style: apply /style-guide pass to support/models/articles#2672
style: apply /style-guide pass to support/models/articles#2672johndmulhausen wants to merge 6 commits into
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Partial review because I'm seeing a pattern where Yes/No FAQs would be better rewritten as "How can I" sorts of FAQs. This would create the need for some specific redirects, of course.
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| Accurately credit all contributors in your report by adding multiple authors. | ||
| Credit all contributors in your report by adding multiple authors. This approach is useful when a report represents the work of a team rather than one person. |
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This is artificially too imperative. Adding authors is a feature that lets you credit contributors, but we shouldn't be demanding that the report creator does it. I think we intended to have a CTA but also to use active voice and it went a bit too far here.
| This article explains how to resolve an `anaconda 400 error` that occurs during a W&B sweep, so your sweep can continue optimizing as expected. | ||
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| The following error usually occurs when you don't log the metric you're optimizing: |
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This sentence pretends that the whole previous paragraph doesn't exist. Join up these two ideas. A 400 error often means <line 8>. <line 6, with 'so your....expected' removed>. Make sense?
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| Then your training code must call: | ||
| Your training code must then call: |
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Maybe the wandb.log call can be added into the code block in 17-21 but commented out to show what to add to fix it?
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| Set unique tags with `wandb.init(tags='your_tag')`. This allows efficient filtering of project runs by selecting the corresponding tag in a Project Page's Runs Table. | ||
| When you run many hyperparameter searches, tagging your runs makes it easier to group and find related experiments later. |
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| When you run many hyperparameter searches, tagging your runs makes it easier to group and find related experiments later. | |
| When you run many hyperparameter searches, tag your runs so you can group and find related experiments later. |
| When you run many hyperparameter searches, tagging your runs makes it easier to group and find related experiments later. | ||
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| For more information on `wandb.init()`, see the [`wandb.init()` reference](/models/ref/python/functions/init). | ||
| Set unique tags with `wandb.init(tags='your_tag')`. You can then filter project runs efficiently by selecting the corresponding tag in a project page's **Runs** table. |
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Separate out how to set tags in your code (the point of the article) from what it lets you do in the UI later. Maybe link to the relevant UI docs.
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| Students can apply for an academic plan by following these steps: | ||
| As a student, you can apply for an academic plan in one of two ways: |
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I think this sentence was better before, even though lines 8-9 are better now.
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| Yes, you can also use tags or custom metadata to categorize runs. That can be done using the `Group` button which is available in the Workspace and Runs views of the project. | ||
| Yes, you can use tags or custom metadata to categorize runs. Use the **Group** button, available in the project's Workspace and Runs views. |
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I'd consider rewriting this as a stepped "How can I" procedure instead of a Yes/No answer.
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| For example, I want to log training accuracy per batch and validation accuracy per epoch. | ||
| For example, you might want to log training accuracy per batch and validation accuracy per epoch. |
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Consider rewriting this article as a How instead of a Yes/No answer.
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| If a grid search completes but some W&B Runs need re-execution due to crashes, delete the specific W&B Runs to re-run. Then, select the **Resume** button on the [Sweep list in the W&B App](/models/sweeps/visualize-sweep-results). Start new W&B Sweep agents using the new Sweep ID. | ||
| If a grid search completes but some W&B Runs crashed, delete those runs to rerun them. Then select the **Resume** button on the [Sweep list in the W&B App](/models/sweeps/visualize-sweep-results). Start new W&B Sweep agents using the new sweep ID. |
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Consider rewriting as a how-to instead of a yes/no answer.
