using traditional tools (e.g. Subfinder, Amass, Gobuster) and then use this output as input to the subwiz model. The problem is a difficult one since these tools might have already discovered most of the subdomains for a given apex domain, however it remains useful in a setting of exhaustive subdomain discovery.\n", "Here are the specific quantities compared:\n", "\n", "- **Subfinder subdomains**: This baseline captures the unique resolved subdomains identified by running the `subfinder` tool for each apex domain. Since running subfinder across many domains can be very time-consuming, we have already performed this step and stored the results in `benchmark_dataset.json`, but feel free to do it yourself. This data is as of May 2025.\n", "\n", - "- **Subfinder subdomains --> Subwiz v1**: Starting with the subdomains discovered by Subfinder as seed inputs, Subwiz v1 (version 0.4.1) generates additional candidate subdomains. This version only uses the input subdomains themselves as context for generation, without incorporating the apex domain information. We use `max-recursion=1` given that v1 initially presented no recursion and these changes came later with v2.\n", + "- **Subfinder subdomains --> subwiz v0**: Starting with the subdomains discovered by Subfinder as seed inputs, subwiz v0 (version 0.4.1) generates additional candidate subdomains. This version only uses the input subdomains themselves as context for generation, without incorporating the apex domain information. We use `max-recursion=1` given that v0 initially presented no recursion and these changes came later with v1.\n", "\n", - "- **Subfinder subdomains --> Subwiz v2**: Starting with the Subfinder results as seed inputs, Subwiz v2 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the default recursive generation (`max_recursion=5`): newly discovered subdomains from each iteration are automatically fed back as inputs for the next iteration, allowing the model to discover deeper nested subdomains that might only be found by building upon previously generated candidates.\n", + "- **Subfinder subdomains --> subwiz v1**: Starting with the Subfinder results as seed inputs, subwiz v2 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the default recursive generation (`max_recursion=5`): newly discovered subdomains from each iteration are automatically fed back as inputs for the next iteration, allowing the model to discover deeper nested subdomains that might only be found by building upon previously generated candidates.\n", "\n", - "- **Subfinder subdomains --> Subwiz v2 + maximum recursion**: Starting with the Subfinder results as seed inputs, Subwiz v2 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the maximum allowed recursion (`max_recursion=50`) to protray full potential." + "- **Subfinder subdomains --> subwiz v1 + maximum recursion**: Starting with the Subfinder results as seed inputs, subwiz v1 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the maximum allowed recursion (`max_recursion=50`) to protray full potential." ] }, { @@ -476,6 +474,16 @@ "print_statistics(statisitcs)" ] }, + { + "cell_type": "markdown", + "id": "582dde64", + "metadata": {}, + "source": [ + "NOTE: In the code we refer to version 0.4.1 as v1 and 1.0.1 to v2.\n", + "However, we now refer to them as v0 and v1, respectively, but is left\n", + "unchanged in the code to avoid re-execution of the table." + ] + }, { "cell_type": "markdown", "id": "652dadf6", @@ -485,7 +493,7 @@ "\n", "The benchmark results reveal several important insights about the evolution of subwiz and the impact of its key features:\n", "\n", - "### **Improvement from v1 (v0.4.1) to v2 (v1.0.1)**\n", + "### **Improvement from v0 to v1**\n", "The transition from the original subwiz to the retrained version of subwiz shows a slight improvement in the number of subdomains found.\n", "The former achieves a `5.38`% increase over the baseline while the latter version achieves a `7.58`% increase.\n", "\n", From 254e91f78df9bcff87ef4beb7b3065331ee3f18c Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 18 Nov 2025 13:56:43 +0100 Subject: [PATCH 4/9] nit --- benchmark/benchmark.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb index fe893a8..94f4b83 100644 --- a/benchmark/benchmark.ipynb +++ b/benchmark/benchmark.ipynb @@ -504,7 +504,7 @@ "Thus, the idea here is to give a sense of the maximum capability the newer version of subwiz brings.\n", "\n", "Maximum recursive generation shows a **dramatic improvement** over single-pass and default 5 times generation.