Merge pull request #79 from pythonbpf/dependabot/github_actions/actions-c2e7f7cad0

Bump the actions group with 2 updates
2025-12-31 21:06:25 +00:00 · 2025-12-25 17:40:36 +05:30 · 2025-12-15 10:24:00 +00:00 · 2025-12-09 00:36:50 +05:30 · 2025-12-08 21:41:52 +05:30 · 2025-12-08 21:39:50 +05:30
56 changed files with 5700 additions and 246 deletions
--- a/.github/workflows/format.yml
+++ b/.github/workflows/format.yml
@ -12,7 +12,7 @@ jobs:
    name: Format
    runs-on: ubuntu-latest
    steps:
-    - uses: actions/checkout@v5
+    - uses: actions/checkout@v6
    - uses: actions/setup-python@v6
      with:
        python-version: "3.x"
--- a/.github/workflows/python-publish.yml
+++ b/.github/workflows/python-publish.yml
@ -20,7 +20,7 @@ jobs:
    runs-on: ubuntu-latest

    steps:
-      - uses: actions/checkout@v5
+      - uses: actions/checkout@v6

      - uses: actions/setup-python@v6
        with:
@ -33,7 +33,7 @@ jobs:
          python -m build

      - name: Upload distributions
-        uses: actions/upload-artifact@v5
+        uses: actions/upload-artifact@v6
        with:
          name: release-dists
          path: dist/
@ -59,7 +59,7 @@ jobs:

    steps:
      - name: Retrieve release distributions
-        uses: actions/download-artifact@v6
+        uses: actions/download-artifact@v7
        with:
          name: release-dists
          path: dist/
--- a/BCC-Examples/README.md
+++ b/BCC-Examples/README.md
@ -7,14 +7,25 @@ This folder contains examples of BCC tutorial examples that have been ported to
 - You will also need `matplotlib` for vfsreadlat.py example.
 - You will also need `rich` for vfsreadlat_rich.py example.
 - You will also need `plotly` and `dash` for vfsreadlat_plotly.py example.
+- All of these are added to `requirements.txt` file. You can install them using the following command:
+  ```bash
+  pip install -r requirements.txt
+  ```

 ## Usage
 - You'll need root privileges to run these examples. If you are using a virtualenv, use the following command to run the scripts:
  ```bash
  sudo <path_to_virtualenv>/bin/python3 <script_name>.py
  ```
+- For the disksnoop and container-monitor examples, you need to generate the vmlinux.py file first. Follow the instructions in the [main README](https://github.com/pythonbpf/Python-BPF/tree/master?tab=readme-ov-file#first-generate-the-vmlinuxpy-file-for-your-kernel) to generate the vmlinux.py file.
 - For vfsreadlat_plotly.py, run the following command to start the Dash server:
  ```bash
  sudo <path_to_virtualenv>/bin/python3 vfsreadlat_plotly/bpf_program.py
  ```
  Then open your web browser and navigate to the given URL.
+- For container-monitor, you need to first copy the vmlinux.py to `container-monitor/` directory.
+  Then run the following command to run the example:
+  ```bash
+    cp vmlinux.py container-monitor/
+    sudo <path_to_virtualenv>/bin/python3 container-monitor/container_monitor.py
+  ```
--- a/BCC-Examples/disksnoop.ipynb
+++ b/BCC-Examples/disksnoop.ipynb
@ -0,0 +1,122 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c3520e58-e50f-4bc1-8f9d-a6fecbf6e9f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from vmlinux import struct_request, struct_pt_regs\n",
+    "from pythonbpf import bpf, section, bpfglobal, map, BPF\n",
+    "from pythonbpf.helper import ktime\n",
+    "from pythonbpf.maps import HashMap\n",
+    "from ctypes import c_int64, c_uint64, c_int32\n",
+    "\n",
+    "REQ_WRITE = 1\n",
+    "\n",
+    "\n",
+    "@bpf\n",
+    "@map\n",
+    "def start() -> HashMap:\n",
+    "    return HashMap(key=c_uint64, value=c_uint64, max_entries=10240)\n",
+    "\n",
+    "\n",
+    "@bpf\n",
+    "@section(\"kprobe/blk_mq_end_request\")\n",
+    "def trace_completion(ctx: struct_pt_regs) -> c_int64:\n",
+    "    # Get request pointer from first argument\n",
+    "    req_ptr = ctx.di\n",
+    "    req = struct_request(ctx.di)\n",
+    "    # Print: data_len, cmd_flags, latency_us\n",
+    "    data_len = req.__data_len\n",
+    "    cmd_flags = req.cmd_flags\n",
+    "    # Lookup start timestamp\n",
+    "    req_tsp = start.lookup(req_ptr)\n",
+    "    if req_tsp:\n",
+    "        # Calculate delta in nanoseconds\n",
+    "        delta = ktime() - req_tsp\n",
+    "\n",
+    "        # Convert to microseconds for printing\n",
+    "        delta_us = delta // 1000\n",
+    "\n",
+    "        print(f\"{data_len} {cmd_flags:x} {delta_us}\\n\")\n",
+    "\n",
+    "        # Delete the entry\n",
+    "        start.delete(req_ptr)\n",
+    "\n",
+    "    return c_int64(0)\n",
+    "\n",
+    "\n",
+    "@bpf\n",
+    "@section(\"kprobe/blk_mq_start_request\")\n",
+    "def trace_start(ctx1: struct_pt_regs) -> c_int32:\n",
+    "    req = ctx1.di\n",
+    "    ts = ktime()\n",
+    "    start.update(req, ts)\n",
+    "    return c_int32(0)\n",
+    "\n",
+    "\n",
+    "@bpf\n",
+    "@bpfglobal\n",
+    "def LICENSE() -> str:\n",
+    "    return \"GPL\"\n",
+    "\n",
+    "\n",
+    "b = BPF()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "97040f73-98e0-4993-94c6-125d1b42d931",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "b.load()\n",
+    "b.attach_all()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b1bd4f51-fa25-42e1-877c-e48a2605189f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from pythonbpf import trace_pipe"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96b4b59b-b0db-4952-9534-7a714f685089",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "trace_pipe()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.12.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
--- a/BCC-Examples/disksnoop.py
+++ b/BCC-Examples/disksnoop.py
@ -0,0 +1,48 @@
+from ctypes import c_int32, c_int64, c_uint64
+
+from vmlinux import struct_pt_regs, struct_request
+
+from pythonbpf import bpf, bpfglobal, compile, map, section
+from pythonbpf.helper import ktime
+from pythonbpf.maps import HashMap
+
+
+@bpf
+@map
+def start() -> HashMap:
+    return HashMap(key=c_uint64, value=c_uint64, max_entries=10240)
+
+
+@bpf
+@section("kprobe/blk_mq_end_request")
+def trace_completion(ctx: struct_pt_regs) -> c_int64:
+    req_ptr = ctx.di
+    req = struct_request(ctx.di)
+    data_len = req.__data_len
+    cmd_flags = req.cmd_flags
+    req_tsp = start.lookup(req_ptr)
+    if req_tsp:
+        delta = ktime() - req_tsp
+        delta_us = delta // 1000
+        print(f"{data_len} {cmd_flags:x} {delta_us}\n")
+        start.delete(req_ptr)
+
+    return c_int64(0)
+
+
+@bpf
+@section("kprobe/blk_mq_start_request")
+def trace_start(ctx1: struct_pt_regs) -> c_int32:
+    req = ctx1.di
+    ts = ktime()
+    start.update(req, ts)
+    return c_int32(0)
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+compile()
--- a/BCC-Examples/requirements.txt
+++ b/BCC-Examples/requirements.txt
@ -0,0 +1,9 @@
+# =============================================================================
+# Requirements for PythonBPF BCC-Examples
+# =============================================================================
+
+dash
+matplotlib
+numpy
+plotly
+rich
--- a/README.md
+++ b/README.md
@ -40,16 +40,11 @@ Python-BPF is an LLVM IR generator for eBPF programs written in Python. It uses

 ---

-## Try It Out!
-Run
-```bash
-curl -s https://raw.githubusercontent.com/pythonbpf/Python-BPF/refs/heads/master/tools/setup.sh | sudo bash
-```
-
 ## Installation

 Dependencies:

+* `bpftool`
 * `clang`
 * Python ≥ 3.8

@ -61,6 +56,38 @@ pip install pythonbpf pylibbpf

 ---

+## Try It Out!
+
+#### First, generate the vmlinux.py file for your kernel:
+- Install the required dependencies:
+- On Ubuntu:
+```bash
+sudo apt-get install bpftool clang
+pip install pythonbpf pylibbpf ctypeslib2
+```
+- Generate the `vmlinux.py` using:
+```bash
+sudo tools/vmlinux-gen.py
+```
+- Copy this file to `BCC-Examples/`
+
+#### Next, install requirements for BCC-Examples:
+- These requirements are only required for the python notebooks, vfsreadlat and container-monitor examples.
+```bash
+pip install -r BCC-Examples/requirements.txt
+```
+- Now, follow the instructions in the [BCC-Examples/README.md](https://github.com/pythonbpf/Python-BPF/blob/master/BCC-Examples/README.md) to run the examples.
+
+
+#### To spin up jupyter notebook examples:
+- Run and follow the instructions on screen
+```bash
+curl -s https://raw.githubusercontent.com/pythonbpf/Python-BPF/refs/heads/master/tools/setup.sh | sudo bash
+```
+- Check the jupyter server on the web browser and run the notebooks in the `BCC-Examples/` folder.
+
+---
+
 ## Example Usage

 ```python
@ -88,16 +115,15 @@ def hist() -> HashMap:
@section("tracepoint/syscalls/sys_enter_clone")
 def hello(ctx: c_void_p) -> c_int64:
    process_id = pid()
-    one = 1
    prev = hist.lookup(process_id)
    if prev:
        previous_value = prev + 1
        print(f"count: {previous_value} with {process_id}")
        hist.update(process_id, previous_value)
-        return c_int64(0)
+        return 0
    else:
-        hist.update(process_id, one)
-    return c_int64(0)
+        hist.update(process_id, 1)
+    return 0


@bpf
--- a/blazesym-example/Cargo.lock
+++ b/blazesym-example/Cargo.lock
@ -0,0 +1,405 @@
+# This file is automatically @generated by Cargo.
+# It is not intended for manual editing.
+version = 4
+
+[[package]]
+name = "adler2"
+version = "2.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa"
+
+[[package]]
+name = "anstream"
+version = "0.6.21"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "43d5b281e737544384e969a5ccad3f1cdd24b48086a0fc1b2a5262a26b8f4f4a"
+dependencies = [
+ "anstyle",
+ "anstyle-parse",
+ "anstyle-query",
+ "anstyle-wincon",
+ "colorchoice",
+ "is_terminal_polyfill",
+ "utf8parse",
+]
+
+[[package]]
+name = "anstyle"
+version = "1.0.13"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5192cca8006f1fd4f7237516f40fa183bb07f8fbdfedaa0036de5ea9b0b45e78"
+
+[[package]]
+name = "anstyle-parse"
+version = "0.2.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4e7644824f0aa2c7b9384579234ef10eb7efb6a0deb83f9630a49594dd9c15c2"
+dependencies = [
+ "utf8parse",
+]
+
+[[package]]
+name = "anstyle-query"
+version = "1.1.5"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "40c48f72fd53cd289104fc64099abca73db4166ad86ea0b4341abe65af83dadc"
+dependencies = [
+ "windows-sys",
+]
+
+[[package]]
+name = "anstyle-wincon"
+version = "3.0.11"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "291e6a250ff86cd4a820112fb8898808a366d8f9f58ce16d1f538353ad55747d"
+dependencies = [
+ "anstyle",
+ "once_cell_polyfill",
+ "windows-sys",
+]
+
+[[package]]
+name = "anyhow"
+version = "1.0.100"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
+
+[[package]]
+name = "bitflags"
+version = "2.10.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
+
+[[package]]
+name = "blazesym"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ace0ab71bbe9a25cb82f6d0e513ae11aebd1a38787664475bb2ed5cbe2329736"
+dependencies = [
+ "cpp_demangle",
+ "gimli",
+ "libc",
+ "memmap2",
+ "miniz_oxide",
+ "rustc-demangle",
+]
+
+[[package]]
+name = "cc"
+version = "1.2.46"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b97463e1064cb1b1c1384ad0a0b9c8abd0988e2a91f52606c80ef14aadb63e36"
+dependencies = [
+ "find-msvc-tools",
+ "shlex",
+]
+
+[[package]]
+name = "cfg-if"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
+
+[[package]]
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+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "613afe47fcd5fac7ccf1db93babcb082c5994d996f20b8b159f2ad1658eb5724"
+
+[[package]]
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+dependencies = [
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+
+[[package]]
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+dependencies = [
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+ "strsim",
+]
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+[[package]]
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+ "quote",
+ "syn",
+]
+
+[[package]]
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b4596b6d070b27117e987119b4dac604f3c58cfb0b191112e24771b2faeac1a6"
+
+[[package]]
+name = "proc-macro2"
+version = "1.0.103"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5ee95bc4ef87b8d5ba32e8b7714ccc834865276eab0aed5c9958d00ec45f49e8"
+dependencies = [
+ "unicode-ident",
+]
+
+[[package]]
+name = "blazesym-example"
+version = "0.1.0"
+dependencies = [
+ "anyhow",
+ "blazesym",
+ "clap",
+ "libbpf-rs",
+ "libc",
+ "plain",
+]
+
+[[package]]
+name = "quote"
+version = "1.0.42"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a338cc41d27e6cc6dce6cefc13a0729dfbb81c262b1f519331575dd80ef3067f"
+dependencies = [
+ "proc-macro2",
+]
+
+[[package]]
+name = "rustc-demangle"
+version = "0.1.26"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "56f7d92ca342cea22a06f2121d944b4fd82af56988c270852495420f961d4ace"
+
+[[package]]
+name = "shlex"
+version = "1.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
+
+[[package]]
+name = "simd-adler32"
+version = "0.3.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
+
+[[package]]
+name = "stable_deref_trait"
+version = "1.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
+
+[[package]]
+name = "strsim"
+version = "0.11.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
+
+[[package]]
+name = "syn"
+version = "2.0.110"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "a99801b5bd34ede4cf3fc688c5919368fea4e4814a4664359503e6015b280aea"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "unicode-ident",
+]
+
+[[package]]
+name = "unicode-ident"
+version = "1.0.22"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "9312f7c4f6ff9069b165498234ce8be658059c6728633667c526e27dc2cf1df5"
+
+[[package]]
+name = "utf8parse"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "06abde3611657adf66d383f00b093d7faecc7fa57071cce2578660c9f1010821"
+
+[[package]]
+name = "vsprintf"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "aec2f81b75ca063294776b4f7e8da71d1d5ae81c2b1b149c8d89969230265d63"
+dependencies = [
+ "cc",
+ "libc",
+]
+
+[[package]]
+name = "windows-link"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
+
+[[package]]
+name = "windows-sys"
+version = "0.61.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
+dependencies = [
+ "windows-link",
+]
--- a/blazesym-example/Cargo.toml
+++ b/blazesym-example/Cargo.toml
@ -0,0 +1,14 @@
+[package]
+name = "blazesym-example"
+version = "0.1.0"
+edition = "2024"
+
+[dependencies]
+libbpf-rs = "0.24"
+blazesym = "0.2.0-rc.4"
+anyhow = "1.0"
+clap = { version = "4.5", features = ["derive"] }
+libc = "0.2"
+plain = "0.2"
+
+[build-dependencies]
--- a/blazesym-example/src/main.rs
+++ b/blazesym-example/src/main.rs
@ -0,0 +1,333 @@
+// src/main.rs - Fixed imports and error handling
+use std::mem;
+use std::path::PathBuf;
+use std::time::Duration;
+
+use anyhow::{anyhow, Context, Result};
+use blazesym::symbolize::{CodeInfo, Input, Symbolized, Symbolizer};
+use blazesym::symbolize::source::{Source, Kernel, Process};
+use clap::Parser;
+use libbpf_rs::{MapCore, ObjectBuilder, RingBufferBuilder};  // Added MapCore
+
+// Match your Python struct exactly
+#[repr(C)]
+#[derive(Debug, Copy, Clone)]
+struct ExecEvent {
+    pid: i64,
+    cpu: i32,
+    timestamp: i64,
+    comm: [u8; 16],
+    kstack_sz: i64,
+    ustack_sz: i64,
+    kstack: [u8; 128],  // str(128) in Python
+    ustack: [u8; 128],  // str(128) in Python
+}
+
+unsafe impl plain::Plain for ExecEvent {}
+
+// Define perf_event constants (not in libc on all platforms)
+const PERF_TYPE_HARDWARE: u32 = 0;
+const PERF_TYPE_SOFTWARE: u32 = 1;
+const PERF_COUNT_HW_CPU_CYCLES: u64 = 0;
+const PERF_COUNT_SW_CPU_CLOCK: u64 = 0;
+
+#[repr(C)]
+struct PerfEventAttr {
+    type_: u32,
+    size: u32,
+    config: u64,
+    sample_period_or_freq: u64,
+    sample_type: u64,
+    read_format: u64,
+    flags: u64,
+    // ... rest can be zeroed
+    _padding: [u64; 64],
+}
+
+#[derive(Parser, Debug)]
+struct Args {
+    /// Path to the BPF object file
+    #[arg(default_value = "stack_traces.o")]
+    object_file: PathBuf,
+
+    /// Sampling frequency
+    #[arg(short, long, default_value_t = 50)]
+    freq: u64,
+
+    /// Use software events
+    #[arg(long)]
+    sw_event: bool,
+
+    /// Verbose output
+    #[arg(short, long)]
+    verbose: bool,
+}
+
+fn open_perf_event(cpu: i32, freq: u64, sw_event: bool) -> Result<i32> {
+    let mut attr: PerfEventAttr = unsafe { mem::zeroed() };
+
+    attr.size = mem::size_of::<PerfEventAttr>() as u32;
+    attr.type_ = if sw_event {
+        PERF_TYPE_SOFTWARE
+    } else {
+        PERF_TYPE_HARDWARE
+    };
+    attr.config = if sw_event {
+        PERF_COUNT_SW_CPU_CLOCK
+    } else {
+        PERF_COUNT_HW_CPU_CYCLES
+    };
+
+    // Use frequency-based sampling
+    attr.sample_period_or_freq = freq;
+    attr.flags = 1 << 10; // freq = 1, disabled = 1
+
+    let fd = unsafe {
+        libc::syscall(
+            libc::SYS_perf_event_open,
+            &attr as *const _,
+            -1,      // pid = -1 (all processes)
+            cpu,     // cpu
+            -1,      // group_fd
+            0,       // flags
+        )
+    };
+
+    if fd < 0 {
+        Err(anyhow!("Failed to open perf event on CPU {}: {}", cpu,
+                    std::io::Error::last_os_error()))
+    } else {
+        Ok(fd as i32)
+    }
+}
+
+fn print_stack_trace(
+    addrs: &[u64],
+    symbolizer: &Symbolizer,
+    pid: u32,
+    is_kernel: bool,
+) {
+    if addrs.is_empty() {
+        return;
+    }
+
+    let src = if is_kernel {
+        Source::Kernel(Kernel::default())
+    } else {
+        Source::Process(Process::new(pid.into()))
+    };
+
+    let syms = match symbolizer.symbolize(&src, Input::AbsAddr(addrs)) {
+        Ok(syms) => syms,
+        Err(e) => {
+            eprintln!("  Failed to symbolize: {}", e);
+            for addr in addrs {
+                println!("0x{:016x}: <no-symbol>", addr);
+            }
+            return;
+        }
+    };
+
+    for (addr, sym) in addrs.iter().zip(syms.iter()) {
+        match sym {
+            Symbolized::Sym(sym_info) => {
+                print!("0x{:016x}: {} @ 0x{:x}+0x{:x}",
+                       addr, sym_info.name, sym_info.addr, sym_info.offset);
+
+                if let Some(ref code_info) = sym_info.code_info {
+                    print_code_info(code_info);
+                }
+                println!();
+
+                // Print inlined frames
+                for inlined in &sym_info.inlined {
+                    print!("                  {} (inlined)", inlined.name);
+                    if let Some(ref code_info) = inlined.code_info {
+                        print_code_info(code_info);
+                    }
+                    println!();
+                }
+            }
+            Symbolized::Unknown(..) => {
+                println!("0x{:016x}: <no-symbol>", addr);
+            }
+        }
+    }
+}
+
+fn print_code_info(code_info: &CodeInfo) {
+    let path = code_info.to_path();
+    let path_str = path.display();
+
+    match (code_info.line, code_info.column) {
+        (Some(line), Some(col)) => print!(" {}:{}:{}", path_str, line, col),
+        (Some(line), None) => print!(" {}:{}", path_str, line),
+        (None, _) => print!(" {}", path_str),
+    }
+}
+
+fn handle_event(symbolizer: &Symbolizer, data: &[u8]) -> i32 {
+    let event = plain::from_bytes::<ExecEvent>(data).expect("Invalid event data");
+
+    // Extract comm string
+    let comm = std::str::from_utf8(&event.comm)
+        .unwrap_or("<unknown>")
+        .trim_end_matches('\0');
+
+    println!("[{:.9}] COMM: {} (pid={}) @ CPU {}",
+             event.timestamp as f64 / 1_000_000_000.0,
+             comm,
+             event.pid,
+             event.cpu);
+
+    // Handle kernel stack
+    if event.kstack_sz > 0 {
+        println!("Kernel:");
+        let num_frames = (event.kstack_sz / 8) as usize;
+        let kstack_u64 = unsafe {
+            std::slice::from_raw_parts(
+                event.kstack.as_ptr() as *const u64,
+                num_frames.min(16),
+            )
+        };
+
+        // Filter out zero addresses
+        let kstack: Vec<u64> = kstack_u64.iter()
+            .copied()
+            .take_while(|&addr| addr != 0)
+            .collect();
+
+        print_stack_trace(&kstack, symbolizer, 0, true);
+    } else {
+        println!("No Kernel Stack");
+    }
+
+    // Handle user stack
+    if event.ustack_sz > 0 {
+        println!("Userspace:");
+        let num_frames = (event.ustack_sz / 8) as usize;
+        let ustack_u64 = unsafe {
+            std::slice::from_raw_parts(
+                event.ustack.as_ptr() as *const u64,
+                num_frames.min(16),
+            )
+        };
+
+        // Filter out zero addresses
+        let ustack: Vec<u64> = ustack_u64.iter()
+            .copied()
+            .take_while(|&addr| addr != 0)
+            .collect();
+
+        print_stack_trace(&ustack, symbolizer, event.pid as u32, false);
+    } else {
+        println!("No Userspace Stack");
+    }
+
+    println!();
+    0
+}
+
+fn main() -> Result<()> {
+    let args = Args::parse();
+
+    if !args.object_file.exists() {
+        return Err(anyhow!("Object file not found: {:?}", args.object_file));
+    }
+
+    println!("Loading BPF object: {:?}", args.object_file);
+
+    // Load BPF object
+    let mut obj_builder = ObjectBuilder::default();
+    obj_builder.debug(args.verbose);
+
+    let open_obj = obj_builder
+        .open_file(&args.object_file)
+        .context("Failed to open BPF object")?;
+
+    let mut obj = open_obj.load().context("Failed to load BPF object")?;
+
+    println!("✓ BPF object loaded");
+
+    // Find the program
+    let prog = obj
+        .progs_mut()
+        .find(|p| p.name() == "trace_exec_enter")
+        .ok_or_else(|| anyhow!("Program 'trace_exec_enter' not found"))?;
+
+    println!("✓ Found program: trace_exec_enter");
+
+    // Find the map
+    let map = obj
+        .maps()
+        .find(|m| m.name() == "exec_events")
+        .ok_or_else(|| anyhow!("Map 'exec_events' not found"))?;
+
+    println!("✓ Found map: exec_events");
+
+    // Get number of CPUs
+    let num_cpus = libbpf_rs::num_possible_cpus()?;
+    println!("✓ Detected {} CPUs\n", num_cpus);
+
+    // Open perf events and attach BPF program
+    println!("Setting up perf events...");
+    let mut links = Vec::new();
+
+    for cpu in 0..num_cpus {
+        match open_perf_event(cpu as i32, args.freq, args.sw_event) {
+            Ok(perf_fd) => {
+                match prog.attach_perf_event(perf_fd) {
+                    Ok(link) => {
+                        links.push(link);
+                        if args.verbose {
+                            println!("  ✓ Attached to CPU {}", cpu);
+                        }
+                    }
+                    Err(e) => {
+                        eprintln!("  ✗ Failed to attach to CPU {}: {}", cpu, e);
+                        unsafe { libc::close(perf_fd); }
+                    }
+                }
+            }
+            Err(e) => {
+                if args.verbose {
+                    eprintln!("  ✗ Failed to open perf event on CPU {}: {}", cpu, e);
+                }
+            }
+        }
+    }
+
+    println!("✓ Attached to {} CPUs\n", links.len());
+
+    if links.is_empty() {
+        return Err(anyhow!("Failed to attach to any CPU"));
+    }
+
+    // Initialize symbolizer
+    let symbolizer = Symbolizer::new();
+
+    // Set up ring buffer
+    let mut builder = RingBufferBuilder::new();
+
+    builder.add(&map, move |data: &[u8]| -> i32 {
+        handle_event(&symbolizer, data)
+    })?;
+
+    let ringbuf = builder.build()?;
+
+    println!("========================================");
+    println!("Profiling started. Press Ctrl+C to stop.");
+    println!("========================================\n");
+
+    // Poll for events - just keep polling until error
+    loop {
+        if let Err(e) = ringbuf.poll(Duration::from_millis(100)) {
+            // Any error breaks the loop (including Ctrl+C)
+            eprintln!("\nStopping: {}", e);
+            break;
+        }
+    }
+
+    println!("Done.");
+    Ok(())
+}
--- a/blazesym-example/stack_traces.py
+++ b/blazesym-example/stack_traces.py
@ -0,0 +1,49 @@
+# tests/passing_tests/ringbuf_advanced.py
+from pythonbpf import bpf, map, section, bpfglobal, struct, compile
+from pythonbpf.maps import RingBuffer
+from pythonbpf.helper import ktime, pid, smp_processor_id, comm, get_stack
+from ctypes import c_void_p, c_int32, c_int64
+import logging
+
+
+@bpf
+@struct
+class exec_event:
+    pid: c_int64
+    cpu: c_int32
+    timestamp: c_int64
+    comm: str(16)  # type: ignore [valid-type]
+    kstack_sz: c_int64
+    ustack_sz: c_int64
+    kstack: str(128)  # type: ignore [valid-type]
+    ustack: str(128)  # type: ignore [valid-type]
+
+
+@bpf
+@map
+def exec_events() -> RingBuffer:
+    return RingBuffer(max_entries=1048576)
+
+
+@bpf
+@section("perf_event")
+def trace_exec_enter(ctx: c_void_p) -> c_int64:
+    evt = exec_event()
+    evt.pid = pid()
+    evt.cpu = smp_processor_id()
+    evt.timestamp = ktime()
+    comm(evt.comm)
+    evt.kstack_sz = get_stack(evt.kstack)
+    evt.ustack_sz = get_stack(evt.ustack, 256)
+    exec_events.output(evt)
+    print(f"Submitted exec_event for pid: {evt.pid}, cpu: {evt.cpu}")
+    return 0  # type: ignore [return-value]
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+compile(logging.INFO)
--- a/examples/anomaly-detection/lib/init.py
+++ b/examples/anomaly-detection/lib/init.py
@ -0,0 +1,22 @@
+"""
+Process Anomaly Detection - Constants and Utilities
+"""
+
+import logging
+
+logger = logging.getLogger(__name__)
+MAX_SYSCALLS = 548
+
+
+def comm_for_pid(pid: int) -> bytes | None:
+    """Get process name from /proc."""
+    try:
+        with open(f"/proc/{pid}/comm", "rb") as f:
+            return f.read().strip()
+    except FileNotFoundError:
+        logger.warning(f"Process with PID {pid} not found.")
+    except PermissionError:
+        logger.warning(f"Permission denied when accessing /proc/{pid}/comm.")
+    except Exception as e:
+        logger.warning(f"Error reading /proc/{pid}/comm: {e}")
+    return None
--- a/examples/anomaly-detection/lib/ml.py
+++ b/examples/anomaly-detection/lib/ml.py
@ -0,0 +1,173 @@
+"""
+Autoencoder for Process Behavior Anomaly Detection
+
+Uses Keras/TensorFlow to train an autoencoder on syscall patterns.
+Anomalies are detected when reconstruction error exceeds threshold.
+"""
+
+import logging
+import os
+
+import numpy as np
+import pandas as pd
+from sklearn.model_selection import train_test_split
+from tensorflow import keras
+
+from lib import MAX_SYSCALLS
+
+logger = logging.getLogger(__name__)
+
+
+def create_autoencoder(n_inputs: int = MAX_SYSCALLS) -> keras.Model:
+    """
+    Create the autoencoder architecture.
