Initial commit: VMAF optimisation pipeline

AGENTS.md

@@ -1,360 +1,630 @@
-# VMAF Optimiser - Agent Guidelines
+# VMAF Optimisation Pipeline - Agent Documentation
 
-## Quick Reference
+## Overview
 
-**Purpose:** Video library optimization pipeline using VMAF quality targets with AV1 encoding.
+This project automates video library optimization to AV1 using VMAF (Video Multimethod Assessment Fusion) quality targets. It intelligently searches for optimal encoding parameters and gracefully degrades quality when needed to achieve target file size savings.
 
-**Core Files:**
-- `optimize_library.py` - Main Python script (342 lines)
-- `run_optimisation.sh` - Linux/macOS wrapper
-- `run_optimisation.ps1` - Windows wrapper
+## Architecture
 
----
-
-## Build/Lint/Test Commands
-
-### Development Setup
-
-```bash
-# Install dependencies (if not already)
-cargo install ab-av1  # v0.10.3+
-brew install ffmpeg   # macOS
-# OR: apt install ffmpeg  # Linux/WSL
-# OR: winget install ffmpeg  # Windows
+```
+run_optimisation.sh           # Master runner script
+    ↓
+optimise_media_v2.py         # Main encoding engine
+    ↓
+ab-av1 (crf-search, encode)  # AV1 encoding tool
+ffprobe/ffmpeg                # Media analysis/encoding
 ```
 
-### Linting
+## How It Works
 
-```bash
-# Ruff is the linter (indicated by .ruff_cache/)
-ruff check optimize_library.py
+### Phase 1: Video Analysis
+1. Scans directory for video files (.mkv, .mp4)
+2. Uses `ffprobe` to get:
+   - Codec (h264, hevc, etc.)
+   - Resolution (width × height)
+   - Bitrate (calculated from size/duration)
+   - File size and duration
+3. Skips if already AV1 encoded
 
-# Format with ruff
-ruff format optimize_library.py
+### Phase 2: VMAF Target Search (Intelligent Fallback)
 
-# Check specific issues
-ruff check optimize_library.py --select E,F,W
+The script tries VMAF targets in **descending order** (highest quality first):
+
+```
+Try VMAF 94 (Premium)
+    ↓
+Can achieve?
+    ↓ Yes              ↓ No
+Calculate savings   Try VMAF 93
+    ↓
+Savings ≥ 12%?
+    ↓ Yes              ↓ No
+Encode at VMAF 94  Calculate savings
+                          ↓
+                    Savings ≥ 12%?
+                        ↓ Yes          ↓ No
+                   Encode at VMAF 93  Find 15% (test 92, 90)
 ```
 
-### Running the Application
+**Fallback Logic:**
+- If VMAF 94 gives ≥12% savings → **Encode at VMAF 94**
+- If VMAF 94 <12% but VMAF 93 ≥12% → **Encode at VMAF 93**
+- If both <12% → Find what VMAF gives 15%+ savings:
+  - Tests VMAF 93, 92, 90
+  - Reports "FOUND 15%+ SAVINGS" with exact parameters
+  - Logs for manual review (no encoding)
+  - User can decide to adjust settings
 
-```bash
-# Linux/macOS
-./run_optimisation.sh --directory /media --vmaf 95 --workers 1
+### Phase 3: CRF Search
 
-# Windows
-.\run_optimisation.ps1 -directory "D:\Movies" -vmaf 95 -workers 1
+Uses `ab-av1 crf-search` with `--thorough` flag:
+- Takes multiple samples (20-30s segments) from video
+- Interpolates binary search for optimal CRF
+- Outputs: Best CRF, Mean VMAF, Predicted size
+- Uses `--temp-dir` for temporary file storage
 
-# Direct Python execution
-python3 optimize_library.py /media --vmaf 95 --preset 6 --workers 1
+**Why `--thorough`?**
+- More samples = more accurate CRF estimation
+- Takes longer but prevents quality/savings miscalculation
+- Recommended for library encoding (one-time cost)
+
+### Phase 4: Full Encoding (with Real-time Output)
+
+If savings threshold met:
+1. Runs `ab-av1 encode` with found CRF
+2. **Streams all output in real-time** (you see progress live)
+3. Shows ETA, encoding speed, frame count
+4. Uses `--acodec copy` to preserve audio/subtitles
+
+**Real-time output example:**
+```
+→ Running encoding (CRF 34)
+    Encoded 4320/125400 frames (3.4%)
+    Encoded 8640/125400 frames (6.9%)
+    Encoded 12960/125400 frames (10.3%)
+    ...
+    Encoded 125400/125400 frames (100.0%)
+    Speed: 15.2 fps, ETA: 2s
 ```
 
-### Testing
+### Phase 5: Verification & Replacement
 
-**No formal test suite exists currently.** Test manually by:
+1. Probes encoded file for actual stats
+2. Calculates actual savings
+3. Only replaces original if new file is smaller
+4. Converts .mp4 to .mkv if needed
+5. Logs detailed results to JSONL files
 
-```bash
-# Test with single video file
-python3 optimize_library.py /media/sample.mkv --vmaf 95 --workers 1
+## Configuration
 
-# Dry run (validate logic without encoding)
-python3 optimize_library.py /media --vmaf 95 --thorough
-
-# Check dependencies
-python3 optimize_library.py 2>&1 | grep -E "(ffmpeg|ab-av1)"
-```
-
----
-
-## Code Style Guidelines
-
-### Python Style (PEP 8 Compliant)
-
-**Imports:**
-```python
-# Standard library first, grouped logically
-import os
-import sys
-import subprocess
-import json
-import shutil
-import platform
-from concurrent.futures import ThreadPoolExecutor, as_completed
-from pathlib import Path
-```
-
-**Naming Conventions:**
-```python
-# Constants: UPPER_SNAKE_CASE
-DEFAULT_VMAF = 95.0
-DEFAULT_PRESET = 6
-EXTENSIONS = {".mkv", ".mp4", ".mov", ".avi", ".ts"}
-
-# Functions: snake_case
-def get_video_info(filepath):
-    def build_ab_av1_command(input_path, output_path, args):
-
-# Variables: snake_case
-input_path = Path(filepath)
-output_path = input_path.with_stem(input_path.stem + "_av1")
-
-# Module-level cache: _PREFIX (private)
-_AB_AV1_HELP_CACHE = {}
-```
-
-**Formatting:**
-- 4-space indentation
-- Line length: ~88-100 characters (ruff default: 88)
-- No trailing whitespace
-- One blank line between functions
-- Two blank lines before class definitions (if any)
-
-**Function Structure:**
-```python
-def function_name(param1, param2, optional_param=None):
-    """Brief description if needed."""
-    try:
-        # Implementation
-        return result
-    except Exception as e:
-        print(f"Error: {e}")
-        return None  # or handle gracefully
-```
-
-**Subprocess Calls:**
-```python
-# Use subprocess.run for all external commands
-cmd = ["ffmpeg", "-i", input_file, output_file]
-result = subprocess.run(cmd, capture_output=True, text=True, check=True)
-
-# Check return codes explicitly
-if result.returncode != 0:
-    print(f"Command failed: {result.stderr}")
-```
-
-### Error Handling
+### Key Settings (edit in `optimise_media_v2.py`)
 
 ```python
-# Always wrap external tool calls in try-except
-try:
-    info = get_video_info(filepath)
-    if not info:
-        return  # Early return on None
-except subprocess.CalledProcessError as e:
-    print(f"FFmpeg failed: {e}")
-    return
-
-# Use specific exception types when possible
-except FileNotFoundError:
-    print("File not found")
-except json.JSONDecodeError:
-    print("Invalid JSON")
+TARGETS = [94.0, 93.0, 92.0, 90.0]  # VMAF targets to try
+MIN_SAVINGS_PERCENT = 12.0               # Encode if savings ≥12%
+TARGET_SAVINGS_FOR_ESTIMATE = 15.0        # Estimate for this level
+PRESET = 6                                 # SVT-AV1 preset (4=best, 8=fast)
+EXTENSIONS = {'.mkv', '.mp4'}            # File extensions to process
 ```
 
-### Platform Detection
+### What is CRF?
 
-```python
-# Use platform module for OS detection
-def is_wsl():
-    if os.environ.get("WSL_DISTRO_NAME"):
-        return True
-    try:
-        with open("/proc/sys/kernel/osrelease", "r") as f:
-            return "microsoft" in f.read().lower()
-    except FileNotFoundError:
-        return False
+**Constant Rate Factor (CRF):** Quality/bitrate trade-off
+- **Lower CRF** = Higher quality, larger files (e.g., CRF 20)
+- **Higher CRF** = Lower quality, smaller files (e.g., CRF 40)
+- AV1 CRF range: 0-63 (default for VMAF 94 is ~34-36)
 
-def platform_label():
-    system = platform.system()
-    if system == "Linux" and is_wsl():
-        return "Linux (WSL)"
-    return system
-```
+### What is VMAF?
 
-### Argument Parsing
+**Video Multimethod Assessment Fusion:** Netflix's quality metric
+- **VMAF 95:** "Visually lossless" - indistinguishable from source
+- **VMAF 94:** Premium quality - minor artifacts
+- **VMAF 93:** Good quality - acceptable for most content
+- **VMAF 90:** Standard quality - may have noticeable artifacts
+- **VMAF 85:** Acceptable quality for mobile/low bandwidth
 
-```python
-def main():
-    parser = argparse.ArgumentParser(description="Description")
-    parser.add_argument("directory", help="Root directory")
-    parser.add_argument("--vmaf", type=float, default=95.0, help="Target VMAF")
-    args = parser.parse_args()
-```
+## Logging System
 
----
+### Log Files (all in `/opt/Optmiser/logs/`)
 
-## Shell Script Guidelines (run_optimisation.sh)
+| File | Purpose | Format |
+|------|---------|--------|
+| `tv_movies.jsonl` | Successful TV & Movie encodes | JSONL (one line per file) |
+| `content.jsonl` | Successful Content folder encodes | JSONL |
+| `low_savings_skips.jsonl` | Files with <12% savings + 15% estimates | JSONL |
+| `failed_searches.jsonl` | Files that couldn't hit any VMAF target | JSONL |
+| `failed_encodes.jsonl` | Encoding errors | JSONL |
 
-**Shebang & Error Handling:**
-```bash
-#!/bin/bash
-set -e  # Exit on error
-```
+### Log Entry Format
 
-**Color Output:**
-```bash
-COLOR_RED='\033[0;31m'
-COLOR_GREEN='\033[0;32m'
-COLOR_CYAN='\033[0;36m'
-COLOR_RESET='\033[0m'
-
-log_info() {
-    echo -e "${COLOR_CYAN}$*${COLOR_RESET}"
-}
-
-log_error() {
-    echo -e "${COLOR_RED}ERROR: $*${COLOR_RESET}" >&2
+**Successful encode:**
+```json
+{
+  "file": "/path/to/file.mkv",
+  "status": "success",
+  "vmaf": 94.0,
+  "crf": 34.0,
+  "before": {
+    "codec": "h264",
+    "bitrate": 8500,
+    "size": 2684354560,
+    "duration": 1379.44
+  },
+  "after": {
+    "codec": "av1",
+    "bitrate": 6400,
+    "size": 2013265920,
+    "duration": 1379.44
+  },
+  "duration": 145.2,
+  "savings": 25.0,
+  "timestamp": "2025-12-31T12:00:00.000Z"
 }
 ```
 
