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Nemotron-RL-instruction_following-ef0a9fea691e.tar.gz
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Nemotron-RL-instruction_following-474d427eff49.tar.gz
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Nemotron-RL-instruction_following-9b7c22bb004a.tar.gz
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Nemotron-RL-instruction_following-a97a7f29570e.tar.gz
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Nemotron-RL-instruction_following-710f075c0421.tar.gz
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Nemotron-RL-instruction_following-579d6ed9a3ef.tar.gz
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Nemotron-RL-instruction_following-c124bf509425.tar.gz
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Nemotron-RL-instruction_following-d59eb9872446.tar.gz
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Nemotron-RL-instruction_following-3b91c1bec11c.tar.gz
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Nemotron-RL-instruction_following-30cef1bbbb95.tar.gz
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Nemotron-RL-instruction_following-4c4a6adc4445.tar.gz
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Nemotron-RL-instruction_following-88b910ca3db2.tar.gz
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Nemotron-RL-instruction_following-313eed23b577.tar.gz
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Nemotron-RL-instruction_following-050a42842635.tar.gz
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Nemotron-RL-instruction_following-5a05ee854854.tar.gz
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Nemotron-RL-instruction_following-8ebda45b1448.tar.gz
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Nemotron-RL-instruction_following-37a473ceaafc.tar.gz
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Nemotron-RL-instruction_following-81b87eecb329.tar.gz
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Nemotron-RL-instruction_following-75091cf45e07.tar.gz
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Nemotron-RL-instruction_following-e6fd717354d1.tar.gz
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Nemotron-RL-instruction_following-e19b21985917.tar.gz
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Nemotron-RL-instruction_following-312690d8d5c7.tar.gz
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Nemotron-RL-instruction_following-9efebc549497.tar.gz
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Nemotron-RL-instruction_following-598a3045a901.tar.gz
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Nemotron-RL-instruction_following-2371630dd96a.tar.gz
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Nemotron-RL-instruction_following-8c5e616ad958.tar.gz
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Nemotron-RL-instruction_following-6926e2b9450f.tar.gz
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Nemotron-RL-instruction_following-c444d50c87e9.tar.gz
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Nemotron-RL-instruction_following-b4e0ad7fbbd7.tar.gz
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Nemotron-RL-instruction_following-4d50125ef21c.tar.gz
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Nemotron-RL-instruction_following-69b88bd1bca6.tar.gz
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Nemotron-RL-instruction_following-42d0e4b47b87.tar.gz
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Nemotron-RL-instruction_following-8c42956fe87a.tar.gz
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Nemotron-RL-instruction_following-24c4d9657c35.tar.gz
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Nemotron-RL-instruction_following-de3c4241549a.tar.gz
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Nemotron-RL-instruction_following-e17e769ff5f9.tar.gz
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Nemotron-RL-instruction_following-f1b69ecf062b.tar.gz
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laion/nemotron-gym-instruction-following

Harbor-format conversion of nvidia/Nemotron-RL-instruction_following.

Each row contains:

column type description
path string Deterministic short ID (<family>-<sha256[:12]>.tar.gz)
task_binary binary Gzipped tar containing the full Harbor task

The tarball contents follow Harbor's task layout:

instruction.md                # Prompt shown to the agent
environment/Dockerfile        # python:3.11-slim-bookworm base + task-specific pip deps
tests/test.sh                 # Verifier entrypoint (writes /logs/verifier/reward.txt)
tests/verifier.py             # Verifier implementation (embedded, deterministic)
tests/verifier_data.json      # Per-task verifier inputs (JSON, no code interpolation)
metadata.json                 # Provenance: source_dataset, row_index, family, ...
task.toml                     # Standard Harbor task config (cpu/memory/timeout defaults)

Conversion details

Generated by the data/nemotron_gym adapter in OpenThoughts-Agent. Conversion is secure-by-construction:

  • Dataset content is never interpolated into shell, Python, or Dockerfile source. All values flow through tests/verifier_data.json (JSON, parsed at runtime).
  • Base image is name-pinned (python:3.11-slim-bookworm); pip specs validated against a strict allowlist regex.
  • Text fields stripped of C0/C1 control characters; lengths capped; tarball paths validated against traversal / NUL / absolute-path attacks.
  • Tarballs are deterministic (sorted entries, mtime=0, uid/gid=0) → reproducible bytes.

Verifier family

ifeval_constraints (IFEval-style constraint checker — paragraphs / words / forbidden / formatting) — see the source converter for full details.

Usage with Harbor

from datasets import load_dataset

ds = load_dataset("laion/nemotron-gym-instruction-following", split="train")
print(ds[0]["path"], len(ds[0]["task_binary"]))

To run a single task with Harbor:

# Extract one task to a directory and point Harbor at it
python - <<'PY'
import gzip, io, tarfile
from datasets import load_dataset
ds = load_dataset("laion/nemotron-gym-instruction-following", split="train")
row = ds[0]
with tarfile.open(fileobj=io.BytesIO(row["task_binary"]), mode="r:gz") as tar:
    tar.extractall("/tmp/instruction-following-task")
PY
harbor run -t /tmp/instruction-following-task -e daytona  # or -e docker

Source

This dataset is a derivative of nvidia/Nemotron-RL-instruction_following, part of NVIDIA's NeMo-Gym collection.

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