+
+    Architecture: input → encoder → bottleneck → decoder → output
+    """
+    inp = keras.Input(shape=(n_inputs,))
+
+    # Encoder
+    encoder = keras.layers.Dense(n_inputs)(inp)
+    encoder = keras.layers.ReLU()(encoder)
+
+    # Bottleneck (compressed representation)
+    bottleneck = keras.layers.Dense(n_inputs // 2)(encoder)
+
+    # Decoder
+    decoder = keras.layers.Dense(n_inputs)(bottleneck)
+    decoder = keras.layers.ReLU()(decoder)
+    output = keras.layers.Dense(n_inputs, activation="linear")(decoder)
+
+    model = keras.Model(inp, output)
+    model.compile(optimizer="adam", loss="mse")
+
+    return model
+
+
+class AutoEncoder:
+    """
+    Autoencoder for syscall pattern anomaly detection.
+
+    Usage:
+        # Training
+        ae = AutoEncoder('model.keras')
+        model, threshold = ae.train('data.csv', epochs=200)
+
+        # Inference
+        ae = AutoEncoder('model.keras', load=True)
+        _, errors, total_error = ae.predict([features])
+    """
+
+    def __init__(self, filename: str, load: bool = False):
+        self.filename = filename
+        self.model = None
+
+        if load:
+            self._load_model()
+
+    def _load_model(self) -> None:
+        """Load a trained model from disk."""
+        if not os.path.exists(self.filename):
+            raise FileNotFoundError(f"Model file not found: {self.filename}")
+
+        logger.info(f"Loading model from {self.filename}")
+        self.model = keras.models.load_model(self.filename)
+
+    def train(
+        self,
+        datafile: str,
+        epochs: int,
+        batch_size: int,
+        test_size: float = 0.1,
+    ) -> tuple[keras.Model, float]:
+        """
+        Train the autoencoder on collected data.
+
+        Args:
+            datafile: Path to CSV file with training data
+            epochs: Number of training epochs
+            batch_size: Training batch size
+            test_size: Fraction of data to use for validation
+
+        Returns:
+            Tuple of (trained model, error threshold)
+        """
+        if not os.path.exists(datafile):
+            raise FileNotFoundError(f"Data file not found: {datafile}")
+
+        logger.info(f"Loading training data from {datafile}")
+
+        # Load and prepare data
+        df = pd.read_csv(datafile)
+        features = df.drop(["sample_time"], axis=1).values
+
+        logger.info(f"Loaded {len(features)} samples with {features.shape[1]} features")
+
+        # Split train/test
+        train_data, test_data = train_test_split(
+            features,
+            test_size=test_size,
+            random_state=42,
+        )
+
+        logger.info(f"Training set: {len(train_data)} samples")
+        logger.info(f"Test set: {len(test_data)} samples")
+
+        # Create and train model
+        self.model = create_autoencoder()
+
+        if self.model is None:
+            raise RuntimeError("Failed to create the autoencoder model.")
+
+        logger.info("Training autoencoder...")
+        self.model.fit(
+            train_data,
+            train_data,
+            validation_data=(test_data, test_data),
+            epochs=epochs,
+            batch_size=batch_size,
+            verbose=1,
+        )
+
+        # Save model (use .keras format for Keras 3.x compatibility)
+        self.model.save(self.filename)
+        logger.info(f"Model saved to {self.filename}")
+
+        # Calculate error threshold from test data
+        threshold = self._calculate_threshold(test_data)
+
+        return self.model, threshold
+
+    def _calculate_threshold(self, test_data: np.ndarray) -> float:
+        """Calculate error threshold from test data."""
+        logger.info(f"Calculating error threshold from {len(test_data)} test samples")
+
+        if self.model is None:
+            raise RuntimeError("Model not loaded. Use load=True or train first.")
+
+        predictions = self.model.predict(test_data, verbose=0)
+        errors = np.abs(test_data - predictions).sum(axis=1)
+
+        return float(errors.max())
+
+    def predict(self, X: list | np.ndarray) -> tuple[np.ndarray, np.ndarray, float]:
+        """
+        Run prediction and return reconstruction error.
+
+        Args:
+            X: Input data (list of feature vectors)
+
+        Returns:
+            Tuple of (reconstructed, per_feature_errors, total_error)
+        """
+        if self.model is None:
+            raise RuntimeError("Model not loaded. Use load=True or train first.")
+
+        X = np.asarray(X, dtype=np.float32)
+        y = self.model.predict(X, verbose=0)
+
+        # Per-feature reconstruction error
+        errors = np.abs(X[0] - y[0])
+        total_error = float(errors.sum())
+
+        return y, errors, total_error
--- a/examples/anomaly-detection/lib/platform.py
+++ b/examples/anomaly-detection/lib/platform.py
@ -0,0 +1,448 @@
+# Copyright 2017 Sasha Goldshtein
+# Copyright 2018 Red Hat, Inc.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""
+syscall.py contains functions useful for mapping between syscall names and numbers
+"""
+
+# Syscall table for Linux x86_64, not very recent. Automatically generated from
+# https://git.kernel.org/pub/scm/linux/kernel/git/stable/linux.git/tree/arch/x86/entry/syscalls/syscall_64.tbl?h=linux-6.17.y
+# using the following command:
+#
+# cat arch/x86/entry/syscalls/syscall_64.tbl \
+#     | awk 'BEGIN    { print "syscalls = {"         }
+#            /^[0-9]/ { print "    "$1": b\""$3"\"," }
+#            END      { print "}"                    }'
+
+SYSCALLS = {
+    0: b"read",
+    1: b"write",
+    2: b"open",
+    3: b"close",
+    4: b"stat",
+    5: b"fstat",
+    6: b"lstat",
+    7: b"poll",
+    8: b"lseek",
+    9: b"mmap",
+    10: b"mprotect",
+    11: b"munmap",
+    12: b"brk",
+    13: b"rt_sigaction",
+    14: b"rt_sigprocmask",
+    15: b"rt_sigreturn",
+    16: b"ioctl",
+    17: b"pread64",
+    18: b"pwrite64",
+    19: b"readv",
+    20: b"writev",
+    21: b"access",
+    22: b"pipe",
+    23: b"select",
+    24: b"sched_yield",
+    25: b"mremap",
+    26: b"msync",
+    27: b"mincore",
+    28: b"madvise",
+    29: b"shmget",
+    30: b"shmat",
+    31: b"shmctl",
+    32: b"dup",
+    33: b"dup2",
+    34: b"pause",
+    35: b"nanosleep",
+    36: b"getitimer",
+    37: b"alarm",
+    38: b"setitimer",
+    39: b"getpid",
+    40: b"sendfile",
+    41: b"socket",
+    42: b"connect",
+    43: b"accept",
+    44: b"sendto",
+    45: b"recvfrom",
+    46: b"sendmsg",
+    47: b"recvmsg",
+    48: b"shutdown",
+    49: b"bind",
+    50: b"listen",
+    51: b"getsockname",
+    52: b"getpeername",
+    53: b"socketpair",
+    54: b"setsockopt",
+    55: b"getsockopt",
+    56: b"clone",
+    57: b"fork",
+    58: b"vfork",
+    59: b"execve",
+    60: b"exit",
+    61: b"wait4",
+    62: b"kill",
+    63: b"uname",
+    64: b"semget",
+    65: b"semop",
+    66: b"semctl",
+    67: b"shmdt",
+    68: b"msgget",
+    69: b"msgsnd",
+    70: b"msgrcv",
+    71: b"msgctl",
+    72: b"fcntl",
+    73: b"flock",
+    74: b"fsync",
+    75: b"fdatasync",
+    76: b"truncate",
+    77: b"ftruncate",
+    78: b"getdents",
+    79: b"getcwd",
+    80: b"chdir",
+    81: b"fchdir",
+    82: b"rename",
+    83: b"mkdir",
+    84: b"rmdir",
+    85: b"creat",
+    86: b"link",
+    87: b"unlink",
+    88: b"symlink",
+    89: b"readlink",
+    90: b"chmod",
+    91: b"fchmod",
+    92: b"chown",
+    93: b"fchown",
+    94: b"lchown",
+    95: b"umask",
+    96: b"gettimeofday",
+    97: b"getrlimit",
+    98: b"getrusage",
+    99: b"sysinfo",
+    100: b"times",
+    101: b"ptrace",
+    102: b"getuid",
+    103: b"syslog",
+    104: b"getgid",
+    105: b"setuid",
+    106: b"setgid",
+    107: b"geteuid",
+    108: b"getegid",
+    109: b"setpgid",
+    110: b"getppid",
+    111: b"getpgrp",
+    112: b"setsid",
+    113: b"setreuid",
+    114: b"setregid",
+    115: b"getgroups",
+    116: b"setgroups",
+    117: b"setresuid",
+    118: b"getresuid",
+    119: b"setresgid",
+    120: b"getresgid",
+    121: b"getpgid",
+    122: b"setfsuid",
+    123: b"setfsgid",
+    124: b"getsid",
+    125: b"capget",
+    126: b"capset",
+    127: b"rt_sigpending",
+    128: b"rt_sigtimedwait",
+    129: b"rt_sigqueueinfo",
+    130: b"rt_sigsuspend",
+    131: b"sigaltstack",
+    132: b"utime",
+    133: b"mknod",
+    134: b"uselib",
+    135: b"personality",
+    136: b"ustat",
+    137: b"statfs",
+    138: b"fstatfs",
+    139: b"sysfs",
+    140: b"getpriority",
+    141: b"setpriority",
+    142: b"sched_setparam",
+    143: b"sched_getparam",
+    144: b"sched_setscheduler",
+    145: b"sched_getscheduler",
+    146: b"sched_get_priority_max",
+    147: b"sched_get_priority_min",
+    148: b"sched_rr_get_interval",
+    149: b"mlock",
+    150: b"munlock",
+    151: b"mlockall",
+    152: b"munlockall",
+    153: b"vhangup",
+    154: b"modify_ldt",
+    155: b"pivot_root",
+    156: b"_sysctl",
+    157: b"prctl",
+    158: b"arch_prctl",
+    159: b"adjtimex",
+    160: b"setrlimit",
+    161: b"chroot",
+    162: b"sync",
+    163: b"acct",
+    164: b"settimeofday",
+    165: b"mount",
+    166: b"umount2",
+    167: b"swapon",
+    168: b"swapoff",
+    169: b"reboot",
+    170: b"sethostname",
+    171: b"setdomainname",
+    172: b"iopl",
+    173: b"ioperm",
+    174: b"create_module",
+    175: b"init_module",
+    176: b"delete_module",
+    177: b"get_kernel_syms",
+    178: b"query_module",
+    179: b"quotactl",
+    180: b"nfsservctl",
+    181: b"getpmsg",
+    182: b"putpmsg",
+    183: b"afs_syscall",
+    184: b"tuxcall",
+    185: b"security",
+    186: b"gettid",
+    187: b"readahead",
+    188: b"setxattr",
+    189: b"lsetxattr",
+    190: b"fsetxattr",
+    191: b"getxattr",
+    192: b"lgetxattr",
+    193: b"fgetxattr",
+    194: b"listxattr",
+    195: b"llistxattr",
+    196: b"flistxattr",
+    197: b"removexattr",
+    198: b"lremovexattr",
+    199: b"fremovexattr",
+    200: b"tkill",
+    201: b"time",
+    202: b"futex",
+    203: b"sched_setaffinity",
+    204: b"sched_getaffinity",
+    205: b"set_thread_area",
+    206: b"io_setup",
+    207: b"io_destroy",
+    208: b"io_getevents",
+    209: b"io_submit",
+    210: b"io_cancel",
+    211: b"get_thread_area",
+    212: b"lookup_dcookie",
+    213: b"epoll_create",
+    214: b"epoll_ctl_old",
+    215: b"epoll_wait_old",
+    216: b"remap_file_pages",
+    217: b"getdents64",
+    218: b"set_tid_address",
+    219: b"restart_syscall",
+    220: b"semtimedop",
+    221: b"fadvise64",
+    222: b"timer_create",
+    223: b"timer_settime",
+    224: b"timer_gettime",
+    225: b"timer_getoverrun",
+    226: b"timer_delete",
+    227: b"clock_settime",
+    228: b"clock_gettime",
+    229: b"clock_getres",
+    230: b"clock_nanosleep",
+    231: b"exit_group",
+    232: b"epoll_wait",
+    233: b"epoll_ctl",
+    234: b"tgkill",
+    235: b"utimes",
+    236: b"vserver",
+    237: b"mbind",
+    238: b"set_mempolicy",
+    239: b"get_mempolicy",
+    240: b"mq_open",
+    241: b"mq_unlink",
+    242: b"mq_timedsend",
+    243: b"mq_timedreceive",
+    244: b"mq_notify",
+    245: b"mq_getsetattr",
+    246: b"kexec_load",
+    247: b"waitid",
+    248: b"add_key",
+    249: b"request_key",
+    250: b"keyctl",
+    251: b"ioprio_set",
+    252: b"ioprio_get",
+    253: b"inotify_init",
+    254: b"inotify_add_watch",
+    255: b"inotify_rm_watch",
+    256: b"migrate_pages",
+    257: b"openat",
+    258: b"mkdirat",
+    259: b"mknodat",
+    260: b"fchownat",
+    261: b"futimesat",
+    262: b"newfstatat",
+    263: b"unlinkat",
+    264: b"renameat",
+    265: b"linkat",
+    266: b"symlinkat",
+    267: b"readlinkat",
+    268: b"fchmodat",
+    269: b"faccessat",
+    270: b"pselect6",
+    271: b"ppoll",
+    272: b"unshare",
+    273: b"set_robust_list",
+    274: b"get_robust_list",
+    275: b"splice",
+    276: b"tee",
+    277: b"sync_file_range",
+    278: b"vmsplice",
+    279: b"move_pages",
+    280: b"utimensat",
+    281: b"epoll_pwait",
+    282: b"signalfd",
+    283: b"timerfd_create",
+    284: b"eventfd",
+    285: b"fallocate",
+    286: b"timerfd_settime",
+    287: b"timerfd_gettime",
+    288: b"accept4",
+    289: b"signalfd4",
+    290: b"eventfd2",
+    291: b"epoll_create1",
+    292: b"dup3",
+    293: b"pipe2",
+    294: b"inotify_init1",
+    295: b"preadv",
+    296: b"pwritev",
+    297: b"rt_tgsigqueueinfo",
+    298: b"perf_event_open",
+    299: b"recvmmsg",
+    300: b"fanotify_init",
+    301: b"fanotify_mark",
+    302: b"prlimit64",
+    303: b"name_to_handle_at",
+    304: b"open_by_handle_at",
+    305: b"clock_adjtime",
+    306: b"syncfs",
+    307: b"sendmmsg",
+    308: b"setns",
+    309: b"getcpu",
+    310: b"process_vm_readv",
+    311: b"process_vm_writev",
+    312: b"kcmp",
+    313: b"finit_module",
+    314: b"sched_setattr",
+    315: b"sched_getattr",
+    316: b"renameat2",
+    317: b"seccomp",
+    318: b"getrandom",
+    319: b"memfd_create",
+    320: b"kexec_file_load",
+    321: b"bpf",
+    322: b"execveat",
+    323: b"userfaultfd",
+    324: b"membarrier",
+    325: b"mlock2",
+    326: b"copy_file_range",
+    327: b"preadv2",
+    328: b"pwritev2",
+    329: b"pkey_mprotect",
+    330: b"pkey_alloc",
+    331: b"pkey_free",
+    332: b"statx",
+    333: b"io_pgetevents",
+    334: b"rseq",
+    335: b"uretprobe",
+    424: b"pidfd_send_signal",
+    425: b"io_uring_setup",
+    426: b"io_uring_enter",
+    427: b"io_uring_register",
+    428: b"open_tree",
+    429: b"move_mount",
+    430: b"fsopen",
+    431: b"fsconfig",
+    432: b"fsmount",
+    433: b"fspick",
+    434: b"pidfd_open",
+    435: b"clone3",
+    436: b"close_range",
+    437: b"openat2",
+    438: b"pidfd_getfd",
+    439: b"faccessat2",
+    440: b"process_madvise",
+    441: b"epoll_pwait2",
+    442: b"mount_setattr",
+    443: b"quotactl_fd",
+    444: b"landlock_create_ruleset",
+    445: b"landlock_add_rule",
+    446: b"landlock_restrict_self",
+    447: b"memfd_secret",
+    448: b"process_mrelease",
+    449: b"futex_waitv",
+    450: b"set_mempolicy_home_node",
+    451: b"cachestat",
+    452: b"fchmodat2",
+    453: b"map_shadow_stack",
+    454: b"futex_wake",
+    455: b"futex_wait",
+    456: b"futex_requeue",
+    457: b"statmount",
+    458: b"listmount",
+    459: b"lsm_get_self_attr",
+    460: b"lsm_set_self_attr",
+    461: b"lsm_list_modules",
+    462: b"mseal",
+    463: b"setxattrat",
+    464: b"getxattrat",
+    465: b"listxattrat",
+    466: b"removexattrat",
+    467: b"open_tree_attr",
+    468: b"file_getattr",
+    469: b"file_setattr",
+    512: b"rt_sigaction",
+    513: b"rt_sigreturn",
+    514: b"ioctl",
+    515: b"readv",
+    516: b"writev",
+    517: b"recvfrom",
+    518: b"sendmsg",
+    519: b"recvmsg",
+    520: b"execve",
+    521: b"ptrace",
+    522: b"rt_sigpending",
+    523: b"rt_sigtimedwait",
+    524: b"rt_sigqueueinfo",
+    525: b"sigaltstack",
+    526: b"timer_create",
+    527: b"mq_notify",
+    528: b"kexec_load",
+    529: b"waitid",
+    530: b"set_robust_list",
+    531: b"get_robust_list",
+    532: b"vmsplice",
+    533: b"move_pages",
+    534: b"preadv",
+    535: b"pwritev",
+    536: b"rt_tgsigqueueinfo",
+    537: b"recvmmsg",
+    538: b"sendmmsg",
+    539: b"process_vm_readv",
+    540: b"process_vm_writev",
+    541: b"setsockopt",
+    542: b"getsockopt",
+    543: b"io_setup",
+    544: b"io_submit",
+    545: b"execveat",
+    546: b"preadv2",
+    547: b"pwritev2",
+}
--- a/examples/anomaly-detection/lib/probe.py
+++ b/examples/anomaly-detection/lib/probe.py
@ -0,0 +1,117 @@
+"""
+PythonBPF eBPF Probe for Syscall Histogram Collection
+"""
+
+from vmlinux import struct_trace_event_raw_sys_enter
+from pythonbpf import bpf, map, section, bpfglobal, BPF
+from pythonbpf.helper import pid
+from pythonbpf.maps import HashMap
+from ctypes import c_int64
+from lib import MAX_SYSCALLS, comm_for_pid
+
+
+@bpf
+@map
+def histogram() -> HashMap:
+    return HashMap(key=c_int64, value=c_int64, max_entries=1024)
+
+
+@bpf
+@map
+def target_pid_map() -> HashMap:
+    return HashMap(key=c_int64, value=c_int64, max_entries=1)
+
+
+@bpf
+@section("tracepoint/raw_syscalls/sys_enter")
+def trace_syscall(ctx: struct_trace_event_raw_sys_enter) -> c_int64:
+    syscall_id = ctx.id
+    current_pid = pid()
+    target = target_pid_map.lookup(0)
+    if target:
+        if current_pid != target:
+            return 0  # type: ignore
+    if syscall_id < 0 or syscall_id >= 548:
+        return 0  # type: ignore
+    count = histogram.lookup(syscall_id)
+    if count:
+        histogram.update(syscall_id, count + 1)
+    else:
+        histogram.update(syscall_id, 1)
+    return 0  # type: ignore
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+ebpf_prog = BPF()
+
+
+class Probe:
+    """
+    Syscall histogram probe for a target process.
+
+    Usage:
+        probe = Probe(target_pid=1234)
+        probe.start()
+        histogram = probe.get_histogram()
+    """
+
+    def __init__(self, target_pid: int, max_syscalls: int = MAX_SYSCALLS):
+        self.target_pid = target_pid
+        self.max_syscalls = max_syscalls
+        self.comm = comm_for_pid(target_pid)
+
+        if self.comm is None:
+            raise ValueError(f"Cannot find process with PID {target_pid}")
+
+        self._bpf = None
+        self._histogram_map = None
+        self._target_map = None
+
+    def start(self):
+        """Compile, load, and attach the BPF probe."""
+        # Compile and load
+        self._bpf = ebpf_prog
+        self._bpf.load()
+        self._bpf.attach_all()
+
+        # Get map references
+        self._histogram_map = self._bpf["histogram"]
+        self._target_map = self._bpf["target_pid_map"]
+
+        # Set target PID in the map
+        self._target_map.update(0, self.target_pid)
+
+        return self
+
+    def get_histogram(self) -> list:
+        """Read current histogram values as a list."""
+        if self._histogram_map is None:
+            raise RuntimeError("Probe not started.  Call start() first.")
+
+        result = [0] * self.max_syscalls
+
+        for syscall_id in range(self.max_syscalls):
+            try:
+                count = self._histogram_map.lookup(syscall_id)
+                if count is not None:
+                    result[syscall_id] = int(count)
+            except Exception:
+                pass
+
+        return result
+
+    def __getitem__(self, syscall_id: int) -> int:
+        """Allow indexing: probe[syscall_id]"""
+        if self._histogram_map is None:
+            raise RuntimeError("Probe not started")
+
+        try:
+            count = self._histogram_map.lookup(syscall_id)
+            return int(count) if count is not None else 0
+        except Exception:
+            return 0
--- a/examples/anomaly-detection/main.py
+++ b/examples/anomaly-detection/main.py
@ -0,0 +1,335 @@
+#!/usr/bin/env python3
+"""
+Process Behavior Anomaly Detection using PythonBPF and Autoencoders
+
+Ported from evilsocket's BCC implementation to PythonBPF.
+https://github.com/evilsocket/ebpf-process-anomaly-detection
+
+Usage:
+    # 1.Learn normal behavior from a process
+    sudo python main.py --learn --pid 1234 --data normal.csv
+
+    # 2.Train the autoencoder (no sudo needed)
+    python main.py --train --data normal.csv --model model.h5
+
+    # 3.Monitor for anomalies
+    sudo python main.py --run --pid 1234 --model model.h5
+"""
+
+import argparse
+import logging
+import os
+import sys
+import time
+from collections import Counter
+
+from lib import MAX_SYSCALLS
+from lib.ml import AutoEncoder
+from lib.platform import SYSCALLS
+from lib.probe import Probe
+
+logging.basicConfig(
+    level=logging.INFO,
+    format="%(asctime)s [%(levelname)s] %(name)s: %(message)s",
+    datefmt="%Y-%m-%d %H:%M:%S",
+)
+logger = logging.getLogger(__name__)
+
+
+def learn(pid: int, data_path: str, poll_interval_ms: int) -> None:
+    """
+    Capture syscall patterns from target process.
+
+    Args:
+        pid: Target process ID
+        data_path: Path to save CSV data
+        poll_interval_ms: Polling interval in milliseconds
+    """
+    if os.path.exists(data_path):
+        logger.error(
+            f"{data_path} already exists.Delete it or use a different filename."
+        )
+        sys.exit(1)
+
+    try:
+        probe = Probe(pid)
+    except ValueError as e:
+        logger.error(str(e))
+        sys.exit(1)
+
+    probe_comm = probe.comm.decode() if probe.comm else "unknown"
+
+    print(f"📊 Learning from process {pid} ({probe_comm})")
+    print(f"📁 Saving data to {data_path}")
+    print(f"⏱️  Polling interval: {poll_interval_ms}ms")
+    print("Press Ctrl+C to stop...\n")
+
+    probe.start()
+
+    prev_histogram = [0.0] * MAX_SYSCALLS
+    prev_report_time = time.time()
+    sample_count = 0
+    poll_interval_sec = poll_interval_ms / 1000.0
+
+    header = "sample_time," + ",".join(f"sys_{i}" for i in range(MAX_SYSCALLS))
+
+    with open(data_path, "w") as fp:
+        fp.write(header + "\n")
+
+        try:
+            while True:
+                histogram = [float(x) for x in probe.get_histogram()]
+
+                if histogram != prev_histogram:
+                    deltas = _compute_deltas(prev_histogram, histogram)
+                    prev_histogram = histogram.copy()
+
+                    row = f"{time.time()},{','.join(map(str, deltas))}"
+                    fp.write(row + "\n")
+                    fp.flush()
+                    sample_count += 1
+
+                now = time.time()
+                if now - prev_report_time >= 1.0:
+                    print(f"  {sample_count} samples saved...")
+                    prev_report_time = now
+
+                time.sleep(poll_interval_sec)
+
+        except KeyboardInterrupt:
+            print(f"\n✅ Stopped. Saved {sample_count} samples to {data_path}")
+
+
+def train(data_path: str, model_path: str, epochs: int, batch_size: int) -> None:
+    """
+    Train autoencoder on captured data.
+
+    Args:
+        data_path: Path to training CSV data
+        model_path: Path to save trained model
+        epochs: Number of training epochs
+        batch_size: Training batch size
+    """
+    if not os.path.exists(data_path):
+        logger.error(f"Data file {data_path} not found.Run --learn first.")
+        sys.exit(1)
+
+    print(f"🧠 Training autoencoder on {data_path}")
+    print(f"   Epochs: {epochs}")
+    print(f"   Batch size: {batch_size}")
+    print()
+
+    ae = AutoEncoder(model_path)
+    _, threshold = ae.train(data_path, epochs, batch_size)
+
+    print()
+    print("=" * 50)
+    print("✅ Training complete!")
+    print(f"   Model saved to: {model_path}")
+    print(f"   Error threshold: {threshold:.6f}")
+    print()
+    print(f"💡 Use --max-error {threshold:.4f} when running detection")
+    print("=" * 50)
+
+
+def run(pid: int, model_path: str, max_error: float, poll_interval_ms: int) -> None:
+    """
+    Monitor process and detect anomalies.
+
+    Args:
+        pid: Target process ID
+        model_path: Path to trained model
+        max_error: Anomaly detection threshold
+        poll_interval_ms: Polling interval in milliseconds
+    """
+    if not os.path.exists(model_path):
+        logger.error(f"Model file {model_path} not found. Run --train first.")
+        sys.exit(1)
+
+    try:
+        probe = Probe(pid)
+    except ValueError as e:
+        logger.error(str(e))
+        sys.exit(1)
+
+    ae = AutoEncoder(model_path, load=True)
+    probe_comm = probe.comm.decode() if probe.comm else "unknown"
+
+    print(f"🔍 Monitoring process {pid} ({probe_comm}) for anomalies")
+    print(f"   Error threshold: {max_error}")
+    print(f"   Polling interval: {poll_interval_ms}ms")
+    print("Press Ctrl+C to stop...\n")
+
+    probe.start()
+
+    prev_histogram = [0.0] * MAX_SYSCALLS
+    anomaly_count = 0
+    check_count = 0
+    poll_interval_sec = poll_interval_ms / 1000.0
+
+    try:
+        while True:
+            histogram = [float(x) for x in probe.get_histogram()]
+
+            if histogram != prev_histogram:
+                deltas = _compute_deltas(prev_histogram, histogram)
+                prev_histogram = histogram.copy()
+                check_count += 1
+
+                _, feat_errors, total_error = ae.predict([deltas])
+
+                if total_error > max_error:
+                    anomaly_count += 1
+                    _report_anomaly(anomaly_count, total_error, max_error, feat_errors)
+
+            time.sleep(poll_interval_sec)
+
+    except KeyboardInterrupt:
+        print("\n✅ Stopped.")
+        print(f"   Checks performed: {check_count}")
+        print(f"   Anomalies detected: {anomaly_count}")
+
+
+def _compute_deltas(prev: list[float], current: list[float]) -> list[float]:
+    """Compute rate of change between two histograms."""
+    deltas = []
+    for p, c in zip(prev, current):
+        if c != 0.0:
+            delta = 1.0 - (p / c)
+        else:
+            delta = 0.0
+        deltas.append(delta)
+    return deltas
+
+
+def _report_anomaly(
+    count: int,
+    total_error: float,
+    threshold: float,
+    feat_errors: list[float],
+) -> None:
+    """Print anomaly report with top offending syscalls."""
+    print(f"🚨 ANOMALY #{count} detected!")
+    print(f"   Total error: {total_error:.4f} (threshold: {threshold})")
+
+    errors_by_syscall = {idx: err for idx, err in enumerate(feat_errors)}
+    top3 = Counter(errors_by_syscall).most_common(3)
+
+    print("   Top anomalous syscalls:")
+    for idx, err in top3:
+        name = SYSCALLS.get(idx, f"syscall_{idx}")
+        print(f"     • {name!r}: {err:.4f}")
+    print()
+
+
+def parse_args() -> argparse.Namespace:
+    """Parse command line arguments."""