\n", - "Version 2 achieves 37.17 subdomains per apex (`7.58`% increase over baseline), while with recursion at max_recursion=50, it discovers 49.20 subdomains per apex, representing a `42.40`% increase over the baseline.\n", + "Version 1 achieves 37.17 subdomains per apex (`7.58`% increase over baseline), while with recursion at max_recursion=50, it discovers 49.20 subdomains per apex, representing a `42.40`% increase over the baseline.\n", "By iteratively using newly discovered subdomains as inputs for subsequent passes, the new model can uncover deeper nested structures and subdomains that are only reachable through intermediate discoveries." ] } From b8b556a70138f819fed248ad3d47ebedb745b6ab Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 18 Nov 2025 13:57:37 +0100 Subject: [PATCH 5/9] correct version note --- benchmark/benchmark.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb index 94f4b83..a2e240b 100644 --- a/benchmark/benchmark.ipynb +++ b/benchmark/benchmark.ipynb @@ -480,7 +480,7 @@ "metadata": {}, "source": [ "NOTE: In the code we refer to version 0.4.1 as v1 and 1.0.1 to v2.\n", - "However, we now refer to them as v0 and v1, respectively, but is left\n", + "However, we now refer to them as version 0 and version 1, respectively, but is left\n", "unchanged in the code to avoid re-execution of the table." ] }, @@ -493,7 +493,7 @@ "\n", "The benchmark results reveal several important insights about the evolution of subwiz and the impact of its key features:\n", "\n", - "### **Improvement from v0 to v1**\n", + "### **Improvement from version 0 to version 1**\n", "The transition from the original subwiz to the retrained version of subwiz shows a slight improvement in the number of subdomains found.\n", "The former achieves a `5.38`% increase over the baseline while the latter version achieves a `7.58`% increase.\n", "\n", From f3f9d5e38a89ddbfcc02773220fe2842fafc33f7 Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 18 Nov 2025 13:58:01 +0100 Subject: [PATCH 6/9] dont be so dramatic --- benchmark/benchmark.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb index a2e240b..fbc5c6d 100644 --- a/benchmark/benchmark.ipynb +++ b/benchmark/benchmark.ipynb @@ -503,7 +503,7 @@ "This is particularly useful in a scenario where we are targeting one single or a small group of apex domains, hence heavier compute loads are accepted for individual apex domains.\n", "Thus, the idea here is to give a sense of the maximum capability the newer version of subwiz brings.\n", "\n", - "Maximum recursive generation shows a **dramatic improvement** over single-pass and default 5 times generation.\n", + "Maximum recursive generation shows an improvement over single-pass and default 5 times generation.\n", "Version 1 achieves 37.17 subdomains per apex (`7.58`% increase over baseline), while with recursion at max_recursion=50, it discovers 49.20 subdomains per apex, representing a `42.40`% increase over the baseline.\n", "By iteratively using newly discovered subdomains as inputs for subsequent passes, the new model can uncover deeper nested structures and subdomains that are only reachable through intermediate discoveries." ] From 1f3d76fc98ad8b41b171490c02eb2a5954149b99 Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 18 Nov 2025 13:59:29 +0100 Subject: [PATCH 7/9] small fix in benchmark overview --- benchmark/benchmark.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb index fbc5c6d..7b62b0b 100644 --- a/benchmark/benchmark.ipynb +++ b/benchmark/benchmark.ipynb @@ -368,7 +368,7 @@ "\n", "- **Subfinder subdomains --> subwiz v0**: Starting with the subdomains discovered by Subfinder as seed inputs, subwiz v0 (version 0.4.1) generates additional candidate subdomains. This version only uses the input subdomains themselves as context for generation, without incorporating the apex domain information. We use `max-recursion=1` given that v0 initially presented no recursion and these changes came later with v1.\n", "\n", - "- **Subfinder subdomains --> subwiz v1**: Starting with the Subfinder results as seed inputs, subwiz v2 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the default recursive generation (`max_recursion=5`): newly discovered subdomains from each iteration are automatically fed back as inputs for the next iteration, allowing the model to discover deeper nested subdomains that might only be found by building upon previously generated candidates.