-**Argument Parsing:**
-```bash
-while [[ $# -gt 0 ]]; do
-    case "$1" in
-        --vmaf)
-            VMAF="$2"
-            shift 2
-            ;;
-        *)
-            DIRECTORY="$1"
-            shift
-            ;;
-    esac
-done
-```
-
----
-
-## PowerShell Guidelines (run_optimisation.ps1)
-
-**Parameter Declaration:**
-```powershell
-param(
-    [Parameter(Mandatory=$false)]
-    [string]$Directory = ".",
-    [float]$Vmaf = 95.0,
-    [switch]$Thorough
-)
-```
-
-**Error Handling:**
-```powershell
-$ErrorActionPreference = "Stop"
-
-function Write-ColorOutput {
-    param([string]$Message, [string]$Color = "White")
-    Write-Host $Message -ForegroundColor $Color
+**Low savings with 15% estimate:**
+```json
+{
+  "file": "/path/to/file.mkv",
+  "vmaf_94": 94.0,
+  "savings_94": 7.0,
+  "vmaf_93": 93.0,
+  "savings_93": 18.0,
+  "target_for_15_percent": {
+    "target_vmaf": 93,
+    "crf": 37,
+    "savings": 18.0,
+    "quality_drop": 1,
+    "found": true
+  },
+  "recommendations": "logged_for_review",
+  "timestamp": "2025-12-31T12:00:00.000Z"
 }
 ```
 
-**Process Management:**
-```powershell
-$process = Start-Process -FilePath $pythonCmd.Path -ArgumentList $arguments `
-    -NoNewWindow -PassThru
-$process.WaitForExit()
-$exitCode = $process.ExitCode
-```
-
----
-
-## Key Constraints & Best Practices
-
-### When Modifying `optimize_library.py`
-
-1. **Maintain platform compatibility:** Always test on Linux, Windows, and macOS
-2. **Preserve subprocess patterns:** Use `subprocess.run` with `check=True`
-3. **Handle missing dependencies:** Check `shutil.which()` before running tools
-4. **Thread safety:** The script uses `ThreadPoolExecutor` - avoid global state
-5. **Path handling:** Always use `Path` objects from `pathlib`
-
-### When Modifying Wrapper Scripts
-
-1. **Keep interfaces consistent:** Both scripts should accept the same parameters
-2. **Preserve color output:** Users expect colored status messages
-3. **Validate Python path:** Handle `python3` vs `python` vs `py`
-4. **Check script existence:** Verify `optimize_library.py` exists before running
-
-### File Organization
-
-- Keep functions under 50 lines
-- Use descriptive names (no abbreviations like `proc_file`, use `process_file`)
-- Cache external command help text (see `_AB_AV1_HELP_CACHE`)
-- Use constants for magic numbers and strings
-
-### Hardware Acceleration
-
-- Auto-detect via `normalize_hwaccel()` function
-- Respect `--hwaccel` flag
-- Check ab-av1 support with `ab_av1_supports()` before using flags
-- Default: `auto` (d3d11va on Windows, videotoolbox on macOS, vaapi on Linux)
-
----
-
-## Common Patterns
-
-### Checking Tool Availability
-```python
-def check_dependencies():
-    missing = []
-    for tool in ["ffmpeg", "ffprobe", "ab-av1"]:
-        if not shutil.which(tool):
-            missing.append(tool)
-    if missing:
-        print(f"Error: Missing tools: {', '.join(missing)}")
-        sys.exit(1)
-```
-
-### Building Commands Conditionally
-```python
-cmd = ["ab-av1", "auto-encode", "-i", input_path]
-
-if args.encoder:
-    if ab_av1_supports("auto-encode", "--encoder"):
-        cmd.extend(["--encoder", args.encoder])
-    else:
-        print("Warning: Encoder not supported")
-```
-
-### File Path Operations
-```python
-# Use pathlib for cross-platform paths
-input_path = Path(filepath)
-output_path = input_path.with_stem(input_path.stem + "_av1")
-
-# Safe existence check
-if output_path.exists():
-    print(f"Skipping: {input_path.name}")
-    return
-```
-
----
-
-## Version Control
+### Viewing Logs
 
 ```bash
-# Check for changes
-git status
+# Watch logs in real-time
+tail -f /opt/Optmiser/logs/tv_movies.jsonl | jq '.'
 
-# Format before committing
-ruff format optimize_library.py
-ruff check optimize_library.py
+# Check files logged for review (both 94 and 93 <12%)
+cat /opt/Optmiser/logs/low_savings_skips.jsonl | jq '.[] | select(.recommendations=="logged_for_review")'
 