+    parser = argparse.ArgumentParser(
+        description="Process anomaly detection with PythonBPF and Autoencoders",
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        epilog="""
+Examples:
+  # Learn from a process (e.g., Firefox) for a few minutes
+  sudo python main.py --learn --pid $(pgrep -o firefox) --data firefox.csv
+
+  # Train the model (no sudo needed)
+  python main.py --train --data firefox.csv --model firefox.h5
+
+  # Monitor the same process for anomalies
+  sudo python main.py --run --pid $(pgrep -o firefox) --model firefox.h5
+
+  # Full workflow for nginx:
+  sudo python main.py --learn --pid $(pgrep -o nginx) --data nginx_normal.csv
+  python main.py --train --data nginx_normal.csv --model nginx.h5 --epochs 100
+  sudo python main.py --run --pid $(pgrep -o nginx) --model nginx.h5 --max-error 0.05
+        """,
+    )
+
+    actions = parser.add_mutually_exclusive_group()
+    actions.add_argument(
+        "--learn",
+        action="store_true",
+        help="Capture syscall patterns from a process",
+    )
+    actions.add_argument(
+        "--train",
+        action="store_true",
+        help="Train autoencoder on captured data",
+    )
+    actions.add_argument(
+        "--run",
+        action="store_true",
+        help="Monitor process for anomalies",
+    )
+
+    parser.add_argument(
+        "--pid",
+        type=int,
+        default=0,
+        help="Target process ID",
+    )
+    parser.add_argument(
+        "--data",
+        default="data.csv",
+        help="CSV file for training data (default: data.csv)",
+    )
+    parser.add_argument(
+        "--model",
+        default="model.keras",
+        help="Model file path (default: model.h5)",
+    )
+    parser.add_argument(
+        "--time",
+        type=int,
+        default=100,
+        help="Polling interval in milliseconds (default: 100)",
+    )
+    parser.add_argument(
+        "--epochs",
+        type=int,
+        default=200,
+        help="Training epochs (default: 200)",
+    )
+    parser.add_argument(
+        "--batch-size",
+        type=int,
+        default=16,
+        help="Training batch size (default: 16)",
+    )
+    parser.add_argument(
+        "--max-error",
+        type=float,
+        default=0.09,
+        help="Anomaly detection threshold (default: 0.09)",
+    )
+
+    return parser.parse_args()
+
+
+def main() -> None:
+    """Main entry point."""
+    args = parse_args()
+
+    if not any([args.learn, args.train, args.run]):
+        print("No action specified.Use --learn, --train, or --run.")
+        print("Run with --help for usage information.")
+        sys.exit(0)
+
+    if args.learn:
+        if args.pid == 0:
+            logger.error("--pid required for --learn")
+            sys.exit(1)
+        learn(args.pid, args.data, args.time)
+
+    elif args.train:
+        train(args.data, args.model, args.epochs, args.batch_size)
+
+    elif args.run:
+        if args.pid == 0:
+            logger.error("--pid required for --run")
+            sys.exit(1)
+        run(args.pid, args.model, args.max_error, args.time)
+
+
+if __name__ == "__main__":
+    main()
--- a/examples/container-monitor/README.md
+++ b/examples/container-monitor/README.md
@ -0,0 +1,49 @@
+# Container Monitor TUI
+
+A beautiful terminal-based container monitoring tool that combines syscall tracking, file I/O monitoring, and network traffic analysis using eBPF.
+
+## Features
+
+- 🎯 **Interactive Cgroup Selection** - Navigate and select cgroups with arrow keys
+- 📊 **Real-time Monitoring** - Live graphs and statistics
+- 🔥 **Syscall Tracking** - Total syscall count per cgroup
+- 💾 **File I/O Monitoring** - Read/write operations and bytes with graphs
+- 🌐 **Network Traffic** - RX/TX packets and bytes with live graphs
+- ⚡ **Efficient Caching** - Reduced /proc lookups for better performance
+- 🎨 **Beautiful TUI** - Clean, colorful terminal interface
+
+## Requirements
+
+- Python 3.7+
+- pythonbpf
+- Root privileges (for eBPF)
+
+## Installation
+
+```bash
+# Ensure you have pythonbpf installed
+pip install pythonbpf
+
+# Run the monitor
+sudo $(which python) container_monitor.py
+```
+
+## Usage
+
+1. **Selection Screen**: Use ↑↓ arrow keys to navigate through cgroups, press ENTER to select
+2. **Monitoring Screen**: View real-time graphs and statistics, press ESC or 'b' to go back
+3. **Exit**: Press 'q' at any time to quit
+
+## Architecture
+
+- `container_monitor.py` - Main BPF program combining all three tracers
+- `data_collector.py` - Data collection, caching, and history management
+- `tui. py` - Terminal user interface with selection and monitoring screens
+
+## BPF Programs
+
+- **vfs_read/vfs_write** - Track file I/O operations
+- **__netif_receive_skb/__dev_queue_xmit** - Track network traffic
+- **raw_syscalls/sys_enter** - Count all syscalls
+
+All programs filter by cgroup ID for per-container monitoring.
--- a/examples/container-monitor/container_monitor.py
+++ b/examples/container-monitor/container_monitor.py
@ -0,0 +1,220 @@
+"""Container Monitor - TUI-based cgroup monitoring combining syscall, file I/O, and network tracking."""
+
+from pythonbpf import bpf, map, section, bpfglobal, struct, BPF
+from pythonbpf.maps import HashMap
+from pythonbpf.helper import get_current_cgroup_id
+from ctypes import c_int32, c_uint64, c_void_p
+from vmlinux import struct_pt_regs, struct_sk_buff
+
+from data_collection import ContainerDataCollector
+from tui import ContainerMonitorTUI
+
+
+# ==================== BPF Structs ====================
+
+
+@bpf
+@struct
+class read_stats:
+    bytes: c_uint64
+    ops: c_uint64
+
+
+@bpf
+@struct
+class write_stats:
+    bytes: c_uint64
+    ops: c_uint64
+
+
+@bpf
+@struct
+class net_stats:
+    rx_packets: c_uint64
+    tx_packets: c_uint64
+    rx_bytes: c_uint64
+    tx_bytes: c_uint64
+
+
+# ==================== BPF Maps ====================
+
+
+@bpf
+@map
+def read_map() -> HashMap:
+    return HashMap(key=c_uint64, value=read_stats, max_entries=1024)
+
+
+@bpf
+@map
+def write_map() -> HashMap:
+    return HashMap(key=c_uint64, value=write_stats, max_entries=1024)
+
+
+@bpf
+@map
+def net_stats_map() -> HashMap:
+    return HashMap(key=c_uint64, value=net_stats, max_entries=1024)
+
+
+@bpf
+@map
+def syscall_count() -> HashMap:
+    return HashMap(key=c_uint64, value=c_uint64, max_entries=1024)
+
+
+# ==================== File I/O Tracing ====================
+
+
+@bpf
+@section("kprobe/vfs_read")
+def trace_read(ctx: struct_pt_regs) -> c_int32:
+    cg = get_current_cgroup_id()
+    count = c_uint64(ctx.dx)
+    ptr = read_map.lookup(cg)
+    if ptr:
+        s = read_stats()
+        s.bytes = ptr.bytes + count
+        s.ops = ptr.ops + 1
+        read_map.update(cg, s)
+    else:
+        s = read_stats()
+        s.bytes = count
+        s.ops = c_uint64(1)
+        read_map.update(cg, s)
+
+    return c_int32(0)
+
+
+@bpf
+@section("kprobe/vfs_write")
+def trace_write(ctx1: struct_pt_regs) -> c_int32:
+    cg = get_current_cgroup_id()
+    count = c_uint64(ctx1.dx)
+    ptr = write_map.lookup(cg)
+
+    if ptr:
+        s = write_stats()
+        s.bytes = ptr.bytes + count
+        s.ops = ptr.ops + 1
+        write_map.update(cg, s)
+    else:
+        s = write_stats()
+        s.bytes = count
+        s.ops = c_uint64(1)
+        write_map.update(cg, s)
+
+    return c_int32(0)
+
+
+# ==================== Network I/O Tracing ====================
+
+
+@bpf
+@section("kprobe/__netif_receive_skb")
+def trace_netif_rx(ctx2: struct_pt_regs) -> c_int32:
+    cgroup_id = get_current_cgroup_id()
+    skb = struct_sk_buff(ctx2.di)
+    pkt_len = c_uint64(skb.len)
+
+    stats_ptr = net_stats_map.lookup(cgroup_id)
+
+    if stats_ptr:
+        stats = net_stats()
+        stats.rx_packets = stats_ptr.rx_packets + 1
+        stats.tx_packets = stats_ptr.tx_packets
+        stats.rx_bytes = stats_ptr.rx_bytes + pkt_len
+        stats.tx_bytes = stats_ptr.tx_bytes
+        net_stats_map.update(cgroup_id, stats)
+    else:
+        stats = net_stats()
+        stats.rx_packets = c_uint64(1)
+        stats.tx_packets = c_uint64(0)
+        stats.rx_bytes = pkt_len
+        stats.tx_bytes = c_uint64(0)
+        net_stats_map.update(cgroup_id, stats)
+
+    return c_int32(0)
+
+
+@bpf
+@section("kprobe/__dev_queue_xmit")
+def trace_dev_xmit(ctx3: struct_pt_regs) -> c_int32:
+    cgroup_id = get_current_cgroup_id()
+    skb = struct_sk_buff(ctx3.di)
+    pkt_len = c_uint64(skb.len)
+
+    stats_ptr = net_stats_map.lookup(cgroup_id)
+
+    if stats_ptr:
+        stats = net_stats()
+        stats.rx_packets = stats_ptr.rx_packets
+        stats.tx_packets = stats_ptr.tx_packets + 1
+        stats.rx_bytes = stats_ptr.rx_bytes
+        stats.tx_bytes = stats_ptr.tx_bytes + pkt_len
+        net_stats_map.update(cgroup_id, stats)
+    else:
+        stats = net_stats()
+        stats.rx_packets = c_uint64(0)
+        stats.tx_packets = c_uint64(1)
+        stats.rx_bytes = c_uint64(0)
+        stats.tx_bytes = pkt_len
+        net_stats_map.update(cgroup_id, stats)
+
+    return c_int32(0)
+
+
+# ==================== Syscall Tracing ====================
+
+
+@bpf
+@section("tracepoint/raw_syscalls/sys_enter")
+def count_syscalls(ctx: c_void_p) -> c_int32:
+    cgroup_id = get_current_cgroup_id()
+    count_ptr = syscall_count.lookup(cgroup_id)
+
+    if count_ptr:
+        new_count = count_ptr + c_uint64(1)
+        syscall_count.update(cgroup_id, new_count)
+    else:
+        syscall_count.update(cgroup_id, c_uint64(1))
+
+    return c_int32(0)
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+# ==================== Main ====================
+
+if __name__ == "__main__":
+    print("🔥 Loading BPF programs...")
+
+    # Load and attach BPF program
+    b = BPF()
+    b.load()
+    b.attach_all()
+
+    # Get map references and enable struct deserialization
+    read_map_ref = b["read_map"]
+    write_map_ref = b["write_map"]
+    net_stats_map_ref = b["net_stats_map"]
+    syscall_count_ref = b["syscall_count"]
+
+    read_map_ref.set_value_struct("read_stats")
+    write_map_ref.set_value_struct("write_stats")
+    net_stats_map_ref.set_value_struct("net_stats")
+
+    print("✅ BPF programs loaded and attached")
+
+    # Setup data collector
+    collector = ContainerDataCollector(
+        read_map_ref, write_map_ref, net_stats_map_ref, syscall_count_ref
+    )
+
+    # Create and run TUI
+    tui = ContainerMonitorTUI(collector)
+    tui.run()
--- a/examples/container-monitor/data_collection.py
+++ b/examples/container-monitor/data_collection.py
@ -0,0 +1,208 @@
+"""Data collection and management for container monitoring."""
+
+import os
+import time
+from pathlib import Path
+from typing import Dict, List, Set, Optional
+from dataclasses import dataclass
+from collections import deque, defaultdict
+
+
+@dataclass
+class CgroupInfo:
+    """Information about a cgroup."""
+
+    id: int
+    name: str
+    path: str
+
+
+@dataclass
+class ContainerStats:
+    """Statistics for a container/cgroup."""
+
+    cgroup_id: int
+    cgroup_name: str
+
+    # File I/O
+    read_ops: int = 0
+    read_bytes: int = 0
+    write_ops: int = 0
+    write_bytes: int = 0
+
+    # Network I/O
+    rx_packets: int = 0
+    rx_bytes: int = 0
+    tx_packets: int = 0
+    tx_bytes: int = 0
+
+    # Syscalls
+    syscall_count: int = 0
+
+    # Timestamp
+    timestamp: float = 0.0
+
+
+class ContainerDataCollector:
+    """Collects and manages container monitoring data from BPF."""
+
+    def __init__(
+        self, read_map, write_map, net_stats_map, syscall_map, history_size: int = 100
+    ):
+        self.read_map = read_map
+        self.write_map = write_map
+        self.net_stats_map = net_stats_map
+        self.syscall_map = syscall_map
+
+        # Caching
+        self._cgroup_cache: Dict[int, CgroupInfo] = {}
+        self._cgroup_cache_time = 0
+        self._cache_ttl = 5.0
+        0  # Refresh cache every 5 seconds
+
+        # Historical data for graphing
+        self._history_size = history_size
+        self._history: Dict[int, deque] = defaultdict(
+            lambda: deque(maxlen=history_size)
+        )
+
+    def get_all_cgroups(self) -> List[CgroupInfo]:
+        """Get all cgroups with caching."""
+        current_time = time.time()
+
+        # Use cached data if still valid
+        if current_time - self._cgroup_cache_time < self._cache_ttl:
+            return list(self._cgroup_cache.values())
+
+        # Refresh cache
+        self._refresh_cgroup_cache()
+        return list(self._cgroup_cache.values())
+
+    def _refresh_cgroup_cache(self):
+        """Refresh the cgroup cache from /proc."""
+        cgroup_map: Dict[int, Set[str]] = defaultdict(set)
+
+        # Scan /proc to find all cgroups
+        for proc_dir in Path("/proc").glob("[0-9]*"):
+            try:
+                cgroup_file = proc_dir / "cgroup"
+                if not cgroup_file.exists():
+                    continue
+
+                with open(cgroup_file) as f:
+                    for line in f:
+                        parts = line.strip().split(":")
+                        if len(parts) >= 3:
+                            cgroup_path = parts[2]
+                            cgroup_mount = f"/sys/fs/cgroup{cgroup_path}"
+
+                            if os.path.exists(cgroup_mount):
+                                stat_info = os.stat(cgroup_mount)
+                                cgroup_id = stat_info.st_ino
+                                cgroup_map[cgroup_id].add(cgroup_path)
+
+            except (PermissionError, FileNotFoundError, OSError):
+                continue
+
+        # Update cache with best names
+        new_cache = {}
+        for cgroup_id, paths in cgroup_map.items():
+            # Pick the most descriptive path
+            best_path = self._get_best_cgroup_path(paths)
+            name = self._get_cgroup_name(best_path)
+
+            new_cache[cgroup_id] = CgroupInfo(id=cgroup_id, name=name, path=best_path)
+
+        self._cgroup_cache = new_cache
+        self._cgroup_cache_time = time.time()
+
+    def _get_best_cgroup_path(self, paths: Set[str]) -> str:
+        """Select the most descriptive cgroup path."""
+        path_list = list(paths)
+
+        # Prefer paths with more components (more specific)
+        # Prefer paths containing docker, podman, etc.
+        for keyword in ["docker", "podman", "kubernetes", "k8s", "systemd"]:
+            for path in path_list:
+                if keyword in path.lower():
+                    return path
+
+        # Return longest path (most specific)
+        return max(path_list, key=lambda p: (len(p.split("/")), len(p)))
+
+    def _get_cgroup_name(self, path: str) -> str:
+        """Extract a friendly name from cgroup path."""
+        if not path or path == "/":
+            return "root"
+
+        # Remove leading/trailing slashes
+        path = path.strip("/")
+
+        # Try to extract container ID or service name
+        parts = path.split("/")
+
+        # For Docker: /docker/<container_id>
+        if "docker" in path.lower():
+            for i, part in enumerate(parts):
+                if part.lower() == "docker" and i + 1 < len(parts):
+                    container_id = parts[i + 1][:12]  # Short ID
+                    return f"docker:{container_id}"
+
+        # For systemd services
+        if "system.slice" in path:
+            for part in parts:
+                if part.endswith(".service"):
+                    return part.replace(".service", "")
+
+        # For user slices
+        if "user.slice" in path:
+            return f"user:{parts[-1]}" if parts else "user"
+
+        # Default: use last component
+        return parts[-1] if parts else path
+
+    def get_stats_for_cgroup(self, cgroup_id: int) -> ContainerStats:
+        """Get current statistics for a specific cgroup."""
+        cgroup_info = self._cgroup_cache.get(cgroup_id)
+        cgroup_name = cgroup_info.name if cgroup_info else f"cgroup-{cgroup_id}"
+
+        stats = ContainerStats(
+            cgroup_id=cgroup_id, cgroup_name=cgroup_name, timestamp=time.time()
+        )
+
+        # Get file I/O stats
+        read_stat = self.read_map.lookup(cgroup_id)
+        if read_stat:
+            stats.read_ops = int(read_stat.ops)
+            stats.read_bytes = int(read_stat.bytes)
+
+        write_stat = self.write_map.lookup(cgroup_id)
+        if write_stat:
+            stats.write_ops = int(write_stat.ops)
+            stats.write_bytes = int(write_stat.bytes)
+
+        # Get network stats
+        net_stat = self.net_stats_map.lookup(cgroup_id)
+        if net_stat:
+            stats.rx_packets = int(net_stat.rx_packets)
+            stats.rx_bytes = int(net_stat.rx_bytes)
+            stats.tx_packets = int(net_stat.tx_packets)
+            stats.tx_bytes = int(net_stat.tx_bytes)
+
+        # Get syscall count
+        syscall_cnt = self.syscall_map.lookup(cgroup_id)
+        if syscall_cnt is not None:
+            stats.syscall_count = int(syscall_cnt)
+
+        # Add to history
+        self._history[cgroup_id].append(stats)
+
+        return stats
+
+    def get_history(self, cgroup_id: int) -> List[ContainerStats]:
+        """Get historical statistics for graphing."""
+        return list(self._history[cgroup_id])
+
+    def get_cgroup_info(self, cgroup_id: int) -> Optional[CgroupInfo]:
+        """Get cached cgroup information."""
+        return self._cgroup_cache.get(cgroup_id)
--- a/examples/container-monitor/tui.py
+++ b/examples/container-monitor/tui.py
@ -0,0 +1,752 @@
+"""Terminal User Interface for container monitoring."""
+
+import time
+import curses
+import threading
+from typing import Optional, List
+from data_collection import ContainerDataCollector
+from web_dashboard import WebDashboard
+
+
+def _safe_addstr(stdscr, y: int, x: int, text: str, *args):
+    """Safely add string to screen with bounds checking."""
+    try:
+        height, width = stdscr.getmaxyx()
+        if 0 <= y < height and 0 <= x < width:
+            # Truncate text to fit
+            max_len = width - x - 1
+            if max_len > 0:
+                stdscr.addstr(y, x, text[:max_len], *args)
+    except curses.error:
+        pass
+
+
+def _draw_fancy_header(stdscr, title: str, subtitle: str):
+    """Draw a fancy header with title and subtitle."""
+    height, width = stdscr.getmaxyx()
+
+    # Top border
+    _safe_addstr(stdscr, 0, 0, "═" * width, curses.color_pair(6) | curses.A_BOLD)
+
+    # Title
+    _safe_addstr(
+        stdscr,
+        0,
+        max(0, (width - len(title)) // 2),
+        f" {title} ",
+        curses.color_pair(6) | curses.A_BOLD,
+    )
+
+    # Subtitle
+    _safe_addstr(
+        stdscr,
+        1,
+        max(0, (width - len(subtitle)) // 2),
+        subtitle,
+        curses.color_pair(1),
+    )
+
+    # Bottom border
+    _safe_addstr(stdscr, 2, 0, "═" * width, curses.color_pair(6))
+
+
+def _draw_metric_box(
+    stdscr,
+    y: int,
+    x: int,
+    width: int,
+    label: str,
+    value: str,
+    detail: str,
+    color_pair: int,
+):
+    """Draw a fancy box for displaying a metric."""
+    height, _ = stdscr.getmaxyx()
+
+    if y + 4 >= height:
+        return
+
+    # Top border
+    _safe_addstr(
+        stdscr, y, x, "┌" + "─" * (width - 2) + "┐", color_pair | curses.A_BOLD
+    )
+
+    # Label
+    _safe_addstr(stdscr, y + 1, x, "│", color_pair | curses.A_BOLD)
+    _safe_addstr(stdscr, y + 1, x + 2, label, color_pair | curses.A_BOLD)
+    _safe_addstr(stdscr, y + 1, x + width - 1, "│", color_pair | curses.A_BOLD)
+
+    # Value
+    _safe_addstr(stdscr, y + 2, x, "│", color_pair | curses.A_BOLD)
+    _safe_addstr(stdscr, y + 2, x + 4, value, curses.color_pair(2) | curses.A_BOLD)
+    _safe_addstr(
+        stdscr,
+        y + 2,
+        min(x + width - len(detail) - 3, x + width - 2),
+        detail,
+        color_pair | curses.A_BOLD,
+    )
+    _safe_addstr(stdscr, y + 2, x + width - 1, "│", color_pair | curses.A_BOLD)
+
+    # Bottom border
+    _safe_addstr(
+        stdscr, y + 3, x, "└" + "─" * (width - 2) + "┘", color_pair | curses.A_BOLD
+    )
+
+
+def _draw_section_header(stdscr, y: int, title: str, color_pair: int):
+    """Draw a section header."""
+    height, width = stdscr.getmaxyx()
+
+    if y >= height:
+        return
+
+    _safe_addstr(stdscr, y, 2, title, curses.color_pair(color_pair) | curses.A_BOLD)
+    _safe_addstr(
+        stdscr,
+        y,
+        len(title) + 3,
+        "─" * (width - len(title) - 5),
+        curses.color_pair(color_pair) | curses.A_BOLD,
+    )
+
+
+def _calculate_rates(history: List) -> dict:
+    """Calculate per-second rates from history."""
+    if len(history) < 2:
+        return {
+            "syscalls_per_sec": 0.0,
+            "rx_bytes_per_sec": 0.0,
+            "tx_bytes_per_sec": 0.0,
+            "rx_pkts_per_sec": 0.0,
+            "tx_pkts_per_sec": 0.0,
+            "read_bytes_per_sec": 0.0,
+            "write_bytes_per_sec": 0.0,
+            "read_ops_per_sec": 0.0,
+            "write_ops_per_sec": 0.0,
+        }
+
+    # Calculate delta between last two samples
+    recent = history[-1]
+    previous = history[-2]
+    time_delta = recent.timestamp - previous.timestamp
+
+    if time_delta <= 0:
+        time_delta = 1.0
+
+    return {
+        "syscalls_per_sec": (recent.syscall_count - previous.syscall_count)
+        / time_delta,
+        "rx_bytes_per_sec": (recent.rx_bytes - previous.rx_bytes) / time_delta,
+        "tx_bytes_per_sec": (recent.tx_bytes - previous.tx_bytes) / time_delta,
+        "rx_pkts_per_sec": (recent.rx_packets - previous.rx_packets) / time_delta,
+        "tx_pkts_per_sec": (recent.tx_packets - previous.tx_packets) / time_delta,
+        "read_bytes_per_sec": (recent.read_bytes - previous.read_bytes) / time_delta,
+        "write_bytes_per_sec": (recent.write_bytes - previous.write_bytes) / time_delta,
+        "read_ops_per_sec": (recent.read_ops - previous.read_ops) / time_delta,
+        "write_ops_per_sec": (recent.write_ops - previous.write_ops) / time_delta,
+    }
+
+
+def _format_bytes(bytes_val: float) -> str:
+    """Format bytes into human-readable string."""
+    if bytes_val < 0:
+        bytes_val = 0
+    for unit in ["B", "KB", "MB", "GB", "TB"]:
+        if bytes_val < 1024.0:
+            return f"{bytes_val:.1f}{unit}"
+        bytes_val /= 1024.0
+    return f"{bytes_val:.1f}PB"
+
+
+def _draw_bar_graph_enhanced(
+    stdscr,
+    y: int,
+    x: int,
+    width: int,
+    height: int,
+    data: List[float],
+    color_pair: int,
+):
+    """Draw an enhanced bar graph with axis and scale."""
+    screen_height, screen_width = stdscr.getmaxyx()
+
+    if not data or width < 2 or y + height >= screen_height:
+        return
+
+    # Calculate statistics
+    max_val = max(data) if max(data) > 0 else 1
+    min_val = min(data)
+    avg_val = sum(data) / len(data)
+
+    # Take last 'width - 12' data points (leave room for Y-axis)
+    graph_width = max(1, width - 12)
+    recent_data = data[-graph_width:] if len(data) > graph_width else data
+
+    # Draw Y-axis labels (with bounds checking)
+    if y < screen_height:
+        _safe_addstr(
+            stdscr, y, x, f"│{_format_bytes(max_val):>9}", curses.color_pair(7)
+        )
+    if y + height // 2 < screen_height:
+        _safe_addstr(
+            stdscr,
+            y + height // 2,
+            x,
+            f"│{_format_bytes(avg_val):>9}",
+            curses.color_pair(7),
+        )
+    if y + height - 1 < screen_height:
+        _safe_addstr(
+            stdscr,
+            y + height - 1,
+            x,
+            f"│{_format_bytes(min_val):>9}",
+            curses.color_pair(7),
+        )
+
+    # Draw bars
+    for row in range(height):
+        if y + row >= screen_height:
+            break
+
+        threshold = (height - row) / height
+        bar_line = ""
+
+        for val in recent_data:
+            normalized = val / max_val if max_val > 0 else 0
+            if normalized >= threshold:
+                bar_line += "█"
+            elif normalized >= threshold - 0.15:
+                bar_line += "▓"
+            elif normalized >= threshold - 0.35:
+                bar_line += "▒"
+            elif normalized >= threshold - 0.5:
+                bar_line += "░"
+            else:
+                bar_line += " "
+
+        _safe_addstr(stdscr, y + row, x + 11, bar_line, color_pair)
+
+    # Draw X-axis
+    if y + height < screen_height:
+        _safe_addstr(
+            stdscr,
+            y + height,
+            x + 10,
+            "├" + "─" * len(recent_data),
+            curses.color_pair(7),
+        )
+        _safe_addstr(
+            stdscr,
+            y + height,
+            x + 10 + len(recent_data),
+            "→ time",
+            curses.color_pair(7),
+        )
+
+
+def _draw_labeled_graph(
+    stdscr,
+    y: int,
+    x: int,
+    width: int,
+    height: int,
+    label: str,
+    rate: str,
+    detail: str,
+    data: List[float],
+    color_pair: int,
+    description: str,
+):
+    """Draw a graph with labels and legend."""
+    screen_height, screen_width = stdscr.getmaxyx()
+
+    if y >= screen_height or y + height + 2 >= screen_height:
+        return
+
+    # Header with metrics
+    _safe_addstr(stdscr, y, x, label, curses.color_pair(1) | curses.A_BOLD)
+    _safe_addstr(stdscr, y, x + len(label) + 2, rate, curses.color_pair(2))
+    _safe_addstr(
+        stdscr, y, x + len(label) + len(rate) + 4, detail, curses.color_pair(7)
+    )
+
+    # Draw the graph
+    if len(data) > 1:
+        _draw_bar_graph_enhanced(stdscr, y + 1, x, width, height, data, color_pair)
+    else:
+        _safe_addstr(stdscr, y + 2, x + 2, "Collecting data...", curses.color_pair(7))
+
+    # Graph legend
+    if y + height + 1 < screen_height:
+        _safe_addstr(
+            stdscr, y + height + 1, x, f"└─ {description}", curses.color_pair(7)
+        )
+
+
+class ContainerMonitorTUI:
+    """TUI for container monitoring with cgroup selection and live graphs."""
+
+    def __init__(self, collector: ContainerDataCollector):
+        self.collector = collector
+        self.selected_cgroup: Optional[int] = None
+        self.current_screen = "selection"  # "selection" or "monitoring"
+        self.selected_index = 0
+        self.scroll_offset = 0
+        self.web_dashboard = None
+        self.web_thread = None
+
+    def run(self):
+        """Run the TUI application."""
+        curses.wrapper(self._main_loop)
+
+    def _main_loop(self, stdscr):
+        """Main curses loop."""
