feat: initial nyx-probing framework structure
- Basic package structure (core, probes, analysis, storage, cli) - probe_test.py - minimal probe that works on THE SPINE - First successful probe: 2025-12-06 - Apache 2.0 license - Qwen2.5-7B-Base on RTX 3090 (14.2GB VRAM) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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venv/
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results/*.json
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Copyright 2025 David S. Martin
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37
README.md
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README.md
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# nyx-probing
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Probing framework for understanding Qwen2.5-7B-Base before curriculum design.
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## Overview
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Part of the [nimmerverse](https://git.eachpath.com/nimmerverse) project. This framework implements the probing protocols defined in [nimmerversity.md](https://git.eachpath.com/nimmerverse/nimmerverse-sensory-network/src/branch/main/nimmerversity.md).
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## Probing Capabilities
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- **Surface Probe** - Feed single words, capture raw completions
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- **Echo Probe** - Depth measurement via completion echo
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- **Multilingual Probe** - Cross-language triangulation (EN/DE/AR/ZH)
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- **Activation Probe** - Hidden state analysis
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## Hardware
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- **THE SPINE**: Prometheus with RTX 3090 (24GB VRAM)
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- **Model**: Qwen2.5-7B-Base (~14GB loaded)
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- **RAM**: 64GB for activation capture
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## Quick Start
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```bash
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# On Prometheus
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cd ~/nimmerverse/nyx-probing
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source venv/bin/activate
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python probe_test.py
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```
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## Status
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Active development. First successful probe: 2025-12-06.
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## License
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Apache 2.0 - See [LICENSE](LICENSE)
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0
nyx_probing/__init__.py
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nyx_probing/__init__.py
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nyx_probing/analysis/__init__.py
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nyx_probing/analysis/__init__.py
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nyx_probing/cli/__init__.py
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nyx_probing/cli/__init__.py
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nyx_probing/core/__init__.py
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nyx_probing/core/__init__.py
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nyx_probing/probes/__init__.py
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nyx_probing/probes/__init__.py
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nyx_probing/storage/__init__.py
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nyx_probing/storage/__init__.py
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probe_test.py
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probe_test.py
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"""
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Minimal probe test for Qwen2.5-7B-Base on THE SPINE.
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First successful run: 2025-12-06
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"""
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import torch
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print("Loading tokenizer...")
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tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-7B")
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print("Loading model to GPU...")
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model = AutoModelForCausalLM.from_pretrained(
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"Qwen/Qwen2.5-7B",
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torch_dtype=torch.float16,
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device_map="cuda"
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)
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print("\n🌙 First probe: 'heartbeat'")
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inputs = tokenizer("heartbeat", return_tensors="pt").to("cuda")
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outputs = model.generate(**inputs, max_new_tokens=30, do_sample=True, temperature=0.8)
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print(tokenizer.decode(outputs[0]))
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print("\n🌙 Second probe: 'consciousness'")
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inputs = tokenizer("consciousness", return_tensors="pt").to("cuda")
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outputs = model.generate(**inputs, max_new_tokens=30, do_sample=True, temperature=0.8)
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print(tokenizer.decode(outputs[0]))
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print(f"\n📊 GPU Memory Used: {torch.cuda.memory_allocated() / 1024**3:.2f} GB")
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print(f"📊 GPU Memory Reserved: {torch.cuda.memory_reserved() / 1024**3:.2f} GB")
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print("\n✅ THE SPINE IS THINKING!")
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requirements.txt
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requirements.txt
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# Core ML
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torch>=2.1.0
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transformers>=4.36.0
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accelerate>=0.25.0
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# Data handling
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numpy>=1.24.0
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pandas>=2.0.0
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# CLI
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click>=8.1.0
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rich>=13.0.0
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# Configuration
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pydantic>=2.5.0
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pyyaml>=6.0.0
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python-dotenv>=1.0.0
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# Development
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jupyter>=1.0.0
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matplotlib>=3.8.0
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