-# Commit with conventional commits
-git commit -m "feat: add hardware acceleration support"
-git commit -m "fix: handle missing ffprobe gracefully"
-git commit -m "docs: update setup instructions"
+# Statistics
+jq -r '.status' /opt/Optmiser/logs/tv_movies.jsonl | sort | uniq -c
+
+# Find what CRF/VMAF combinations are being used most
+jq -r '[.vmaf, .crf] | @tsv' /opt/Optmiser/logs/tv_movies.jsonl | sort | uniq -c
 ```
 
----
+## Running on Multiple Machines
 
-## Important Notes
+### Lock File Mechanism
 
-1. **No type hints:** Current codebase doesn't use Python typing
-2. **No formal tests:** Test manually with sample videos
-3. **No package.json:** This is a standalone script, not a Python package
-4. **Lock files:** `.lock/` directory created at runtime for multi-machine coordination
-5. **Logs:** JSONL format in `logs/` directory for structured data
+The script uses **file-level locks** to prevent duplicate processing:
+
+```
+/opt/Optmiser/.lock/{filename}
+```
+
+When processing a file:
+1. Checks if lock exists → Skip (another machine is encoding it)
+2. Creates lock → Process
+3. Removes lock when done
+
+**Safe to run on multiple machines!** Each will pick different files to encode.
+
+### Example Setup
+
+**Machine 1 (Intel i9-12900H - Remote Server):**
+```bash
+# Runs on /mnt/Media/tv and /mnt/Media/movies
+sudo /opt/Optmiser/run_optimisation.sh
+```
+
+**Machine 2 (AMD RX 7900 XT - Local PC):**
+```bash
+# Runs on your local media library
+python3 /path/to/optimise_media_v2.py /path/to/media tv_movies
+```
+
+Both will process different files automatically due to lock checking.
+
+## Hardware Encoding
+
+### Supported Hardware
+
+**Server (Intel i9-12900H):**
+- 24 threads (configurable via `--workers` flag)
+- No GPU acceleration (software AV1)
+- Use software encoding to leave CPU for other tasks
+
+**Local PC (AMD RX 7900 XT):**
+- Hardware AV1 encoding via GPU
+- Much faster than CPU
+- Use when available (detected automatically)
+
+**Server (50% CPU Mode):**
+- When `--cpu-limit 50` is set
+- Limits to 12 threads on 24-core system
+- Leaves CPU for other tasks while encoding
+
+### Hardware Detection
+
+The script automatically detects:
+1. **GPU available:** Checks for AMD/NVIDIA GPU encoding support
+2. **System type:** Linux (server) vs Windows (local PC)
+3. **Thread count:** Automatically detected
+4. **Encoding mode:** Selects best available option
+
+### Encoding Modes
+
+#### 1. Software Encoding (SVT-AV1 CPU)
+- **Best for:** Servers, background processing
+- **Speed:** Slower, but highest quality
+- **CPU Usage:** High (unless limited)
+- **Command:** `ab-av1 encode --encoder libsvtav1`
+
+**When to use:**
+- No GPU available
+- Want to leave GPU free for other tasks
+- Server environments (multi-user)
+
+#### 2. Hardware Encoding (AMD GPU - AV1 via Vulkan/Mesa)
+- **Best for:** Local PC, faster encoding
+- **Speed:** 3-10x faster than CPU
+- **CPU Usage:** Low
+- **Trade-off:** Slightly lower quality at same CRF (GPU limitations)
+
+**Detection:**
+```python
+# Checks if AV1 GPU encoding is available
+has_gpu_av1 = check_for_amd_av1_gpu()
+```
+
+**When to use:**
+- AMD RX 7900 XT detected
+- Want faster encoding speeds
+- Single-user PC
+
+#### 3. Hardware Encoding with CPU Limit (50% mode)
+- **Best for:** Server with other tasks running
+- **CPU Usage:** 50% (leaves headroom)
+- **Threads:** Half of available cores
+
+**When to use:**
+- Server needs CPU for other services
+- Encode while Plex/Jellyfin active
+
+### Flags for Hardware Control
+
+```bash
+# Use hardware encoding if available (automatic)
+python3 optimise_media_v2.py /media --use-hardware
+
+# Force software encoding
+python3 optimise_media_v2.py /media --use-cpu
+
+# Limit CPU to 50% (12 threads on 24-core)
+python3 optimise_media_v2.py /media --cpu-limit 50
+
+# Set specific worker count
+python3 optimise_media_v2.py /media --workers 8
+```
+
+### Windows/WSL Support
+
+#### On Native Windows
+
+**Prerequisites:**
+1. Install FFmpeg and ab-av1
+2. Copy `/opt/Optmiser` folder structure to Windows
+3. Update `AB_AV1_PATH` in script or use `--ab-av1-path`
+
+**Setup:**
+```powershell
+# Install ab-av1 via cargo
+cargo install ab-av1
+
+# Run on Windows media library
+python3 C:\Optmiser\optimise_media_v2.py D:\Media tv_movies
+```
+
+#### On WSL (Windows Subsystem for Linux)
+
+**Best option:** Run in WSL for native Linux support
+```bash
+# Install in WSL Ubuntu/Debian
+sudo apt update
+sudo apt install -y ffmpeg python3
+cargo install ab-av1
+
+# Copy scripts to WSL
+cp -r /mnt/c/Optmiser /mnt/c/path/to/optmiser
+
+# Run in WSL (accesses Windows C: drive at /mnt/c/)
+python3 /opt/Optmiser/optimise_media_v2.py /mnt/c/Media tv_movies
+```
+
+**WSL Path Mapping:**
+```
+Windows C:\     → /mnt/c/
+Windows D:\     → /mnt/d/
+\\Server\media\ → Network mount (if configured)
+```
+
+#### Running Across Multiple Machines
+
+All three can run simultaneously with proper locking:
+
+```
+Server (Linux):     /mnt/Media/tv     → Lock files, encode to AV1
+Local PC (Windows): D:\Media\tv      → Lock files, encode to AV1
+Local PC (WSL):    /mnt/c/Media/tv  → Lock files, encode to AV1
+```
+
+Each machine processes different files automatically!
+
+## Performance Characteristics
+
+### Encoding Speed Estimates
+
+| Hardware | Resolution | Speed (1080p) | Speed (4K) |
+|-----------|------------|------------------|-------------|
+| Intel i9 (24 threads) | ~15 fps | ~3-5 fps |
+| AMD RX 7900 XT (GPU) | ~150 fps | ~30-50 fps |
+| AMD RX 7900 XT (CPU, 12t) | ~8 fps | ~1-2 fps |
+| Intel i9 (12 threads, 50%) | ~8 fps | ~1-2 fps |
+
+### Time Estimates
+
+For 1-hour 1080p video (h264 → AV1):
+
+| Hardware | VMAF 94 | VMAF 93 | VMAF 90 |
+|-----------|----------|----------|----------|
+| Intel i9 (CPU, 24t) | 4-5 min | 3-4 min | 2-3 min |
+| AMD RX 7900 XT (GPU) | 30-60 sec | 20-40 sec | 15-30 sec |
+| AMD RX 7900 XT (CPU) | 7-10 min | 6-9 min | 5-8 min |
+| Intel i9 (CPU, 12t, 50%) | 7-10 min | 6-9 min | 5-8 min |
+
+## Troubleshooting
+
+### Issue: "0k bitrate" display
+
+**Cause:** VBR (Variable Bitrate) files show 0 in ffprobe's format bitrate field.
+
+**Solution (implemented):** Calculate from `(size × 8) / duration`
+
+### Issue: ETA showing "eta 0s" early in encode
+
+**Cause:** ab-av1 outputs initial ETA estimate before calculating.
+
+**Solution:** Real-time streaming now shows progress updates properly.
+
+### Issue: Multiple machines encoding same file
+
+**Cause:** No coordination between machines.
+
+**Solution:** Lock files in `/opt/Optmiser/.lock/{filename}`
+
+### Issue: Encode fails with "unexpected argument"
+
+**Cause:** Using wrong flags for ab-av1 commands.
+
+**Solution:** 
+- `crf-search` supports `--temp-dir`
+- `encode` does NOT support `--temp-dir`
+- Use `--acodec copy` not `-c copy`
+
+## File Structure
+
+```
+/opt/Optmiser/
+├── optimise_media_v2.py      # Main encoding script
+├── run_optimisation.sh         # Master runner
+├── bin/
+│   └── ab-av1                 # ab-av1 binary (downloaded)
+├── tmp/                        # Temporary encoding files
+├── logs/                       # Log files (JSONL format)
+│   ├── tv_movies.jsonl
+│   ├── content.jsonl
+│   ├── low_savings_skips.jsonl
+│   ├── failed_searches.jsonl
+│   └── failed_encodes.jsonl
+├── .lock/                      # Multi-machine coordination (created at runtime)
+├── ffmpeg-static/              # FFmpeg binaries (if using bundled)
+└── README_v2_FINAL.md          # This documentation
+```
+
+## Best Practices
+
+### For Server (Intel i9-12900H)
+
+1. **Use 50% CPU mode** if running other services (Plex, Docker, etc.)
+   ```bash
+   python3 optimise_media_v2.py /media --cpu-limit 50
+   ```
+
+2. **Run during off-peak hours** to minimize impact on users
+
+3. **Monitor CPU temperature** during encoding:
+   ```bash
+   watch -n 2 'sensors | grep "Package id"'
+   ```
+
+4. **Use Preset 6-8** for faster encodes (preset 4 = 2x slower, preset 8 = 2x faster)
+
+### For Local PC (AMD RX 7900 XT)
+
+1. **Enable hardware encoding** for massive speedup:
+   ```bash
+   python3 optimise_media_v2.py /media --use-hardware
+   ```
+
+2. **Test small sample first** to verify settings:
+   ```bash
+   python3 optimise_media_v2.py /media/sample --use-hardware --dry-run
+   ```
+
+3. **Monitor GPU usage**:
+   ```bash
+   watch -n 2 'radeontop -d 1'
+   ```
+
+4. **Consider quality compensation:** GPU encoding may need lower VMAF target (e.g., VMAF 92) to match CPU quality.
+
+### For WSL Setup
+
+1. **Access Windows drives via /mnt/c/**
+   ```bash
+   ls /mnt/c/Media/tv  # Lists C:\Media\tv
+   ```
+
+2. **Use WSL2 if available** (better performance):
+   ```bash
+   wsl.exe --list
+   # Look for version with WSL2 in distribution name
+   ```
+
+3. **Increase memory limits** if encoding 4K content:
+   ```bash
+   # In WSL: Edit ~/.wslconfig
+   [wsl2]
+   memory=16GB  # or 24GB, 32GB
+   ```
+
+## Git Repository
+
+**Repository:** https://gitea.theflagroup.com/bnair/VMAFOptimiser.git
+
+### Initial Setup (on any machine)
+
+```bash
+# Clone repository
+git clone https://gitea.theflagroup.com/bnair/VMAFOptimiser.git /opt/Optmiser
+
+# Or if already exists:
+cd /opt/Optmiser
+git init
+git remote add origin https://gitea.theflagroup.com/bnair/VMAFOptimiser.git
+git branch -M main
+git add .
+git commit -m "Initial commit"
+git push -u origin main
+```
+
+### Updating from Git
+
+```bash
+cd /opt/Optmiser
+git pull origin main
+
+# Run latest version
+python3 optimise_media_v2.py ...
+```
+
+### Committing Changes
+
+```bash
+cd /opt/Optmiser
+git status              # See what changed
+git add optimise_media_v2.py
+git commit -m "feat: add hardware encoding support"
+git push
+```
+
+## Advanced Usage
+
+### Dry Run (Test Without Encoding)
+
+```bash
+python3 optimise_media_v2.py /media test --dry-run
+```
+
+Tests everything except actual file replacement and encoding.
+
+### Process Specific Files
+
+```bash
+# Single file
+python3 optimise_media_v2.py /media/Movies/SpecificMovie.mkv tv_movies
+
+# All movies in directory
+python3 optimise_media_v2.py /media/Movies tv_movies
+```
+
+### Resume Processing
+
+The script automatically skips:
+- Already encoded files (AV1 codec)
+- Files with existing `.lock` files
+- Files already logged as successful
+
+### Custom VMAF Targets
+
+Edit `TARGETS` in script to change behavior:
+
+```python
+# More aggressive compression (lower quality, smaller files)
+TARGETS = [92.0, 90.0, 88.0, 86.0]
+
+# More conservative (higher quality, larger files)
+TARGETS = [95.0, 94.0, 93.0]
+```
+
+## Performance Optimization Tips
+
+### Server (i9-12900H)
+
+1. **Use higher preset for speed:**
+   ```python
+   PRESET = 8  # Fast but slightly larger files
+   ```
+
+2. **Enable multiple concurrent encodes** (with --workers flag):
+   ```bash
+   # Encode 3 files at once (uses more CPU but faster total throughput)
+   python3 optimise_media_v2.py /media --workers 3
+   ```
+
+3. **CPU affinity** (pin threads to specific cores):
+   ```bash
+   # Edit ab-av1 command to add: --svt 'rc=logical:0-11'
+   ```
+
+### AMD RX 7900 XT
+
+1. **Test software vs hardware:**
+   ```bash
+   # Time both to see actual speedup
+   time python3 optimise_media_v2.py /media --use-hardware sample.mkv
+   time python3 optimise_media_v2.py /media --use-cpu sample.mkv
+   ```
+
+2. **Adjust GPU memory limit** (if OOM errors):
+   ```bash
+   # Not currently in script, but can add via --svt flag
+   # Example: --svt 'mbr=5000000' (limit memory)
+   ```
+
+3. **Use lower preset on GPU:**
+   ```bash
+   # GPU may need lower preset to match quality
+   PRESET_GPU = 4  # Slower but better quality
+   ```
+
+## Support Matrix
+
+| Platform | Status | Notes |
+|----------|--------|-------|
+| Linux (Intel CPU) | ✅ Supported | Native |
+| Linux (AMD GPU) | ✅ Planned | AMD AV1 via Vulkan/Mesa (future) |
+| Windows (Native) | ✅ Supported | Needs FFmpeg/ab-av1 installed |
+| Windows (WSL) | ✅ Supported | Best option for Windows users |
+| Multi-machine | ✅ Supported | Via lock files |
 
 ---
 
 **Last Updated:** December 31, 2025
+**Version:** 2.0 with Hardware Encoding Support (Planned)

README.md

@@ -1,556 +1,43 @@
-# VMAF Optimiser
+# VMAF Optimisation Pipeline
 
-Automated video library optimization to AV1 using VMAF (Video Multimethod Assessment Fusion) quality targets. Intelligently searches for optimal encoding parameters and gracefully degrades quality when needed to achieve target file size savings.
+Automated video library optimization to AV1 using VMAF quality targeting.
+
+## Features
+
+- ✅ **Intelligent VMAF Fallback:** 94 → 93 → 92 → 90
+- ✅ **15% Savings Estimation:** Finds exact VMAF needed for target savings
+- ✅ **Real-time Output:** Live progress with ETA display
+- ✅ **Multi-Machine Support:** Lock files prevent duplicate processing
+- ✅ **Skip AV1 Files:** Won't re-encode already compressed content
+- ✅ **Separate Logging:** TV/Movies and Content tracked separately
+- ✅ **Thorough CRF Search:** More accurate VMAF/CRF determination
+- ✅ **Windows/WSL Compatible:** Run on Windows or WSL with proper path mapping
 
 ## Quick Start
 
-### Requirements
+```bash
+# Clone repository
+git clone https://gitea.theflagroup.com/bnair/VMAFOptimiser.git /opt/Optmiser
+
+# Process media
+python3 /opt/Optmiser/optimise_media_v2.py /path/to/media tv_movies
+```
+
+## Documentation
+
+- **AGENTS.md** - Complete technical documentation for AI agents/humans
+- **SETUP.md** - Installation, configuration, and usage guide
+
+## Requirements
 
-**Prerequisites:**
 - Python 3.8+
-- FFmpeg with VMAF support (`ffmpeg -filters 2>&1 | grep libvmaf`)
-- ab-av1 binary (v0.10.3+)
+- FFmpeg with VMAF support
+- ab-av1 v0.10.3+
 
-**Installation:**
-```bash
-# Install ab-av1 via cargo
-cargo install ab-av1
+## License
 
-# Or download pre-built binary
-wget https://github.com/alexheretic/ab-av1/releases/download/v0.10.3/ab-av1-x86_64-unknown-linux-musl
-chmod +x ab-av1
-```
+MIT License - See LICENSE file for details.
 
-## Running the Optimiser
+## Contributing
 
-### Windows / macOS
-
-Use the PowerShell wrapper script:
-
-```powershell
-# Interactive mode (shows prompts)
-.\run_optimisation.ps1
-
-# Direct execution with parameters
-.\run_optimisation.ps1 --directory "D:\Movies" --vmaf 95 --preset 6 --workers 1
-```
-
-**Available flags:**
-- `--directory <path>` - Root directory to scan (default: current directory)
-- `--vmaf <score>` - Target VMAF score (default: 95.0)
-- `--preset <value>` - SVT-AV1 Preset (default: 6)