+        # Configure curses
+        curses.curs_set(0)  # Hide cursor
+        stdscr.nodelay(True)  # Non-blocking input
+        stdscr.timeout(100)  # Refresh every 100ms
+
+        # Initialize colors
+        curses.start_color()
+        curses.init_pair(1, curses.COLOR_CYAN, curses.COLOR_BLACK)
+        curses.init_pair(2, curses.COLOR_GREEN, curses.COLOR_BLACK)
+        curses.init_pair(3, curses.COLOR_YELLOW, curses.COLOR_BLACK)
+        curses.init_pair(4, curses.COLOR_RED, curses.COLOR_BLACK)
+        curses.init_pair(5, curses.COLOR_MAGENTA, curses.COLOR_BLACK)
+        curses.init_pair(6, curses.COLOR_WHITE, curses.COLOR_BLUE)
+        curses.init_pair(7, curses.COLOR_BLUE, curses.COLOR_BLACK)
+        curses.init_pair(8, curses.COLOR_WHITE, curses.COLOR_CYAN)
+
+        while True:
+            stdscr.clear()
+
+            try:
+                height, width = stdscr.getmaxyx()
+
+                # Check minimum terminal size
+                if height < 25 or width < 80:
+                    msg = "Terminal too small!   Minimum: 80x25"
+                    stdscr.attron(curses.color_pair(4) | curses.A_BOLD)
+                    stdscr.addstr(
+                        height // 2, max(0, (width - len(msg)) // 2), msg[: width - 1]
+                    )
+                    stdscr.attroff(curses.color_pair(4) | curses.A_BOLD)
+                    stdscr.refresh()
+                    key = stdscr.getch()
+                    if key == ord("q") or key == ord("Q"):
+                        break
+                    continue
+
+                if self.current_screen == "selection":
+                    self._draw_selection_screen(stdscr)
+                elif self.current_screen == "monitoring":
+                    self._draw_monitoring_screen(stdscr)
+
+                stdscr.refresh()
+
+                # Handle input
+                key = stdscr.getch()
+                if key != -1:
+                    if not self._handle_input(key, stdscr):
+                        break  # Exit requested
+
+            except KeyboardInterrupt:
+                break
+            except curses.error:
+                # Curses error - likely terminal too small, just continue
+                pass
+            except Exception as e:
+                # Show error briefly
+                height, width = stdscr.getmaxyx()
+                error_msg = f"Error: {str(e)[: width - 10]}"
+                stdscr.addstr(0, 0, error_msg[: width - 1])
+                stdscr.refresh()
+                time.sleep(1)
+
+    def _draw_selection_screen(self, stdscr):
+        """Draw the cgroup selection screen."""
+        height, width = stdscr.getmaxyx()
+
+        # Draw fancy header box
+        _draw_fancy_header(stdscr, "🐳 CONTAINER MONITOR", "Select a Cgroup to Monitor")
+
+        # Instructions
+        instructions = (
+            "↑↓: Navigate | ENTER: Select | w: Web Mode | q: Quit | r: Refresh"
+        )
+        _safe_addstr(
+            stdscr,
+            3,
+            max(0, (width - len(instructions)) // 2),
+            instructions,
+            curses.color_pair(3),
+        )
+
+        # Get cgroups
+        cgroups = self.collector.get_all_cgroups()
+
+        if not cgroups:
+            msg = "No cgroups found. Waiting for activity..."
+            _safe_addstr(
+                stdscr,
+                height // 2,
+                max(0, (width - len(msg)) // 2),
+                msg,
+                curses.color_pair(4),
+            )
+            return
+
+        # Sort cgroups by name
+        cgroups.sort(key=lambda c: c.name)
+
+        # Adjust selection bounds
+        if self.selected_index >= len(cgroups):
+            self.selected_index = len(cgroups) - 1
+        if self.selected_index < 0:
+            self.selected_index = 0
+
+        # Calculate visible range
+        list_height = max(1, height - 8)
+        if self.selected_index < self.scroll_offset:
+            self.scroll_offset = self.selected_index
+        elif self.selected_index >= self.scroll_offset + list_height:
+            self.scroll_offset = self.selected_index - list_height + 1
+
+        # Calculate max name length and ID width for alignment
+        max_name_len = min(50, max(len(cg.name) for cg in cgroups))
+        max_id_len = max(len(str(cg.id)) for cg in cgroups)
+
+        # Draw cgroup list with fancy borders
+        start_y = 5
+        _safe_addstr(
+            stdscr, start_y, 2, "╔" + "═" * (width - 6) + "╗", curses.color_pair(1)
+        )
+
+        # Header row
+        header = f"   {'CGROUP NAME':<{max_name_len}} │ {'ID':>{max_id_len}} "
+        _safe_addstr(stdscr, start_y + 1, 2, "║", curses.color_pair(1))
+        _safe_addstr(
+            stdscr, start_y + 1, 3, header, curses.color_pair(1) | curses.A_BOLD
+        )
+        _safe_addstr(stdscr, start_y + 1, width - 3, "║", curses.color_pair(1))
+
+        # Separator
+        _safe_addstr(
+            stdscr, start_y + 2, 2, "╟" + "─" * (width - 6) + "╢", curses.color_pair(1)
+        )
+
+        for i in range(list_height):
+            idx = self.scroll_offset + i
+            y = start_y + 3 + i
+
+            if y >= height - 2:
+                break
+
+            _safe_addstr(stdscr, y, 2, "║", curses.color_pair(1))
+            _safe_addstr(stdscr, y, width - 3, "║", curses.color_pair(1))
+
+            if idx >= len(cgroups):
+                continue
+
+            cgroup = cgroups[idx]
+
+            # Truncate name if too long
+            display_name = (
+                cgroup.name
+                if len(cgroup.name) <= max_name_len
+                else cgroup.name[: max_name_len - 3] + "..."
+            )
+
+            if idx == self.selected_index:
+                # Highlight selected with proper alignment
+                line = f" ► {display_name:<{max_name_len}} │ {cgroup.id:>{max_id_len}} "
+                _safe_addstr(stdscr, y, 3, line, curses.color_pair(8) | curses.A_BOLD)
+            else:
+                line = f"   {display_name:<{max_name_len}} │ {cgroup.id:>{max_id_len}} "
+                _safe_addstr(stdscr, y, 3, line, curses.color_pair(7))
+
+        # Bottom border
+        bottom_y = min(start_y + 3 + list_height, height - 3)
+        _safe_addstr(
+            stdscr, bottom_y, 2, "╚" + "═" * (width - 6) + "╝", curses.color_pair(1)
+        )
+
+        # Footer
+        footer = f"Total: {len(cgroups)} cgroups"
+        if len(cgroups) > list_height:
+            footer += f" │ Showing {self.scroll_offset + 1}-{min(self.scroll_offset + list_height, len(cgroups))}"
+        _safe_addstr(
+            stdscr,
+            height - 2,
+            max(0, (width - len(footer)) // 2),
+            footer,
+            curses.color_pair(1),
+        )
+
+    def _draw_monitoring_screen(self, stdscr):
+        """Draw the monitoring screen for selected cgroup."""
+        height, width = stdscr.getmaxyx()
+
+        if self.selected_cgroup is None:
+            return
+
+        # Get current stats
+        stats = self.collector.get_stats_for_cgroup(self.selected_cgroup)
+        history = self.collector.get_history(self.selected_cgroup)
+
+        # Draw fancy header
+        _draw_fancy_header(
+            stdscr, f"📊 {stats.cgroup_name[:40]}", "Live Performance Metrics"
+        )
+
+        # Instructions
+        instructions = "ESC/b: Back to List | w: Web Mode | q: Quit"
+        _safe_addstr(
+            stdscr,
+            3,
+            max(0, (width - len(instructions)) // 2),
+            instructions,
+            curses.color_pair(3),
+        )
+
+        # Calculate metrics for rate display
+        rates = _calculate_rates(history)
+
+        y = 5
+
+        # Syscall count in a fancy box
+        if y + 4 < height:
+            _draw_metric_box(
+                stdscr,
+                y,
+                2,
+                min(width - 4, 80),
+                "⚡ SYSTEM CALLS",
+                f"{stats.syscall_count:,}",
+                f"Rate: {rates['syscalls_per_sec']:.1f}/sec",
+                curses.color_pair(5),
+            )
+        y += 4
+
+        # Network I/O Section
+        if y + 8 < height:
+            _draw_section_header(stdscr, y, "🌐 NETWORK I/O", 1)
+            y += 1
+
+            # RX graph
+            rx_label = f"RX: {_format_bytes(stats.rx_bytes)}"
+            rx_rate = f"{_format_bytes(rates['rx_bytes_per_sec'])}/s"
+            rx_pkts = f"{stats.rx_packets:,} pkts ({rates['rx_pkts_per_sec']:.1f}/s)"
+
+            _draw_labeled_graph(
+                stdscr,
+                y,
+                2,
+                width - 4,
+                4,
+                rx_label,
+                rx_rate,
+                rx_pkts,
+                [s.rx_bytes for s in history],
+                curses.color_pair(2),
+                "Received Traffic (last 100 samples)",
+            )
+            y += 6
+
+        # TX graph
+        if y + 8 < height:
+            tx_label = f"TX: {_format_bytes(stats.tx_bytes)}"
+            tx_rate = f"{_format_bytes(rates['tx_bytes_per_sec'])}/s"
+            tx_pkts = f"{stats.tx_packets:,} pkts ({rates['tx_pkts_per_sec']:.1f}/s)"
+
+            _draw_labeled_graph(
+                stdscr,
+                y,
+                2,
+                width - 4,
+                4,
+                tx_label,
+                tx_rate,
+                tx_pkts,
+                [s.tx_bytes for s in history],
+                curses.color_pair(3),
+                "Transmitted Traffic (last 100 samples)",
+            )
+            y += 6
+
+        # File I/O Section
+        if y + 8 < height:
+            _draw_section_header(stdscr, y, "💾 FILE I/O", 1)
+            y += 1
+
+            # Read graph
+            read_label = f"READ: {_format_bytes(stats.read_bytes)}"
+            read_rate = f"{_format_bytes(rates['read_bytes_per_sec'])}/s"
+            read_ops = f"{stats.read_ops:,} ops ({rates['read_ops_per_sec']:.1f}/s)"
+
+            _draw_labeled_graph(
+                stdscr,
+                y,
+                2,
+                width - 4,
+                4,
+                read_label,
+                read_rate,
+                read_ops,
+                [s.read_bytes for s in history],
+                curses.color_pair(4),
+                "Read Operations (last 100 samples)",
+            )
+            y += 6
+
+        # Write graph
+        if y + 8 < height:
+            write_label = f"WRITE: {_format_bytes(stats.write_bytes)}"
+            write_rate = f"{_format_bytes(rates['write_bytes_per_sec'])}/s"
+            write_ops = f"{stats.write_ops:,} ops ({rates['write_ops_per_sec']:.1f}/s)"
+
+            _draw_labeled_graph(
+                stdscr,
+                y,
+                2,
+                width - 4,
+                4,
+                write_label,
+                write_rate,
+                write_ops,
+                [s.write_bytes for s in history],
+                curses.color_pair(5),
+                "Write Operations (last 100 samples)",
+            )
+
+    def _launch_web_mode(self, stdscr):
+        """Launch web dashboard mode."""
+        height, width = stdscr.getmaxyx()
+
+        # Show transition message
+        stdscr.clear()
+
+        msg1 = "🌐 LAUNCHING WEB DASHBOARD"
+        _safe_addstr(
+            stdscr,
+            height // 2 - 2,
+            max(0, (width - len(msg1)) // 2),
+            msg1,
+            curses.color_pair(6) | curses.A_BOLD,
+        )
+
+        msg2 = "Server starting at http://localhost:8050"
+        _safe_addstr(
+            stdscr,
+            height // 2,
+            max(0, (width - len(msg2)) // 2),
+            msg2,
+            curses.color_pair(2),
+        )
+
+        msg3 = "Press 'q' to stop web server and return to TUI"
+        _safe_addstr(
+            stdscr,
+            height // 2 + 2,
+            max(0, (width - len(msg3)) // 2),
+            msg3,
+            curses.color_pair(3),
+        )
+
+        stdscr.refresh()
+        time.sleep(1)
+
+        try:
+            # Create and start web dashboard
+            self.web_dashboard = WebDashboard(
+                self.collector, selected_cgroup=self.selected_cgroup
+            )
+
+            # Start in background thread
+            self.web_thread = threading.Thread(
+                target=self.web_dashboard.run, daemon=True
+            )
+            self.web_thread.start()
+
+            time.sleep(2)  # Give server time to start
+
+            # Wait for user to press 'q' to return
+            msg4 = "Web dashboard running at http://localhost:8050"
+            msg5 = "Press 'q' to return to TUI"
+            _safe_addstr(
+                stdscr,
+                height // 2 + 4,
+                max(0, (width - len(msg4)) // 2),
+                msg4,
+                curses.color_pair(1) | curses.A_BOLD,
+            )
+            _safe_addstr(
+                stdscr,
+                height // 2 + 5,
+                max(0, (width - len(msg5)) // 2),
+                msg5,
+                curses.color_pair(3) | curses.A_BOLD,
+            )
+            stdscr.refresh()
+
+            stdscr.nodelay(False)  # Blocking mode
+            while True:
+                key = stdscr.getch()
+                if key == ord("q") or key == ord("Q"):
+                    break
+
+            # Stop web server
+            if self.web_dashboard:
+                self.web_dashboard.stop()
+
+        except Exception as e:
+            error_msg = f"Error starting web dashboard: {str(e)}"
+            _safe_addstr(
+                stdscr,
+                height // 2 + 4,
+                max(0, (width - len(error_msg)) // 2),
+                error_msg,
+                curses.color_pair(4),
+            )
+            stdscr.refresh()
+            time.sleep(3)
+
+        # Restore TUI settings
+        stdscr.nodelay(True)
+        stdscr.timeout(100)
+
+    def _handle_input(self, key: int, stdscr) -> bool:
+        """Handle keyboard input. Returns False to exit."""
+        if key == ord("q") or key == ord("Q"):
+            return False  # Exit
+
+        if key == ord("w") or key == ord("W"):
+            # Launch web mode
+            self._launch_web_mode(stdscr)
+            return True
+
+        if self.current_screen == "selection":
+            if key == curses.KEY_UP:
+                self.selected_index = max(0, self.selected_index - 1)
+            elif key == curses.KEY_DOWN:
+                cgroups = self.collector.get_all_cgroups()
+                self.selected_index = min(len(cgroups) - 1, self.selected_index + 1)
+            elif key == ord("\n") or key == curses.KEY_ENTER or key == 10:
+                # Select cgroup
+                cgroups = self.collector.get_all_cgroups()
+                if cgroups and 0 <= self.selected_index < len(cgroups):
+                    cgroups.sort(key=lambda c: c.name)
+                    self.selected_cgroup = cgroups[self.selected_index].id
+                    self.current_screen = "monitoring"
+            elif key == ord("r") or key == ord("R"):
+                # Force refresh cache
+                self.collector._cgroup_cache_time = 0
+
+        elif self.current_screen == "monitoring":
+            if key == 27 or key == ord("b") or key == ord("B"):  # ESC or 'b'
+                self.current_screen = "selection"
+                self.selected_cgroup = None
+
+        return True  # Continue running
--- a/examples/container-monitor/web_dashboard.py
+++ b/examples/container-monitor/web_dashboard.py
@ -0,0 +1,826 @@
+"""Beautiful web dashboard for container monitoring using Plotly Dash."""
+
+import dash
+from dash import dcc, html
+from dash.dependencies import Input, Output
+import plotly.graph_objects as go
+from plotly.subplots import make_subplots
+from typing import Optional
+from data_collection import ContainerDataCollector
+
+
+class WebDashboard:
+    """Beautiful web dashboard for container monitoring."""
+
+    def __init__(
+        self,
+        collector: ContainerDataCollector,
+        selected_cgroup: Optional[int] = None,
+        host: str = "0.0.0.0",
+        port: int = 8050,
+    ):
+        self.collector = collector
+        self.selected_cgroup = selected_cgroup
+        self.host = host
+        self.port = port
+
+        # Suppress Dash dev tools and debug output
+        self.app = dash.Dash(
+            __name__,
+            title="pythonBPF Container Monitor",
+            suppress_callback_exceptions=True,
+        )
+
+        self._setup_layout()
+        self._setup_callbacks()
+        self._running = False
+
+    def _setup_layout(self):
+        """Create the dashboard layout."""
+        self.app.layout = html.Div(
+            [
+                # Futuristic Header with pythonBPF branding
+                html.Div(
+                    [
+                        html.Div(
+                            [
+                                html.Div(
+                                    [
+                                        html.Span(
+                                            "python",
+                                            style={
+                                                "fontSize": "52px",
+                                                "fontWeight": "300",
+                                                "color": "#00ff88",
+                                                "fontFamily": "'Courier New', monospace",
+                                                "textShadow": "0 0 20px rgba(0,255,136,0.5)",
+                                            },
+                                        ),
+                                        html.Span(
+                                            "BPF",
+                                            style={
+                                                "fontSize": "52px",
+                                                "fontWeight": "900",
+                                                "color": "#00d4ff",
+                                                "fontFamily": "'Courier New', monospace",
+                                                "textShadow": "0 0 20px rgba(0,212,255,0.5)",
+                                            },
+                                        ),
+                                    ],
+                                    style={"marginBottom": "5px"},
+                                ),
+                                html.Div(
+                                    "CONTAINER PERFORMANCE MONITOR",
+                                    style={
+                                        "fontSize": "16px",
+                                        "letterSpacing": "8px",
+                                        "color": "#8899ff",
+                                        "fontWeight": "300",
+                                        "fontFamily": "'Courier New', monospace",
+                                    },
+                                ),
+                            ],
+                            style={
+                                "textAlign": "center",
+                            },
+                        ),
+                        html.Div(
+                            id="cgroup-name",
+                            style={
+                                "textAlign": "center",
+                                "color": "#00ff88",
+                                "fontSize": "20px",
+                                "marginTop": "15px",
+                                "fontFamily": "'Courier New', monospace",
+                                "fontWeight": "bold",
+                                "textShadow": "0 0 10px rgba(0,255,136,0.3)",
+                            },
+                        ),
+                    ],
+                    style={
+                        "background": "linear-gradient(135deg, #0a0e27 0%, #1a1f3a 50%, #0a0e27 100%)",
+                        "padding": "40px 20px",
+                        "borderRadius": "0",
+                        "marginBottom": "0",
+                        "boxShadow": "0 10px 40px rgba(0,212,255,0.2)",
+                        "border": "1px solid rgba(0,212,255,0.3)",
+                        "borderTop": "3px solid #00d4ff",
+                        "borderBottom": "3px solid #00ff88",
+                        "position": "relative",
+                        "overflow": "hidden",
+                    },
+                ),
+                # Cgroup selector (if no cgroup selected)
+                html.Div(
+                    [
+                        html.Label(
+                            "SELECT CGROUP:",
+                            style={
+                                "fontSize": "14px",
+                                "fontWeight": "bold",
+                                "color": "#00d4ff",
+                                "marginRight": "15px",
+                                "fontFamily": "'Courier New', monospace",
+                                "letterSpacing": "2px",
+                            },
+                        ),
+                        dcc.Dropdown(
+                            id="cgroup-selector",
+                            style={
+                                "width": "600px",
+                                "display": "inline-block",
+                                "background": "#1a1f3a",
+                                "border": "1px solid #00d4ff",
+                            },
+                        ),
+                    ],
+                    id="selector-container",
+                    style={
+                        "textAlign": "center",
+                        "marginTop": "30px",
+                        "marginBottom": "30px",
+                        "padding": "20px",
+                        "background": "rgba(26,31,58,0.5)",
+                        "borderRadius": "10px",
+                        "border": "1px solid rgba(0,212,255,0.2)",
+                        "display": "block" if self.selected_cgroup is None else "none",
+                    },
+                ),
+                # Stats cards row
+                html.Div(
+                    [
+                        self._create_stat_card(
+                            "syscall-card", "⚡ SYSCALLS", "#00ff88"
+                        ),
+                        self._create_stat_card("network-card", "🌐 NETWORK", "#00d4ff"),
+                        self._create_stat_card("file-card", "💾 FILE I/O", "#ff0088"),
+                    ],
+                    style={
+                        "display": "flex",
+                        "justifyContent": "space-around",
+                        "marginBottom": "30px",
+                        "marginTop": "30px",
+                        "gap": "25px",
+                        "flexWrap": "wrap",
+                        "padding": "0 20px",
+                    },
+                ),
+                # Graphs container
+                html.Div(
+                    [
+                        # Network graphs
+                        html.Div(
+                            [
+                                html.Div(
+                                    [
+                                        html.Span("🌐 ", style={"fontSize": "24px"}),
+                                        html.Span(
+                                            "NETWORK",
+                                            style={
+                                                "fontFamily": "'Courier New', monospace",
+                                                "letterSpacing": "3px",
+                                                "fontWeight": "bold",
+                                            },
+                                        ),
+                                        html.Span(
+                                            " I/O",
+                                            style={
+                                                "fontFamily": "'Courier New', monospace",
+                                                "letterSpacing": "3px",
+                                                "color": "#00d4ff",
+                                            },
+                                        ),
+                                    ],
+                                    style={
+                                        "color": "#ffffff",
+                                        "fontSize": "20px",
+                                        "borderBottom": "2px solid #00d4ff",
+                                        "paddingBottom": "15px",
+                                        "marginBottom": "25px",
+                                        "textShadow": "0 0 10px rgba(0,212,255,0.3)",
+                                    },
+                                ),
+                                dcc.Graph(
+                                    id="network-graph", style={"height": "400px"}
+                                ),
+                            ],
+                            style={
+                                "background": "linear-gradient(135deg, #0a0e27 0%, #1a1f3a 100%)",
+                                "padding": "30px",
+                                "borderRadius": "15px",
+                                "boxShadow": "0 8px 32px rgba(0,212,255,0.15)",
+                                "marginBottom": "30px",
+                                "border": "1px solid rgba(0,212,255,0.2)",
+                            },
+                        ),
+                        # File I/O graphs
+                        html.Div(
+                            [
+                                html.Div(
+                                    [
+                                        html.Span("💾 ", style={"fontSize": "24px"}),
+                                        html.Span(
+                                            "FILE",
+                                            style={
+                                                "fontFamily": "'Courier New', monospace",
+                                                "letterSpacing": "3px",
+                                                "fontWeight": "bold",
+                                            },
+                                        ),
+                                        html.Span(
+                                            " I/O",
+                                            style={
+                                                "fontFamily": "'Courier New', monospace",
+                                                "letterSpacing": "3px",
+                                                "color": "#ff0088",
+                                            },
+                                        ),
+                                    ],
+                                    style={
+                                        "color": "#ffffff",
+                                        "fontSize": "20px",
+                                        "borderBottom": "2px solid #ff0088",
+                                        "paddingBottom": "15px",
+                                        "marginBottom": "25px",
+                                        "textShadow": "0 0 10px rgba(255,0,136,0.3)",
+                                    },
+                                ),
+                                dcc.Graph(
+                                    id="file-io-graph", style={"height": "400px"}
+                                ),
+                            ],
+                            style={
+                                "background": "linear-gradient(135deg, #0a0e27 0%, #1a1f3a 100%)",
+                                "padding": "30px",
+                                "borderRadius": "15px",
+                                "boxShadow": "0 8px 32px rgba(255,0,136,0.15)",
+                                "marginBottom": "30px",
+                                "border": "1px solid rgba(255,0,136,0.2)",
+                            },
+                        ),
+                        # Combined time series
+                        html.Div(
+                            [
+                                html.Div(
+                                    [
+                                        html.Span("📈 ", style={"fontSize": "24px"}),
+                                        html.Span(
+                                            "REAL-TIME",
+                                            style={
+                                                "fontFamily": "'Courier New', monospace",
+                                                "letterSpacing": "3px",
+                                                "fontWeight": "bold",
+                                            },
+                                        ),
+                                        html.Span(
+                                            " METRICS",
+                                            style={
+                                                "fontFamily": "'Courier New', monospace",
+                                                "letterSpacing": "3px",
+                                                "color": "#00ff88",
+                                            },
+                                        ),
+                                    ],
+                                    style={
+                                        "color": "#ffffff",
+                                        "fontSize": "20px",
+                                        "borderBottom": "2px solid #00ff88",
+                                        "paddingBottom": "15px",
+                                        "marginBottom": "25px",
+                                        "textShadow": "0 0 10px rgba(0,255,136,0.3)",
+                                    },
+                                ),
+                                dcc.Graph(
+                                    id="timeseries-graph", style={"height": "500px"}
+                                ),
+                            ],
+                            style={
+                                "background": "linear-gradient(135deg, #0a0e27 0%, #1a1f3a 100%)",
+                                "padding": "30px",
+                                "borderRadius": "15px",
+                                "boxShadow": "0 8px 32px rgba(0,255,136,0.15)",
+                                "border": "1px solid rgba(0,255,136,0.2)",
+                            },
+                        ),
+                    ],
+                    style={"padding": "0 20px"},
+                ),
+                # Footer with pythonBPF branding
+                html.Div(
+                    [
+                        html.Div(
+                            [
+                                html.Span(
+                                    "Powered by ",
+                                    style={"color": "#8899ff", "fontSize": "12px"},
+                                ),
+                                html.Span(
+                                    "pythonBPF",
+                                    style={
+                                        "color": "#00d4ff",
+                                        "fontSize": "14px",
+                                        "fontWeight": "bold",
+                                        "fontFamily": "'Courier New', monospace",
+                                    },
+                                ),
+                                html.Span(
+                                    " | eBPF Container Monitoring",
+                                    style={
+                                        "color": "#8899ff",
+                                        "fontSize": "12px",
+                                        "marginLeft": "10px",
+                                    },
+                                ),
+                            ]
+                        )
+                    ],
+                    style={
+                        "textAlign": "center",
+                        "padding": "20px",
+                        "marginTop": "40px",
+                        "background": "linear-gradient(135deg, #0a0e27 0%, #1a1f3a 100%)",
+                        "borderTop": "1px solid rgba(0,212,255,0.2)",
+                    },
+                ),
+                # Auto-update interval
+                dcc.Interval(id="interval-component", interval=1000, n_intervals=0),
+            ],
+            style={
+                "padding": "0",
+                "fontFamily": "'Segoe UI', 'Courier New', monospace",
+                "background": "linear-gradient(to bottom, #050813 0%, #0a0e27 100%)",
+                "minHeight": "100vh",
+                "margin": "0",
+            },
+        )
+
+    def _create_stat_card(self, card_id: str, title: str, color: str):
+        """Create a statistics card with futuristic styling."""
+        return html.Div(
+            [
+                html.H3(
+                    title,
+                    style={
+                        "color": color,
+                        "fontSize": "16px",
+                        "marginBottom": "20px",
+                        "fontWeight": "bold",
+                        "fontFamily": "'Courier New', monospace",
+                        "letterSpacing": "2px",
+                        "textShadow": f"0 0 10px {color}50",
+                    },
+                ),
+                html.Div(
+                    [
+                        html.Div(
+                            id=f"{card_id}-value",
+                            style={
+                                "fontSize": "42px",
+                                "fontWeight": "bold",
+                                "color": "#ffffff",
+                                "marginBottom": "10px",
+                                "fontFamily": "'Courier New', monospace",
+                                "textShadow": f"0 0 20px {color}40",
+                            },
+                        ),
+                        html.Div(
+                            id=f"{card_id}-rate",
+                            style={
+                                "fontSize": "14px",
+                                "color": "#8899ff",
+                                "fontFamily": "'Courier New', monospace",
+                            },
+                        ),
+                    ]
+                ),
+            ],
+            style={
+                "flex": "1",
+                "minWidth": "280px",
+                "background": "linear-gradient(135deg, #0a0e27 0%, #1a1f3a 100%)",
+                "padding": "30px",
+                "borderRadius": "15px",
+                "boxShadow": f"0 8px 32px {color}20",
+                "border": f"1px solid {color}40",
+                "borderLeft": f"4px solid {color}",
+                "transition": "transform 0.3s, box-shadow 0.3s",
+                "position": "relative",
+                "overflow": "hidden",
+            },
+        )
+
+    def _setup_callbacks(self):
+        """Setup dashboard callbacks."""
