From 9853f4767b4f1fc51bfd625fd189a8d2fc99ca25 Mon Sep 17 00:00:00 2001 From: dafit Date: Sat, 6 Dec 2025 18:19:54 +0100 Subject: [PATCH] feat: initial nyx-probing framework structure MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - 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) šŸ¤– Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude --- .gitignore | 32 ++++++ LICENSE | 190 +++++++++++++++++++++++++++++++ README.md | 37 ++++++ nyx_probing/__init__.py | 0 nyx_probing/analysis/__init__.py | 0 nyx_probing/cli/__init__.py | 0 nyx_probing/core/__init__.py | 0 nyx_probing/probes/__init__.py | 0 nyx_probing/storage/__init__.py | 0 probe_test.py | 31 +++++ requirements.txt | 21 ++++ 11 files changed, 311 insertions(+) create mode 100644 .gitignore create mode 100644 LICENSE create mode 100644 README.md create mode 100644 nyx_probing/__init__.py create mode 100644 nyx_probing/analysis/__init__.py create mode 100644 nyx_probing/cli/__init__.py create mode 100644 nyx_probing/core/__init__.py create mode 100644 nyx_probing/probes/__init__.py create mode 100644 nyx_probing/storage/__init__.py create mode 100644 probe_test.py create mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..023ca67 --- /dev/null +++ b/.gitignore @@ -0,0 +1,32 @@ +# Python +__pycache__/ +*.py[cod] +*$py.class +*.so +.Python +venv/ +ENV/ +.venv/ + +# IDE +.idea/ +.vscode/ +*.swp +*.swo + +# Jupyter +.ipynb_checkpoints/ + +# Results (large files) +results/*.json +results/*.csv +*.pt +*.bin + +# Environment +.env +.env.local + +# OS +.DS_Store +Thumbs.db diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..17e0795 --- /dev/null +++ b/LICENSE @@ -0,0 +1,190 @@ + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. Definitions. + + "License" shall mean the terms and conditions for use, reproduction, + and distribution as defined by Sections 1 through 9 of this document. + + "Licensor" shall mean the copyright owner or entity authorized by + the copyright owner that is granting the License. + + "Legal Entity" shall mean the union of the acting entity and all + other entities that control, are controlled by, or are under common + control with that entity. For the purposes of this definition, + "control" means (i) the power, direct or indirect, to cause the + direction or management of such entity, whether by contract or + otherwise, or (ii) ownership of fifty percent (50%) or more of the + outstanding shares, or (iii) beneficial ownership of such entity. + + "You" (or "Your") shall mean an individual or Legal Entity + exercising permissions granted by this License. + + "Source" form shall mean the preferred form for making modifications, + including but not limited to software source code, documentation + source, and configuration files. + + "Object" form shall mean any form resulting from mechanical + transformation or translation of a Source form, including but + not limited to compiled object code, generated documentation, + and conversions to other media types. + + "Work" shall mean the work of authorship, whether in Source or + Object form, made available under the License, as indicated by a + copyright notice that is included in or attached to the work + (an example is provided in the Appendix below). + + "Derivative Works" shall mean any work, whether in Source or Object + form, that is based on (or derived from) the Work and for which the + editorial revisions, annotations, elaborations, or other modifications + represent, as a whole, an original work of authorship. For the purposes + of this License, Derivative Works shall not include works that remain + separable from, or merely link (or bind by name) to the interfaces of, + the Work and Derivative Works thereof. + + "Contribution" shall mean any work of authorship, including + the original version of the Work and any modifications or additions + to that Work or Derivative Works thereof, that is intentionally + submitted to the Licensor for inclusion in the Work by the copyright + owner or by an individual or Legal Entity authorized to submit on behalf + of the copyright owner. For the purposes of this definition, "submitted" + means any form of electronic, verbal, or written communication sent + to the Licensor or its representatives, including but not limited to + communication on electronic mailing lists, source code control systems, + and issue tracking systems that are managed by, or on behalf of, the + Licensor for the purpose of discussing and improving the Work, but + excluding communication that is conspicuously marked or otherwise + designated in writing by the copyright owner as "Not a Contribution." + + "Contributor" shall mean Licensor and any individual or Legal Entity + on behalf of whom a Contribution has