-- `--workers <count>` - Concurrent files to process (default: 1)
-- `--samples <count>` - Samples for CRF search (default: 4)
-- `--thorough` - Use thorough mode (slower, more accurate)
-- `--encoder <name>` - ab-av1 encoder (default: svt-av1)
-- `--hwaccel <value>` - Hardware acceleration (default: none)
-
-### Linux / WSL
-
-Use the bash wrapper script:
-
-```bash
-# Interactive mode
-./run_optimisation.sh
-
-# Direct execution with parameters
-./run_optimisation.sh --directory /mnt/Media/Movies --vmaf 95 --workers 1
-```
-
-**Same flags as PowerShell version:**
-- `--directory <path>` - Root directory to scan
-- `--vmaf <score>` - Target VMAF score
-- `--preset <value>` - SVT-AV1 Preset
-- `--workers <count>` - Concurrent files to process
-- `--samples <count>` - Samples for CRF search
-- `--thorough` - Use thorough mode
-- `--encoder <name>` - ab-av1 encoder
-- `--hwaccel <value>` - Hardware acceleration
-
-## How It Works
-
-### Phase 1: Video Analysis
-1. Scans directory for video files (.mkv, .mp4)
-2. Uses `ffprobe` to get:
-   - Codec (h264, hevc, etc.)
-   - Resolution (width × height)
-   - Bitrate (calculated from size/duration)
-   - HDR status (color transfer detection)
-3. Skips if already AV1 encoded
-
-### Phase 2: VMAF Target Search (Intelligent Fallback)
-
-The script tries VMAF targets in **descending order** (highest quality first):
-
-```
-Try VMAF 94 (Premium)
-    ↓
-Can achieve?
-    ↓ Yes              ↓ No
-Calculate savings   Try VMAF 93
-                         ↓
-                    Savings ≥ 12%?
-                         ↓ Yes          ↓ No
-                Encode at VMAF 94  Calculate savings
-                                 ↓
-                    Savings ≥ 12%?
-                         ↓ Yes          ↓ No
-                Encode at VMAF 93  Find 15% (test 92, 90)
-```
-
-**Fallback Logic:**
-- If VMAF 94 gives ≥12% savings → **Encode at VMAF 94**
-- If VMAF 94 <12% but VMAF 93 ≥12% → **Encode at VMAF 93**
-- If both <12% → Find what VMAF gives 15%+ savings:
-  - Tests VMAF 93, 92, 90
-  - Reports "FOUND 15%+ SAVINGS" with exact parameters
-  - Logs for manual review (no encoding)
-
-### Phase 3: CRF Search
-
-Uses `ab-av1 crf-search` with `--thorough` flag:
-- Takes multiple samples (20-30s segments) from video
-- Interpolates binary search for optimal CRF
-- Outputs: Best CRF, Mean VMAF, Predicted size
-- Uses `--samples` to control accuracy (default: 4 samples)
-
-### Phase 4: Full Encoding (with Real-time Output)
-
-If savings threshold met:
-1. Runs `ab-av1 encode` with found CRF
-2. **Streams all output in real-time** (you see progress live)
-3. Shows ETA, encoding speed, frame count
-4. Uses `--acodec copy` to preserve audio/subtitles
-
-**Real-time output example:**
-```
-→ Running encoding (CRF 34)
-    Encoded 4320/125400 frames (3.4%)
-    Encoded 8640/125400 frames (6.9%)
-    Encoded 12960/125400 frames (10.3%)
-    ...
-    Encoded 125400/125400 frames (100.0%)
-    Speed: 15.2 fps, ETA: 2s
-```
-
-### Phase 5: Verification & Replacement
-
-1. Probes encoded file for actual stats
-2. Calculates actual savings
-3. Only replaces original if new file is smaller
-4. Converts .mp4 to .mkv if needed
-
-## Configuration
-
-Key settings (edit in `optimize_library.py`):
-
-```python
-TARGETS = [94.0, 93.0, 92.0, 90.0]  # VMAF targets to try
-MIN_SAVINGS_PERCENT = 12.0         # Encode if savings ≥12%
-TARGET_SAVINGS_FOR_ESTIMATE = 15.0  # Estimate for this level
-PRESET = 6                              # SVT-AV1 preset (4=best, 8=fast)
-EXTENSIONS = {".mkv", ".mp4", ".mov", ".avi", ".ts"}
-```
-
-### What is CRF?
-
-**Constant Rate Factor (CRF):** Quality/bitrate trade-off
-- **Lower CRF** = Higher quality, larger files (e.g., CRF 20)
-- **Higher CRF** = Lower quality, smaller files (e.g., CRF 40)
-- **AV1 CRF range:** 0-63 (default for VMAF 94 is ~34-36)
-
-### What is VMAF?
-
-**Video Multimethod Assessment Fusion:** Netflix's quality metric
-- **VMAF 95:** "Visually lossless" - indistinguishable from source
-- **VMAF 94:** Premium quality - minor artifacts
-- **VMAF 93:** Good quality - acceptable for most content
-- **VMAF 90:** Standard quality - may have noticeable artifacts
-- **VMAF 85:** Acceptable quality for mobile/low bandwidth
-
-## Hardware Acceleration
-
-**Automatic hwaccel detection:**
-When `--hwaccel auto` is specified, the script selects appropriate hardware acceleration:
-
-| Platform | Auto Selection | Notes |
-|-----------|----------------|--------|
-| Windows | d3d11va | Direct3D Video Acceleration |
-| macOS | videotoolbox | VideoToolbox framework |
-| Linux/WSL | vaapi | Video Acceleration via VA-API |
-
-**Discrete GPU vs iGPU priority:**
-- **Discrete GPU (e.g., AMD RX 7900 XT) takes priority over iGPU**
-- FFmpeg/ab-av1 will prefer the more capable encoder
-- For AV1 encoding, discrete GPU is selected if present
-
-**To disable hardware acceleration:**
-```powershell
-.\run_optimisation.ps1 --hwaccel none
-```
-
-```bash
-./run_optimisation.sh --hwaccel none
-```
-
-## Running on Multiple Machines
-
-### Lock File Mechanism
-
-Each video file has a corresponding lock file:
-```
-/opt/Optmiser/.lock/{video_filename}
-```
-
-**Process:**
-1. Machine A checks for lock → None found, creates lock
-2. Machine A starts encoding
-3. Machine B checks for lock → Found, skips file
-4. Machine A finishes, removes lock
-5. Machine B can now process that file
-
-**Result:** Different machines automatically process different files!
-
-### Multi-Machine Setup
-
-**Machine 1 (Linux Server - Intel i9-12900H):**
-```bash
-cd /opt/Optmiser
-git pull origin main
-./run_optimisation.sh /mnt/Media/movies --vmaf 95
-```
-
-**Machine 2 (Windows PC - AMD RX 7900 XT):**
-```powershell
-cd C:\Optmiser
-git pull origin main
-.\run_optimisation.ps1 D:\Media\movies --vmaf 95 --hwaccel auto
-```
-
-**Machine 3 (Another Linux PC):**
-```bash
-cd /opt/Optmiser
-git pull origin main
-./run_optimisation.sh /home/user/Media/tv --vmaf 95
-```
-
-All three can run simultaneously - lock files prevent duplicates!
-
-## Logging System
-
-All logs stored in `/opt/Optmiser/logs/` directory:
-
-| File | Purpose |
-|------|---------|
-| `tv_movies.jsonl` | Successful TV & Movie encodes |
-| `content.jsonl` | Successful Content folder encodes |
-| `low_savings_skips.jsonl` | Files with <12% savings + 15% estimates |
-| `failed_searches.jsonl` | Files that couldn't hit any VMAF target |
-| `failed_encodes.jsonl` | Encoding errors |
-
-### Log Entry Format
-
-**Successful encode:**
-```json
-{
-  "file": "/path/to/file.mkv",
-  "status": "success",
-  "vmaf": 94.0,
-  "crf": 34.0,
-  "before": {
-    "codec": "h264",
-    "bitrate": 8500,
-    "size": 2684354560,
-    "duration": 1379.44
-  },
-  "after": {
-    "codec": "av1",
-    "bitrate": 6400,
-    "size": 2013265920,
-    "duration": 1379.44
-  },
-  "duration": 145.2,
-  "savings": 25.0,
-  "timestamp": "2025-12-31T12:00:00.000Z"
-}
-```
-
-**Low savings with 15% estimate:**
-```json
-{
-  "file": "/path/to/file.mkv",
-  "vmaf_94": 94.0,
-  "savings_94": 7.0,
-  "vmaf_93": 93.0,
-  "savings_93": 18.0,
-  "target_for_15_percent": {
-    "target_vmaf": 93,
-    "crf": 37,
-    "savings": 18.0,
-    "quality_drop": 1,
-    "found": true
-  },
-  "recommendations": "logged_for_review",
-  "timestamp": "2025-12-31T12:00:00.000Z"
-}
-```
-
-### Viewing Logs
-
-```bash
-# Watch logs in real-time
-tail -f /opt/Optmiser/logs/tv_movies.jsonl | jq '.'
-
-# Check files logged for review (both 94 and 93 <12%)
-cat /opt/Optmiser/logs/low_savings_skips.jsonl | jq '.[] | select(.recommendations=="logged_for_review")'
-
-# Statistics
-jq -r '.status' /opt/Optmiser/logs/tv_movies.jsonl | sort | uniq -c
-
-# Find what CRF/VMAF combinations are being used most
-jq -r '[.vmaf, .crf] | @tsv' /opt/Optmiser/logs/tv_movies.jsonl | sort | uniq -c
-```
-
-## Troubleshooting
-
-### Issue: "0k bitrate" display
-
-**Cause:** VBR (Variable Bitrate) files show 0 in ffprobe's format bitrate field.
-
-**Solution:** Calculate from `(size × 8) / duration`
-
-### Issue: Multiple machines encoding same file
-
-**Cause:** No coordination between machines.
-
-**Solution:** Lock files in `/opt/Optmiser/.lock/{video_filename}`
-
-### Issue: Encode fails with "unexpected argument"
-
-**Cause:** Using wrong flags for ab-av1 commands.
-
-**Solution:** Script now validates ab-av1 support at runtime and warns gracefully.
-
-### Issue: Out of Memory
-
-**Solution:** Reduce workers or increase swap:
-```bash
-# Increase swap (if needed)
-sudo fallocate -l 4G /swapfile
-sudo chmod 600 /swapfile
-sudo mkswap /swapfile
-sudo swapon /swapfile
-
-# Use more conservative settings
-./run_optimisation.sh --workers 1 --vmaf 93
-```
-
-## Best Practices
-
-### For Servers (Intel i9-12900H)
-
-1. **Use 50% CPU mode** if running other services (Plex, Jellyfin):
-   ```bash
-   ./run_optimisation.sh --workers 1 --cpu-limit 50
-   ```
-
-2. **Run during off-peak hours** to minimize impact on users
-
-3. **Monitor CPU temperature**:
-   ```bash
-   watch -n 2 'sensors | grep "Package id"'
-   ```
-
-4. **Use higher preset for faster encodes** (preset 7-8):
-   ```bash
-   ./run_optimisation.sh --preset 8 --vmaf 93
-   ```
-
-### For Windows PC (AMD RX 7900 XT)
-
-1. **Enable hardware acceleration** for massive speedup:
-   ```powershell
-   .\run_optimisation.ps1 --hwaccel auto
-   ```
-
-2. **Test small sample first** to verify settings:
-   ```powershell
-   .\run_optimisation.ps1 --directory "D:\Media\sample" --thorough --vmaf 95
-   ```
-
-3. **Monitor GPU usage**:
-   ```powershell
-   # Task Manager or radeontop (if available)
-   ```
-
-4. **Consider quality compensation:** GPU encoding may need slightly lower VMAF target (e.g., VMAF 92) to match CPU quality.
-
-### For WSL
-
-1. **Access Windows drives via /mnt/c/:**
-   ```bash
-   ls /mnt/c/Media/movies
-   ```
-
-2. **Increase memory limits** if encoding 4K content:
-   ```bash
-   # Edit ~/.wslconfig
-   [wsl2]
-   memory=16GB
-   ```
-
-## Customization
-
-### Changing VMAF Targets
-
-Edit `optimize_library.py`:
-
-```python
-# More aggressive (smaller files, lower quality)
-TARGETS = [92.0, 90.0, 88.0]
-
-# Conservative (larger files, higher quality)
-TARGETS = [95.0, 94.0, 93.0]
-```
-
-### Changing Savings Threshold
-
-```python
-# More aggressive (encode more)
-MIN_SAVINGS_PERCENT = 8.0
-
-# Less aggressive (encode fewer)
-MIN_SAVINGS_PERCENT = 15.0
-```
-
-### Changing Encoder Preset
-
-```python
-# Faster encodes (larger files, lower quality)
-PRESET = 8
-
-# Better quality (slower encodes, smaller files)
-PRESET = 4
-```
-
-### Changing Estimate Target
-
-```python
-# Target higher savings for estimates
-TARGET_SAVINGS_FOR_ESTIMATE = 20.0
-```
-
-## File Structure
-
-```
-/opt/Optmiser/
-├── optimize_library.py      # Main encoding engine
-├── run_optimisation.sh      # Linux/Server wrapper
-├── run_optimisation.ps1     # Windows wrapper
-├── bin/
-│   └── ab-av1              # ab-av1 binary
-├── tmp/                      # Temporary encoding files
-├── logs/                     # Log files (JSONL format)
-│   ├── tv_movies.jsonl
-│   ├── content.jsonl
-│   ├── low_savings_skips.jsonl
-│   ├── failed_searches.jsonl
-│   └── failed_encodes.jsonl
-├── .lock/                    # Multi-machine coordination (created at runtime)
-├── README.md                 # This file
-├── SETUP.md                  # Setup instructions
-└── AGENTS.md                # Technical documentation
-```
-
-## Platform Support Matrix
-
-| Platform | Status | Notes |
-|-----------|--------|-------|
-| Linux (Intel CPU) | ✅ Supported | Software encoding, multi-worker capable |
-| Windows (AMD GPU) | ✅ Supported | Hardware acceleration via d3d11va (auto-detects) |
-| Windows (Intel CPU) | ✅ Supported | Software encoding |
-| macOS (Apple Silicon) | ✅ Supported | Hardware via videotoolbox (auto-detects) |
-| WSL (Ubuntu/Debian) | ✅ Supported | Linux compatibility layer |
-| WSL (Windows drives) | ✅ Supported | Access via /mnt/c/ |
-
-## Git Workflow
-
-### Initial Setup
-
-```bash
-cd /opt/Optmiser
-git init
-git remote add origin https://gitea.theflagroup.com/bnair/VMAFOptimiser.git
-git branch -M main
-git add .
-git commit -m "Initial commit: VMAF optimisation pipeline"
-git push -u origin main
-```
-
-### Daily Updates
-
-```bash
-cd /opt/Optmiser
-git pull origin main
-
-# Run optimisation
-./run_optimisation.sh /media tv_movies
-
-# Review changes
-git diff
-```
-
-### Committing Changes
-
-```bash
-cd /opt/Optmiser
-git status
-
-# Add changed files
-git add optimize_library.py run_optimisation.sh run_optimisation.ps1
-
-# Commit with message
-git commit -m "feat: add Windows and Linux wrapper scripts"
-
-# Push
-git push
-```
-
-### View History
-
-```bash
-cd /opt/Optmiser
-git log --oneline
-git log --graph --all
-```
-
-## FAQ
-
-**Q: Can I run this on multiple machines at once?**
-A: Yes! Each machine will process different files due to lock file mechanism.
-
-**Q: Should I use Windows or WSL?**
-A: WSL is recommended for Linux compatibility. Use Windows native if you need direct hardware access or performance.
-
-**Q: Will hardware encoding work better than CPU?**
-A: For AMD RX 7900 XT, hardware AV1 encoding is ~3-10x faster than CPU. However, GPU encoding may need slightly lower VMAF targets to match quality.
-
-**Q: What VMAF target should I use?**
-A: Start with VMAF 94 or 95. Drop to 92-90 if you need more savings.
-
-**Q: How do I know which files are being processed?**
-A: Check `.lock/` directory: `ls -la /opt/Optmiser/.lock/`
-
-**Q: Can I pause/resume?**
-A: Pause by stopping the script (Ctrl+C). Resume by running again - it skips processed files.
-
-**Q: What happens if encoding fails?**
-A: Error is logged to `failed_encodes.jsonl`. Original file is NOT modified.
-
-**Q: How much CPU does encoding use?**
-A: Full CPU by default. Use `--workers 1` for single-threaded, or limit with `--cpu-limit 50` for 50% (12 threads on 24-core).
-
----
-
-**Last Updated:** December 31, 2025
-**Version:** 2.0 with Windows and Linux Wrapper Scripts
+Contributions welcome! Please read AGENTS.md for architecture before contributing.

SETUP.md

@@ -1,168 +1,260 @@
 # VMAF Optimisation Pipeline - Setup Guide
 
-## Quick Start
+## Quick Start (Server)
 
 ### Prerequisites
-- Python 3.8+
 - FFmpeg with VMAF support (`ffmpeg -filters 2>&1 | grep libvmaf`)
+- Python 3.8+
 - ab-av1 binary (v0.10.3+)
 
 ### Installation
-
-**On Linux (Server/WSL):**
 ```bash
 # Clone repository
 git clone https://gitea.theflagroup.com/bnair/VMAFOptimiser.git /opt/Optmiser
 
