torchscript-exporter

Torchscript Exporter - Auto-activating skill for ML Deployment. Triggers on: torchscript exporter, torchscript exporter Part of the ML Deployment skill category.

0.95x

Quality

Does it follow best practices?

Impact

95%

0.95x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Optimize this skill with Tessl

npx tessl skill review --optimize ./planned-skills/generated/08-ml-deployment/torchscript-exporter/SKILL.md

Evaluation results

100%

Deploy Sentiment Classifier for C++ Inference Service

Production-ready TorchScript export

Criteria

Without context

With context

Export script exists

100%

Uses torch.jit API

100%

Model set to eval mode

100%

Model saved correctly

100%

Correct output path

100%

No gradients during export

100%

Step-by-step documentation

100%

Export log exists

100%

Script is self-contained

100%

Reproducibility consideration

100%

Error handling present

57%

100%

Output directory created

100%

90%

-10%

Validate Exported TorchScript Model for QA Sign-Off

TorchScript output validation

Criteria

Without context

With context

Validate script exists

100%

TorchScript export step

100%

Eval mode set

100%

Multiple test cases

100%

Numerical tolerance check

100%

Max diff computed

100%

Validation report exists

100%

Report has pass/fail field

100%

Report has tolerance field

100%

Report has test count

100%

No grad during inference

100%

Deterministic seed

100%

97%

-3%

Set Up Repeatable Model Export Pipeline for Inference Serving

MLOps pipeline and serving configuration

Criteria

Without context

With context

Pipeline script exists

100%

TorchScript serialization

100%

Eval mode before export

100%

Model artifact saved

100%

Metadata file exists

100%

Metadata includes version

100%

Metadata includes input/output shape

100%

Metadata includes export timestamp

100%

Metadata includes framework version

100%

Pipeline log exists

100%

Log has timestamped stages

100%

No gradient computation in export

100%

62%

Artifacts directory created

100%

Repository: jeremylongshore/claude-code-plugins-plus-skills
Commit: 87f14eb

Evaluated: about 1 month ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Deploy Sentiment Classifier for C++ Inference Service Validate Exported TorchScript Model for QA Sign-Off Set Up Repeatable Model Export Pipeline for Inference Serving

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