+
+        @self.app.callback(
+            [Output("cgroup-selector", "options"), Output("cgroup-selector", "value")],
+            [Input("interval-component", "n_intervals")],
+        )
+        def update_cgroup_selector(n):
+            if self.selected_cgroup is not None:
+                return [], self.selected_cgroup
+
+            cgroups = self.collector.get_all_cgroups()
+            options = [
+                {"label": f"{cg.name} (ID: {cg.id})", "value": cg.id}
+                for cg in sorted(cgroups, key=lambda c: c.name)
+            ]
+            value = options[0]["value"] if options else None
+
+            if value and self.selected_cgroup is None:
+                self.selected_cgroup = value
+
+            return options, self.selected_cgroup
+
+        @self.app.callback(
+            Output("cgroup-selector", "value", allow_duplicate=True),
+            [Input("cgroup-selector", "value")],
+            prevent_initial_call=True,
+        )
+        def select_cgroup(value):
+            if value:
+                self.selected_cgroup = value
+            return value
+
+        @self.app.callback(
+            [
+                Output("cgroup-name", "children"),
+                Output("syscall-card-value", "children"),
+                Output("syscall-card-rate", "children"),
+                Output("network-card-value", "children"),
+                Output("network-card-rate", "children"),
+                Output("file-card-value", "children"),
+                Output("file-card-rate", "children"),
+                Output("network-graph", "figure"),
+                Output("file-io-graph", "figure"),
+                Output("timeseries-graph", "figure"),
+            ],
+            [Input("interval-component", "n_intervals")],
+        )
+        def update_dashboard(n):
+            if self.selected_cgroup is None:
+                empty_fig = self._create_empty_figure(
+                    "Select a cgroup to begin monitoring"
+                )
+                return (
+                    "SELECT A CGROUP TO START",
+                    "0",
+                    "",
+                    "0 B",
+                    "",
+                    "0 B",
+                    "",
+                    empty_fig,
+                    empty_fig,
+                    empty_fig,
+                )
+
+            try:
+                stats = self.collector.get_stats_for_cgroup(self.selected_cgroup)
+                history = self.collector.get_history(self.selected_cgroup)
+                rates = self._calculate_rates(history)
+
+                return (
+                    f"► {stats.cgroup_name}",
+                    f"{stats.syscall_count:,}",
+                    f"{rates['syscalls_per_sec']:.1f} calls/sec",
+                    f"{self._format_bytes(stats.rx_bytes + stats.tx_bytes)}",
+                    f"↓ {self._format_bytes(rates['rx_bytes_per_sec'])}/s  ↑ {self._format_bytes(rates['tx_bytes_per_sec'])}/s",
+                    f"{self._format_bytes(stats.read_bytes + stats.write_bytes)}",
+                    f"R: {self._format_bytes(rates['read_bytes_per_sec'])}/s  W: {self._format_bytes(rates['write_bytes_per_sec'])}/s",
+                    self._create_network_graph(history),
+                    self._create_file_io_graph(history),
+                    self._create_timeseries_graph(history),
+                )
+            except Exception as e:
+                empty_fig = self._create_empty_figure(f"Error: {str(e)}")
+                return (
+                    "ERROR",
+                    "0",
+                    str(e),
+                    "0 B",
+                    "",
+                    "0 B",
+                    "",
+                    empty_fig,
+                    empty_fig,
+                    empty_fig,
+                )
+
+    def _create_empty_figure(self, message: str):
+        """Create an empty figure with a message."""
+        fig = go.Figure()
+        fig.update_layout(
+            title=message,
+            template="plotly_dark",
+            paper_bgcolor="#0a0e27",
+            plot_bgcolor="#0a0e27",
+            font=dict(color="#8899ff", family="Courier New, monospace"),
+        )
+        return fig
+
+    def _create_network_graph(self, history):
+        """Create network I/O graph with futuristic styling."""
+        if len(history) < 2:
+            return self._create_empty_figure("Collecting data...")
+
+        times = [i for i in range(len(history))]
+        rx_bytes = [s.rx_bytes for s in history]
+        tx_bytes = [s.tx_bytes for s in history]
+
+        fig = make_subplots(
+            rows=2,
+            cols=1,
+            subplot_titles=("RECEIVED (RX)", "TRANSMITTED (TX)"),
+            vertical_spacing=0.15,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=rx_bytes,
+                mode="lines",
+                name="RX",
+                fill="tozeroy",
+                line=dict(color="#00d4ff", width=3, shape="spline"),
+                fillcolor="rgba(0, 212, 255, 0.2)",
+            ),
+            row=1,
+            col=1,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=tx_bytes,
+                mode="lines",
+                name="TX",
+                fill="tozeroy",
+                line=dict(color="#00ff88", width=3, shape="spline"),
+                fillcolor="rgba(0, 255, 136, 0.2)",
+            ),
+            row=2,
+            col=1,
+        )
+
+        fig.update_xaxes(title_text="Time (samples)", row=2, col=1, color="#8899ff")
+        fig.update_yaxes(title_text="Bytes", row=1, col=1, color="#8899ff")
+        fig.update_yaxes(title_text="Bytes", row=2, col=1, color="#8899ff")
+
+        fig.update_layout(
+            height=400,
+            template="plotly_dark",
+            paper_bgcolor="rgba(0,0,0,0)",
+            plot_bgcolor="#0a0e27",
+            showlegend=False,
+            hovermode="x unified",
+            font=dict(family="Courier New, monospace", color="#8899ff"),
+        )
+
+        return fig
+
+    def _create_file_io_graph(self, history):
+        """Create file I/O graph with futuristic styling."""
+        if len(history) < 2:
+            return self._create_empty_figure("Collecting data...")
+
+        times = [i for i in range(len(history))]
+        read_bytes = [s.read_bytes for s in history]
+        write_bytes = [s.write_bytes for s in history]
+
+        fig = make_subplots(
+            rows=2,
+            cols=1,
+            subplot_titles=("READ OPERATIONS", "WRITE OPERATIONS"),
+            vertical_spacing=0.15,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=read_bytes,
+                mode="lines",
+                name="Read",
+                fill="tozeroy",
+                line=dict(color="#ff0088", width=3, shape="spline"),
+                fillcolor="rgba(255, 0, 136, 0.2)",
+            ),
+            row=1,
+            col=1,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=write_bytes,
+                mode="lines",
+                name="Write",
+                fill="tozeroy",
+                line=dict(color="#8844ff", width=3, shape="spline"),
+                fillcolor="rgba(136, 68, 255, 0.2)",
+            ),
+            row=2,
+            col=1,
+        )
+
+        fig.update_xaxes(title_text="Time (samples)", row=2, col=1, color="#8899ff")
+        fig.update_yaxes(title_text="Bytes", row=1, col=1, color="#8899ff")
+        fig.update_yaxes(title_text="Bytes", row=2, col=1, color="#8899ff")
+
+        fig.update_layout(
+            height=400,
+            template="plotly_dark",
+            paper_bgcolor="rgba(0,0,0,0)",
+            plot_bgcolor="#0a0e27",
+            showlegend=False,
+            hovermode="x unified",
+            font=dict(family="Courier New, monospace", color="#8899ff"),
+        )
+
+        return fig
+
+    def _create_timeseries_graph(self, history):
+        """Create combined time series graph with futuristic styling."""
+        if len(history) < 2:
+            return self._create_empty_figure("Collecting data...")
+
+        times = [i for i in range(len(history))]
+
+        fig = make_subplots(
+            rows=3,
+            cols=1,
+            subplot_titles=(
+                "SYSTEM CALLS",
+                "NETWORK TRAFFIC (Bytes)",
+                "FILE I/O (Bytes)",
+            ),
+            vertical_spacing=0.1,
+            specs=[
+                [{"secondary_y": False}],
+                [{"secondary_y": True}],
+                [{"secondary_y": True}],
+            ],
+        )
+
+        # Syscalls
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=[s.syscall_count for s in history],
+                mode="lines",
+                name="Syscalls",
+                line=dict(color="#00ff88", width=3, shape="spline"),
+            ),
+            row=1,
+            col=1,
+        )
+
+        # Network
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=[s.rx_bytes for s in history],
+                mode="lines",
+                name="RX",
+                line=dict(color="#00d4ff", width=2, shape="spline"),
+            ),
+            row=2,
+            col=1,
+            secondary_y=False,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=[s.tx_bytes for s in history],
+                mode="lines",
+                name="TX",
+                line=dict(color="#00ff88", width=2, shape="spline", dash="dot"),
+            ),
+            row=2,
+            col=1,
+            secondary_y=True,
+        )
+
+        # File I/O
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=[s.read_bytes for s in history],
+                mode="lines",
+                name="Read",
+                line=dict(color="#ff0088", width=2, shape="spline"),
+            ),
+            row=3,
+            col=1,
+            secondary_y=False,
+        )
+
+        fig.add_trace(
+            go.Scatter(
+                x=times,
+                y=[s.write_bytes for s in history],
+                mode="lines",
+                name="Write",
+                line=dict(color="#8844ff", width=2, shape="spline", dash="dot"),
+            ),
+            row=3,
+            col=1,
+            secondary_y=True,
+        )
+
+        fig.update_xaxes(title_text="Time (samples)", row=3, col=1, color="#8899ff")
+        fig.update_yaxes(title_text="Count", row=1, col=1, color="#8899ff")
+        fig.update_yaxes(
+            title_text="RX Bytes", row=2, col=1, secondary_y=False, color="#00d4ff"
+        )
+        fig.update_yaxes(
+            title_text="TX Bytes", row=2, col=1, secondary_y=True, color="#00ff88"
+        )
+        fig.update_yaxes(
+            title_text="Read Bytes", row=3, col=1, secondary_y=False, color="#ff0088"
+        )
+        fig.update_yaxes(
+            title_text="Write Bytes", row=3, col=1, secondary_y=True, color="#8844ff"
+        )
+
+        fig.update_layout(
+            height=500,
+            template="plotly_dark",
+            paper_bgcolor="rgba(0,0,0,0)",
+            plot_bgcolor="#0a0e27",
+            hovermode="x unified",
+            showlegend=True,
+            legend=dict(
+                orientation="h",
+                yanchor="bottom",
+                y=1.02,
+                xanchor="right",
+                x=1,
+                font=dict(color="#8899ff"),
+            ),
+            font=dict(family="Courier New, monospace", color="#8899ff"),
+        )
+
+        return fig
+
+    def _calculate_rates(self, history):
+        """Calculate rates from history."""
+        if len(history) < 2:
+            return {
+                "syscalls_per_sec": 0.0,
+                "rx_bytes_per_sec": 0.0,
+                "tx_bytes_per_sec": 0.0,
+                "read_bytes_per_sec": 0.0,
+                "write_bytes_per_sec": 0.0,
+            }
+
+        recent = history[-1]
+        previous = history[-2]
+        time_delta = recent.timestamp - previous.timestamp
+
+        if time_delta <= 0:
+            time_delta = 1.0
+
+        return {
+            "syscalls_per_sec": max(
+                0, (recent.syscall_count - previous.syscall_count) / time_delta
+            ),
+            "rx_bytes_per_sec": max(
+                0, (recent.rx_bytes - previous.rx_bytes) / time_delta
+            ),
+            "tx_bytes_per_sec": max(
+                0, (recent.tx_bytes - previous.tx_bytes) / time_delta
+            ),
+            "read_bytes_per_sec": max(
+                0, (recent.read_bytes - previous.read_bytes) / time_delta
+            ),
+            "write_bytes_per_sec": max(
+                0, (recent.write_bytes - previous.write_bytes) / time_delta
+            ),
+        }
+
+    def _format_bytes(self, bytes_val: float) -> str:
+        """Format bytes into human-readable string."""
+        if bytes_val < 0:
+            bytes_val = 0
+        for unit in ["B", "KB", "MB", "GB", "TB"]:
+            if bytes_val < 1024.0:
+                return f"{bytes_val:.2f} {unit}"
+            bytes_val /= 1024.0
+        return f"{bytes_val:.2f} PB"
+
+    def run(self):
+        """Run the web dashboard."""
+        self._running = True
+        # Suppress Werkzeug logging
+        import logging
+
+        log = logging.getLogger("werkzeug")
+        log.setLevel(logging.ERROR)
+
+        self.app.run(debug=False, host=self.host, port=self.port, use_reloader=False)
+
+    def stop(self):
+        """Stop the web dashboard."""
+        self._running = False
--- a/pyproject.toml
+++ b/pyproject.toml
@ -4,7 +4,7 @@ build-backend = "setuptools.build_meta"

 [project]
 name = "pythonbpf"
-version = "0.1.6"
+version = "0.1.8"
 description = "Reduced Python frontend for eBPF"
 authors = [
  { name = "r41k0u", email="pragyanshchaturvedi18@gmail.com" },
@ -29,7 +29,7 @@ license = {text = "Apache-2.0"}
 requires-python = ">=3.10"

 dependencies = [
-  "llvmlite",
+  "llvmlite>=0.45",
  "astpretty",
  "pylibbpf"
 ]
--- a/pythonbpf/allocation_pass.py
+++ b/pythonbpf/allocation_pass.py
@ -7,6 +7,7 @@ from pythonbpf.helper import HelperHandlerRegistry
 from pythonbpf.vmlinux_parser.dependency_node import Field
 from .expr import VmlinuxHandlerRegistry
 from pythonbpf.type_deducer import ctypes_to_ir
+from pythonbpf.maps import BPFMapType

 logger = logging.getLogger(__name__)

@ -25,7 +26,9 @@ def create_targets_and_rvals(stmt):
    return stmt.targets, [stmt.value]


-def handle_assign_allocation(builder, stmt, local_sym_tab, structs_sym_tab):
+def handle_assign_allocation(
+    builder, stmt, local_sym_tab, map_sym_tab, structs_sym_tab
+):
    """Handle memory allocation for assignment statements."""

    logger.info(f"Handling assignment for allocation: {ast.dump(stmt)}")
@ -55,7 +58,9 @@ def handle_assign_allocation(builder, stmt, local_sym_tab, structs_sym_tab):

        # Determine type and allocate based on rval
        if isinstance(rval, ast.Call):
-            _allocate_for_call(builder, var_name, rval, local_sym_tab, structs_sym_tab)
+            _allocate_for_call(
+                builder, var_name, rval, local_sym_tab, map_sym_tab, structs_sym_tab
+            )
        elif isinstance(rval, ast.Constant):
            _allocate_for_constant(builder, var_name, rval, local_sym_tab)
        elif isinstance(rval, ast.BinOp):
@ -74,7 +79,9 @@ def handle_assign_allocation(builder, stmt, local_sym_tab, structs_sym_tab):
            )


-def _allocate_for_call(builder, var_name, rval, local_sym_tab, structs_sym_tab):
+def _allocate_for_call(
+    builder, var_name, rval, local_sym_tab, map_sym_tab, structs_sym_tab
+):
    """Allocate memory for variable assigned from a call."""

    if isinstance(rval.func, ast.Name):
@ -107,24 +114,108 @@ def _allocate_for_call(builder, var_name, rval, local_sym_tab, structs_sym_tab):
        # Struct constructors
        elif call_type in structs_sym_tab:
            struct_info = structs_sym_tab[call_type]
-            var = builder.alloca(struct_info.ir_type, name=var_name)
-            local_sym_tab[var_name] = LocalSymbol(var, struct_info.ir_type, call_type)
-            logger.info(f"Pre-allocated {var_name} for struct {call_type}")
+            if len(rval.args) == 0:
+                # Zero-arg constructor: allocate the struct itself
+                var = builder.alloca(struct_info.ir_type, name=var_name)
+                local_sym_tab[var_name] = LocalSymbol(
+                    var, struct_info.ir_type, call_type
+                )
+                logger.info(f"Pre-allocated {var_name} for struct {call_type}")
+            else:
+                # Pointer cast: allocate as pointer to struct
+                ptr_type = ir.PointerType(struct_info.ir_type)
+                var = builder.alloca(ptr_type, name=var_name)
+                var.align = 8
+                local_sym_tab[var_name] = LocalSymbol(var, ptr_type, call_type)
+                logger.info(
+                    f"Pre-allocated {var_name} for struct pointer cast to {call_type}"
+                )
+
+        elif VmlinuxHandlerRegistry.is_vmlinux_struct(call_type):
+            # When calling struct_name(pointer), we're doing a cast, not construction
+            # So we allocate as a pointer (i64) not as the actual struct
+            var = builder.alloca(ir.IntType(64), name=var_name)
+            var.align = 8
+            local_sym_tab[var_name] = LocalSymbol(
+                var, ir.IntType(64), VmlinuxHandlerRegistry.get_struct_type(call_type)
+            )
+            logger.info(
+                f"Pre-allocated {var_name} for vmlinux struct pointer cast to {call_type}"
+            )

        else:
            logger.warning(f"Unknown call type for allocation: {call_type}")

    elif isinstance(rval.func, ast.Attribute):
        # Map method calls - need double allocation for ptr handling
-        _allocate_for_map_method(builder, var_name, local_sym_tab)
+        _allocate_for_map_method(
+            builder, var_name, rval, local_sym_tab, map_sym_tab, structs_sym_tab
+        )

    else:
        logger.warning(f"Unsupported call function type for {var_name}")


-def _allocate_for_map_method(builder, var_name, local_sym_tab):
+def _allocate_for_map_method(
+    builder, var_name, rval, local_sym_tab, map_sym_tab, structs_sym_tab
+):
    """Allocate memory for variable assigned from map method (double alloc)."""

+    map_name = rval.func.value.id
+    method_name = rval.func.attr
+
+    # NOTE: We will have to special case HashMap.lookup which returns a pointer to value type
+    # The value type can be a struct as well, so we need to handle that properly
+    # This special casing is not ideal, as over time other map methods may need similar handling
+    # But for now, we will just handle lookup specifically
+    if map_name not in map_sym_tab:
+        logger.error(f"Map '{map_name}' not found for allocation")
+        return
+
+    if method_name != "lookup":
+        # Fallback allocation for other map methods
+        _allocate_for_map_method_fallback(builder, var_name, local_sym_tab)
+        return
+
+    map_params = map_sym_tab[map_name].params
+    if map_params["type"] != BPFMapType.HASH:
+        logger.warning(
+            "Map method lookup used on non-hash map, using fallback allocation"
+        )
+        _allocate_for_map_method_fallback(builder, var_name, local_sym_tab)
+        return
+
+    value_type = map_params["value"]
+    # Determine IR type for value
+    if isinstance(value_type, str) and value_type in structs_sym_tab:
+        struct_info = structs_sym_tab[value_type]
+        value_ir_type = struct_info.ir_type
+    else:
+        value_ir_type = ctypes_to_ir(value_type)
+
+    if value_ir_type is None:
+        logger.warning(
+            f"Could not determine IR type for map value '{value_type}', using fallback allocation"
+        )
+        _allocate_for_map_method_fallback(builder, var_name, local_sym_tab)
+        return
+
+    # Main variable (pointer to pointer)
+    ir_type = ir.PointerType(ir.IntType(64))
+    var = builder.alloca(ir_type, name=var_name)
+    local_sym_tab[var_name] = LocalSymbol(var, ir_type, value_type)
+    # Temporary variable for computed values
+    tmp_ir_type = value_ir_type
+    var_tmp = builder.alloca(tmp_ir_type, name=f"{var_name}_tmp")
+    local_sym_tab[f"{var_name}_tmp"] = LocalSymbol(var_tmp, tmp_ir_type)
+    logger.info(
+        f"Pre-allocated {var_name} and {var_name}_tmp for map method lookup of type {value_ir_type}"
+    )
+
+
+def _allocate_for_map_method_fallback(builder, var_name, local_sym_tab):
+    """Fallback allocation for map method variable (i64* and i64**)."""
+
    # Main variable (pointer to pointer)
    ir_type = ir.PointerType(ir.IntType(64))
    var = builder.alloca(ir_type, name=var_name)
@ -135,7 +226,9 @@ def _allocate_for_map_method(builder, var_name, local_sym_tab):
    var_tmp = builder.alloca(tmp_ir_type, name=f"{var_name}_tmp")
    local_sym_tab[f"{var_name}_tmp"] = LocalSymbol(var_tmp, tmp_ir_type)

-    logger.info(f"Pre-allocated {var_name} and {var_name}_tmp for map method")
+    logger.info(
+        f"Pre-allocated {var_name} and {var_name}_tmp for map method (fallback)"
+    )


 def _allocate_for_constant(builder, var_name, rval, local_sym_tab):
@ -257,13 +350,6 @@ def _allocate_for_attribute(builder, var_name, rval, local_sym_tab, structs_sym_
                VmlinuxHandlerRegistry.get_field_type(vmlinux_struct_name, field_name)
            )
            field_ir, field = field_type
-            # TODO: For now, we only support integer type allocations.
-            # This always assumes first argument of function to be the context struct
-            base_ptr = builder.function.args[0]
-            local_sym_tab[
-                struct_var
-            ].var = base_ptr  # This is repurposing of var to store the pointer of the base type
-            local_sym_tab[struct_var].ir_type = field_ir

            # Determine the actual IR type based on the field's type
            actual_ir_type = None
@ -298,6 +384,7 @@ def _allocate_for_attribute(builder, var_name, rval, local_sym_tab, structs_sym_
                        f"Could not determine size for ctypes field {field_name}: {e}"
                    )
                    actual_ir_type = ir.IntType(64)
+                    field_size_bits = 64

            # Check if it's a nested vmlinux struct or complex type
            elif field.type.__module__ == "vmlinux":
@ -306,24 +393,37 @@ def _allocate_for_attribute(builder, var_name, rval, local_sym_tab, structs_sym_
                    field.ctype_complex_type, ctypes._Pointer
                ):
                    actual_ir_type = ir.IntType(64)  # Pointer is always 64-bit
+                    field_size_bits = 64
                # For embedded structs, this is more complex - might need different handling
                else:
                    logger.warning(
                        f"Field {field_name} is a nested vmlinux struct, using i64 for now"
                    )
                    actual_ir_type = ir.IntType(64)
+                    field_size_bits = 64
            else:
                logger.warning(
                    f"Unknown field type module {field.type.__module__} for {field_name}"
                )
                actual_ir_type = ir.IntType(64)
+                field_size_bits = 64

-            # Allocate with the actual IR type, not the GlobalVariable
+            # Pre-allocate the tmp storage used by load_struct_field (so we don't alloca inside handler)
+            tmp_name = f"{struct_var}_{field_name}_tmp"
+            tmp_ir_type = ir.IntType(field_size_bits)
+            tmp_var = builder.alloca(tmp_ir_type, name=tmp_name)
+            tmp_var.align = tmp_ir_type.width // 8
+            local_sym_tab[tmp_name] = LocalSymbol(tmp_var, tmp_ir_type)
+            logger.info(
+                f"Pre-allocated temp {tmp_name} (i{field_size_bits}) for vmlinux field read {vmlinux_struct_name}.{field_name}"
+            )
+
+            # Allocate with the actual IR type for the destination var
            var = _allocate_with_type(builder, var_name, actual_ir_type)
            local_sym_tab[var_name] = LocalSymbol(var, actual_ir_type, field)

            logger.info(
-                f"Pre-allocated {var_name} from vmlinux struct {vmlinux_struct_name}.{field_name}"
+                f"Pre-allocated {var_name} as {actual_ir_type} from vmlinux struct {vmlinux_struct_name}.{field_name}"
            )
            return
        else:
--- a/pythonbpf/assign_pass.py
+++ b/pythonbpf/assign_pass.py
@ -1,5 +1,7 @@
 import ast
 import logging
+from inspect import isclass
+
 from llvmlite import ir
 from pythonbpf.expr import eval_expr
 from pythonbpf.helper import emit_probe_read_kernel_str_call
@ -148,8 +150,47 @@ def handle_variable_assignment(
        return False

    val, val_type = val_result
-    logger.info(f"Evaluated value for {var_name}: {val} of type {val_type}, {var_type}")
+    logger.info(
+        f"Evaluated value for {var_name}: {val} of type {val_type}, expected {var_type}"
+    )
+
    if val_type != var_type:
+        # Handle vmlinux struct pointers - they're represented as Python classes but are i64 pointers
+        if isclass(val_type) and (val_type.__module__ == "vmlinux"):
+            logger.info("Handling vmlinux struct pointer assignment")
+            # vmlinux struct pointers: val is a pointer, need to convert to i64
+            if isinstance(var_type, ir.IntType) and var_type.width == 64:
+                # Convert pointer to i64 using ptrtoint
+                if isinstance(val.type, ir.PointerType):
+                    val = builder.ptrtoint(val, ir.IntType(64))
+                    logger.info(
+                        "Converted vmlinux struct pointer to i64 using ptrtoint"
+                    )
+                builder.store(val, var_ptr)
+                logger.info(f"Assigned vmlinux struct pointer to {var_name} (i64)")
+                return True
+            else:
+                logger.error(
+                    f"Type mismatch: vmlinux struct pointer requires i64, got {var_type}"
+                )
+                return False
+        # Handle user-defined struct pointer casts
+        # val_type is a string (struct name), var_type is a pointer to the struct
+        if isinstance(val_type, str) and val_type in structs_sym_tab:
+            struct_info = structs_sym_tab[val_type]
+            expected_ptr_type = ir.PointerType(struct_info.ir_type)
+
+            # Check if var_type matches the expected pointer type
+            if isinstance(var_type, ir.PointerType) and var_type == expected_ptr_type:
+                # val is already the correct pointer type from inttoptr/bitcast
+                builder.store(val, var_ptr)
+                logger.info(f"Assigned user-defined struct pointer cast to {var_name}")
+                return True
+            else:
+                logger.error(
+                    f"Type mismatch: user-defined struct pointer cast requires pointer type, got {var_type}"
+                )
+                return False
        if isinstance(val_type, Field):
            logger.info("Handling assignment to struct field")
            # Special handling for struct_xdp_md i32 fields that are zero-extended to i64
--- a/pythonbpf/codegen.py
+++ b/pythonbpf/codegen.py
@ -25,7 +25,7 @@ import re

 logger: Logger = logging.getLogger(__name__)

-VERSION = "v0.1.6"
+VERSION = "v0.1.8"


 def finalize_module(original_str):
--- a/pythonbpf/debuginfo/debug_info_generator.py
+++ b/pythonbpf/debuginfo/debug_info_generator.py
@ -49,6 +49,10 @@ class DebugInfoGenerator:
            )
        return self._type_cache[key]

+    def get_uint8_type(self) -> Any:
+        """Get debug info for signed 8-bit integer"""
+        return self.get_basic_type("char", 8, dc.DW_ATE_unsigned)
+
    def get_int32_type(self) -> Any:
        """Get debug info for signed 32-bit integer"""
        return self.get_basic_type("int", 32, dc.DW_ATE_signed)
--- a/pythonbpf/expr/init.py
+++ b/pythonbpf/expr/init.py
@ -1,6 +1,6 @@
 from .expr_pass import eval_expr, handle_expr, get_operand_value
 from .type_normalization import convert_to_bool, get_base_type_and_depth
-from .ir_ops import deref_to_depth
+from .ir_ops import deref_to_depth, access_struct_field
 from .call_registry import CallHandlerRegistry
 from .vmlinux_registry import VmlinuxHandlerRegistry

@ -10,6 +10,7 @@ __all__ = [
    "convert_to_bool",
    "get_base_type_and_depth",
    "deref_to_depth",
+    "access_struct_field",
    "get_operand_value",
    "CallHandlerRegistry",
    "VmlinuxHandlerRegistry",
--- a/pythonbpf/expr/expr_pass.py
+++ b/pythonbpf/expr/expr_pass.py
@ -6,14 +6,14 @@ from typing import Dict

 from pythonbpf.type_deducer import ctypes_to_ir, is_ctypes
 from .call_registry import CallHandlerRegistry
+from .ir_ops import deref_to_depth, access_struct_field
 from .type_normalization import (
    convert_to_bool,
    handle_comparator,
    get_base_type_and_depth,
-    deref_to_depth,
 )
-from pythonbpf.vmlinux_parser.assignment_info import Field
 from .vmlinux_registry import VmlinuxHandlerRegistry
+from ..vmlinux_parser.dependency_node import Field

 logger: Logger = logging.getLogger(__name__)

@ -61,6 +61,7 @@ def _handle_constant_expr(module, builder, expr: ast.Constant):


 def _handle_attribute_expr(
+    func,
    expr: ast.Attribute,
    local_sym_tab: Dict,
    structs_sym_tab: Dict,
@ -89,12 +90,30 @@ def _handle_attribute_expr(
                    return vmlinux_result
                else:
                    raise RuntimeError("Vmlinux struct did not process successfully")
-            metadata = structs_sym_tab[var_metadata]
-            if attr_name in metadata.fields:
-                gep = metadata.gep(builder, var_ptr, attr_name)
-                val = builder.load(gep)
-                field_type = metadata.field_type(attr_name)
-                return val, field_type
+
+            elif isinstance(var_metadata, Field):
+                logger.error(
+                    f"Cannot access field '{attr_name}' on already-loaded field value '{var_name}'"
+                )
+                return None
+
+            if var_metadata in structs_sym_tab:
+                return access_struct_field(
+                    builder,
+                    var_ptr,
+                    var_type,
+                    var_metadata,
+                    expr.attr,
+                    structs_sym_tab,
+                    func,
+                )
+            else:
+                logger.error(f"Struct metadata for '{var_name}' not found")
+        else:
+            logger.error(f"Undefined variable '{var_name}' for attribute access")
+    else:
+        logger.error("Unsupported attribute base expression type")
+
    return None


@ -149,7 +168,11 @@ def get_operand_value(
            var_type = var.type
            base_type, depth = get_base_type_and_depth(var_type)
            logger.info(f"var is {var}, base_type is {base_type}, depth is {depth}")
-            val = deref_to_depth(func, builder, var, depth)
+            if depth == 1:
+                val = builder.load(var)
+                return val
+            else:
+                val = deref_to_depth(func, builder, var, depth)
            return val
        else:
            # Check if it's a vmlinux enum/constant
@ -525,6 +548,134 @@ def _handle_boolean_op(
        return None


+# ============================================================================
+# Struct casting (including vmlinux struct casting)
+# ============================================================================
+
+
+def _handle_vmlinux_cast(
+    func,
+    module,
+    builder,
+    expr,
+    local_sym_tab,
+    map_sym_tab,
+    structs_sym_tab=None,
+):
+    # handle expressions such as struct_request(ctx.di) where struct_request is a vmlinux
+    # struct and ctx.di is a pointer to a struct but is actually represented as a c_uint64
+    # which needs to be cast to a pointer. This is also a field of another vmlinux struct
+    """Handle vmlinux struct cast expressions like struct_request(ctx.di)."""