been received by Licensor and + subsequently incorporated within the Work. + + 2. Grant of Copyright License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + copyright license to reproduce, prepare Derivative Works of, + publicly display, publicly perform, sublicense, and distribute the + Work and such Derivative Works in Source or Object form. + + 3. Grant of Patent License. Subject to the terms and conditions of + this License, each Contributor hereby grants to You a perpetual, + worldwide, non-exclusive, no-charge, royalty-free, irrevocable + (except as stated in this section) patent license to make, have made, + use, offer to sell, sell, import, and otherwise transfer the Work, + where such license applies only to those patent claims licensable + by such Contributor that are necessarily infringed by their + Contribution(s) alone or by combination of their Contribution(s) + with the Work to which such Contribution(s) was submitted. If You + institute patent litigation against any entity (including a + cross-claim or counterclaim in a lawsuit) alleging that the Work + or a Contribution incorporated within the Work constitutes direct + or contributory patent infringement, then any patent licenses + granted to You under this License for that Work shall terminate + as of the date such litigation is filed. + + 4. Redistribution. You may reproduce and distribute copies of the + Work or Derivative Works thereof in any medium, with or without + modifications, and in Source or Object form, provided that You + meet the following conditions: + + (a) You must give any other recipients of the Work or + Derivative Works a copy of this License; and + + (b) You must cause any modified files to carry prominent notices + stating that You changed the files; and + + (c) You must retain, in the Source form of any Derivative Works + that You distribute, all copyright, patent, trademark, and + attribution notices from the Source form of the Work, + excluding those notices that do not pertain to any part of + the Derivative Works; and + + (d) If the Work includes a "NOTICE" text file as part of its + distribution, then any Derivative Works that You distribute must + include a readable copy of the attribution notices contained + within such NOTICE file, excluding those notices that do not + pertain to any part of the Derivative Works, in at least one + of the following places: within a NOTICE text file distributed + as part of the Derivative Works; within the Source form or + documentation, if provided along with the Derivative Works; or, + within a display generated by the Derivative Works, if and + wherever such third-party notices normally appear. The contents + of the NOTICE file are for informational purposes only and + do not modify the License. You may add Your own attribution + notices within Derivative Works that You distribute, alongside + or as an addendum to the NOTICE text from the Work, provided + that such additional attribution notices cannot be construed + as modifying the License. + + You may add Your own copyright statement to Your modifications and + may provide additional or different license terms and conditions + for use, reproduction, or distribution of Your modifications, or + for any such Derivative Works as a whole, provided Your use, + reproduction, and distribution of the Work otherwise complies with + the conditions stated in this License. + + 5. Submission of Contributions. Unless You explicitly state otherwise, + any Contribution intentionally submitted for inclusion in the Work + by You to the Licensor shall be under the terms and conditions of + this License, without any additional terms or conditions. + Notwithstanding the above, nothing herein shall supersede or modify + the terms of any separate license agreement you may have executed + with Licensor regarding such Contributions. + + 6. Trademarks. This License does not grant permission to use the trade + names, trademarks, service marks, or product names of the Licensor, + except as required for reasonable and customary use in describing the + origin of the Work and reproducing the content of the NOTICE file. + + 7. Disclaimer of Warranty. Unless required by applicable law or + agreed to in writing, Licensor provides the Work (and each + Contributor provides its Contributions) on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or + implied, including, without limitation, any warranties or conditions + of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A + PARTICULAR PURPOSE. You are solely responsible for determining the + appropriateness of using or redistributing the Work and assume any + risks associated with Your exercise of permissions under this License. + + 8. Limitation of