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config: docstrings say default is pre-fitted RAW lens, chat_corpus is fallback-only
Fresh-eyes caught stale framing: the module/chat_corpus docstrings still sold chat- templated fitting as the corpus convention. The default demo path now loads the authors' pre-fitted raw-wikitext lens; chat_corpus only feeds the local-fit fallback, and chat-vs-raw was never compared head-to-head (run-524 used chat), so it's flagged unresolved rather than claimed better. Co-Authored-By: Claudypoo <288921227+claudypoo@users.noreply.github.com>
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@@ -1,10 +1,10 @@
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"""Repo-local paths, slug/cache conventions, and the fit corpus, shared by
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scripts/ and notebooks.
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"""Repo-local paths, slug/cache conventions, and the pre-fitted lens map, shared
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by scripts/ and notebooks.
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NOT imported by the jsteer library (which stays path-agnostic so `pip install
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jsteer` never needs a repo root). The corpus content is jlens's own WikiText
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(`load_wikitext_prompts`, not hand-rolled), but wrapped in the model's chat
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template -- see chat_corpus for why.
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jsteer` never needs a repo root). The default demo path LOADS a pre-fitted lens
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(HUB_LENS_FILE, raw Salesforce-wikitext); chat_corpus is only for the local-fit
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fallback (scripts/fit.py) and is an untested alternative to raw -- see its docstring.
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"""
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from pathlib import Path
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@@ -49,10 +49,13 @@ def hub_lens_file(model_name: str) -> str:
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def chat_corpus(tok, n_prompts: int) -> list[str]:
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"""jlens's WikiText prompts wrapped in the chat template. Fitting on chat-
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formatted text (not raw documents) puts J closer to the distribution the
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model steers in; run-524's verified vectors were fit this way too. Called
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via a lambda in fit_cached, so it only downloads WikiText on a cache miss."""
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"""jlens's WikiText prompts wrapped in the chat template, for the LOCAL-FIT
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fallback only (the default demo path loads the authors' pre-fitted RAW-wikitext
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lens). Hypothesis: fitting on chat-formatted text puts J closer to the
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distribution we steer in; run-524's verified vectors were fit this way, but it
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was never compared head-to-head with a raw fit, so treat chat-vs-raw as
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unresolved. Called via a lambda in fit_cached, so WikiText only downloads on a
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cache miss."""
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from jlens.examples import load_wikitext_prompts
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return [tok.apply_chat_template([{"role": "user", "content": p}],
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add_generation_prompt=True, tokenize=False,
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