+    if len(expr.args) != 1:
+        logger.info("vmlinux struct cast takes exactly one argument")
+        return None
+
+    # Get the struct name
+    struct_name = expr.func.id
+
+    # Evaluate the argument (e.g., ctx.di which is a c_uint64)
+    arg_result = eval_expr(
+        func,
+        module,
+        builder,
+        expr.args[0],
+        local_sym_tab,
+        map_sym_tab,
+        structs_sym_tab,
+    )
+
+    if arg_result is None:
+        logger.info("Failed to evaluate argument to vmlinux struct cast")
+        return None
+
+    arg_val, arg_type = arg_result
+    # Get the vmlinux struct type
+    vmlinux_struct_type = VmlinuxHandlerRegistry.get_struct_type(struct_name)
+    if vmlinux_struct_type is None:
+        logger.error(f"Failed to get vmlinux struct type for {struct_name}")
+        return None
+    # Cast the integer/value to a pointer to the struct
+    # If arg_val is an integer type, we need to inttoptr it
+    ptr_type = ir.PointerType()
+    # TODO: add a field value type check here
+    # print(arg_type)
+    if isinstance(arg_type, Field):
+        if ctypes_to_ir(arg_type.type.__name__):
+            # Cast integer to pointer
+            casted_ptr = builder.inttoptr(arg_val, ptr_type)
+        else:
+            logger.error(f"Unsupported type for vmlinux cast: {arg_type}")
+            return None
+    else:
+        casted_ptr = builder.inttoptr(arg_val, ptr_type)
+
+    return casted_ptr, vmlinux_struct_type
+
+
+def _handle_user_defined_struct_cast(
+    func,
+    module,
+    builder,
+    expr,
+    local_sym_tab,
+    map_sym_tab,
+    structs_sym_tab,
+):
+    """Handle user-defined struct cast expressions like iphdr(nh).
+
+    This casts a pointer/integer value to a pointer to the user-defined struct,
+    similar to how vmlinux struct casts work but for user-defined @struct types.
+    """
+    if len(expr.args) != 1:
+        logger.info("User-defined struct cast takes exactly one argument")
+        return None
+
+    # Get the struct name
+    struct_name = expr.func.id
+
+    if struct_name not in structs_sym_tab:
+        logger.error(f"Struct {struct_name} not found in structs_sym_tab")
+        return None
+
+    struct_info = structs_sym_tab[struct_name]
+
+    # Evaluate the argument (e.g.,
+    # an address/pointer value)
+    arg_result = eval_expr(
+        func,
+        module,
+        builder,
+        expr.args[0],
+        local_sym_tab,
+        map_sym_tab,
+        structs_sym_tab,
+    )
+
+    if arg_result is None:
+        logger.info("Failed to evaluate argument to user-defined struct cast")
+        return None
+
+    arg_val, arg_type = arg_result
+
+    # Cast the integer/pointer value to a pointer to the struct type
+    # The struct pointer type is a pointer to the struct's IR type
+    struct_ptr_type = ir.PointerType(struct_info.ir_type)
+
+    # If arg_val is an integer type (like i64), convert to pointer using inttoptr
+    if isinstance(arg_val.type, ir.IntType):
+        casted_ptr = builder.inttoptr(arg_val, struct_ptr_type)
+        logger.info(f"Cast integer to pointer for struct {struct_name}")
+    elif isinstance(arg_val.type, ir.PointerType):
+        # If already a pointer, bitcast to the struct pointer type
+        casted_ptr = builder.bitcast(arg_val, struct_ptr_type)
+        logger.info(f"Bitcast pointer to struct pointer for {struct_name}")
+    else:
+        logger.error(f"Unsupported type for user-defined struct cast: {arg_val.type}")
+        return None
+
+    return casted_ptr, struct_name
+
+
 # ============================================================================
 # Expression Dispatcher
 # ============================================================================
@ -545,6 +696,18 @@ def eval_expr(
    elif isinstance(expr, ast.Constant):
        return _handle_constant_expr(module, builder, expr)
    elif isinstance(expr, ast.Call):
+        if isinstance(expr.func, ast.Name) and VmlinuxHandlerRegistry.is_vmlinux_struct(
+            expr.func.id
+        ):
+            return _handle_vmlinux_cast(
+                func,
+                module,
+                builder,
+                expr,
+                local_sym_tab,
+                map_sym_tab,
+                structs_sym_tab,
+            )
        if isinstance(expr.func, ast.Name) and expr.func.id == "deref":
            return _handle_deref_call(expr, local_sym_tab, builder)

@ -558,6 +721,16 @@ def eval_expr(
                map_sym_tab,
                structs_sym_tab,
            )
+        if isinstance(expr.func, ast.Name) and (expr.func.id in structs_sym_tab):
+            return _handle_user_defined_struct_cast(
+                func,
+                module,
+                builder,
+                expr,
+                local_sym_tab,
+                map_sym_tab,
+                structs_sym_tab,
+            )

        result = CallHandlerRegistry.handle_call(
            expr, module, builder, func, local_sym_tab, map_sym_tab, structs_sym_tab
@ -568,7 +741,9 @@ def eval_expr(
        logger.warning(f"Unknown call: {ast.dump(expr)}")
        return None
    elif isinstance(expr, ast.Attribute):
-        return _handle_attribute_expr(expr, local_sym_tab, structs_sym_tab, builder)
+        return _handle_attribute_expr(
+            func, expr, local_sym_tab, structs_sym_tab, builder
+        )
    elif isinstance(expr, ast.BinOp):
        return _handle_binary_op(
            func,
--- a/pythonbpf/expr/ir_ops.py
+++ b/pythonbpf/expr/ir_ops.py
@ -17,34 +17,100 @@ def deref_to_depth(func, builder, val, target_depth):

        # dereference with null check
        pointee_type = cur_type.pointee
-        null_check_block = builder.block
-        not_null_block = func.append_basic_block(name=f"deref_not_null_{depth}")
-        merge_block = func.append_basic_block(name=f"deref_merge_{depth}")

-        null_ptr = ir.Constant(cur_type, None)
-        is_not_null = builder.icmp_signed("!=", cur_val, null_ptr)
-        logger.debug(f"Inserted null check for pointer at depth {depth}")
+        def load_op(builder, ptr):
+            return builder.load(ptr)

-        builder.cbranch(is_not_null, not_null_block, merge_block)
-
-        builder.position_at_end(not_null_block)
-        dereferenced_val = builder.load(cur_val)
-        logger.debug(f"Dereferenced to depth {depth - 1}, type: {pointee_type}")
-        builder.branch(merge_block)
-
-        builder.position_at_end(merge_block)
-        phi = builder.phi(pointee_type, name=f"deref_result_{depth}")
-
-        zero_value = (
-            ir.Constant(pointee_type, 0)
-            if isinstance(pointee_type, ir.IntType)
-            else ir.Constant(pointee_type, None)
+        cur_val = _null_checked_operation(
+            func, builder, cur_val, load_op, pointee_type, f"deref_{depth}"
        )
-        phi.add_incoming(zero_value, null_check_block)
-
-        phi.add_incoming(dereferenced_val, not_null_block)
-
-        # Continue with phi result
-        cur_val = phi
        cur_type = pointee_type
+        logger.debug(f"Dereferenced to depth {depth}, type: {pointee_type}")
    return cur_val
+
+
+def _null_checked_operation(func, builder, ptr, operation, result_type, name_prefix):
+    """
+    Generic null-checked operation on a pointer.
+    """
+    curr_block = builder.block
+    not_null_block = func.append_basic_block(name=f"{name_prefix}_not_null")
+    merge_block = func.append_basic_block(name=f"{name_prefix}_merge")
+
+    null_ptr = ir.Constant(ptr.type, None)
+    is_not_null = builder.icmp_signed("!=", ptr, null_ptr)
+    builder.cbranch(is_not_null, not_null_block, merge_block)
+
+    builder.position_at_end(not_null_block)
+    result = operation(builder, ptr)
+    not_null_after = builder.block
+    builder.branch(merge_block)
+
+    builder.position_at_end(merge_block)
+    phi = builder.phi(result_type, name=f"{name_prefix}_result")
+
+    if isinstance(result_type, ir.IntType):
+        null_val = ir.Constant(result_type, 0)
+    elif isinstance(result_type, ir.PointerType):
+        null_val = ir.Constant(result_type, None)
+    else:
+        null_val = ir.Constant(result_type, ir.Undefined)
+
+    phi.add_incoming(null_val, curr_block)
+    phi.add_incoming(result, not_null_after)
+
+    return phi
+
+
+def access_struct_field(
+    builder, var_ptr, var_type, var_metadata, field_name, structs_sym_tab, func=None
+):
+    """
+    Access a struct field - automatically returns value or pointer based on field type.
+    """
+    metadata = (
+        structs_sym_tab.get(var_metadata)
+        if isinstance(var_metadata, str)
+        else var_metadata
+    )
+    if not metadata or field_name not in metadata.fields:
+        raise ValueError(f"Field '{field_name}' not found in struct")
+
+    field_type = metadata.field_type(field_name)
+    is_ptr_to_struct = isinstance(var_type, ir.PointerType) and isinstance(
+        var_metadata, str
+    )
+
+    # Get struct pointer
+    struct_ptr = builder.load(var_ptr) if is_ptr_to_struct else var_ptr
+
+    should_load = not isinstance(field_type, ir.ArrayType)
+
+    def field_access_op(builder, ptr):
+        typed_ptr = builder.bitcast(ptr, metadata.ir_type.as_pointer())
+        field_ptr = metadata.gep(builder, typed_ptr, field_name)
+        return builder.load(field_ptr) if should_load else field_ptr
+
+    # Handle null check for pointer-to-struct
+    if is_ptr_to_struct:
+        if func is None:
+            raise ValueError("func required for null-safe struct pointer access")
+
+        if should_load:
+            result_type = field_type
+        else:
+            result_type = field_type.as_pointer()
+
+        result = _null_checked_operation(
+            func,
+            builder,
+            struct_ptr,
+            field_access_op,
+            result_type,
+            f"field_{field_name}",
+        )
+        return result, field_type
+
+    field_ptr = metadata.gep(builder, struct_ptr, field_name)
+    result = builder.load(field_ptr) if should_load else field_ptr
+    return result, field_type
--- a/pythonbpf/functions/functions_pass.py
+++ b/pythonbpf/functions/functions_pass.py
@ -147,7 +147,9 @@ def allocate_mem(
                structs_sym_tab,
            )
        elif isinstance(stmt, ast.Assign):
-            handle_assign_allocation(builder, stmt, local_sym_tab, structs_sym_tab)
+            handle_assign_allocation(
+                builder, stmt, local_sym_tab, map_sym_tab, structs_sym_tab
+            )

    allocate_temp_pool(builder, max_temps_needed, local_sym_tab)

--- a/pythonbpf/helper/init.py
+++ b/pythonbpf/helper/init.py
@ -1,6 +1,10 @@
 from .helper_registry import HelperHandlerRegistry
 from .helper_utils import reset_scratch_pool
-from .bpf_helper_handler import handle_helper_call, emit_probe_read_kernel_str_call
+from .bpf_helper_handler import (
+    handle_helper_call,
+    emit_probe_read_kernel_str_call,
+    emit_probe_read_kernel_call,
+)
 from .helpers import (
    ktime,
    pid,
@ -12,6 +16,7 @@ from .helpers import (
    smp_processor_id,
    uid,
    skb_store_bytes,
+    get_current_cgroup_id,
    get_stack,
    XDP_DROP,
    XDP_PASS,
@ -74,6 +79,8 @@ __all__ = [
    "reset_scratch_pool",
    "handle_helper_call",
    "emit_probe_read_kernel_str_call",
+    "emit_probe_read_kernel_call",
+    "get_current_cgroup_id",
    "ktime",
    "pid",
    "deref",
--- a/pythonbpf/helper/bpf_helper_handler.py
+++ b/pythonbpf/helper/bpf_helper_handler.py
@ -30,10 +30,12 @@ class BPFHelperID(Enum):
    BPF_SKB_STORE_BYTES = 9
    BPF_GET_CURRENT_PID_TGID = 14
    BPF_GET_CURRENT_UID_GID = 15
+    BPF_GET_CURRENT_CGROUP_ID = 80
    BPF_GET_CURRENT_COMM = 16
    BPF_PERF_EVENT_OUTPUT = 25
    BPF_GET_STACK = 67
    BPF_PROBE_READ_KERNEL_STR = 115
+    BPF_PROBE_READ_KERNEL = 113
    BPF_RINGBUF_OUTPUT = 130
    BPF_RINGBUF_RESERVE = 131
    BPF_RINGBUF_SUBMIT = 132
@ -67,6 +69,33 @@ def bpf_ktime_get_ns_emitter(
    return result, ir.IntType(64)


+@HelperHandlerRegistry.register(
+    "get_current_cgroup_id",
+    param_types=[],
+    return_type=ir.IntType(64),
+)
+def bpf_get_current_cgroup_id(
+    call,
+    map_ptr,
+    module,
+    builder,
+    func,
+    local_sym_tab=None,
+    struct_sym_tab=None,
+    map_sym_tab=None,
+):
+    """
+    Emit LLVM IR for bpf_get_current_cgroup_id helper function call.
+    """
+    # func is an arg to just have a uniform signature with other emitters
+    helper_id = ir.Constant(ir.IntType(64), BPFHelperID.BPF_GET_CURRENT_CGROUP_ID.value)
+    fn_type = ir.FunctionType(ir.IntType(64), [], var_arg=False)
+    fn_ptr_type = ir.PointerType(fn_type)
+    fn_ptr = builder.inttoptr(helper_id, fn_ptr_type)
+    result = builder.call(fn_ptr, [], tail=False)
+    return result, ir.IntType(64)
+
+
@HelperHandlerRegistry.register(
    "lookup",
    param_types=[ir.PointerType(ir.IntType(64))],
@ -574,6 +603,75 @@ def bpf_probe_read_kernel_str_emitter(
    return result, ir.IntType(64)


+def emit_probe_read_kernel_call(builder, dst_ptr, dst_size, src_ptr):
+    """Emit LLVM IR call to bpf_probe_read_kernel"""
+
+    fn_type = ir.FunctionType(
+        ir.IntType(64),
+        [ir.PointerType(), ir.IntType(32), ir.PointerType()],
+        var_arg=False,
+    )
+    fn_ptr = builder.inttoptr(
+        ir.Constant(ir.IntType(64), BPFHelperID.BPF_PROBE_READ_KERNEL.value),
+        ir.PointerType(fn_type),
+    )
+
+    result = builder.call(
+        fn_ptr,
+        [
+            builder.bitcast(dst_ptr, ir.PointerType()),
+            ir.Constant(ir.IntType(32), dst_size),
+            builder.bitcast(src_ptr, ir.PointerType()),
+        ],
+        tail=False,
+    )
+
+    logger.info(f"Emitted bpf_probe_read_kernel (size={dst_size})")
+    return result
+
+
+@HelperHandlerRegistry.register(
+    "probe_read_kernel",
+    param_types=[
+        ir.PointerType(ir.IntType(8)),
+        ir.PointerType(ir.IntType(8)),
+    ],
+    return_type=ir.IntType(64),
+)
+def bpf_probe_read_kernel_emitter(
+    call,
+    map_ptr,
+    module,
+    builder,
+    func,
+    local_sym_tab=None,
+    struct_sym_tab=None,
+    map_sym_tab=None,
+):
+    """Emit LLVM IR for bpf_probe_read_kernel helper."""
+
+    if len(call.args) != 2:
+        raise ValueError(
+            f"probe_read_kernel expects 2 args (dst, src), got {len(call.args)}"
+        )
+
+    # Get destination buffer (char array -> i8*)
+    dst_ptr, dst_size = get_or_create_ptr_from_arg(
+        func, module, call.args[0], builder, local_sym_tab, map_sym_tab, struct_sym_tab
+    )
+
+    # Get source pointer (evaluate expression)
+    src_ptr, src_type = get_ptr_from_arg(
+        call.args[1], func, module, builder, local_sym_tab, map_sym_tab, struct_sym_tab
+    )
+
+    # Emit the helper call
+    result = emit_probe_read_kernel_call(builder, dst_ptr, dst_size, src_ptr)
+
+    logger.info(f"Emitted bpf_probe_read_kernel (size={dst_size})")
+    return result, ir.IntType(64)
+
+
@HelperHandlerRegistry.register(
    "random",
    param_types=[],
--- a/pythonbpf/helper/helper_utils.py
+++ b/pythonbpf/helper/helper_utils.py
@ -5,6 +5,7 @@ from llvmlite import ir
 from pythonbpf.expr import (
    get_operand_value,
    eval_expr,
+    access_struct_field,
 )

 logger = logging.getLogger(__name__)
@ -135,7 +136,7 @@ def get_or_create_ptr_from_arg(
            and field_type.element.width == 8
        ):
            ptr, sz = get_char_array_ptr_and_size(
-                arg, builder, local_sym_tab, struct_sym_tab
+                arg, builder, local_sym_tab, struct_sym_tab, func
            )
            if not ptr:
                raise ValueError("Failed to get char array pointer from struct field")
@ -266,7 +267,9 @@ def get_buffer_ptr_and_size(buf_arg, builder, local_sym_tab, struct_sym_tab):
        )


-def get_char_array_ptr_and_size(buf_arg, builder, local_sym_tab, struct_sym_tab):
+def get_char_array_ptr_and_size(
+    buf_arg, builder, local_sym_tab, struct_sym_tab, func=None
+):
    """Get pointer to char array and its size."""

    # Struct field: obj.field
@ -277,11 +280,11 @@ def get_char_array_ptr_and_size(buf_arg, builder, local_sym_tab, struct_sym_tab)
        if not (local_sym_tab and var_name in local_sym_tab):
            raise ValueError(f"Variable '{var_name}' not found")

-        struct_type = local_sym_tab[var_name].metadata
-        if not (struct_sym_tab and struct_type in struct_sym_tab):
-            raise ValueError(f"Struct type '{struct_type}' not found")
+        struct_ptr, struct_type, struct_metadata = local_sym_tab[var_name]
+        if not (struct_sym_tab and struct_metadata in struct_sym_tab):
+            raise ValueError(f"Struct type '{struct_metadata}' not found")

-        struct_info = struct_sym_tab[struct_type]
+        struct_info = struct_sym_tab[struct_metadata]
        if field_name not in struct_info.fields:
            raise ValueError(f"Field '{field_name}' not found")

@ -292,8 +295,24 @@ def get_char_array_ptr_and_size(buf_arg, builder, local_sym_tab, struct_sym_tab)
            )
            return None, 0

-        struct_ptr = local_sym_tab[var_name].var
-        field_ptr = struct_info.gep(builder, struct_ptr, field_name)
+        # Check if char array
+        if not (
+            isinstance(field_type, ir.ArrayType)
+            and isinstance(field_type.element, ir.IntType)
+            and field_type.element.width == 8
+        ):
+            logger.warning("Field is not a char array")
+            return None, 0
+
+        field_ptr, _ = access_struct_field(
+            builder,
+            struct_ptr,
+            struct_type,
+            struct_metadata,
+            field_name,
+            struct_sym_tab,
+            func,
+        )

        # GEP to first element: [N x i8]* -> i8*
        buf_ptr = builder.gep(
--- a/pythonbpf/helper/helpers.py
+++ b/pythonbpf/helper/helpers.py
@ -57,6 +57,11 @@ def get_stack(buf, flags=0):
    return ctypes.c_int64(0)


+def get_current_cgroup_id():
+    """Get the current cgroup ID"""
+    return ctypes.c_int64(0)
+
+
 XDP_ABORTED = ctypes.c_int64(0)
 XDP_DROP = ctypes.c_int64(1)
 XDP_PASS = ctypes.c_int64(2)
--- a/pythonbpf/helper/printk_formatter.py
+++ b/pythonbpf/helper/printk_formatter.py
@ -222,7 +222,7 @@ def _prepare_expr_args(expr, func, module, builder, local_sym_tab, struct_sym_ta
    # Special case: struct field char array needs pointer to first element
    if isinstance(expr, ast.Attribute):
        char_array_ptr, _ = get_char_array_ptr_and_size(
-            expr, builder, local_sym_tab, struct_sym_tab
+            expr, builder, local_sym_tab, struct_sym_tab, func
        )
        if char_array_ptr:
            return char_array_ptr
--- a/pythonbpf/maps/map_debug_info.py
+++ b/pythonbpf/maps/map_debug_info.py
@ -1,22 +1,31 @@
+import logging
+from llvmlite import ir
 from pythonbpf.debuginfo import DebugInfoGenerator
 from .map_types import BPFMapType

+logger: logging.Logger = logging.getLogger(__name__)
+

 def create_map_debug_info(module, map_global, map_name, map_params, structs_sym_tab):
    """Generate debug info metadata for BPF maps HASH and PERF_EVENT_ARRAY"""
    generator = DebugInfoGenerator(module)
-
+    logger.info(f"Creating debug info for map {map_name} with params {map_params}")
    uint_type = generator.get_uint32_type()
-    ulong_type = generator.get_uint64_type()
    array_type = generator.create_array_type(
        uint_type, map_params.get("type", BPFMapType.UNSPEC).value
    )
    type_ptr = generator.create_pointer_type(array_type, 64)
    key_ptr = generator.create_pointer_type(
-        array_type if "key_size" in map_params else ulong_type, 64
+        array_type
+        if "key_size" in map_params
+        else _get_key_val_dbg_type(map_params.get("key"), generator, structs_sym_tab),
+        64,
    )
    value_ptr = generator.create_pointer_type(
-        array_type if "value_size" in map_params else ulong_type, 64
+        array_type
+        if "value_size" in map_params
+        else _get_key_val_dbg_type(map_params.get("value"), generator, structs_sym_tab),
+        64,
    )

    elements_arr = []
@ -97,3 +106,66 @@ def create_ringbuf_debug_info(
    )
    map_global.set_metadata("dbg", global_var)
    return global_var
+
+
+def _get_key_val_dbg_type(name, generator, structs_sym_tab):
+    """Get the debug type for key/value based on type object"""
+
+    if not name:
+        logger.warn("No name provided for key/value type, defaulting to uint64")
+        return generator.get_uint64_type()
+
+    type_obj = structs_sym_tab.get(name)
+    if type_obj:
+        logger.info(f"Found struct named {name}, generating debug type")
+        return _get_struct_debug_type(type_obj, generator, structs_sym_tab)
+
+    # Fallback to basic types
+    logger.info(f"No struct named {name}, falling back to basic type")
+
+    # NOTE: Only handling int and long for now
+    if name in ["c_int32", "c_uint32"]:
+        return generator.get_uint32_type()
+
+    # Default fallback for now
+    return generator.get_uint64_type()
+
+
+def _get_struct_debug_type(struct_obj, generator, structs_sym_tab):
+    """Recursively create debug type for struct"""
+    elements_arr = []
+    for fld in struct_obj.fields.keys():
+        fld_type = struct_obj.field_type(fld)
+        if isinstance(fld_type, ir.IntType):
+            if fld_type.width == 32:
+                fld_dbg_type = generator.get_uint32_type()
+            else:
+                # NOTE: Assuming 64-bit for all other int types
+                fld_dbg_type = generator.get_uint64_type()
+        elif isinstance(fld_type, ir.ArrayType):
+            # NOTE: Array types have u8 elements only for now
+            # Debug info generation should fail for other types
+            elem_type = fld_type.element
+            if isinstance(elem_type, ir.IntType) and elem_type.width == 8:
+                char_type = generator.get_uint8_type()
+                fld_dbg_type = generator.create_array_type(char_type, fld_type.count)
+            else:
+                logger.warning(
+                    f"Array element type {str(elem_type)} not supported for debug info, skipping"
+                )
+                continue
+        else:
+            # NOTE: Only handling int and char arrays for now
+            logger.warning(
+                f"Field type {str(fld_type)} not supported for debug info, skipping"
+            )
+            continue
+
+        member = generator.create_struct_member(
+            fld, fld_dbg_type, struct_obj.field_size(fld)
+        )
+        elements_arr.append(member)
+    struct_type = generator.create_struct_type(
+        elements_arr, struct_obj.size * 8, is_distinct=True
+    )
+    return struct_type
--- a/pythonbpf/maps/maps_pass.py
+++ b/pythonbpf/maps/maps_pass.py
@ -48,7 +48,7 @@ def create_bpf_map(module, map_name, map_params):
    map_global.align = 8

    logger.info(f"Created BPF map: {map_name} with params {map_params}")
-    return MapSymbol(type=map_params["type"], sym=map_global)
+    return MapSymbol(type=map_params["type"], sym=map_global, params=map_params)


 def _parse_map_params(rval, expected_args=None):
@ -105,7 +105,9 @@ def process_ringbuf_map(map_name, rval, module, structs_sym_tab):
    logger.info(f"Ringbuf map parameters: {map_params}")

    map_global = create_bpf_map(module, map_name, map_params)
-    create_ringbuf_debug_info(module, map_global.sym, map_name, map_params)
+    create_ringbuf_debug_info(
+        module, map_global.sym, map_name, map_params, structs_sym_tab
+    )
    return map_global


@ -119,7 +121,7 @@ def process_hash_map(map_name, rval, module, structs_sym_tab):
    logger.info(f"Map parameters: {map_params}")
    map_global = create_bpf_map(module, map_name, map_params)
    # Generate debug info for BTF
-    create_map_debug_info(module, map_global.sym, map_name, map_params)
+    create_map_debug_info(module, map_global.sym, map_name, map_params, structs_sym_tab)
    return map_global


@ -133,7 +135,7 @@ def process_perf_event_map(map_name, rval, module, structs_sym_tab):
    logger.info(f"Map parameters: {map_params}")
    map_global = create_bpf_map(module, map_name, map_params)
    # Generate debug info for BTF
-    create_map_debug_info(module, map_global.sym, map_name, map_params)
+    create_map_debug_info(module, map_global.sym, map_name, map_params, structs_sym_tab)
    return map_global


--- a/pythonbpf/maps/maps_utils.py
+++ b/pythonbpf/maps/maps_utils.py
@ -11,6 +11,7 @@ class MapSymbol:

    type: BPFMapType
    sym: ir.GlobalVariable
+    params: dict[str, Any] | None = None


 class MapProcessorRegistry:
--- a/pythonbpf/type_deducer.py
+++ b/pythonbpf/type_deducer.py
@ -18,6 +18,10 @@ mapping = {
    "c_longlong": ir.IntType(64),
    "c_uint": ir.IntType(32),
    "c_int": ir.IntType(32),
+    "c_ushort": ir.IntType(16),
+    "c_short": ir.IntType(16),
+    "c_ubyte": ir.IntType(8),
+    "c_byte": ir.IntType(8),
    # Not so sure about this one
    "str": ir.PointerType(ir.IntType(8)),
 }
--- a/pythonbpf/vmlinux_parser/class_handler.py
+++ b/pythonbpf/vmlinux_parser/class_handler.py
@ -16,6 +16,33 @@ def get_module_symbols(module_name: str):
    return [name for name in dir(imported_module)], imported_module


+def unwrap_pointer_type(type_obj: Any) -> Any:
+    """
+    Recursively unwrap all pointer layers to get the base type.
+
+    This handles multiply nested pointers like LP_LP_struct_attribute_group
+    and returns the base type (struct_attribute_group).
+
+    Stops unwrapping when reaching a non-pointer type (one without _type_ attribute).