-# Download ab-av1
+# Download ab-av1 (if not present)
 cd /opt/Optmiser/bin
 wget https://github.com/alexheretic/ab-av1/releases/download/v0.10.3/ab-av1-x86_64-unknown-linux-musl
 chmod +x ab-av1
 
-# Set up directories
+# Set up temporary directories
 mkdir -p /opt/Optmiser/tmp /opt/Optmiser/logs /opt/Optmiser/.lock
 ```
 
-**On Windows:**
+### Basic Usage
+```bash
+# Process TV shows
+python3 /opt/Optmiser/optimise_media_v2.py /mnt/Media/tv tv_movies
+
+# Process movies
+python3 /opt/Optmiser/optimise_media_v2.py /mnt/Media/movies tv_movies
+
+# Process with 50% CPU limit (leaves CPU for other tasks)
+python3 /opt/Optmiser/optimise_media_v2.py /mnt/Media/tv tv_movies --cpu-limit 50
+```
+
+---
+
+## Quick Start (Windows/WSL)
+
+### WSL Installation (Recommended)
+```bash
+# Update WSL
+wsl --update
+
+# Install dependencies in WSL Ubuntu/Debian
+sudo apt update
+sudo apt install -y ffmpeg python3 git
+
+# Clone repository into WSL
+git clone https://gitea.theflagroup.com/bnair/VMAFOptimiser.git /opt/Optmiser
+
+# Install ab-av1
+curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
+source ~/.cargo/env
+cargo install ab-av1
+
+# Access Windows media from WSL
+# Windows C:\ is at /mnt/c/
+python3 /opt/Optmiser/optimise_media_v2.py /mnt/c/Media/tv tv_movies
+```
+
+### Native Windows Installation
 ```powershell
+# Install Python (if not present)
+# Download from python.org
+
+# Install FFmpeg
+winget install ffmpeg
+
+# Install Rust
+# Download from rust-lang.org
+
+# Install ab-av1
+cargo install ab-av1
+
 # Clone repository
 git clone https://gitea.theflagroup.com/bnair/VMAFOptimiser.git C:\Optmiser
 
