docs(studio): add Custom Models page for the Studio customization UI by htolentino-nvidia · Pull Request #1817 · NVIDIA-NeMo/nemo-helix

htolentino-nvidia · 2026-09-04T18:03:19Z

Docs update for https://nvbugspro.nvidia.com/bug/6721055

Summary by CodeRabbit

Documentation
- Added a Custom Models section to the Studio documentation navigation.
- Documented creating and cloning customization jobs, selecting training options, datasets, resources, and eligible models.
- Added guidance for tracking job progress, evaluation, and cancellation.
- Updated Models documentation to explain how to start and monitor fine-tuning jobs.

Documents the Fine-tune a Model form (backend, model, training method, dataset, parameters, LoRA/DPO, compute), the Custom Models list, job cloning, and the job details page, matching release/0.5 where the customize-method modal and Prompt-tuned option have been removed. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Signed-off-by: Henrique Tolentino <htolentino@nvidia.com>

…aining method fields Cover the Overview tab's GRPO reward/training-health panels (vs. the training-loss panel used by SFT/distillation/DPO), and correct the Training Method section description to reflect the actual per-backend fields (fine-tuning type + SFT/Distillation for Automodel/Unsloth, DPO/GRPO for RL). Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Signed-off-by: Henrique Tolentino <htolentino@nvidia.com>

github-actions · 2026-09-04T18:04:44Z

🌿 Preview your docs: https://nvidia-preview-pr-1817-docs-studio-customization.docs.buildwithfern.com/nemo-platform

coderabbitai · 2026-09-04T18:05:37Z

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Reviewing files that changed from the base of the PR and between a1c880c and 09399e9.

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docs/fern/versions/latest.yml
docs/studio/customization.mdx
docs/studio/index.mdx

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📝 Walkthrough

Walkthrough

Added a NeMo Studio Custom Models guide. Updated Studio navigation and Models documentation to link to the guide and describe fine-tuning workflows.

Changes

Custom Models documentation

Layer / File(s)	Summary
Custom Models guide `docs/studio/customization.mdx`	Documents customization-job creation, configuration options, cloning, model browsing, job tracking, evaluation, cancellation, feature flags, and related references.
Custom Models navigation `docs/fern/versions/latest.yml`, `docs/studio/index.mdx`	Adds the Custom Models navigation entry and documents access to the Custom Models list, eligible base models, fine-tuning, and progress tracking.

Suggested reviewers: mckornfield

Merge Risk: ⚪ Minimal · up to 09399

This adds Custom Models guidance and Studio navigation links for fine-tuning workflows. The documentation page is published through the Latest navigation, with no remaining merge-readiness risk identified.

🚥 Pre-merge checks | ✅ 5

✅ Passed checks (5 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Title check	✅ Passed	The title clearly and concisely describes the main change: adding a Custom Models page for the Studio customization UI.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. Docstring coverage is scoped to functions touched by this diff. Analyzed 0 functions across 0…
Linked Issues check	✅ Passed	Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check	✅ Passed	Check skipped because no linked issues were found for this pull request.

✨ Finishing Touches

🧪 Generate unit tests (beta)

Create PR with unit tests
Commit unit tests in branch docs-studio-customization

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github-actions · 2026-09-04T18:24:31Z

Suite	Lines Covered	Line Rate	Branch Rate
Unit Tests	35531/45313	78.4%	62.9%
Integration Tests	21146/43088	49.1%	22.3%