+
+    Args:
+        type_obj: The type object to unwrap
+
+    Returns:
+        The base type after unwrapping all pointer layers
+    """
+    current_type = type_obj
+    # Keep unwrapping while it's a pointer/array type (has _type_)
+    # But stop if _type_ is just a string or basic type marker
+    while hasattr(current_type, "_type_"):
+        next_type = current_type._type_
+        # Stop if _type_ is a string (like 'c' for c_char)
+        if isinstance(next_type, str):
+            break
+        current_type = next_type
+    return current_type
+
+
 def process_vmlinux_class(
    node,
    llvm_module,
@ -158,13 +185,90 @@ def process_vmlinux_post_ast(
                        if hasattr(elem_type, "_length_") and is_complex_type:
                            type_length = elem_type._length_

-                        if containing_type.__module__ == "vmlinux":
-                            new_dep_node.add_dependent(
-                                elem_type._type_.__name__
-                                if hasattr(elem_type._type_, "__name__")
-                                else str(elem_type._type_)
+                        # Unwrap all pointer layers to get the base type for dependency tracking
+                        base_type = unwrap_pointer_type(elem_type)
+                        base_type_module = getattr(base_type, "__module__", None)
+
+                        if base_type_module == "vmlinux":
+                            base_type_name = (
+                                base_type.__name__
+                                if hasattr(base_type, "__name__")
+                                else str(base_type)
+                            )
+                            # ONLY add vmlinux types as dependencies
+                            new_dep_node.add_dependent(base_type_name)
+
+                            logger.debug(
+                                f"{containing_type} containing type of parent {elem_name} with {elem_type} and ctype {ctype_complex_type} and length {type_length}"
+                            )
+                            new_dep_node.set_field_containing_type(
+                                elem_name, containing_type
+                            )
+                            new_dep_node.set_field_type_size(elem_name, type_length)
+                            new_dep_node.set_field_ctype_complex_type(
+                                elem_name, ctype_complex_type
+                            )
+                            new_dep_node.set_field_type(elem_name, elem_type)
+
+                            # Check the containing_type module to decide whether to recurse
+                            containing_type_module = getattr(
+                                containing_type, "__module__", None
+                            )
+                            if containing_type_module == "vmlinux":
+                                # Also unwrap containing_type to get base type name
+                                base_containing_type = unwrap_pointer_type(
+                                    containing_type
+                                )
+                                containing_type_name = (
+                                    base_containing_type.__name__
+                                    if hasattr(base_containing_type, "__name__")
+                                    else str(base_containing_type)
+                                )
+
+                                # Check for self-reference or already processed
+                                if containing_type_name == current_symbol_name:
+                                    # Self-referential pointer
+                                    logger.debug(
+                                        f"Self-referential pointer in {current_symbol_name}.{elem_name}"
+                                    )
+                                    new_dep_node.set_field_ready(elem_name, True)
+                                elif handler.has_node(containing_type_name):
+                                    # Already processed
+                                    logger.debug(
+                                        f"Reusing already processed {containing_type_name}"
+                                    )
+                                    new_dep_node.set_field_ready(elem_name, True)
+                                else:
+                                    # Process recursively - use base containing type, not the pointer wrapper
+                                    new_dep_node.add_dependent(containing_type_name)
+                                    process_vmlinux_post_ast(
+                                        base_containing_type,
+                                        llvm_handler,
+                                        handler,
+                                        processing_stack,
+                                    )
+                                    new_dep_node.set_field_ready(elem_name, True)
+                            elif (
+                                containing_type_module == ctypes.__name__
+                                or containing_type_module is None
+                            ):
+                                logger.debug(
+                                    f"Processing ctype internal{containing_type}"
+                                )
+                                new_dep_node.set_field_ready(elem_name, True)
+                            else:
+                                raise TypeError(
+                                    f"Module not supported in recursive resolution: {containing_type_module}"
+                                )
+                        elif (
+                            base_type_module == ctypes.__name__
+                            or base_type_module is None
+                        ):
+                            # Handle ctypes or types with no module (like some internal ctypes types)
+                            # DO NOT add ctypes as dependencies - just set field metadata and mark ready
+                            logger.debug(
+                                f"Base type {base_type} is ctypes - NOT adding as dependency, just processing field"
                            )
-                        elif containing_type.__module__ == ctypes.__name__:
                            if isinstance(elem_type, type):
                                if issubclass(elem_type, ctypes.Array):
                                    ctype_complex_type = ctypes.Array
@ -176,57 +280,20 @@ def process_vmlinux_post_ast(
                                    )
                            else:
                                raise TypeError("Unsupported ctypes subclass")
-                        else:
-                            raise ImportError(
-                                f"Unsupported module of {containing_type}"
-                            )
-                        logger.debug(
-                            f"{containing_type} containing type of parent {elem_name} with {elem_type} and ctype {ctype_complex_type} and length {type_length}"
-                        )
-                        new_dep_node.set_field_containing_type(
-                            elem_name, containing_type
-                        )
-                        new_dep_node.set_field_type_size(elem_name, type_length)
-                        new_dep_node.set_field_ctype_complex_type(
-                            elem_name, ctype_complex_type
-                        )
-                        new_dep_node.set_field_type(elem_name, elem_type)
-                        if containing_type.__module__ == "vmlinux":
-                            containing_type_name = (
-                                containing_type.__name__
-                                if hasattr(containing_type, "__name__")
-                                else str(containing_type)
-                            )

-                            # Check for self-reference or already processed
-                            if containing_type_name == current_symbol_name:
-                                # Self-referential pointer
-                                logger.debug(
-                                    f"Self-referential pointer in {current_symbol_name}.{elem_name}"
-                                )
-                                new_dep_node.set_field_ready(elem_name, True)
-                            elif handler.has_node(containing_type_name):
-                                # Already processed
-                                logger.debug(
-                                    f"Reusing already processed {containing_type_name}"
-                                )
-                                new_dep_node.set_field_ready(elem_name, True)
-                            else:
-                                # Process recursively - THIS WAS MISSING
-                                new_dep_node.add_dependent(containing_type_name)
-                                process_vmlinux_post_ast(
-                                    containing_type,
-                                    llvm_handler,
-                                    handler,
-                                    processing_stack,
-                                )
-                                new_dep_node.set_field_ready(elem_name, True)
-                        elif containing_type.__module__ == ctypes.__name__:
-                            logger.debug(f"Processing ctype internal{containing_type}")
+                            # Set field metadata but DO NOT add dependency or recurse
+                            new_dep_node.set_field_containing_type(
+                                elem_name, containing_type
+                            )
+                            new_dep_node.set_field_type_size(elem_name, type_length)
+                            new_dep_node.set_field_ctype_complex_type(
+                                elem_name, ctype_complex_type
+                            )
+                            new_dep_node.set_field_type(elem_name, elem_type)
                            new_dep_node.set_field_ready(elem_name, True)
                        else:
-                            raise TypeError(
-                                "Module not supported in recursive resolution"
+                            raise ImportError(
+                                f"Unsupported module of {base_type}: {base_type_module}"
                            )
                    else:
                        new_dep_node.add_dependent(
@ -245,9 +312,12 @@ def process_vmlinux_post_ast(
                    raise ValueError(
                        f"{elem_name} with type {elem_type} from module {module_name} not supported in recursive resolver"
                    )
-
+    elif module_name == ctypes.__name__ or module_name is None:
+        # Handle ctypes types - these don't need processing, just return
+        logger.debug(f"Skipping ctypes type {current_symbol_name}")
+        return True
    else:
-        raise ImportError("UNSUPPORTED Module")
+        raise ImportError(f"UNSUPPORTED Module {module_name}")

    logger.info(
        f"{current_symbol_name} processed and handler readiness {handler.is_ready}"
--- a/pythonbpf/vmlinux_parser/import_detector.py
+++ b/pythonbpf/vmlinux_parser/import_detector.py
@ -11,7 +11,9 @@ from .class_handler import process_vmlinux_class
 logger = logging.getLogger(__name__)


-def detect_import_statement(tree: ast.AST) -> list[tuple[str, ast.ImportFrom]]:
+def detect_import_statement(
+    tree: ast.AST,
+) -> list[tuple[str, ast.ImportFrom, str, str]]:
    """
    Parse AST and detect import statements from vmlinux.

@ -25,7 +27,7 @@ def detect_import_statement(tree: ast.AST) -> list[tuple[str, ast.ImportFrom]]:
        List of tuples containing (module_name, imported_item) for each vmlinux import

    Raises:
-        SyntaxError: If multiple imports from vmlinux are attempted or import * is used
+        SyntaxError: If import * is used
    """
    vmlinux_imports = []

@ -40,28 +42,19 @@ def detect_import_statement(tree: ast.AST) -> list[tuple[str, ast.ImportFrom]]:
                        "Please import specific types explicitly."
                    )

-                # Check for multiple imports: from vmlinux import A, B, C
-                if len(node.names) > 1:
-                    imported_names = [alias.name for alias in node.names]
-                    raise SyntaxError(
-                        f"Multiple imports from vmlinux are not supported. "
-                        f"Found: {', '.join(imported_names)}. "
-                        f"Please use separate import statements for each type."
-                    )
-
                # Check if no specific import is specified (should not happen with valid Python)
                if len(node.names) == 0:
                    raise SyntaxError(
                        "Import from vmlinux must specify at least one type."
                    )

-                # Valid single import
+                # Support multiple imports: from vmlinux import A, B, C
                for alias in node.names:
                    import_name = alias.name
-                    # Use alias if provided, otherwise use the original name (commented)
-                    # as_name = alias.asname if alias.asname else alias.name
-                    vmlinux_imports.append(("vmlinux", node))
-                    logger.info(f"Found vmlinux import: {import_name}")
+                    # Use alias if provided, otherwise use the original name
+                    as_name = alias.asname if alias.asname else alias.name
+                    vmlinux_imports.append(("vmlinux", node, import_name, as_name))
+                    logger.info(f"Found vmlinux import: {import_name} as {as_name}")

        # Handle "import vmlinux" statements (not typical but should be rejected)
        elif isinstance(node, ast.Import):
@ -103,40 +96,37 @@ def vmlinux_proc(tree: ast.AST, module):
    with open(source_file, "r") as f:
        mod_ast = ast.parse(f.read(), filename=source_file)

-    for import_mod, import_node in import_statements:
-        for alias in import_node.names:
-            imported_name = alias.name
-            found = False
-            for mod_node in mod_ast.body:
-                if (
-                    isinstance(mod_node, ast.ClassDef)
-                    and mod_node.name == imported_name
-                ):
-                    process_vmlinux_class(mod_node, module, handler)
-                    found = True
-                    break
-                if isinstance(mod_node, ast.Assign):
-                    for target in mod_node.targets:
-                        if isinstance(target, ast.Name) and target.id == imported_name:
-                            process_vmlinux_assign(mod_node, module, assignments)
-                            found = True
-                            break
-                if found:
-                    break
-            if not found:
-                logger.info(
-                    f"{imported_name} not found as ClassDef or Assign in vmlinux"
-                )
+    for import_mod, import_node, imported_name, as_name in import_statements:
+        found = False
+        for mod_node in mod_ast.body:
+            if isinstance(mod_node, ast.ClassDef) and mod_node.name == imported_name:
+                process_vmlinux_class(mod_node, module, handler)
+                found = True
+                break
+            if isinstance(mod_node, ast.Assign):
+                for target in mod_node.targets:
+                    if isinstance(target, ast.Name) and target.id == imported_name:
+                        process_vmlinux_assign(mod_node, module, assignments, as_name)
+                        found = True
+                        break
+            if found:
+                break
+        if not found:
+            logger.info(f"{imported_name} not found as ClassDef or Assign in vmlinux")

    IRGenerator(module, handler, assignments)
    return assignments


-def process_vmlinux_assign(node, module, assignments: dict[str, AssignmentInfo]):
+def process_vmlinux_assign(
+    node, module, assignments: dict[str, AssignmentInfo], target_name=None
+):
    """Process assignments from vmlinux module."""
    # Only handle single-target assignments
    if len(node.targets) == 1 and isinstance(node.targets[0], ast.Name):
-        target_name = node.targets[0].id
+        # Use provided target_name (for aliased imports) or fall back to original name
+        if target_name is None:
+            target_name = node.targets[0].id

        # Handle constant value assignments
        if isinstance(node.value, ast.Constant):
--- a/pythonbpf/vmlinux_parser/ir_gen/debug_info_gen.py
+++ b/pythonbpf/vmlinux_parser/ir_gen/debug_info_gen.py
@ -21,7 +21,7 @@ def debug_info_generation(
        generated_debug_info: List of tuples (struct, debug_info) to track generated debug info

    Returns:
-        The generated global variable debug info
+        The generated global variable debug info, or None for unsupported types
    """
    # Set up debug info generator
    generator = DebugInfoGenerator(llvm_module)
@ -31,23 +31,42 @@ def debug_info_generation(
        if existing_struct.name == struct.name:
            return debug_info

+    # Check if this is a union (not supported yet)
+    if not struct.name.startswith("struct_"):
+        logger.warning(f"Skipping debug info generation for union: {struct.name}")
+        # Create a minimal forward declaration for unions
+        union_type = generator.create_struct_type(
+            [], struct.__sizeof__() * 8, is_distinct=True
+        )
+        return union_type
+
    # Process all fields and create members for the struct
    members = []
-    for field_name, field in struct.fields.items():
-        # Get appropriate debug type for this field
-        field_type = _get_field_debug_type(
-            field_name, field, generator, struct, generated_debug_info
-        )
-        # Create struct member with proper offset
-        member = generator.create_struct_member_vmlinux(
-            field_name, field_type, field.offset * 8
-        )
-        members.append(member)

-    if struct.name.startswith("struct_"):
-        struct_name = struct.name.removeprefix("struct_")
-    else:
-        raise ValueError("Unions are not supported in the current version")
+    sorted_fields = sorted(struct.fields.items(), key=lambda item: item[1].offset)
+
+    for field_name, field in sorted_fields:
+        try:
+            # Get appropriate debug type for this field
+            field_type = _get_field_debug_type(
+                field_name, field, generator, struct, generated_debug_info
+            )
+
+            # Ensure field_type is a tuple
+            if not isinstance(field_type, tuple) or len(field_type) != 2:
+                logger.error(f"Invalid field_type for {field_name}: {field_type}")
+                continue
+
+            # Create struct member with proper offset
+            member = generator.create_struct_member_vmlinux(
+                field_name, field_type, field.offset * 8
+            )
+            members.append(member)
+        except Exception as e:
+            logger.error(f"Failed to process field {field_name} in {struct.name}: {e}")
+            continue
+
+    struct_name = struct.name.removeprefix("struct_")
    # Create struct type with all members
    struct_type = generator.create_struct_type_with_name(
        struct_name, members, struct.__sizeof__() * 8, is_distinct=True
@ -74,11 +93,19 @@ def _get_field_debug_type(
        generated_debug_info: List of already generated debug info

    Returns:
-        The debug info type for this field
+        A tuple of (debug_type, size_in_bits)
    """
-    # Handle complex types (arrays, pointers)
+    # Handle complex types (arrays, pointers, function pointers)
    if field.ctype_complex_type is not None:
-        if issubclass(field.ctype_complex_type, ctypes.Array):
+        # Handle function pointer types (CFUNCTYPE)
+        if callable(field.ctype_complex_type):
+            # Function pointers are represented as void pointers
+            logger.warning(
+                f"Field {field_name} is a function pointer, using void pointer"
+            )
+            void_ptr = generator.create_pointer_type(None, 64)
+            return void_ptr, 64
+        elif issubclass(field.ctype_complex_type, ctypes.Array):
            # Handle array types
            element_type, base_type_size = _get_basic_debug_type(
                field.containing_type, generator
@ -100,11 +127,13 @@ def _get_field_debug_type(
        for existing_struct, debug_info in generated_debug_info:
            if existing_struct.name == struct_name:
                # Use existing debug info
-                return debug_info, existing_struct.__sizeof__()
+                return debug_info, existing_struct.__sizeof__() * 8

        # If not found, create a forward declaration
        # This will be completed when the actual struct is processed
-        logger.warning("Forward declaration in struct created")
+        logger.info(
+            f"Forward declaration created for {struct_name} in {parent_struct.name}"
+        )
        forward_type = generator.create_struct_type([], 0, is_distinct=True)
        return forward_type, 0

--- a/pythonbpf/vmlinux_parser/ir_gen/ir_generation.py
+++ b/pythonbpf/vmlinux_parser/ir_gen/ir_generation.py
@ -11,6 +11,10 @@ logger = logging.getLogger(__name__)


 class IRGenerator:
+    # This field keeps track of the non_struct names to avoid duplicate name errors.
+    type_number = 0
+    unprocessed_store: list[str] = []
+
    # get the assignments dict and add this stuff to it.
    def __init__(self, llvm_module, handler: DependencyHandler, assignments):
        self.llvm_module = llvm_module
@ -129,7 +133,19 @@ class IRGenerator:

        for field_name, field in struct.fields.items():
            # does not take arrays and similar types into consideration yet.
-            if field.ctype_complex_type is not None and issubclass(
+            if callable(field.ctype_complex_type):
+                # Function pointer case - generate a simple field accessor
+                field_co_re_name, returned = self._struct_name_generator(
+                    struct, field, field_index
+                )
+                field_index += 1
+                globvar = ir.GlobalVariable(
+                    self.llvm_module, ir.IntType(64), name=field_co_re_name
+                )
+                globvar.linkage = "external"
+                globvar.set_metadata("llvm.preserve.access.index", debug_info)
+                self.generated_field_names[struct.name][field_name] = globvar
+            elif field.ctype_complex_type is not None and issubclass(
                field.ctype_complex_type, ctypes.Array
            ):
                array_size = field.type_size
@ -137,7 +153,7 @@ class IRGenerator:
                if containing_type.__module__ == ctypes.__name__:
                    containing_type_size = ctypes.sizeof(containing_type)
                    if array_size == 0:
-                        field_co_re_name = self._struct_name_generator(
+                        field_co_re_name, returned = self._struct_name_generator(
                            struct, field, field_index, True, 0, containing_type_size
                        )
                        globvar = ir.GlobalVariable(
@ -149,7 +165,7 @@ class IRGenerator:
                        field_index += 1
                        continue
                    for i in range(0, array_size):
-                        field_co_re_name = self._struct_name_generator(
+                        field_co_re_name, returned = self._struct_name_generator(
                            struct, field, field_index, True, i, containing_type_size
                        )
                        globvar = ir.GlobalVariable(
@ -163,12 +179,28 @@ class IRGenerator:
                array_size = field.type_size
                containing_type = field.containing_type
                if containing_type.__module__ == "vmlinux":
-                    containing_type_size = self.handler[
-                        containing_type.__name__
-                    ].current_offset
-                    for i in range(0, array_size):
-                        field_co_re_name = self._struct_name_generator(
-                            struct, field, field_index, True, i, containing_type_size
+                    # Unwrap all pointer layers to get the base struct type
+                    base_containing_type = containing_type
+                    while hasattr(base_containing_type, "_type_"):
+                        next_type = base_containing_type._type_
+                        # Stop if _type_ is a string (like 'c' for c_char)
+                        # TODO: stacked pointers not handl;ing ctypes check here as well
+                        if isinstance(next_type, str):
+                            break
+                        base_containing_type = next_type
+
+                    # Get the base struct name
+                    base_struct_name = (
+                        base_containing_type.__name__
+                        if hasattr(base_containing_type, "__name__")
+                        else str(base_containing_type)
+                    )
+
+                    # Look up the size using the base struct name
+                    containing_type_size = self.handler[base_struct_name].current_offset
+                    if array_size == 0:
+                        field_co_re_name, returned = self._struct_name_generator(
+                            struct, field, field_index, True, 0, containing_type_size
                        )
                        globvar = ir.GlobalVariable(
                            self.llvm_module, ir.IntType(64), name=field_co_re_name
@ -176,9 +208,30 @@ class IRGenerator:
                        globvar.linkage = "external"
                        globvar.set_metadata("llvm.preserve.access.index", debug_info)
                        self.generated_field_names[struct.name][field_name] = globvar
-                    field_index += 1
+                        field_index += 1
+                    else:
+                        for i in range(0, array_size):
+                            field_co_re_name, returned = self._struct_name_generator(
+                                struct,
+                                field,
+                                field_index,
+                                True,
+                                i,
+                                containing_type_size,
+                            )
+                            globvar = ir.GlobalVariable(
+                                self.llvm_module, ir.IntType(64), name=field_co_re_name
+                            )
+                            globvar.linkage = "external"
+                            globvar.set_metadata(
+                                "llvm.preserve.access.index", debug_info
+                            )
+                            self.generated_field_names[struct.name][field_name] = (
+                                globvar
+                            )
+                        field_index += 1
            else:
-                field_co_re_name = self._struct_name_generator(
+                field_co_re_name, returned = self._struct_name_generator(
                    struct, field, field_index
                )
                field_index += 1
@ -198,7 +251,7 @@ class IRGenerator:
        is_indexed: bool = False,
        index: int = 0,
        containing_type_size: int = 0,
-    ) -> str:
+    ) -> tuple[str, bool]:
        # TODO: Does not support Unions as well as recursive pointer and array type naming
        if is_indexed:
            name = (
@ -208,7 +261,7 @@ class IRGenerator:
                + "$"
                + f"0:{field_index}:{index}"
            )
-            return name
+            return name, True
        elif struct.name.startswith("struct_"):
            name = (
                "llvm."
@ -217,9 +270,18 @@ class IRGenerator:
                + "$"
                + f"0:{field_index}"
            )
-            return name
+            return name, True
        else:
-            print(self.handler[struct.name])
-            raise TypeError(
-                "Name generation cannot occur due to type name not starting with struct"
+            logger.warning(
+                "Blindly handling non-struct type to avoid type errors in vmlinux IR generation. Possibly a union."
            )
+            self.type_number += 1
+            unprocessed_type = "unprocessed_type_" + str(self.handler[struct.name].name)
+            if self.unprocessed_store.__contains__(unprocessed_type):
+                return unprocessed_type + "_" + str(self.type_number), False
+            else:
+                self.unprocessed_store.append(unprocessed_type)
+                return unprocessed_type, False
+            # raise TypeError(
+            #     "Name generation cannot occur due to type name not starting with struct"
+            # )
--- a/pythonbpf/vmlinux_parser/vmlinux_exports_handler.py
+++ b/pythonbpf/vmlinux_parser/vmlinux_exports_handler.py
@ -77,7 +77,7 @@ class VmlinuxHandler:
        return None

    def get_vmlinux_enum_value(self, name):
-        """Handle vmlinux enum constants by returning LLVM IR constants"""
+        """Handle vmlinux.enum constants by returning LLVM IR constants"""
        if self.is_vmlinux_enum(name):
            value = self.vmlinux_symtab[name].value
            logger.info(f"The value of vmlinux enum {name} = {value}")
@ -94,17 +94,168 @@ class VmlinuxHandler:
                f"Attempting to access field {field_name} of possible vmlinux struct {struct_var_name}"
            )
            python_type: type = var_info.metadata
-            struct_name = python_type.__name__
-            globvar_ir, field_data = self.get_field_type(struct_name, field_name)
-            builder.function.args[0].type = ir.PointerType(ir.IntType(8))
-            field_ptr = self.load_ctx_field(
-                builder, builder.function.args[0], globvar_ir, field_data, struct_name
-            )
-            # Return pointer to field and field type
-            return field_ptr, field_data
+            # Check if this is a context field (ctx) or a cast struct
+            is_context_field = var_info.var is None
+
+            if is_context_field:
+                # Handle context field access (original behavior)
+                struct_name = python_type.__name__
+                globvar_ir, field_data = self.get_field_type(struct_name, field_name)
+                builder.function.args[0].type = ir.PointerType(ir.IntType(8))
+                field_ptr = self.load_ctx_field(
+                    builder,
+                    builder.function.args[0],
+                    globvar_ir,
+                    field_data,
+                    struct_name,
+                )
+                return field_ptr, field_data
+            else:
+                # Handle cast struct field access
+                struct_name = python_type.__name__
+                globvar_ir, field_data = self.get_field_type(struct_name, field_name)
+
+                # Handle cast struct field access (use bpf_probe_read_kernel)
+                # Load the struct pointer from the local variable
+                struct_ptr = builder.load(var_info.var)
+
+                # Determine the preallocated tmp name that assignment pass should have created
+                tmp_name = f"{struct_var_name}_{field_name}_tmp"
+
+                # Use bpf_probe_read_kernel for non-context struct field access
+                field_value = self.load_struct_field(
+                    builder,
+                    struct_ptr,
+                    globvar_ir,
+                    field_data,
+                    struct_name,
+                    local_sym_tab,
+                    tmp_name,
+                )
+                # Return field value and field type
+                return field_value, field_data
        else:
            raise RuntimeError("Variable accessed not found in symbol table")

+    @staticmethod
+    def load_struct_field(
+        builder,
+        struct_ptr_int,
+        offset_global,
+        field_data,
+        struct_name=None,
+        local_sym_tab=None,
+        tmp_name: str | None = None,
+    ):
+        """
+        Generate LLVM IR to load a field from a regular (non-context) struct using bpf_probe_read_kernel.
