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Fixture Image Skill

fixture-image

Generate images for PDF test fixtures using HuggingFace FLUX.1-schnell (FREE). Supports AI generation, mermaid diagrams, and placeholder images.

SKILL.md

Full skill instructions

Fixture Image Skill

Generate images for PDF extraction test fixtures using FREE AI image generation.

Features

  • Ollama (local) - Z-Image Turbo or FLUX2-Klein via Ollama (FREE, no internet)
  • FLUX.1-schnell - AI-generated images via HuggingFace (FREE remote)
  • Mermaid diagrams - Flowcharts and architecture diagrams (FREE)
  • Placeholder images - Random grayscale from picsum.photos (FREE)
  • Solid color - Gray box with text label (always works)
  • Size control - Specify dimensions for PDF embedding (auto-resized)

Quick Start

cd .pi/​skills/​fixture-image

# Generate an AI image (uses FLUX.1-schnell)
uv run --script generate.py "hardware verification flowchart for microprocessor" \
  --output test_figure.png \
  --size 400x600

# Generate with specific backend
uv run --script generate.py "network security architecture" \
  --output security_arch.png \
  --size 800x600 \
  --backend flux

# Use placeholder fallback
uv run --script generate.py "placeholder" \
  --output placeholder.png \
  --size 400x300 \
  --backend placeholder

Commands

generate - Create an image

uv run --script generate.py "<prompt>" [options]

Arguments:

ArgumentDescription
promptDescription of the image to generate

Options:

OptionShortDescriptionDefault
--output-oOutput file pathfixture_image.png
--size-sImage dimensions (WxH)512x512
--backend-bGeneration backendauto

Backends

BackendDescriptionRequiresCost
ollamaZ-Image/​FLUX2 local generationOllama + modelFREE (local)
fluxFLUX.1-schnell AI generationHF_TOKENFREE (remote)
mermaidFlowchart/​diagram generationmmdc CLIFREE
placeholderpicsum.photos (grayscale)NothingFREE
solidGray box with text labelPillowFREE
autoTry backends in orderAny available-

Setup

Option 1: Ollama (macOS only - MLX framework)

Note: Ollama image generation currently only works on macOS (Apple Silicon). Linux/​NVIDIA support is "coming soon" per Ollama docs.

# macOS only
ollama pull x/​z-image-turbo
# or
ollama pull x/​flux2-klein

Option 2: HuggingFace Token (FREE Remote)

Get a FREE HuggingFace token from huggingface.co/​settings/​tokens:

export HF_TOKEN="hf_your_token_here"

Option 3: Mermaid (for Diagrams)

npm install -g @mermaid-js/​mermaid-cli

Example Prompts for Test Fixtures

Security Documents

"APT attack kill chain diagram with reconnaissance, weaponization, delivery, exploitation phases"
"network intrusion detection system architecture"
"malware analysis workflow flowchart"

Engineering Documents

"hardware verification flow for microprocessor with RTL, synthesis, and timing analysis"
"FPGA design pipeline from HDL to bitstream"
"embedded systems boot sequence diagram"

Scientific Documents

"machine learning pipeline with data preprocessing, training, and inference stages"
"experimental methodology flowchart"
"system architecture diagram with numbered components"

Cached Images (Reuse Before Generating)

Pre-generated images are available in cached_images/ - use these first to avoid unnecessary API calls:

FileDescriptionSize
decorative.pngAbstract cover/​decorative illustration512x512
flowchart.pngTechnical workflow/​process diagram512x512
network_arch.pngNetwork/​system architecture diagram512x512
test_fixture.pdf12-page PDF with all image types embedded1.8MB
# Copy cached image instead of generating
cp cached_images/​flowchart.png /​path/​to/​output.png

# Use pre-built test fixture for extractor testing
cp cached_images/​test_fixture.pdf /​path/​to/​test.pdf

Integration with PDF Generation

After generating images, embed them in synthetic PDFs:

import fitz  # PyMuPDF

doc = fitz.open()
page = doc.new_page()

# Insert generated image
img_rect = fitz.Rect(50, 200, 450, 500)  # x0, y0, x1, y1
page.insert_image(img_rect, filename="test_figure.png")

doc.save("fixture_with_figure.pdf")

Dependencies

dependencies = [
    "huggingface_hub>=0.26.0",
    "httpx",
    "typer",
    "pillow",
]