PhysicsNeMo is an open-source PyTorch framework for creating, training, and fine-tuning machine-learning models for physics, scientific computing, and engineering. Researchers and engineers use its reusable components and training recipes for applications such as aerodynamics, weather forecasting, structural mechanics, geophysics, and thermal design. The catalogue entries provide rules and skills for working with PhysicsNeMo projects.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/NVIDIA/physicsnemoWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/rules/nvidia/physicsnemo/mod-009-avoid-string-based-class-selection)<a href="https://agentmods.dev/rules/nvidia/physicsnemo/mod-009-avoid-string-based-class-selection"><img src="https://agentmods.dev/badge/rules/nvidia/physicsnemo/mod-009-avoid-string-based-class-selection/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/rules/nvidia/physicsnemo/mod-009-avoid-string-based-class-selection"><img src="https://agentmods.dev/badge/rules/nvidia/physicsnemo/mod-009-avoid-string-based-class-selection.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00029 | $0.00542 |
| Opus 5.5 | $0.00012 | $0.00217 |
| Sonnet 5.5 | $0.00006 | $0.00108 |
| Haiku 4.5 | $0.00003 | $0.00054 |
Grade A, and why
mod-009-avoid-string-based-class-selection scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
When designing model constructor APIs, rule MOD-009 should be followed. Explicitly reference "Following rule MOD-009, which discourages string-based class selection when there are many choices..." when deciding constructor parameter design.
MOD-009: Avoid string-based class selection in model constructors
Description:
Passing a string that represents a class name, which is then used to instantiate an internal submodule, should be avoided unless there are only a few choices (2 or 3 maximum) for the class name.
When there are more than 2-3 choices, the recommended practice is to pass an already instantiated instance of a submodule instead of a string primitive for dependency injection. This promotes better type safety, clearer APIs, and easier testing.
Rationale:
String-based class selection makes code harder to type-check, debug, and test. It obscures dependencies and makes it difficult for static analysis tools to understand the code. Direct instance injection provides better IDE support, type safety, and makes testing easier by allowing mock object injection.
Example:
# Good: Limited choices (2-3 max) - string selection acceptable
class MyModel(Module):
def __init__(
self,
activation: Literal["relu", "gelu"] = "relu"
):
if activation == "relu":
self.act = nn.ReLU()
elif activation == "gelu":
self.act = nn.GELU()
# Good: Many choices - use instance injection
class MyModel(Module):
def __init__(
self,
encoder: Module, # Pass instance, not string
decoder: Module # Pass instance, not string
):
self.encoder = encoder
self.decoder = decoder
# Usage:
model = MyModel(
encoder=MyCustomEncoder(dim=128),
decoder=MyCustomDecoder(dim=128)
)
Anti-pattern:
# WRONG: String selection with many choices
class MyModel(Module):
def __init__(
self,
encoder_type: str = "transformer" # Many possible values
):
# String-based factory pattern with 10+ choices
if encoder_type == "transformer":
self.encoder = TransformerEncoder()
elif encoder_type == "cnn":
self.encoder = CNNEncoder()
# ... many more options
# WRONG: Should accept encoder instance instead
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 76 lines · 29 tokens per session scan A 63caf4ca0322
mod-009-avoid-string-based-class-selection is a cursor rule published in the GitHub repository NVIDIA/physicsnemo (3,418 stars, last pushed yesterday), licensed Apache-2.0. It adds 29 tokens to every session and 542 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
mod-009-avoid-string-based-class-selection compared with cursor rules from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| mod-009-avoid-string-based-class-selectionNVIDIA/physicsnemo | Cursor rule | 3.4k | yesterday | Apache-2.0 | A | 29 | Cursor |
| python_libstreamlit/streamlit | Cursor rule | 46k | yesterday | Apache-2.0 | A | 0 | Cursor |
| typescriptstreamlit/streamlit | Cursor rule | 46k | yesterday | Apache-2.0 | A | 5,351 | Cursor |
| specsstreamlit/streamlit | Cursor rule | 46k | yesterday | Apache-2.0 | A | 0 | Cursor |
| workflowsstreamlit/streamlit | Cursor rule | 46k | yesterday | Apache-2.0 | A | 0 | Cursor |
| skillsstreamlit/streamlit | Cursor rule | 46k | yesterday | Apache-2.0 | A | 0 | Cursor |
| python_testsstreamlit/streamlit | Cursor rule | 46k | yesterday | Apache-2.0 | A | 0 | Cursor |