* feat(studio): add trace graph view (#1791) * feat(studio): add trace graph view Signed-off-by: Yamini <ykagal@gmail.com> * fixes for default off FF, overflow, code split Signed-off-by: Sean Teramae <steramae@nvidia.com> * add record to e2e test Signed-off-by: Sean Teramae <steramae@nvidia.com> * more minor fixes Signed-off-by: Sean Teramae <steramae@nvidia.com> --------- Signed-off-by: Yamini <ykagal@gmail.com> Signed-off-by: Sean Teramae <steramae@nvidia.com> Co-authored-by: Sean Teramae <steramae@nvidia.com> * fix(files): block fileset delete when models or adapters still reference it (#1761) * fix(files): block fileset delete when models or adapters still reference it A fileset used as model or adapter weights could be deleted with no check, leaving a dangling entity and a late 404 during job download. Fail closed with 409 when dependents exist, 503 when Entity Store cannot be queried, and validate the weights fileset at customization submit. Signed-off-by: Tyler Bray <tbray@nvidia.com> * fix(files): sanitize fileset delete-guard logs and document 409/503 detail CodeQL flagged unsanitized workspace/name on the new 503 path. Document the FastAPI string-detail envelope on DELETE so OpenAPI matches the actual 409 and 503 bodies. Signed-off-by: Tyler Bray <tbray@nvidia.com> * chore(sdk): sync Python SDK with fileset DELETE 409 and 503 Stainless regeneration picks up the documented error envelope so lint-python-sdk matches the OpenAPI spec. Signed-off-by: Tyler Bray <tbray@nvidia.com> * fix(files,entities): map fileset ref lookup outages to 503 and delete models before filesets EntityClient.list raises NemoClientError, not EntityStoreError, so the documented 503 path never fired on a real Entities outage. Workspace cleanup now removes adapters and models before filesets so same-workspace teardown is not blocked by the 409 guard. Signed-off-by: Tyler Bray <tbray@nvidia.com> --------- Signed-off-by: Tyler Bray <tbray@nvidia.com> * docs(studio): add Custom Models page for the Studio customization UI (#1817) * docs(studio): add Custom Models page for the Studio customization UI Documents the Fine-tune a Model form (backend, model, training method, dataset, parameters, LoRA/DPO, compute), the Custom Models list, job cloning, and the job details page, matching release/0.5 where the customize-method modal and Prompt-tuned option have been removed. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Signed-off-by: Henrique Tolentino <htolentino@nvidia.com> * docs(studio): document GRPO training-health panels and per-backend training method fields Cover the Overview tab's GRPO reward/training-health panels (vs. the training-loss panel used by SFT/distillation/DPO), and correct the Training Method section description to reflect the actual per-backend fields (fine-tuning type + SFT/Distillation for Automodel/Unsloth, DPO/GRPO for RL). Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Signed-off-by: Henrique Tolentino <htolentino@nvidia.com> --------- Signed-off-by: Henrique Tolentino <htolentino@nvidia.com> Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com> * feat(skills): Switch build agent skill to use Fabric and LC DeepAgents (#1779) * Refine build agent skill for Fabric Clarify the supported Deep Agents and Fabric workflow, add non-happy-path guidance, and package local evaluation assets. Signed-off-by: Yamini <ykagal@gmail.com> * Harden build agent onboarding and dependency boundary Explain Ethos and Fabric before implementation, keep Deep Agents dependencies inside the generated customer project, and cover the boundary in skill tests. Signed-off-by: Yamini <ykagal@gmail.com> * Align build agent harness dependency checks Teach the build agent skill to detect and reuse the Agents plugin harness, ask before installing the optional plugin, and stop on partial installs. Document source checkout packaging and add dependency failure evals. Signed-off-by: Yamini <ykagal@gmail.com> * Update build agent benchmark evidence Record the nine current evaluation tasks and the successful packaged Fabric trajectory. Use the repository standard NVSkills-Eval terminology and keep formal Tier 3 results marked as pending. Signed-off-by: Yamini <ykagal@gmail.com> * Remove build agent review artifacts from package Keep behavioral evaluations in source while removing the generated gate marker, hand written benchmark and runtime packaging rule for evaluation data. Signed-off-by: Yamini <ykagal@gmail.com> * fix(skills): add copyright headers Signed-off-by: Yamini <ykagal@gmail.com> * fix(skills): defer agent registration until gates pass Signed-off-by: Manjesh Mogallapalli <mmogallapall@nvidia.com> * fix(skills): preserve agent deployment scope Signed-off-by: Manjesh Mogallapalli <mmogallapall@nvidia.com> * fix(skills): clarify optional agent environment Signed-off-by: Manjesh Mogallapalli <mmogallapall@nvidia.com> --------- Signed-off-by: Yamini <ykagal@gmail.com> Signed-off-by: Manjesh Mogallapalli <mmogallapall@nvidia.com> Co-authored-by: Manjesh Mogallapalli <mmogallapall@nvidia.com> * AIRCORE-1121 Update agent build guidance for Fabric (#1780) Point new agent builds to the Fabric based skill while keeping explicit maintenance and migration work for existing NAT workflows available. Signed-off-by: Yamini <ykagal@gmail.com> --------- Signed-off-by: Yamini <ykagal@gmail.com> Signed-off-by: Sean Teramae <steramae@nvidia.com> Signed-off-by: Tyler Bray <tbray@nvidia.com> Signed-off-by: Henrique Tolentino <htolentino@nvidia.com> Signed-off-by: Manjesh Mogallapalli <mmogallapall@nvidia.com> Signed-off-by: Swarom Muley <smuley@nvidia.com> Co-authored-by: Yamini <yamini@users.noreply.github.com> Co-authored-by: Sean Teramae <steramae@nvidia.com> Co-authored-by: tylersbray <tbray@nvidia.com> Co-authored-by: htolentino-nvidia <htolentino@nvidia.com> Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com> Co-authored-by: Manjesh Mogallapalli <mmogallapall@nvidia.com>

htolentino-nvidia and others added 2 commits September 4, 2026 13:59

htolentino-nvidia requested review from a team as code owners September 4, 2026 18:03

github-actions Bot added the docs label Sep 4, 2026

aray12 approved these changes Sep 4, 2026

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steramae-nvidia approved these changes Sep 4, 2026

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htolentino-nvidia added this pull request to the merge queue Sep 4, 2026

Merged via the queue into release/0.5 with commit eb3faed Sep 4, 2026
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htolentino-nvidia deleted the docs-studio-customization branch September 4, 2026 19:21

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docs(studio): add Custom Models page for the Studio customization UI - #1817

docs(studio): add Custom Models page for the Studio customization UI#1817
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