-# Install dependencies
-winget install ffmpeg
-
-# Install Rust and ab-av1
-# Download from https://rust-lang.org/
-cargo install ab-av1
-
-# Set up directories
-mkdir C:\Optmiser\tmp, C:\Optmiser\logs
+# Run
+python C:\Optmiser\optimise_media_v2.py D:\Media\tv tv_movies
 ```
 
-**On macOS:**
-```bash
-# Clone repository
-git clone https://gitea.theflagroup.com/bnair/VMAFOptimiser.git /opt/Optmiser
+---
 
-# Install dependencies
-brew install ffmpeg
+## Running on Multiple Machines
 
-# Install Rust and ab-av1
-curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh
-cargo install ab-av1
+### How Lock Files Work
 
-# Set up directories
-mkdir -p /opt/Optmiser/tmp /opt/Optmiser/logs /opt/Optmiser/.lock
+Each video file has a corresponding lock file:
 ```
-
-## Running the Optimiser
-
-### Choose Your Script
-
-**Linux / WSL / macOS:**
-```bash
-# Interactive mode (shows prompts)
-./run_optimisation.sh
-
-# Direct execution with parameters
-./run_optimisation.sh --directory /mnt/Media/Movies --vmaf 95 --preset 6 --workers 1
-
-# For 50% CPU mode on server
-./run_optimisation.sh --directory /mnt/Media/Movies --vmaf 95 --workers 1 --cpu-limit 50
+/opt/Optmiser/.lock/{video_filename}.lock
 ```
 
-**Windows:**
-```powershell
-# Interactive mode (shows prompts)
-.\run_optimisation.ps1
-
-# Direct execution with parameters
-.\run_optimisation.ps1 -directory "D:\Movies" --vmaf 95 --preset 6 --workers 1
-
-# For hardware acceleration (AMD GPU)
-.\run_optimisation.ps1 -directory "D:\Movies" --vmaf 95 --hwaccel auto
-```
-
-## Script Parameters
-
-All wrapper scripts (`run_optimisation.sh` on Linux, `run_optimisation.ps1` on Windows) accept these parameters:
-
-| Parameter | Description | Default |
-|------------|-------------|---------|
-| `--directory <path>` | Root directory to scan | Current directory |
-| `--vmaf <score>` | Target VMAF score | 95.0 |
-| `--preset <value>` | SVT-AV1 Preset (4=best, 6=balanced, 8=fast) | 6 |
-| `--workers <count>` | Concurrent files to process | 1 |
-| `--samples <count>` | Samples for CRF search | 4 |
-| `--thorough` | Use thorough mode (slower, more accurate) | false |
-| `--encoder <name>` | ab-av1 encoder | svt-av1 |
-| `--hwaccel <value>` | Hardware acceleration | none (auto: auto-detect) |
-
-## Multi-Machine Setup
-
-### How Lock Files Prevent Conflicts
-
-Each video file has a lock file: `/opt/Optmiser/.lock/{video_filename}`
-
 **Process:**
-1. Machine A: Checks for lock → Not found, creates lock
-2. Machine A: Starts encoding
-3. Machine B: Checks for lock → Found, skips file
-4. Machine A: Finishes, removes lock
-5. Machine B: Can now process that file
+1. Machine A checks for lock → None found, creates lock
+2. Machine A starts encoding
+3. Machine B checks for lock → Found, skips file
+4. Machine A finishes, removes lock
+5. Machine B can now process that file
 
-**Result:** Different machines automatically process different files simultaneously!
+**Result:** Different machines automatically process different files!
 
 ### Setup for Multiple Machines
 
-**Machine 1 - Linux Server (Intel i9-12900H):**
+**Machine 1 - Remote Server (Intel i9-12900H):**
 ```bash
 cd /opt/Optmiser
 git pull origin main
-./run_optimisation.sh /mnt/Media/movies --vmaf 95
+
+# Run on /mnt/Media (Linux filesystem)
+python3 optimise_media_v2.py /mnt/Media/tv tv_movies
+python3 optimise_media_v2.py /mnt/Media/movies tv_movies
+
+# With 50% CPU limit (recommended)
+python3 optimise_media_v2.py /mnt/Media/tv tv_movies --cpu-limit 50
 ```
 
-**Machine 2 - Windows PC (AMD RX 7900 XT):**
+**Machine 2 - Local PC (AMD RX 7900 XT, Windows):**
+
+Option A - Native Windows:
 ```powershell
+# Map network drive if needed
+# \\Server\media\ or use local storage
+
 cd C:\Optmiser
 git pull origin main
-.\run_optimisation.ps1 D:\Media\movies --vmaf 95 --hwaccel auto
+
+# Run on local media
+python optimise_media_v2.py D:\Media\tv tv_movies
 ```
 
-**Machine 3 - Another Linux PC:**
+Option B - WSL (Recommended):
+```bash
+# Windows C: drive accessible at /mnt/c/
+cd /opt/Optmiser
+python optimise_media_v2.py /mnt/c/Media/tv tv_movies
+```
+
+**Machine 3 - Another PC (AMD 9800X3D, Linux):**
 ```bash
 cd /opt/Optmiser
 git pull origin main
-./run_optimisation.sh /home/user/Media/tv --vmaf 95
+
+# Run on local media directory
+python optimise_media_v2.py /home/user/Media/tv tv_movies
 ```
 
-All three can run simultaneously!
+All three can run simultaneously - lock files prevent duplicates!
 
-## Hardware Acceleration
+---
 
-### Automatic Detection
+## Hardware Encoding Guide
 
-When `--hwaccel auto` is specified, the wrapper scripts automatically select the best available hardware acceleration:
+### Detecting Hardware
 
-| Platform | Auto Selection | Notes |
-|-----------|----------------|--------|
-| Windows | d3d11va | Direct3D Video Acceleration |
-| macOS | videotoolbox | VideoToolbox framework |
-| Linux/WSL | vaapi | Video Acceleration via VA-API |
+The script automatically checks for:
+1. **AMD GPU encoding support** (future feature)
+2. **System thread count**
+3. **Operating system** (Linux vs Windows)
 
-### GPU vs iGPU Priority
+### CPU Encoding (Software)
 
-- **Discrete GPU takes priority:** If a discrete GPU (like AMD RX 7900 XT) is present, it's selected over integrated GPU
-- **For AMD RX 7900 XT:** Hardware encoding provides ~3-10x speedup over CPU
-- **Note:** GPU encoding may need slightly lower VMAF targets to match CPU quality
+**Best for:** Servers, multi-tasking
+
+```bash
+# Force CPU encoding
+python3 optimise_media_v2.py /media --use-cpu
+
+# Limit to 50% of CPU (12 threads on 24-core)
+python3 optimise_media_v2.py /media --cpu-limit 50
+
+# Set specific worker count
+python3 optimise_media_v2.py /media --workers 8
+```
+
+**When to use:**
+- Running Plex/Jellyfin on same machine
+- Server environment with multiple users
+- Want to leave GPU free for other tasks
+
+**Expected Speed:** 8-15 fps @ 1080p
+
+### GPU Encoding (AMD RX 7900 XT)
+
+**Status:** Planned for future versions
+**Expected Speedup:** 3-10x vs CPU encoding
+
+```bash
+# Enable hardware encoding (when implemented)
+python3 optimise_media_v2.py /media --use-hardware
+```
+
+**When to use:**
+- Local PC with AMD GPU
+- Want faster encoding speeds
+- Can compensate quality with slightly lower VMAF target
+
+**Expected Speed:** 150+ fps @ 1080p
+
+### Quality Compensation for GPU Encoding
+
+GPU encoding may need quality adjustments:
+
+| CPU VMAF | Equivalent GPU VMAF | Why |
+|------------|----------------------|-----|
+| 94 | 92-93 | GPU has quality limitations |
+| 93 | 91-92 | Hardware encoding trade-offs |
+| 90 | 88-89 | Significant compression |
+
+**Recommendation:** If using GPU encoding, set `TARGETS = [92.0, 90.0, 88.0]` for similar quality.
+
+---
+
+## Windows/WSL Path Mapping
+
+### Understanding /mnt/c/
+
+In WSL, Windows drives are mapped:
+
+| Windows | WSL Path | Example |
+|---------|------------|---------|
+| C:\ | /mnt/c/ | /mnt/c/Users/bnair/Downloads |
+| D:\ | /mnt/d/ | /mnt/d/Movies/ |
+| E:\ | /mnt/e/ | /mnt/e/TV\ |
+
+**To access Windows media from WSL:**
+```bash
+# List C:\Media\tv
+ls /mnt/c/Media/tv
+
+# Process from WSL
+python3 /opt/Optmiser/optimise_media_v2.py /mnt/c/Media/tv tv_movies
+```
+
+### Network Drives on WSL
+
+```bash
+# Map network drive (one-time)
+sudo mkdir -p /mnt/server
+echo "//192.168.1.100/media | /mnt/server cifs credentials=/path/to/credfile,uid=1000,gid=1000 0 0" | sudo tee -a /etc/fstab
+
+# Access network media
+python3 /opt/Optmiser/optimise_media_v2.py /mnt/server/Media/tv tv_movies
+```
+
+---
 
 ## Customization
 
 ### Changing VMAF Targets
 
-Edit `optimize_library.py`:
+Edit `optimise_media_v2.py`:
 
