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PharMolixPharMolix/OpenBioMed/skills/iupac-name-identification-biot5/SKILL.md

iupac-name-identification-biot5

Skill1.1k starsChanged 8 months agoMITView on GitHub

Identify the IUPAC name of a molecule using BioT5 question answering model. Use this skill when: (1) User wants to find the IUPAC name of a molecule, (2) User asks "What is the IUPAC name?" or "What's the systematic name?", (3) User provides a SMILES string and wants the IUPAC nomenclature.

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The file

We split this skill into the rules it gives an agent

5 rules. About 0 are common, 5 are distinctive, and 0 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈5

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 0

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Distinctive:

    Use the molecule question answering tool:

    line 46
  2. Distinctive:

    Ask BioT5: "What's the IUPAC name of this molecule?"

    line 69
  3. Distinctive:

    Solution: Ask user for SMILES string directly.

    line 89
  4. Distinctive:

    Symptom: No IUPAC name returned.

    line 93
  5. Distinctive:

    Use RDKit's MolToIUPACName as fallback:

    line 97

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

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Files
SKILL.md

IUPAC Name Identification (BioT5)

This skill identifies the IUPAC name of a molecule using the BioT5 question answering model.

When to Use

  • User asks for the IUPAC name of a molecule
  • User provides a SMILES string and wants systematic nomenclature
  • User asks "What is the IUPAC name?" or "What's the systematic name?"

Workflow

Step 1: Get the Molecule

If user provides a molecule name (e.g., "aspirin"):

from open_biomed.tools.tool_registry import TOOLS

tool = TOOLS["molecule_name_request"]
result, message = tool.run(accession="aspirin")
molecule = result[0]  # Returns a list of molecules

If user provides a SMILES string:

from open_biomed.data import Molecule

molecule = Molecule.from_smiles("CC(=O)OC1=CC=CC=C1C(=O)O")

Step 2: Ask for IUPAC Name

Use the molecule question answering tool:

from open_biomed.data import Text
from open_biomed.tools.tool_registry import TOOLS

qa_tool = TOOLS["molecule_question_answering"]
question = Text.from_str("What's the IUPAC name of this molecule?")
result, message = qa_tool.run(molecule=molecule, text=question)
print(result)  # IUPAC name

Expected Outputs

InputOutputDescription
SMILES or molecule nameIUPAC name stringSystematic chemical nomenclature

Example Usage

Input: "What is the IUPAC name of aspirin?"

Workflow:

  1. Retrieve aspirin molecule from PubChem
  2. Ask BioT5: "What's the IUPAC name of this molecule?"
  3. Return the IUPAC name

Expected output: "2-acetyloxybenzoic acid" or similar systematic name

Model Options

The molecule_question_answering tool supports multiple models:

ModelDescription
biot5 (default)BioT5 model for biomedical QA
molt5MolT5 model specialized for molecules

Error Handling

Molecule Not Found

Symptom: PubChem request fails for molecule name.

Solution: Ask user for SMILES string directly.

QA Model Fails

Symptom: No IUPAC name returned.

Solution:

  • Try alternative question phrasing
  • Use RDKit's MolToIUPACName as fallback:
from rdkit.Chem import MolToIUPACName
iupac = MolToIUPACName(molecule.rdmol)

Notes

  • IUPAC names generated by the model may not be the most standard form
  • For complex molecules, the model may provide simplified names
  • Cross-reference with PubChem or ChemDraw for verification

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