\n", + "- **Subfinder subdomains --> subwiz v1**: Starting with the Subfinder results as seed inputs, subwiz v1 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the default recursive generation (`max_recursion=5`): newly discovered subdomains from each iteration are automatically fed back as inputs for the next iteration, allowing the model to discover deeper nested subdomains that might only be found by building upon previously generated candidates.\n", "\n", "- **Subfinder subdomains --> subwiz v1 + maximum recursion**: Starting with the Subfinder results as seed inputs, subwiz v1 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the maximum allowed recursion (`max_recursion=50`) to protray full potential." ] From 8436c136d45762af97ba6ea23db1bfd6624bd056 Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 18 Nov 2025 14:00:02 +0100 Subject: [PATCH 8/9] subfinder data retrieval note --- benchmark/benchmark.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb index 7b62b0b..1c358bd 100644 --- a/benchmark/benchmark.ipynb +++ b/benchmark/benchmark.ipynb @@ -364,7 +364,7 @@ "We compare four subdomain discovery pipelines per apex domain that aim at testing the subwiz model in a realistic setting, were a user firsts discover a set of domains using traditional tools (e.g. Subfinder, Amass, Gobuster) and then use this output as input to the subwiz model. The problem is a difficult one since these tools might have already discovered most of the subdomains for a given apex domain, however it remains useful in a setting of exhaustive subdomain discovery.\n", "Here are the specific quantities compared:\n", "\n", - "- **Subfinder subdomains**: This baseline captures the unique resolved subdomains identified by running the `subfinder` tool for each apex domain. Since running subfinder across many domains can be very time-consuming, we have already performed this step and stored the results in `benchmark_dataset.json`, but feel free to do it yourself. This data is as of May 2025.\n", + "- **Subfinder subdomains**: This baseline captures the unique resolved subdomains identified by running the `subfinder` tool for each apex domain. Since running subfinder across many domains can be very time-consuming, we have already performed this step and stored the results in `benchmark_dataset.json`, but feel free to do it yourself. This data is from May 2025.\n", "\n", "- **Subfinder subdomains --> subwiz v0**: Starting with the subdomains discovered by Subfinder as seed inputs, subwiz v0 (version 0.4.1) generates additional candidate subdomains. This version only uses the input subdomains themselves as context for generation, without incorporating the apex domain information. We use `max-recursion=1` given that v0 initially presented no recursion and these changes came later with v1.\n", "\n", From cc7c7e774b9e57d9a5a18208b79a51640fc79707 Mon Sep 17 00:00:00 2001 From: EduardoTerres Date: Tue, 25 Nov 2025 16:18:48 +0100 Subject: [PATCH 9/9] Filter outliers --- benchmark/benchmark.ipynb | 103 +++++++++++++++++++++++--------------- subwiz/main.py | 2 - 2 files changed, 63 insertions(+), 42 deletions(-) diff --git a/benchmark/benchmark.ipynb b/benchmark/benchmark.ipynb index 1c358bd..e96eae6 100644 --- a/benchmark/benchmark.ipynb +++ b/benchmark/benchmark.ipynb @@ -5,7 +5,7 @@ "id": "e19cfbe7", "metadata": {}, "source": [ - "# Benchmarking the latest version of subwiz" + "# Benchmarking the newest version of subwiz" ] }, { @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "id": "6c50ed0a", "metadata": {}, "outputs": [], @@ -57,7 +57,7 @@ "import subprocess\n", "import random\n", "import asyncio\n", - "\n", + "import json\n", "import aiodns\n", "import nest_asyncio\n", "from rich.console import Console\n", @@ -135,6 +135,18 @@ " except (aiodns.error.DNSError, Exception):\n", " return False # Gibberish subdomain didn't resolve, no wildcard\n", "\n", + "def filter_outliers(subdomains: list[str], top_k: int = 100) -> list[str]:\n", + " \"\"\"Filter out subdomains that are outliers.\n", + " \n", + " Sometimes all subdomins resolve due to specific DNS resolution patterns.\n", + " To avoid having to deal with them in an engineered way, we simply filter out\n", + " these groups whenever the valid generated subdomains exceed a certain threshold.\n", + " \"\"\"\n", + " if len(subdomains) >= top_k:\n", + " return []\n", + " else:\n", + " return subdomains\n", + "\n", "def filter_wildcards(subdomains: list[str]) -> list[str]:\n", " \"\"\"Filter out subdomains that are under wildcard DNS records.\n", " \n", @@ -207,7 +219,12 @@ " if parent_domain not in wildcard_parents:\n", " filtered.append(subdomain)\n", " \n", - " return filtered" + " return filtered\n", + "\n", + "def dump_generations(generations: dict):\n", + " \"\"\"Dumps the generations to a JSON file.