 ```python
+# Line 15
+TARGETS = [94.0, 93.0, 92.0, 90.0]
+
 # More aggressive (smaller files, lower quality)
 TARGETS = [92.0, 90.0, 88.0]
 
@@ -173,16 +265,18 @@ TARGETS = [95.0, 94.0, 93.0]
 ### Changing Savings Threshold
 
 ```python
-# More aggressive (encode more)
-MIN_SAVINGS_PERCENT = 8.0
-
-# Less aggressive (encode fewer)
-MIN_SAVINGS_PERCENT = 15.0
+# Line 17
+MIN_SAVINGS_PERCENT = 12.0  # Current threshold
+MIN_SAVINGS_PERCENT = 8.0   # More aggressive (encode more)
+MIN_SAVINGS_PERCENT = 15.0  # Less aggressive (encode fewer)
 ```
 
 ### Changing Encoder Preset
 
 ```python
+# Line 19
+PRESET = 6
+
 # Faster encodes (larger files, lower quality)
 PRESET = 8
 
@@ -190,117 +284,120 @@ PRESET = 8
 PRESET = 4
 ```
 
-## Platform-Specific Tips
+### Changing Estimate Target
 
-### For Linux Servers (Intel i9-12900H)
+```python
+# Line 18
+TARGET_SAVINGS_FOR_ESTIMATE = 15.0
 
-1. **Use 50% CPU mode** if running other services:
-   ```bash
-   ./run_optimisation.sh --directory /media --vmaf 95 --workers 1 --cpu-limit 50
+# Target higher savings
+TARGET_SAVINGS_FOR_ESTIMATE = 20.0
 ```
 
-2. **Run during off-peak hours** to minimize user impact
+---
 
-3. **Monitor CPU temperature:**
-   ```bash
-   watch -n 2 'sensors | grep "Package id"'
-   ```
+## Monitoring
 
-4. **Use higher preset for faster encodes:**
-   ```bash
-   ./run_optimisation.sh --vmaf 93 --preset 8
-   ```
-
-### For Windows PCs (AMD RX 7900 XT)
-
-1. **Enable hardware acceleration** for massive speedup:
-   ```powershell
-   .\run_optimisation.ps1 --directory "D:\Movies" --hwaccel auto
-   ```
-
-2. **Test small sample first** to verify settings:
-   ```powershell
-   .\run_optimisation.ps1 --directory "D:\Media\sample" --thorough --vmaf 95
-   ```
-
-3. **Monitor GPU usage** (Task Manager or third-party tools)
-
-4. **Consider quality compensation** - GPU encoding may need slightly lower VMAF targets to match CPU quality
-
-### For WSL (Ubuntu/Debian)
-
-1. **Access Windows drives** via `/mnt/c/`:
-   ```bash
-   ls /mnt/c/Media/movies
-   ```
-
-2. **Increase memory limits** if encoding 4K content:
-   ```bash
-   # Edit ~/.wslconfig
-   [wsl2]
-   memory=16GB
-   ```
-
-## Running in Docker (Optional)
+### Watch Progress in Real-Time
 
 ```bash
-# Build image
-docker build -t vmaf-optimiser .
+# Tail log file with JSON formatting
+tail -f /opt/Optmiser/logs/tv_movies.jsonl | jq '.'
 
-# Run with mount
-docker run -v /path/to/media:/media vmaf-optimiser /media
+# Monitor encoding speed
+watch -n 5 'jq -r "[.savings, .duration]" /opt/Optmiser/logs/tv_movies.jsonl | tail -1'
+
+# Check lock files (what's being processed)
+ls -la /opt/Optmiser/.lock/
 ```
 
+### Performance Dashboard
+
+```bash
+# Create a simple dashboard
+watch -n 10 '
+echo "=== VMAF Optimiser Status ==="
+echo ""
+echo "Recent Encodes:"
+tail -3 /opt/Optmiser/logs/tv_movies.jsonl | jq -r "[.file, .savings, .duration] | @tsv"
+echo ""
+echo "CPU Usage:"
+top -bn1 | head -5
+'
+```
+
+---
+
 ## Troubleshooting
 
 ### Issue: Scripts not found
 
-**Solution:** Ensure you're in the correct directory with the scripts installed.
-
-### Issue: "ab-av1: command not found"
-
-**Solution:** Install ab-av1 via cargo:
 ```bash
-cargo install ab-av1
+# Check path
+ls /opt/Optmiser/optimise_media_v2.py
+
+# Check Python version
+python3 --version  # Should be 3.8+
+
+# Check ab-av1
+/opt/Optmiser/bin/ab-av1 --version  # Should be 0.10.3+
+```
+
+### Issue: Permission denied
+
+```bash
+# Make scripts executable
+chmod +x /opt/Optmiser/*.py
+chmod +x /opt/Optmiser/*.sh
+
+# Fix lock directory permissions
+chmod 777 /opt/Optmiser/.lock
+```
+
+### Issue: ab-av1 not found
+
+```bash
+# Check if in PATH
+which ab-av1
+
+# Use full path if not in PATH
+/opt/Optmiser/bin/ab-av1 --version
+
+# Add to PATH
+export PATH="$PATH:/opt/Optmiser/bin"
 ```
 
 ### Issue: FFmpeg VMAF not available
 
-**Solution:** Recompile FFmpeg with VMAF support or download a pre-built version that includes libvmaf.
+```bash
+# Check libvmaf
+ffmpeg -filters 2>&1 | grep libvmaf
+
+# If not found, recompile FFmpeg with VMAF
+# Or download compiled version from johnvansickle.com/ffmpeg
+```
 
 ### Issue: Out of Memory
 
-**Solution:** Reduce workers or increase swap:
 ```bash
-# Increase swap
+# Check available memory
+free -h
+
+# Reduce workers
+python3 optimise_media_v2.py /media --workers 4
+
+# Increase swap (if needed)
 sudo fallocate -l 4G /swapfile
 sudo chmod 600 /swapfile
 sudo mkswap /swapfile
 sudo swapon /swapfile
-
-# Use more conservative settings
-./run_optimisation.sh --workers 1 --vmaf 93
 ```
 
-### Issue: Multiple machines encoding same file
-
-**Solution:** This is prevented by lock files. If you see duplicates, check `/opt/Optmiser/.lock/` for stale locks.
-
-### Issue: Encoding fails
-
-**Solution:** Check logs:
-```bash
-cat /opt/Optmiser/logs/failed_encodes.jsonl | jq '.'
-```
-
-### Issue: "unexpected argument" error
-
-**Solution:** Use correct flags for your ab-av1 version. The wrapper scripts now validate support at runtime.
+---
 
 ## Git Workflow
 
 ### Initial Setup
-
 ```bash
 cd /opt/Optmiser
 git init
@@ -312,96 +409,79 @@ git push -u origin main
 ```
 
 ### Daily Updates
-
 ```bash
 cd /opt/Optmiser
 git pull origin main
 
 # Run optimisation
-./run_optimisation.sh /media tv_movies
+python3 optimise_media_v2.py /media tv_movies
 
 # Review changes
 git diff
 ```
 
-### Committing Changes
-
+### Commit Changes
 ```bash
 cd /opt/Optmiser
 git status
 
 # Add changed files
-git add optimize_library.py run_optimisation.sh run_optimisation.ps1
+git add optimise_media_v2.py run_optimisation.sh
 
 # Commit with message
-git commit -m "feat: add Windows and Linux wrapper scripts"
+git commit -m "feat: add X"
 
 # Push
 git push
 ```
 
-### Viewing Logs
-
-```bash
-# Watch logs in real-time
-tail -f /opt/Optmiser/logs/tv_movies.jsonl | jq '.'
-
-# Check files logged for review
-cat /opt/Optmiser/logs/low_savings_skips.jsonl | jq '.[] | select(.recommendations=="logged_for_review")'
-
-# Statistics
-jq -r '.status' /opt/Optmiser/logs/tv_movies.jsonl | sort | uniq -c
-
-# Find what CRF/VMAF combinations are being used most
-jq -r '[.vmaf, .crf] | @tsv' /opt/Optmiser/logs/tv_movies.jsonl | sort | uniq -c
-```
-
 ### View History
-
 ```bash
 cd /opt/Optmiser
 git log --oneline
 git log --graph --all
 ```
 
+---
+
 ## FAQ
 
 **Q: Can I run this on multiple machines at once?**
 A: Yes! Each machine will process different files due to lock file mechanism.
 
-**Q: Should I use Windows or WSL?**
-A: WSL is recommended for Linux compatibility. Use Windows native if you need direct hardware access or performance.
+**Q: Will hardware encoding be available?**
+A: Planned for future versions. Currently uses CPU encoding (software AV1).
 
-**Q: Will hardware encoding work better than CPU?**
-A: For AMD RX 7900 XT, hardware AV1 encoding is ~3-10x faster than CPU. However, GPU encoding may need slightly lower VMAF targets to match CPU quality.
+**Q: How do I know if a file is being encoded elsewhere?**
+A: Check `/opt/Optmiser/.lock/` - if a lock exists, another machine is processing it.
 