+
+        Args:
+            builder: llvmlite IRBuilder instance
+            struct_ptr_int: The struct pointer as an i64 value (already loaded from alloca)
+            offset_global: Global variable containing the field offset (i64)
+            field_data: contains data about the field
+            struct_name: Name of the struct being accessed (optional)
+            local_sym_tab: symbol table (optional) - used to locate preallocated tmp storage
+            tmp_name: name of the preallocated temporary storage to use (preferred)
+        Returns:
+            The loaded value
+        """
+
+        # Load the offset value
+        offset = builder.load(offset_global)
+
+        # Convert i64 to pointer type (BPF stores pointers as i64)
+        i8_ptr_type = ir.PointerType(ir.IntType(8))
+        struct_ptr = builder.inttoptr(struct_ptr_int, i8_ptr_type)
+
+        # GEP with offset to get field pointer
+        field_ptr = builder.gep(
+            struct_ptr,
+            [offset],
+            inbounds=False,
+        )
+
+        # Determine the appropriate field size based on field information
+        field_size_bytes = 8  # Default to 8 bytes (64-bit)
+        int_width = 64  # Default to 64-bit
+        needs_zext = False
+
+        if field_data is not None:
+            # Try to determine the size from field metadata
+            if field_data.type.__module__ == ctypes.__name__:
+                try:
+                    field_size_bytes = ctypes.sizeof(field_data.type)
+                    field_size_bits = field_size_bytes * 8
+
+                    if field_size_bits in [8, 16, 32, 64]:
+                        int_width = field_size_bits
+                        logger.info(
+                            f"Determined field size: {int_width} bits ({field_size_bytes} bytes)"
+                        )
+
+                        # Special handling for struct_xdp_md i32 fields
+                        if struct_name == "struct_xdp_md" and int_width == 32:
+                            needs_zext = True
+                            logger.info(
+                                "struct_xdp_md i32 field detected, will zero-extend to i64"
+                            )
+                    else:
+                        logger.warning(
+                            f"Unusual field size {field_size_bits} bits, using default 64"
+                        )
+                except Exception as e:
+                    logger.warning(
+                        f"Could not determine field size: {e}, using default 64"
+                    )
+
+            elif field_data.type.__module__ == "vmlinux":
+                # For pointers to structs or complex vmlinux types
+                if field_data.ctype_complex_type is not None and issubclass(
+                    field_data.ctype_complex_type, ctypes._Pointer
+                ):
+                    int_width = 64  # Pointers are always 64-bit
+                    field_size_bytes = 8
+                    logger.info("Field is a pointer type, using 64 bits")
+                else:
+                    logger.warning("Complex vmlinux field type, using default 64 bits")
+
+        # Use preallocated temporary storage if provided by allocation pass
+
+        local_storage_i8_ptr = None
+        if tmp_name and local_sym_tab and tmp_name in local_sym_tab:
+            # Expect the tmp to be an alloca created during allocation pass
+            tmp_alloca = local_sym_tab[tmp_name].var
+            local_storage_i8_ptr = builder.bitcast(tmp_alloca, i8_ptr_type)
+        else:
+            # Fallback: allocate inline (not ideal, but preserves behavior)
+            local_storage = builder.alloca(ir.IntType(int_width))
+            local_storage_i8_ptr = builder.bitcast(local_storage, i8_ptr_type)
+            logger.warning(f"Temp storage '{tmp_name}' not found. Allocating inline")
+
+        # Use bpf_probe_read_kernel to safely read the field
+        # This generates:
+        #   %gep = getelementptr i8, ptr %struct_ptr, i64 %offset (already done above as field_ptr)
+        #   %passed = tail call ptr @llvm.bpf.passthrough.p0.p0(i32 2, ptr %gep)
+        #   %result = call i64 inttoptr (i64 113 to ptr)(ptr %local_storage, i32 %size, ptr %passed)
+        from pythonbpf.helper import emit_probe_read_kernel_call
+
+        emit_probe_read_kernel_call(
+            builder, local_storage_i8_ptr, field_size_bytes, field_ptr
+        )
+
+        # Load the value from local storage
+        value = builder.load(
+            builder.bitcast(local_storage_i8_ptr, ir.PointerType(ir.IntType(int_width)))
+        )
+
+        # Zero-extend i32 to i64 if needed
+        if needs_zext:
+            value = builder.zext(value, ir.IntType(64))
+            logger.info("Zero-extended i32 value to i64")
+
+        return value
+
    @staticmethod
    def load_ctx_field(builder, ctx_arg, offset_global, field_data, struct_name=None):
        """
--- a/tests/c-form/Makefile
+++ b/tests/c-form/Makefile
@ -1,23 +1,22 @@
 BPF_CLANG := clang
-CFLAGS := -emit-llvm -target bpf -c
+CFLAGS := -emit-llvm -target bpf -c -D__TARGET_ARCH_x86

 SRC := $(wildcard *.bpf.c)
 LL := $(SRC:.bpf.c=.bpf.ll)
-LL2 := $(SRC:.bpf.c=.bpf.o2.ll)
 OBJ := $(SRC:.bpf.c=.bpf.o)
-
+LL0 := $(SRC:.bpf.c=.bpf.o0.ll)
 .PHONY: all clean

-all: $(LL) $(OBJ) $(LL2)
+all: $(LL) $(OBJ) $(LL0)

 %.bpf.o: %.bpf.c
-	$(BPF_CLANG) -O2 -g -target bpf -c $< -o $@
+	$(BPF_CLANG) -O2 -D__TARGET_ARCH_x86 -g -target bpf -c $< -o $@

 %.bpf.ll: %.bpf.c
-	$(BPF_CLANG) -O0 $(CFLAGS) -g -S $< -o $@
+	$(BPF_CLANG) $(CFLAGS) -O2 -g -S $< -o $@

-%.bpf.o2.ll: %.bpf.c
-	$(BPF_CLANG) -O2 $(CFLAGS) -g -S $< -o $@
+%.bpf.o0.ll: %.bpf.c
+	$(BPF_CLANG) $(CFLAGS) -O0 -g -S $< -o $@

 clean:
-	rm -f $(LL) $(OBJ) $(LL2)
+	rm -f $(LL) $(OBJ) $(LL0)
--- a/tests/c-form/disksnoop.bpf.c
+++ b/tests/c-form/disksnoop.bpf.c
@ -0,0 +1,66 @@
+// disksnoop.bpf.c
+// eBPF program (compile with: clang -O2 -g -target bpf -c disksnoop.bpf.c -o disksnoop.bpf.o)
+
+#include "vmlinux.h"
+#include <bpf/bpf_helpers.h>
+#include <bpf/bpf_core_read.h>
+
+char LICENSE[] SEC("license") = "GPL";
+
+struct {
+    __uint(type, BPF_MAP_TYPE_HASH);
+    __type(key, __u64);
+    __type(value, __u64);
+    __uint(max_entries, 10240);
+} start_map SEC(".maps");
+
+/* kprobe: record start timestamp keyed by request pointer */
+SEC("kprobe/blk_mq_start_request")
+int trace_start(struct pt_regs *ctx)
+{
+    /* request * is first arg */
+    __u64 reqp = (__u64)(ctx->di);
+    __u64 ts = bpf_ktime_get_ns();
+
+    bpf_map_update_elem(&start_map, &reqp, &ts, BPF_ANY);
+
+//  /* optional debug:
+    bpf_printk("start: req=%llu ts=%llu\n", reqp, ts);
+//  */
+    return 0;
+}
+
+/* completion: compute latency and print data_len, cmd_flags, latency_us */
+SEC("kprobe/blk_mq_end_request")
+int trace_completion(struct pt_regs *ctx)
+{
+    __u64 reqp = (__u64)(ctx->di);
+    __u64 *tsp;
+    __u64 now_ns;
+    __u64 delta_ns;
+    __u64 delta_us = 0;
+    bpf_printk("%lld", reqp);
+    tsp = bpf_map_lookup_elem(&start_map, &reqp);
+    if (!tsp)
+        return 0;
+
+    now_ns = bpf_ktime_get_ns();
+    delta_ns = now_ns - *tsp;
+    delta_us = delta_ns / 1000;
+
+    /* read request fields using CO-RE; needs vmlinux.h/BTF */
+    __u32 data_len = 0;
+    __u32 cmd_flags = 0;
+
+    /* __data_len is usually a 32/64-bit; use CORE read to be safe */
+    data_len = ( __u32 ) BPF_CORE_READ((struct request *)reqp, __data_len);
+    cmd_flags = ( __u32 ) BPF_CORE_READ((struct request *)reqp, cmd_flags);
+
+    /* print: "<bytes> <flags_hex> <latency_us>" */
+    bpf_printk("%u %x %llu\n", data_len, cmd_flags, delta_us);
+
+    /* remove from map */
+    bpf_map_delete_elem(&start_map, &reqp);
+
+    return 0;
+}
--- a/tests/c-form/requests.bpf.c
+++ b/tests/c-form/requests.bpf.c
@ -0,0 +1,18 @@
+#include "vmlinux.h"
+#include <bpf/bpf_helpers.h>
+#include <bpf/bpf_tracing.h>
+#include <bpf/bpf_core_read.h>
+
+char LICENSE[] SEC("license") = "GPL";
+
+SEC("kprobe/blk_mq_start_request")
+int example(struct pt_regs *ctx)
+{
+    u64 a = ctx->r15;
+    struct request *req = (struct request *)(ctx->di);
+    unsigned int something_ns = BPF_CORE_READ(req, timeout);
+    unsigned int data_len = BPF_CORE_READ(req, __data_len);
+    bpf_printk("data length %lld %ld %ld\n", data_len,  something_ns, a);
+
+    return 0;
+}
--- a/tests/c-form/requests2.bpf.c
+++ b/tests/c-form/requests2.bpf.c
@ -0,0 +1,18 @@
+#include "vmlinux.h"
+#include <bpf/bpf_helpers.h>
+#include <bpf/bpf_tracing.h>
+#include <bpf/bpf_core_read.h>
+
+char LICENSE[] SEC("license") = "GPL";
+
+SEC("kprobe/blk_mq_start_request")
+int example(struct pt_regs *ctx)
+{
+    u64 a = ctx->r15;
+    struct request *req = (struct request *)(ctx->di);
+    unsigned int something_ns = req->timeout;
+    unsigned int data_len = req->__data_len;
+    bpf_printk("data length %lld %ld %ld\n", data_len,  something_ns, a);
+
+    return 0;
+}
--- a/tests/c-form/xdp_test.bpf.c
+++ b/tests/c-form/xdp_test.bpf.c
@ -0,0 +1,31 @@
+#include "vmlinux.h"
+#include <bpf/bpf_helpers.h>
+
+struct fake_iphdr {
+  unsigned short useless;
+  unsigned short tot_len;
+  unsigned short id;
+  unsigned short frag_off;
+  unsigned char ttl;
+  unsigned char protocol;
+  unsigned short check;
+  unsigned int saddr;
+  unsigned int daddr;
+};
+
+SEC("xdp")
+int xdp_prog(struct xdp_md *ctx) {
+  unsigned long data = ctx->data;
+  unsigned long data_end = ctx->data_end;
+
+  if (data + sizeof(struct ethhdr) + sizeof(struct fake_iphdr) > data_end) {
+    return XDP_ABORTED;
+  }
+  struct fake_iphdr *iph = (void *)data + sizeof(struct ethhdr);
+
+  bpf_printk("%d", iph->saddr);
+
+  return XDP_PASS;
+}
+
+char _license[] SEC("license") = "GPL";
--- a/tests/failing_tests/vmlinux/assignment_handling.py
+++ b/tests/failing_tests/vmlinux/assignment_handling.py
@ -0,0 +1,22 @@
+from vmlinux import XDP_PASS
+from pythonbpf import bpf, section, bpfglobal, compile_to_ir
+import logging
+from ctypes import c_int64, c_void_p
+
+
+@bpf
+@section("kprobe/blk_mq_start_request")
+def example(ctx: c_void_p) -> c_int64:
+    d = XDP_PASS  # This gives an error, but
+    e = XDP_PASS + 0  # this does not
+    print(f"test1 {e} test2 {d}")
+    return c_int64(0)
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+compile_to_ir("assignment_handling.py", "assignment_handling.ll", loglevel=logging.INFO)
--- a/tests/failing_tests/xdp/xdp_test_1.py
+++ b/tests/failing_tests/xdp/xdp_test_1.py
@ -0,0 +1,46 @@
+from vmlinux import XDP_PASS, XDP_ABORTED
+from vmlinux import (
+    struct_xdp_md,
+)
+from pythonbpf import bpf, section, bpfglobal, compile, compile_to_ir, struct
+from ctypes import c_int64, c_ubyte, c_ushort, c_uint32, c_void_p
+
+
+@bpf
+@struct
+class iphdr:
+    useless: c_ushort
+    tot_len: c_ushort
+    id: c_ushort
+    frag_off: c_ushort
+    ttl: c_ubyte
+    protocol: c_ubyte
+    check: c_ushort
+    saddr: c_uint32
+    daddr: c_uint32
+
+
+@bpf
+@section("xdp")
+def ip_detector(ctx: struct_xdp_md) -> c_int64:
+    data = c_void_p(ctx.data)
+    data_end = c_void_p(ctx.data_end)
+    if data + 34 < data_end:
+        hdr = data + 14
+        iph = iphdr(hdr)
+        addr = iph.saddr
+        print(f"ipaddress: {addr}")
+    else:
+        return c_int64(XDP_ABORTED)
+
+    return c_int64(XDP_PASS)
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+compile_to_ir("xdp_test_1.py", "xdp_test_1.ll")
+compile()
--- a/tests/passing_tests/assign/ptr_to_char_array.py
+++ b/tests/passing_tests/assign/ptr_to_char_array.py
@ -1,4 +1,4 @@
-from pythonbpf import bpf, struct, section, bpfglobal
+from pythonbpf import bpf, struct, section, bpfglobal, compile
 from pythonbpf.helper import comm

 from ctypes import c_void_p, c_int64
@ -26,3 +26,6 @@ def hello(ctx: c_void_p) -> c_int64:
@bpfglobal
 def LICENSE() -> str:
    return "GPL"
+
+
+compile()
--- a/tests/passing_tests/hash_map_struct.py
+++ b/tests/passing_tests/hash_map_struct.py
@ -0,0 +1,44 @@
+from pythonbpf import bpf, section, struct, bpfglobal, compile, map
+from pythonbpf.maps import HashMap
+from pythonbpf.helper import pid, comm
+from ctypes import c_void_p, c_int64
+
+
+@bpf
+@struct
+class val_type:
+    counter: c_int64
+    shizzle: c_int64
+    comm: str(16)
+
+
+@bpf
+@map
+def last() -> HashMap:
+    return HashMap(key=val_type, value=c_int64, max_entries=16)
+
+
+@bpf
+@section("tracepoint/syscalls/sys_enter_clone")
+def hello_world(ctx: c_void_p) -> c_int64:
+    obj = val_type()
+    obj.counter, obj.shizzle = 42, 96
+    comm(obj.comm)
+    t = last.lookup(obj)
+    if t:
+        print(f"Found existing entry: counter={obj.counter}, pid={t}")
+        last.delete(obj)
+        return 0  # type: ignore [return-value]
+    val = pid()
+    last.update(obj, val)
+    print(f"Map updated!, {obj.counter}, {obj.shizzle}, {val}")
+    return 0  # type: ignore [return-value]
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+compile()
--- a/tests/passing_tests/struct_pylib.py
+++ b/tests/passing_tests/struct_pylib.py
@ -0,0 +1,93 @@
+"""
+Test struct values in HashMap.
+
+This example stores a struct in a HashMap and reads it back,
+testing the new set_value_struct() functionality in pylibbpf.
+"""
+
+from pythonbpf import bpf, map, struct, section, bpfglobal, BPF
+from pythonbpf.helper import ktime, smp_processor_id, pid, comm
+from pythonbpf.maps import HashMap
+from ctypes import c_void_p, c_int64, c_uint32, c_uint64
+import time
+import os
+
+
+@bpf
+@struct
+class task_info:
+    pid: c_uint64
+    timestamp: c_uint64
+    comm: str(16)
+
+
+@bpf
+@map
+def cpu_tasks() -> HashMap:
+    return HashMap(key=c_uint32, value=task_info, max_entries=256)
+
+
+@bpf
+@section("tracepoint/sched/sched_switch")
+def trace_sched_switch(ctx: c_void_p) -> c_int64:
+    cpu = smp_processor_id()
+
+    # Create task info struct
+    info = task_info()
+    info.pid = pid()
+    info.timestamp = ktime()
+    comm(info.comm)
+
+    # Store in map
+    cpu_tasks.update(cpu, info)
+
+    return 0  # type: ignore
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+# Compile and load
+b = BPF()
+b.load()
+b.attach_all()
+
+print("Testing HashMap with Struct Values")
+
+cpu_map = b["cpu_tasks"]
+cpu_map.set_value_struct("task_info")  # Enable struct deserialization
+
+print("Listening for context switches.. .\n")
+
+num_cpus = os.cpu_count() or 16
+
+try:
+    while True:
+        time.sleep(1)
+
+        print(f"--- Snapshot at {time.strftime('%H:%M:%S')} ---")
+
+        for cpu in range(num_cpus):
+            try:
+                info = cpu_map.lookup(cpu)
+
+                if info:
+                    comm_str = (
+                        bytes(info.comm).decode("utf-8", errors="ignore").rstrip("\x00")
+                    )
+                    ts_sec = info.timestamp / 1e9
+
+                    print(
+                        f"  CPU {cpu}: PID={info.pid}, comm={comm_str}, ts={ts_sec:.3f}s"
+                    )
+            except KeyError:
+                # No data for this CPU yet
+                pass
+
+        print()
+
+except KeyboardInterrupt:
+    print("\nStopped")
--- a/tests/passing_tests/vmlinux/requests.py
+++ b/tests/passing_tests/vmlinux/requests.py
@ -0,0 +1,27 @@
+from vmlinux import struct_request, struct_pt_regs
+from pythonbpf import bpf, section, bpfglobal, compile_to_ir, compile
+import logging
+from ctypes import c_int64
+
+
+@bpf
+@section("kprobe/blk_mq_start_request")
+def example(ctx: struct_pt_regs) -> c_int64:
+    a = ctx.r15
+    req = struct_request(ctx.di)
+    d = req.__data_len
+    b = ctx.r12
+    c = req.timeout
+    print(f"data length {d} and {c} and {a}")
+    print(f"ctx arg {b}")
+    return c_int64(0)
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+compile_to_ir("requests.py", "requests.ll", loglevel=logging.INFO)
+compile()
--- a/tests/passing_tests/vmlinux/requests2.py
+++ b/tests/passing_tests/vmlinux/requests2.py
@ -0,0 +1,21 @@
+from vmlinux import struct_pt_regs
+from pythonbpf import bpf, section, bpfglobal, compile_to_ir
+import logging
+from ctypes import c_int64
+
+
+@bpf
+@section("kprobe/blk_mq_start_request")
+def example(ctx: struct_pt_regs) -> c_int64:
+    req = ctx.di
+    print(f"data length {req}")
+    return c_int64(0)
+
+
+@bpf
+@bpfglobal
+def LICENSE() -> str:
+    return "GPL"
+
+
+compile_to_ir("requests2.py", "requests2.ll", loglevel=logging.INFO)
Author	SHA1	Message	Date
varunrmallya	ef128f3752	Merge pull request #79 from pythonbpf/dependabot/github_actions/actions-c2e7f7cad0 Bump the actions group with 2 updates	2025-12-25 17:40:36 +05:30
dependabot[bot]	b92208ed0d	Bump the actions group with 2 updates Bumps the actions group with 2 updates: [actions/upload-artifact](https://github.com/actions/upload-artifact) and [actions/download-artifact](https://github.com/actions/download-artifact). Updates `actions/upload-artifact` from 5 to 6 - [Release notes](https://github.com/actions/upload-artifact/releases) - [Commits](https://github.com/actions/upload-artifact/compare/v5...v6) Updates `actions/download-artifact` from 6 to 7 - [Release notes](https://github.com/actions/download-artifact/releases) - [Commits](https://github.com/actions/download-artifact/compare/v6...v7) --- updated-dependencies: - dependency-name: actions/upload-artifact dependency-version: '6' dependency-type: direct:production update-type: version-update:semver-major dependency-group: actions - dependency-name: actions/download-artifact dependency-version: '7' dependency-type: direct:production update-type: version-update:semver-major dependency-group: actions ... Signed-off-by: dependabot[bot] <support@github.com>	2025-12-15 10:24:00 +00:00
Pragyansh Chaturvedi	2bd8e73724	Add symbolization example	2025-12-09 00:36:50 +05:30
varunrmallya	641f8bacbe	Merge pull request #78 from pythonbpf/kfunc move examples to the correct directory	2025-12-08 21:41:52 +05:30
varun-r-mallya	749b06020d	move examples to examples folder	2025-12-08 21:39:50 +05:30
varun-r-mallya	0ce5add39b	compact the disksnoop.py example Signed-off-by: varun-r-mallya <varunrmallya@gmail.com>	2025-12-08 16:23:44 +05:30
Pragyansh Chaturvedi	d0e2360f46	Add anomaly-detection example	2025-12-02 04:01:41 +05:30
varun-r-mallya	049ec55e85	bump version Signed-off-by: varun-r-mallya <varunrmallya@gmail.com>	2025-11-30 05:55:22 +05:30
varun-r-mallya	77901accf2	fix xdp test c form test Signed-off-by: varun-r-mallya <varunrmallya@gmail.com>	2025-11-30 05:53:32 +05:30
Pragyansh Chaturvedi	0616a2fccb	Add requirements.txt for BCC-Examples	2025-11-30 05:39:58 +05:30
Pragyansh Chaturvedi	526425a267	Add command to copy vmlinux.py for container-monitor	2025-11-30 05:37:15 +05:30
Pragyansh Chaturvedi	466ecdb6a4	Update Python package installation in README	2025-11-30 05:36:16 +05:30
Pragyansh Chaturvedi	752a10fa5f	Add installation instructions to README Added installation instructions and dependencies section to README.	2025-11-30 05:35:50 +05:30
Pragyansh Chaturvedi	3602b502f4	Add steps to run container-example in BCC-Examples/README.md	2025-11-30 05:34:08 +05:30
Pragyansh Chaturvedi	808db2722d	Add instructions to run examples in README	2025-11-30 05:27:12 +05:30
Pragyansh Chaturvedi	99fc5d75cc	Refactor disksnoop.py to remove logging and main block Removed logging setup and main execution block from disksnoop.py.	2025-11-30 04:53:53 +05:30
Pragyansh Chaturvedi	c91e69e2f7	Add bpftool to installation dependencies	2025-11-30 04:35:15 +05:30
Pragyansh Chaturvedi	dc995a1448	Fix variable initialization in BPF tracepoint example	2025-11-30 04:31:39 +05:30
Pragyansh Chaturvedi	0fd6bea211	Fix return value in README example	2025-11-30 04:29:31 +05:30
varunrmallya	01d234ac86	Merge pull request #77 from pythonbpf/fix-vmlinux-ir-gen Add a web dashboard to container monitor	2025-11-28 22:12:47 +05:30
varun-r-mallya	c97efb2570	change web version	2025-11-28 22:11:41 +05:30
varun-r-mallya	76c982e15e	Add a web dashboard	2025-11-28 21:30:41 +05:30
varunrmallya	2543826e85	Merge pull request #75 from pythonbpf/fix-vmlinux-ir-gen add container-monitor example	2025-11-28 21:12:45 +05:30
varun-r-mallya	650744f843	beautify container monitor	2025-11-28 21:10:39 +05:30
varun-r-mallya	d73c793989	format chore	2025-11-28 21:02:29 +05:30
varun-r-mallya	bbe4990878	add container-monitor example	2025-11-28 21:02:29 +05:30
varun-r-mallya	600993f626	add syscall monitor	2025-11-28 21:02:28 +05:30
varun-r-mallya	6c55d56ef0	add file io and network stats in container monitor example	2025-11-28 21:02:28 +05:30
Pragyansh Chaturvedi	704b0d8cd3	Fix debug info generation of PerfEventArray maps	2025-11-28 21:02:27 +05:30
Pragyansh Chaturvedi	0e50079d88	Add passing test struct_pylib.py	2025-11-28 21:02:27 +05:30
dependabot[bot]	d457f87410	Bump actions/checkout from 5 to 6 in the actions group Bumps the actions group with 1 update: [actions/checkout](https://github.com/actions/checkout). Updates `actions/checkout` from 5 to 6 - [Release notes](https://github.com/actions/checkout/releases) - [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md) - [Commits](https://github.com/actions/checkout/compare/v5...v6) --- updated-dependencies: - dependency-name: actions/checkout dependency-version: '6' dependency-type: direct:production update-type: version-update:semver-major dependency-group: actions ... Signed-off-by: dependabot[bot] <support@github.com>	2025-11-28 21:02:26 +05:30
Pragyansh Chaturvedi	4ea02745b3	Janitorial: Remove useless comments	2025-11-28 21:02:26 +05:30
Pragyansh Chaturvedi	84edddb685	Fix passing test hash_map_struct to include char array test	2025-11-28 21:02:25 +05:30
Pragyansh Chaturvedi	6f017a9176	Unify struct and pointer to struct handling, abstract null check in ir_ops	2025-11-28 21:02:25 +05:30
varun-r-mallya	24e5829b80	format chore	2025-11-28 14:52:45 +05:30
Pragyansh Chaturvedi	2daedc5882	Fix debug info generation of PerfEventArray maps	2025-11-28 14:50:40 +05:30
varun-r-mallya	14af7ec4dd	add file_io.bpf.py to make container-monitor	2025-11-28 14:47:29 +05:30
varun-r-mallya	536ea4855e	add cgroup helper	2025-11-28 14:47:01 +05:30
varun-r-mallya	5ba29db362	fix the c form of the xdp program	2025-11-27 23:44:44 +05:30
varunrmallya	0ca835079d	Merge pull request #74 from pythonbpf/fix-vmlinux-ir-gen Fix some issues with vmlinux struct usage in syntax TODO: THIS DOES NOT FIX the XDP example. The issue with the XDP example here is that the range is not being tracked due to multiple loads from stack which is making the verifier lose track of the range on that value.	2025-11-27 23:03:45 +05:30
varun-r-mallya	de8c486461	fix: remove deref_to_depth on single depth pointers	2025-11-27 22:59:34 +05:30
varun-r-mallya	f135cdbcc0	format chore	2025-11-27 14:03:12 +05:30
varun-r-mallya	a8595ff1d2	feat: allocate tmp variable for pointer to vmlinux struct field access.	2025-11-27 14:02:00 +05:30
varun-r-mallya	d43d3ad637	clear disksnoop output	2025-11-27 12:45:48 +05:30
varun-r-mallya	9becee8f77	add expected type check	2025-11-27 12:44:12 +05:30
varun-r-mallya	189526d5ca	format chore	2025-11-27 12:42:10 +05:30
varun-r-mallya	1593b7bcfe	feat:user defined struct casting	2025-11-27 12:41:57 +05:30
Pragyansh Chaturvedi	127852ee9f	Add passing test struct_pylib.py	2025-11-27 04:45:34 +05:30
varun-r-mallya	4905649700	feat:non struct field values can be cast	2025-11-26 14:18:40 +05:30
varun-r-mallya	7b7b00dbe7	add disksnoop ipynb	2025-11-25 22:51:24 +05:30
varun-r-mallya	102e4ca78c	add disksnoop example	2025-11-24 22:50:39 +05:30
varunrmallya	2fd4fefbcc	Merge pull request #73 from pythonbpf/dependabot/github_actions/actions-76468cb07f Bump actions/checkout from 5 to 6 in the actions group	2025-11-24 17:15:55 +05:30
dependabot[bot]	016fd5de5c	Bump actions/checkout from 5 to 6 in the actions group Bumps the actions group with 1 update: [actions/checkout](https://github.com/actions/checkout). Updates `actions/checkout` from 5 to 6 - [Release notes](https://github.com/actions/checkout/releases) - [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md) - [Commits](https://github.com/actions/checkout/compare/v5...v6) --- updated-dependencies: - dependency-name: actions/checkout dependency-version: '6' dependency-type: direct:production update-type: version-update:semver-major dependency-group: actions ... Signed-off-by: dependabot[bot] <support@github.com>	2025-11-24 11:44:07 +00:00
Pragyansh Chaturvedi	8ad5fb8a3a	Janitorial: Remove useless comments	2025-11-23 06:29:44 +05:30
Pragyansh Chaturvedi	bf9635e324	Fix passing test hash_map_struct to include char array test	2025-11-23 06:27:01 +05:30
Pragyansh Chaturvedi	cbe365d760	Unify struct and pointer to struct handling, abstract null check in ir_ops	2025-11-23 06:26:09 +05:30
varun-r-mallya	fed6af1ed6	bump version and prepare for release	2025-11-22 13:54:41 +05:30
varunrmallya	18886816fb	Merge pull request #68 from pythonbpf/request-struct Support enough machinery to make request struct work	2025-11-22 13:48:06 +05:30
varun-r-mallya	a2de15fb1e	add c_int to type_deducer.py	2025-11-22 13:36:21 +05:30
Pragyansh Chaturvedi	9def969592	Make map val struct type allocation work by fixing pointer deref and debuginfogen: WIP	2025-11-22 13:20:09 +05:30
varun-r-mallya	081ee5cb4c	move requests.py to passing tests	2025-11-22 13:19:55 +05:30
varun-r-mallya	a91c3158ad	sort fields in debug info by offset order	2025-11-22 12:35:47 +05:30
varun-r-mallya	2b3635fe20	format chore	2025-11-22 01:48:44 +05:30
varun-r-mallya	6f25c554a9	fix CO-RE read for cast structs	2025-11-22 01:47:25 +05:30
varun-r-mallya	84507b8b98	add btf probe read kernel helper	2025-11-22 00:57:12 +05:30
varun-r-mallya	a42a75179d	format chore	2025-11-22 00:37:39 +05:30
varun-r-mallya	377fa4041d	add regular struct field access handling in vmlinux_registry.py	2025-11-22 00:36:59 +05:30
varun-r-mallya	99321c7669	add a failing C test	2025-11-21 23:01:08 +05:30
varun-r-mallya	11850d16d3	field check in allocation pass	2025-11-21 21:47:58 +05:30
varun-r-mallya	9ee821c7f6	make pointer allocation feasible but subverting LLC	2025-11-21 21:47:55 +05:30
varun-r-mallya	25394059a6	allow casting	2025-11-21 21:47:10 +05:30
varun-r-mallya	fde8eab775	allow allocation pass on vmlinux cast	2025-11-21 21:47:07 +05:30
varunrmallya	42b8865a56	Merge branch 'master' into request-struct	2025-11-21 02:10:52 +05:30
varun-r-mallya	144d9b0ab4	change c-file test structure	2025-11-20 17:24:02 +05:30
varun-r-mallya	902a52a07d	remove debug print statements	2025-11-20 14:39:13 +05:30
varun-r-mallya	306570953b	format chore	2025-11-20 14:18:45 +05:30
varun-r-mallya	740eed45e1	add placeholder debug info to shut llvmlite up about NoneType	2025-11-20 14:17:57 +05:30
varun-r-mallya	c8801f4c3e	nonetype not parsed	2025-11-19 23:35:10 +05:30
Pragyansh Chaturvedi	e5b3b001ce	Minor fix for PTR_TO_MAP_VALUE_OR_NULL target	2025-11-19 04:29:35 +05:30
Pragyansh Chaturvedi	19b42b9a19	Allocate hashmap lookup return vars based on the value type of said hashmap	2025-11-19 04:09:51 +05:30
Pragyansh Chaturvedi	9f5ec62383	Add get_uint8_type to DebugInfoGenerator	2025-11-19 03:24:40 +05:30
Pragyansh Chaturvedi	7af54df7c0	Add passing test hash_map_struct.py for using structs as hashmap key/val types	2025-11-19 00:17:01 +05:30
Pragyansh Chaturvedi	573bbb350e	Allow structs to be key/val type for hashmaps	2025-11-19 00:08:15 +05:30
Pragyansh Chaturvedi	64679f8072	Add skeleton _get_key_val_dbg_type in maps_debug_info.py	2025-11-18 05:00:00 +05:30
Pragyansh Chaturvedi	5667facf23	Pass down structs_sym_tab to maps_debug_info, allow vmlinux enums to be used in an indexed format for map declaration	2025-11-18 04:34:51 +05:30
Pragyansh Chaturvedi	4f8af16a17	Pass structs_sym_tab to maps_proc	2025-11-18 04:34:42 +05:30
Pragyansh Chaturvedi	b84884162d	Merge pull request #69 from pythonbpf/symex Add support for userspace+kernelspace stack trace example using blazesym	2025-11-17 01:47:35 +05:30
varun-r-mallya	49740598ea	format chore	2025-11-13 09:31:10 +05:30
varun-r-mallya	73bbf00e7c	add tests	2025-11-13 09:29:53 +05:30
varun-r-mallya	f7dee329cb	fix nested pointers issue in array generation and also fix zero length array IR generation	2025-11-10 20:29:28 +05:30
varun-r-mallya	5031f90377	fix stacked vmlinux struct parsing issue	2025-11-10 20:06:04 +05:30
varun-r-mallya	95a624044a	fix type error	2025-11-08 20:28:56 +05:30
varun-r-mallya	c5bef26b88	add multi imports to single import line.	2025-11-08 18:08:04 +05:30