kermt-infer SKILL.md skillA
kermt-infer from nvidia/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nvidia/skills/kermt-infer@git:20260915.2cd3507Pins git:20260915.2cd3507 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nvidia/skills
- Path
skills/bionemo-kermt-infer/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260915.2cd3507, committed Sep 15, 2026
- Size
- 6,055 bytes
- Repository stars
- 3,871
- License
- Apache-2.0
Run predictions with a finetuned KERMT checkpoint on a SMILES-only CSV. The skill validates that the input ckpt has task FFN heads (refuses pretrain ckpts with a redirect to kermt-finetune), validates the CSV, prepares the data (clean + rdkit_2d features), then launches main.py predict inside the kermt container (blocking, minutes-scale).
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# kermt-infer Run predictions with a finetuned KERMT checkpoint on a SMILES-only CSV. The skill is the workflow orchestrator: validate ckpt, validate CSV, prepare data, launch the runner blocking, return the predictions CSV. ## Skill and runtime paths Set `SKILL_DIR` to the absolute path of this installed skill directory. Export `KERMT_REPO` as the absolute path to the KERMT checkout used for model execution. The bundled container helper mounts that checkout at `/workspace` and this skill at `/skill` (read-only). Commands inside the container use `/skill/scripts/`; defaults are bundled in `config/`. ## Hardware requirements - **GPUs**: 1 (single-GPU). Multi-GPU inference is not currently supported. - **VRAM**: ≥ 4 GB for the default `batch_size 32`. - **Disk**: a few hundred MB per run (cleaned CSV + features + predictions). - **Driver / CUDA**: any host supporting CUDA 12.6 (the kermt image base). ## Inputs Required: - `--ckpt <path>` — finetuned checkpoint (must have task FFN heads). The validator refuses pretrain ckpts with a redirect to `kermt-finetune`. - `--csv <path>` — SMILES-only CSV. First column is `smiles`; other columns are ignored. Optional: …
Read the whole file at its exact version.
How to install
mdr add nvidia/skills/kermt-infer@sha256:c018fbd4beb697c8The line at the top of this page pins the label git:20260915.2cd3507, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_lr5yvkud52b55uua)
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Versions
The registry has recorded 1 version of this file, committed on Sep 15, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6055 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
nvidia/skills · 3,871 stars · license Apache-2.0 · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lr5yvkud52b55uua GET https://markdownregistry.com/api/v1/resolve?ref=nvidia/skills/kermt-infer GET https://markdownregistry.com/api/v1/blob/c018fbd4beb697c88cfd325f28153e7b77c9bc5bd9733c326e8c3685b14e2f38
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.