-**Q: What VMAF target should I use?**
-A: Start with VMAF 94 or 95. Drop to 92-90 if you need more savings.
+**Q: Can I change the VMAF target?**
+A: Yes, edit `TARGETS = [94.0, 93.0, 92.0, 90.0]` in `optimise_media_v2.py`.
 
-**Q: How do I know which files are being processed?**
-A: Check `.lock/` directory: `ls -la /opt/Optmiser/.lock/`
+**Q: What if savings are always below 12%?**
+A: The script will log 15% estimates to `low_savings_skips.jsonl`. Review these logs to decide if encoding is worth it.
+
+**Q: Does this work on Windows/WSL?**
+A: Yes! See the Windows/WSL section for setup instructions.
+
+**Q: How much CPU does encoding use?**
+A: Full CPU (24 threads) by default. Use `--cpu-limit 50` for 50% mode.
 
 **Q: Can I pause/resume?**
 A: Pause by stopping the script (Ctrl+C). Resume by running again - it skips processed files.
 
 **Q: What happens if encoding fails?**
-A: Error is logged to `failed_encodes.jsonl`. Original file is NOT modified.
+A: Error is logged to `failed_encodes.jsonl` with error code. Original file is NOT modified.
 
-**Q: How much CPU does encoding use?**
-A: Full CPU by default. Use `--workers 1` for single-threaded, or limit with `--cpu-limit 50` for 50% (12 threads on 24-core).
+---
 
-**Q: What are the log files?**
-A: 
-- `tv_movies.jsonl` - Successful TV & Movie encodes
-- `content.jsonl` - Successful Content folder encodes
-- `low_savings_skips.jsonl` - Files with <12% savings + 15% estimates
-- `failed_searches.jsonl` - Files that couldn't hit any VMAF target
-- `failed_encodes.jsonl` - Encoding errors
+## Support
 
-**Q: How do I see real-time progress?**
-A: The script streams all ab-av1 output in real-time, showing ETA, encoding speed, and frame count.
+For issues or questions:
+- Check AGENTS.md for detailed technical documentation
+- Review logs in `/opt/Optmiser/logs/`
+- Test with `--dry-run` flag first
 
 ---
 
 **Last Updated:** December 31, 2025
-**Version:** 2.0 with Windows and Linux Wrapper Scripts

run_optimisation.ps1

@@ -1,87 +0,0 @@
-param(
-    [Parameter(Mandatory=$false)]
-    [string]$Directory = ".",
-    [float]$Vmaf = 95.0,
-    [int]$Preset = 6,
-    [int]$Workers = 1,
-    [int]$Samples = 4,
-    [switch]$Thorough,
-    [string]$Encoder = "svt-av1",
-    [string]$Hwaccel
-)
-
-$ErrorActionPreference = "Stop"
-
-function Write-ColorOutput {
-    param([string]$Message, [string]$Color = "White")
-    
-    Write-Host $Message -ForegroundColor $Color
-}
-
-function Invoke-OptimizeLibrary {
-    $scriptPath = Join-Path $PSScriptRoot "optimize_library.py"
-    
-    if (-not (Test-Path $scriptPath)) {
-        Write-ColorOutput -Message "ERROR: optimize_library.py not found in current directory" -Color "Red"
-        exit 1
-    }
-    
-    $pythonCmd = Get-Command python3, python, py | Select-Object -FirstProperty Path -ErrorAction SilentlyContinue
-    if (-not $pythonCmd) {
-        Write-ColorOutput -Message "ERROR: Python 3 not found. Please install Python 3." -Color "Red"
-        exit 1
-    }
-    
-    $arguments = @(
-        $scriptPath,
-        $Directory,
-        "--vmaf", $Vmaf.ToString("F1"),
-        "--preset", $Preset.ToString(),
-        "--workers", $Workers.ToString(),
-        "--samples", $Samples.ToString()
-        "--encoder", $Encoder
-    )
-    
-    if ($Thorough) {
-        $arguments += "--thorough"
-    }
-    
-    if ($Hwaccel) {
-        $arguments += "--hwaccel", $Hwaccel
-    }
-    
-    Write-ColorOutput -Message "Running optimize_library.py..." -Color "Cyan"
-    Write-ColorOutput -Message "  Directory: $Directory" -Color "White"
-    Write-ColorOutput -Message "  Target VMAF: $Vmaf" -Color "White"
-    Write-ColorOutput -Message "  Preset: $Preset" -Color "White"
-    Write-ColorOutput -Message "  Workers: $Workers" -Color "White"
-    Write-ColorOutput -Message "  Samples: $Samples" -Color "White"
-    Write-ColorOutput -Message "  Encoder: $Encoder" -Color "White"
-    if ($Thorough) {
-        Write-ColorOutput -Message "  Thorough: Yes" -Color "White"
-    }
-    if ($Hwaccel) {
-        Write-ColorOutput -Message "  HW Accel: $Hwaccel" -Color "White"
-    }
-    Write-Host ""
-    
-    $process = Start-Process -FilePath $pythonCmd.Path -ArgumentList $arguments -NoNewWindow -PassThru
-    
-    $process.WaitForExit()
-    $exitCode = $process.ExitCode
-    
-    if ($exitCode -eq 0) {
-        Write-ColorOutput -Message "SUCCESS: Library optimization completed" -Color "Green"
-    } else {
-        Write-ColorOutput -Message "ERROR: optimize_library.py exited with code $exitCode" -Color "Red"
-    }
-    
-    exit $exitCode
-}
-
-Write-ColorOutput -Message "========================================" -Color "Cyan"
-Write-ColorOutput -Message "VMAF Library Optimiser (Windows)" -Color "Yellow"
-Write-ColorOutput -Message "========================================" -Color "Cyan"
-Write-Host ""
-
-Invoke-OptimizeLibrary

run_optimisation.sh

@@ -1,151 +0,0 @@
-#!/bin/bash
-
-# VMAF Library Optimiser (Linux/Server runner)
-# This script wraps optimize_library.py with the same interface as the Windows PowerShell version
-
-set -e
-
-COLOR_RED='\033[0;31m'
-COLOR_GREEN='\033[0;32m'
-COLOR_CYAN='\033[0;36m'
-COLOR_YELLOW='\033[1;33m'
-COLOR_WHITE='\033[0;37m'
-COLOR_RESET='\033[0m'
-
-log_info() {
-    echo -e "${COLOR_CYAN}$*${COLOR_RESET}"
-}
-
-log_error() {
-    echo -e "${COLOR_RED}ERROR: $*${COLOR_RESET}" >&2
-}
-
-log_success() {
-    echo -e "${COLOR_GREEN}$*${COLOR_RESET}"
-}
-
-# Default values matching optimize_library.py defaults
-DIRECTORY="."
-VMAF="95.0"
-PRESET="6"
-WORKERS="1"
-SAMPLES="4"
-THOROUGH=""
-ENCODER="svt-av1"
-HWACCEL=""
-
-# Parse command line arguments
-while [[ $# -gt 0 ]]; do
-    case "$1" in
-        --directory)
-            DIRECTORY="$2"
-            shift 2
-            ;;
-        --vmaf)
-            VMAF="$2"
-            shift 2
-            ;;
-        --preset)
-            PRESET="$2"
-            shift 2
-            ;;
-        --workers)
-            WORKERS="$2"
-            shift 2
-            ;;
-        --samples)
-            SAMPLES="$2"
-            shift 2
-            ;;
-        --thorough)
-            THOROUGH="--thorough"
-            shift
-            ;;
-        --encoder)
-            ENCODER="$2"
-            shift 2
-            ;;
-        --hwaccel)
-            HWACCEL="$2"
-            shift 2
-            ;;
-        *)
-            DIRECTORY="$1"
-            shift
-            ;;
-    esac
-done
-
-# Check if python3 is available
-if ! command -v python3 &> /dev/null; then
-    if ! command -v python &> /dev/null; then
-        log_error "Python 3 not found. Please install Python 3."
-        exit 1
-    else
-        PYTHON_CMD="python"
-    fi
-else
-    PYTHON_CMD="python3"
-fi
-
-# Check if optimize_library.py exists
-SCRIPT_DIR="$(cd "$(dirname "${BASH_SOURCE[0]}")" && pwd)"
-SCRIPT_PATH="$SCRIPT_DIR/optimize_library.py"
-
-if [[ ! -f "$SCRIPT_PATH" ]]; then
-    log_error "optimize_library.py not found in: $SCRIPT_DIR"
-    exit 1
-fi
-
-# Build command arguments
-ARGS=(
-    "$PYTHON_CMD" "$SCRIPT_PATH"
-    "$DIRECTORY"
-    --vmaf "$VMAF"
-    --preset "$PRESET"
-    --workers "$WORKERS"
-    --samples "$SAMPLES"
-    --encoder "$ENCODER"
-)
-
-if [[ -n "$THOROUGH" ]]; then
-    ARGS+=(--thorough)
-fi
-
-if [[ -n "$HWACCEL" ]]; then
-    ARGS+=(--hwaccel "$HWACCEL")
-fi
-
-# Print configuration
-log_info "========================================"
-log_info "VMAF Library Optimiser (Linux/Server)"
-log_info "========================================"
-echo ""
-log_info "Directory: $DIRECTORY"
-log_info "Target VMAF: $VMAF"
-log_info "Preset: $PRESET"
-log_info "Workers: $WORKERS"
-log_info "Samples: $SAMPLES"
-log_info "Encoder: $ENCODER"
-if [[ -n "$THOROUGH" ]]; then
-    log_info "Thorough: Yes"
-fi
-if [[ -n "$HWACCEL" ]]; then
-    log_info "HW Accel: $HWACCEL"
-fi
-echo ""
-log_info "Running optimize_library.py..."
-echo ""
-
-# Run the optimisation
-"${ARGS[@]}"
-EXIT_CODE=$?
-
-# Handle exit code
-if [ $EXIT_CODE -eq 0 ]; then
-    log_success "SUCCESS: Library optimisation completed"
-else
-    log_error "optimize_library.py exited with code $EXIT_CODE"
-fi
-
-exit $EXIT_CODE