Download pyproject.toml from lamm-mit/gemma4-interpretability: direct link, hf CLI and curl.
- Browser
- Download file 3.74 kB
-
https://huggingface.co/datasets/lamm-mit/gemma4-interpretability/resolve/main/pyproject.toml
- Command line
-
hf download hf://datasets/lamm-mit/gemma4-interpretability/pyproject.toml
-
curl -L -o pyproject.toml https://huggingface.co/datasets/lamm-mit/gemma4-interpretability/resolve/main/pyproject.toml
3.74 kB
| [build-system] | |
| requires = ["setuptools>=68", "wheel"] | |
| build-backend = "setuptools.build_meta" | |
| [project] | |
| name = "jlens-materials" | |
| version = "0.1.0" | |
| description = "Jacobian-lens interpretability toolkit for materials science and protein prompts — fit/apply the lens, plot publication figures, run causal swaps, and write an LLM-authored LaTeX report." | |
| readme = "README.md" | |
| requires-python = ">=3.10" | |
| license = { text = "Apache-2.0" } | |
| authors = [{ name = "Markus J. Buehler", email = "mbuehler@mit.edu" }] | |
| keywords = [ | |
| "interpretability", "jacobian-lens", "mechanistic-interpretability", | |
| "transformers", "materials-science", "protein", "fracture-mechanics", | |
| ] | |
| classifiers = [ | |
| "Programming Language :: Python :: 3", | |
| "License :: OSI Approved :: Apache Software License", | |
| "Intended Audience :: Science/Research", | |
| "Topic :: Scientific/Engineering :: Artificial Intelligence", | |
| ] | |
| # Core runtime — everything the fit -> apply -> figures -> analysis -> report | |
| # pipeline needs. Providers (anthropic/openai) are included so the LLM analysis | |
| # works out of the box; the --offline path does not require them at runtime. | |
| dependencies = [ | |
| "torch>=2.2", | |
| "transformers>=4.45", # Gemma-3/4 need a recent release (dev env: 5.9) | |
| "accelerate>=0.30", # device_map + efficient model loading | |
| "sentencepiece>=0.2", # Gemma / Llama / Qwen tokenizers | |
| "datasets>=2.19", # wikitext prompts for lens fitting (--fit) | |
| "huggingface_hub>=0.30", # private Hub storage for fitted lens bundles | |
| "numpy>=1.24", | |
| "matplotlib>=3.7", | |
| "wordfreq==3.1.1", # frozen English-frequency screen for 31B SI streams | |
| "pillow>=10.0", # GIF export for the "thinking" animation | |
| "tqdm>=4.66", # progress bars for the slow lens fit | |
| "anthropic>=0.40", # analysis provider: Claude (Messages API) | |
| "openai>=1.66", # analysis provider: OpenAI (Responses API) | |
| ] | |
| [project.optional-dependencies] | |
| # Everything above already covers a full run; `dev` adds tooling only. | |
| dev = ["ruff>=0.6", "ipython>=8.0", "pytest>=8.0"] | |
| [project.urls] | |
| Homepage = "https://github.com/lamm-mit/Substrates" | |
| Repository = "https://github.com/lamm-mit/Substrates" | |
| "Jacobian lens (upstream)" = "https://github.com/lamm-mit/jacobian-lens" | |
| # --------------------------------------------------------------------------- | |
| # Layout: the toolkit modules live flat in jlens_materials/ and import each | |
| # other by bare name (import matviz, ...). We expose them as top-level modules | |
| # and ship the vendored `jlens` (with its data/ resources) as a package, so an | |
| # editable install makes `import run_lens`, `import matviz`, `import jlens` | |
| # resolve from anywhere — while the scripts still run in-place from the dir. | |
| # --------------------------------------------------------------------------- | |
| [tool.setuptools] | |
| py-modules = [ | |
| "analyze", "animate", "artifacts", "auto_swap", "compare", "domain_prompts", | |
| "lens_hub", "llm", "matviz", "paper_protocol", "report", "report_latex", "run_lens", "swap", | |
| ] | |
| packages = ["jlens", "explorer"] | |
| [tool.setuptools.package-dir] | |
| "" = "jlens_materials" | |
| "jlens" = "jlens_materials/_vendor_jlens/jlens" | |
| [tool.setuptools.package-data] | |
| jlens = ["data/*"] | |
| explorer = ["README.md", "launch.sh", "static/*", "skills/**/*"] | |
| # Convenience entry points — same as `python <module>.py`, runnable anywhere. | |
| [project.scripts] | |
| jlens-run = "run_lens:main" | |
| jlens-analyze = "analyze:main" | |
| jlens-report = "report_latex:main" | |
| jlens-report-md = "report:main" | |
| jlens-compare = "compare:main" | |
| jlens-animate = "animate:main" | |
| jlens-swap = "swap:main" | |
| jlens-auto-swap = "auto_swap:main" | |
| jlens-artifacts = "artifacts:main" | |
| jlens-explorer = "explorer.server:main" | |