Liability. In no event and under no legal theory, + whether in tort (including negligence), contract, or otherwise, + unless required by applicable law (such as deliberate and grossly + negligent acts) or agreed to in writing, shall any Contributor be + liable to You for damages, including any direct, indirect, special, + incidental, or consequential damages of any character arising as a + result of this License or out of the use or inability to use the + Work (including but not limited to damages for loss of goodwill, + work stoppage, computer failure or malfunction, or any and all + other commercial damages or losses), even if such Contributor + has been advised of the possibility of such damages. + + 9. Accepting Warranty or Additional Liability. While redistributing + the Work or Derivative Works thereof, You may choose to offer, + and charge a fee for, acceptance of support, warranty, indemnity, + or other liability obligations and/or rights consistent with this + License. However, in accepting such obligations, You may act only + on Your own behalf and on Your sole responsibility, not on behalf + of any other Contributor, and only if You agree to indemnify, + defend, and hold each Contributor harmless for any liability + incurred by, or claims asserted against, such Contributor by reason + of your accepting any such warranty or additional liability. + + END OF TERMS AND CONDITIONS + + Copyright 2025 David S. Martin + + 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. diff --git a/README.md b/README.md new file mode 100644 index 0000000..8cd632d --- /dev/null +++ b/README.md @@ -0,0 +1,37 @@ +# nyx-probing + +Probing framework for understanding Qwen2.5-7B-Base before curriculum design. + +## Overview + +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). + +## Probing Capabilities + +- **Surface Probe** - Feed single words, capture raw completions +- **Echo Probe** - Depth measurement via completion echo +- **Multilingual Probe** - Cross-language triangulation (EN/DE/AR/ZH) +- **Activation Probe** - Hidden state analysis + +## Hardware + +- **THE SPINE**: Prometheus with RTX 3090 (24GB VRAM) +- **Model**: Qwen2.5-7B-Base (~14GB loaded) +- **RAM**: 64GB for activation capture + +## Quick Start + +```bash +# On Prometheus +cd ~/nimmerverse/nyx-probing +source venv/bin/activate +python probe_test.py +``` + +## Status + +Active development. First successful probe: 2025-12-06. + +## License + +Apache 2.0 - See [LICENSE](LICENSE) diff --git a/nyx_probing/__init__.py b/nyx_probing/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/nyx_probing/analysis/__init__.py b/nyx_probing/analysis/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/nyx_probing/cli/__init__.py b/nyx_probing/cli/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/nyx_probing/core/__init__.py b/nyx_probing/core/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/nyx_probing/probes/__init__.py b/nyx_probing/probes/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/nyx_probing/storage/__init__.py b/nyx_probing/storage/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/probe_test.py b/probe_test.py new file mode 100644 index 0000000..e941287 --- /dev/null +++ b/probe_test.py @@ -0,0 +1,31 @@ +""" +Minimal probe test for Qwen2.5-7B-Base on THE SPINE. + +First successful run: 2025-12-06 +""" +from transformers import AutoModelForCausalLM, AutoTokenizer +import torch + +print("Loading tokenizer...") +tokenizer = AutoTokenizer.from_pretrained("Qwen/Qwen2.5-7B") + +print("Loading model to GPU...") +model = AutoModelForCausalLM.from_pretrained( + "Qwen/Qwen2.5-7B", + torch_dtype=torch.float16, + device_map="cuda" +) + +print("\nšŸŒ™ First probe: 'heartbeat'") +inputs = tokenizer("heartbeat", return_tensors="pt").to("cuda") +outputs = model.generate(**inputs, max_new_tokens=30, do_sample=True, temperature=0.8) +print(tokenizer.decode(outputs[0])) + +print("\nšŸŒ™ Second probe: 'consciousness'") +inputs = tokenizer("consciousness", return_tensors="pt").to("cuda") +outputs = model.generate(**inputs, max_new_tokens=30, do_sample=True, temperature=0.8) +print(tokenizer.decode(outputs[0])) + +print(f"\nšŸ“Š GPU Memory Used: {torch.cuda.memory_allocated() / 1024**3:.2f} GB") +print(f"šŸ“Š GPU Memory Reserved: {torch.cuda.memory_reserved() / 1024**3:.2f} GB") +print("\nāœ… THE SPINE IS THINKING!") diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..93ed8f4 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,21 @@ +# Core ML +torch>=2.1.0 +transformers>=4.36.0 +accelerate>=0.25.0 + +# Data handling +numpy>=1.24.0 +pandas>=2.0.0 + +# CLI +click>=8.1.0 +rich>=13.0.0 + +# Configuration +pydantic>=2.5.0 +pyyaml>=6.0.0 +python-dotenv>=1.0.0 + +# Development +jupyter>=1.0.0 +matplotlib>=3.8.0