\"\"\"\n", + " with open(\"generations.json\", \"w\") as f:\n", + " json.dump(generations, f, indent=4)\n" ] }, { @@ -220,7 +237,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 5, "id": "48201ab6", "metadata": {}, "outputs": [ @@ -359,23 +376,28 @@ "id": "26ef8be1", "metadata": {}, "source": [ - "## Benchmark overview\n", + "## Benchmarks overview\n", + "\n", + "NOTE: We refer to version 0.4.1 as v1 and version 1.0.1 as v2. The notation might be a bit misleading.\n", "\n", "We compare four subdomain discovery pipelines per apex domain that aim at testing the subwiz model in a realistic setting, were a user firsts discover a set of domains using traditional tools (e.g. Subfinder, Amass, Gobuster) and then use this output as input to the subwiz model. The problem is a difficult one since these tools might have already discovered most of the subdomains for a given apex domain, however it remains useful in a setting of exhaustive subdomain discovery.\n", "Here are the specific quantities compared:\n", "\n", - "- **Subfinder subdomains**: This baseline captures the unique resolved subdomains identified by running the `subfinder` tool for each apex domain. Since running subfinder across many domains can be very time-consuming, we have already performed this step and stored the results in `benchmark_dataset.json`, but feel free to do it yourself. This data is from May 2025.\n", + "- **Subfinder subdomains**: This baseline captures the unique resolved subdomains identified by running the `subfinder` tool for each apex domain. Since running subfinder across many domains can be very time-consuming, we have already performed this step and stored the results in `dataset/benchmark_dataset_no_wildcard.json`, but feel free to do it yourself.\n", "\n", - "- **Subfinder subdomains --> subwiz v0**: Starting with the subdomains discovered by Subfinder as seed inputs, subwiz v0 (version 0.4.1) generates additional candidate subdomains. This version only uses the input subdomains themselves as context for generation, without incorporating the apex domain information. We use `max-recursion=1` given that v0 initially presented no recursion and these changes came later with v1.\n", + "- **Subfinder subdomains --> Subwiz v1**: Starting with the subdomains discovered by Subfinder as seed inputs, Subwiz v1 (version 0.4.1) generates additional candidate subdomains. This version only uses the input subdomains themselves as context for generation, without incorporating the apex domain information. We use `max-recursion=1` given that v1 initially presented no recursion and these changes came later with v2.\n", "\n", - "- **Subfinder subdomains --> subwiz v1**: Starting with the Subfinder results as seed inputs, subwiz v1 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the default recursive generation (`max_recursion=5`): newly discovered subdomains from each iteration are automatically fed back as inputs for the next iteration, allowing the model to discover deeper nested subdomains that might only be found by building upon previously generated candidates.\n", + "- **Subfinder subdomains --> Subwiz v2**: Starting with the Subfinder results as seed inputs, Subwiz v2 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the default recursive generation (`max_recursion=5`): newly discovered subdomains from each iteration are automatically fed back as inputs for the next iteration, allowing the model to discover deeper nested subdomains that might only be found by building upon previously generated candidates.\n", "\n", - "- **Subfinder subdomains --> subwiz v1 + maximum recursion**: Starting with the Subfinder results as seed inputs, subwiz v1 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the maximum allowed recursion (`max_recursion=50`) to protray full potential." + "- **Subfinder subdomains --> Subwiz v2 + maximum recursion**: Starting with the Subfinder results as seed inputs, Subwiz v2 generates candidates using the improved model with apex domain context. Additionally, this pipeline uses the maximum allowed recursion (`max_recursion=50`) to protray full potential.\n", + "\n", + "We apply two different filterings to the generated subdomains in order to report fair metrics that are not artificially boosted by wildcards or specific resolution patterns in the input subdomains (which are very common).\n", + "This leads to an underestimation of the true power of subwiz but we believe the real number lies very close to this filtering heurisitic." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "id": "0923a9e3", "metadata": {}, "outputs": [ @@ -383,7 +405,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Processing channelpartnersconference.com: 100%|██████████| 100/100 [52:11<00:00, 31.32s/it] \n" + "Processing jeans-town.com: 100%|██████████| 369/369 [1:45:27<00:00, 17.15s/it] \n" ] }, { @@ -393,11 +415,11 @@ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n", "┃ Metric ┃ Value ┃ Percentage increase ┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n", - "│ Total apex domains │ 100 │ │\n", - "│ Average subfinder subdomains per apex │ 34.55 │ 0.00 │\n", - "│ Average subfinder + subwiz v1 subdomains per apex │ 36.41 │ 5.38 │\n", - "│ Average subfinder + subwiz v2 subdomains per apex │ 37.17 │ 7.58 │\n", - "│ Average subfinder + subwiz v2 + max recursion subdomains per apex │ 49.20 │ 42.40 │\n", + "│ Total apex domains │ 369 │ │\n", + "│ Average subfinder subdomains per apex │ 24.96 │ 0.00 │\n", + "│ Average subfinder + subwiz v1 subdomains per apex │ 26.25 │ 5.18 │\n", + "│ Average subfinder + subwiz v2 subdomains per apex │ 26.64 │ 6.74 │\n", + "│ Average subfinder + subwiz v2 + max recursion subdomains per apex │ 28.69 │ 14.95 │\n", "└───────────────────────────────────────────────────────────────────┴───────┴─────────────────────┘\n", "\n" ], @@ -406,11 +428,11 @@ "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓\n", "┃\u001b[37m \u001b[0m\u001b[37mMetric \u001b[0m\u001b[37m \u001b[0m┃\u001b[37m \u001b[0m\u001b[37mValue\u001b[0m\u001b[37m \u001b[0m┃\u001b[37m \u001b[0m\u001b[37mPercentage increase\u001b[0m\u001b[37m \u001b[0m┃\n", "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩\n", - "│\u001b[96m \u001b[0m\u001b[96mTotal apex domains \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 100\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m \u001b[0m\u001b[96m \u001b[0m│\n", - "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m34.55\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 0.00\u001b[0m\u001b[96m \u001b[0m│\n", - "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v1 subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m36.41\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 5.38\u001b[0m\u001b[96m \u001b[0m│\n", - "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v2 subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m37.17\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 7.58\u001b[0m\u001b[96m \u001b[0m│\n", - "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v2 + max recursion subdomains per apex\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m49.20\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 42.40\u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mTotal apex domains \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 369\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m \u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m24.96\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 0.00\u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v1 subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m26.25\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 5.18\u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v2 subdomains per apex \u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m26.64\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 6.74\u001b[0m\u001b[96m \u001b[0m│\n", + "│\u001b[96m \u001b[0m\u001b[96mAverage subfinder + subwiz v2 + max recursion subdomains per apex\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m28.69\u001b[0m\u001b[96m \u001b[0m│\u001b[96m \u001b[0m\u001b[96m 14.95\u001b[0m\u001b[96m \u001b[0m│\n", "└───────────────────────────────────────────────────────────────────┴───────┴─────────────────────┘\n" ] }, @@ -424,7 +446,7 @@ "\n", "random.seed(42)\n", "\n", - "BENCHMARK_DATASET_JSON = \"benchmark_dataset.json\"\n", + "BENCHMARK_DATASET_JSON = \"dataset/benchmark_dataset_no_wildcard.json\"\n", "SUBWIZ_EXECUTION_PARAMS = {\n", " \"temperature\": 0.1,\n", " \"no_resolve\": False,\n", @@ -434,10 +456,11 @@ "\n", "with open(BENCHMARK_DATASET_JSON, \"r\") as f:\n", " data = json.load(f)\n", - " data = dict(random.sample(list(data.items()), 100))\n", + " # data = dict(random.sample(list(data.items()), 100))\n", "\n", "\n", "statisitcs = {}\n", + "generations = {}\n", "pbar = tqdm(data.items(), desc=\"Processing\")\n", "for apex_domain, subfinder_subdomains in pbar:\n", " pbar.set_description(f\"Processing {apex_domain}\")\n", @@ -447,6 +470,7 @@ " **SUBWIZ_EXECUTION_PARAMS,\n", " )\n", " new_subdomains_v1 = filter_wildcards(new_subdomains_v1)\n", + " new_subdomains_v1 = filter_outliers(new_subdomains_v1)\n", "\n", " # Benchmark v2\n", " new_subdomains_v2 = SUBWIZ_V2_PKG.run(\n", @@ -454,6 +478,7 @@ " **SUBWIZ_EXECUTION_PARAMS,\n", " )\n", " new_subdomains_v2 = filter_wildcards(new_subdomains_v2)\n", + " new_subdomains_v2 = filter_outliers(new_subdomains_v2)\n", "\n", " # Benchmark v2 + maximum recursion\n", " new_subdomains_v2_maxrec = SUBWIZ_V2_PKG.run(\n", @@ -462,6 +487,7 @@ " max_recursion=50,\n", " )\n", " new_subdomains_v2_maxrec = filter_wildcards(new_subdomains_v2_maxrec)\n", + " new_subdomains_v2_maxrec = filter_outliers(new_subdomains_v2_maxrec, top_k=500)\n", "\n", " # Store statistics\n", " statisitcs[apex_domain] = {\n", @@ -470,18 +496,15 @@ " \"subfinder_plus_v2\": len(new_subdomains_v2),\n", " \"subfinder_plus_v2_maxrec\": len(new_subdomains_v2_maxrec),\n", " }\n", + " generations[apex_domain] = {\n", + " \"subfinder\": subfinder_subdomains,\n", + " \"subfinder_plus_v1\": new_subdomains_v1,\n", + " \"subfinder_plus_v2\": new_subdomains_v2,\n", + " \"subfinder_plus_v2_maxrec\": new_subdomains_v2_maxrec,\n", + " }\n", "\n", - "print_statistics(statisitcs)" - ] - }, - { - "cell_type": "markdown", - "id": "582dde64", - "metadata": {}, - "source": [ - "NOTE: In the code we refer to version 0.4.1 as v1 and 1.0.1 to v2.\n", - "However, we now refer to them as version 0 and version 1, respectively, but is left\n", - "unchanged in the code to avoid re-execution of the table." + "print_statistics(statisitcs)\n", + "dump_generations(generations)" ] }, { @@ -493,18 +516,18 @@ "\n", "The benchmark results reveal several important insights about the evolution of subwiz and the impact of its key features:\n", "\n", - "### **Improvement from version 0 to version 1**\n", + "### **Improvement from v1 (0.4.1) to v2 (1.0.1)**\n", "The transition from the original subwiz to the retrained version of subwiz shows a slight improvement in the number of subdomains found.\n", - "The former achieves a `5.38`% increase over the baseline while the latter version achieves a `7.58`% increase.\n", + "The former achieves a `5.18`% increase over the baseline while the latter version achieves a `6.74`% increase.\n", "\n", - "The `2.20` percentage point improvement suggests that incorporating the full apex domain (including TLD) as context provides a small but measurable benefit. This is particularly notable given that Subfinder has already discovered most of the \"low-hanging fruit\" subdomains, making incremental improvements more challenging.\n", + "The `1.54` percentage point improvement suggests that incorporating the full apex domain (including TLD) as context provides a small but measurable benefit. This is particularly notable given that Subfinder has already discovered most of the \"low-hanging fruit\" subdomains, making incremental improvements more challenging.\n", "\n", "### **Maximum performance of subwiz**\n", "This is particularly useful in a scenario where we are targeting one single or a small group of apex domains, hence heavier compute loads are accepted for individual apex domains.\n", "Thus, the idea here is to give a sense of the maximum capability the newer version of subwiz brings.\n", "\n", - "Maximum recursive generation shows an improvement over single-pass and default 5 times generation.\n", - "Version 1 achieves 37.17 subdomains per apex (`7.58`% increase over baseline), while with recursion at max_recursion=50, it discovers 49.20 subdomains per apex, representing a `42.40`% increase over the baseline.\n", + "Maximum recursive generation shows a **dramatic improvement** over single-pass and default 5 times generation.\n", + "Version 2 achieves `26.64` subdomains per apex, while with recursion at max_recursion=50, it discovers `28.69` subdomains per apex, representing a `14.95`% increase over the baseline.\n", "By iteratively using newly discovered subdomains as inputs for subsequent passes, the new model can uncover deeper nested structures and subdomains that are only reachable through intermediate discoveries." ] } diff --git a/subwiz/main.py b/subwiz/main.py index e200d59..0910589 100644 --- a/subwiz/main.py +++ b/subwiz/main.py @@ -12,8 +12,6 @@ from collections import defaultdict from typing import Callable -from importlib.metadata import version - from huggingface_hub import hf_hub_download from huggingface_hub.utils import disable_progress_bars, enable_progress_bars import torch