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| If training occurs on an offline machine, use the following steps to upload results to the servers: | ||
| Yes. If you train on an offline machine, follow these steps to upload your results to W&B: |
Summary
This PR applies the
/style-guideskill (Google Developer Style Guide + CoreWeave conventions) to 182 support articles undersupport/models/articles/. The run was fully automated; edits are style-only and preserve technical meaning and code samples.Files edited
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for technical review
API / SDK accuracy
wandb.init(tags='your_tag')(best-practices-to-organize-hyperparamete.mdx)wandb.Run.log()(...)vs.run.log({...})(can-i-log-metrics-on-two-different-time-.mdx)run.config()/wandb.Run.config()/rwandb.Run.config.setdefaults()typos and attribute-vs-call (do-i-need-to-provide-values-for-all-hype.mdx)run.settings['final_accuracy']vs.run.summary[...](how-can-i-log-a-metric-that-doesnt-chang.mdx)run.summary()vs.run.summaryattribute (how-can-i-log-additional-metrics-after-a.mdx)_stats_sampling_intervalvs.x_stats_sampling_interval(how-often-are-system-metrics-collected.mdx)_disable_statsvs.x_disable_statsprose/code mismatch (do-you-have-a-bug-bounty-program.mdx— re-checkdoes-your-tool-track-or-store-training-d.mdx)wandb.Run.config.update(...)/wandb.Run.save()vs.run.config.update(...)/run.save()(how-can-i-save-the-git-commit-associated.mdx)wandb.Artifact(name="…", type="model")log-flow completeness (how-do-i-best-log-models-from-runs-in-a-.mdx)wandb.agent --count 1 SWEEP_IDandfunction=requirement (how-can-i-resume-a-sweep-using-python-co.mdx,how-should-i-run-sweeps-on-slurm.mdx)logged_by(),used_by(),logged_artifacts(),used_artifacts()return types and pagination (how-can-i-find-the-artifacts-logged-or-c.mdx,how-do-i-find-an-artifact-from-the-best-.mdx)user['emails']['Value']indexing and pagination handling (how-do-i-export-a-list-of-users-from-my-.mdx)os.path.exists("~/keys.json")andjson.loads(...)correctness; missingos/jsonimports (how-do-i-switch-between-accounts-on-the-.mdx)wandb.plot.line_series(xs, ys, keys=...)legend argument (how-do-i-plot-multiple-lines-on-a-plot-w.mdx)wandb.Histogram(losses)and duplicaterun.log({"losses": losses})(how-do-i-log-a-list-of-values.mdx)Environment variables & precedence
WANDB_DISABLE_CODE=true,WANDB_IGNORE_GLOBS,WANDB_DIR/dir=precedence (can-i-just-log-metrics-no-code-or-datase.mdx,do-environment-variables-overwrite-the-p.mdx,how-can-i-define-the-local-location-for-.mdx)WANDB_MODE=offlinevs.disabled/dryrun; behavior ofwandb.init(mode="disabled")withWANDB_CACHE_DIR(can-i-run-wandb-offline.mdx,can-i-turn-off-wandb-when-testing-my-cod.mdx,is-it-possible-to-save-metrics-offline-a.mdx,what-is-the-difference-between-wandbinit.mdx)WANDB_SILENT/WANDB_QUIETaccepted value casing and timing relative towandb.init/wandb.login(how-do-i-silence-wb-info-messages.mdx,how-do-i-turn-off-logging.mdx)WANDB_BASE_URLvs.wandb login --hostprecedence (how-can-i-log-in-to-wb-server.mdx)WANDB_INIT_TIMEOUT,WANDB_DEBUG,WANDB_CORE_DEBUGflags and log file names (how-do-i-resolve-a-run-initialization-ti.mdx)WANDB_NOTEBOOK_NAMEsetting timing and Jupyter%envsyntax (how-do-i-log-to-the-right-wandb-user-on-.mdx)WANDB_USERNAME/WANDB_USER_EMAILservice-account attribution scope (what-is-a-service-account-and-why-is-it-.mdx,is-it-possible-to-add-the-same-service-a.mdx)UI labels and click paths
adding-multiple-authors-to-a-report.mdx), Delete Reports/Delete Account/Delete (filter-and-delete-unwanted-reports.mdx,how-can-i-delete-my-user-account.mdx,how-do-i-request-the-complete-deletion-o.mdx), Resume (can-i-rerun-a-grid-search.mdx), Edit Project (how-do-i-rename-a-project.mdx), Image panel/step slider (how-can-i-compare-images-or-media-across.mdx,how-do-you-show-a-step-slider-in-a-custo.mdx), Beta Features (what-really-good-functionalities-are-hid.mdx), and the trash/delete icon in the custom chart editor (how-do-you-delete-a-custom-chart-preset.mdx)./system-adminpath and Debug Bundle flow are current (how-do-i-handle-the-failed-to-query-for-.mdx).do-run-finished-alerts-work-in-notebooks.mdx,how-can-i-change-my-account-from-corpora.mdx).Limits, thresholds, and retention windows
how-many-runs-can-i-create-per-project.mdx)how-does-someone-without-an-account-see-.mdx,how-can-i-recover-deleted-runs.mdx,what-are-features-that-are-not-available.mdx)how-often-are-system-metrics-collected.mdx)/models/track/limits/(workspace-loads-slowly-with-many-metric.mdx)wandb.require("service"), Python 3.5/3.6/3.7+ (training-hangs-with-distributed-trainin.mdx,does-the-wb-client-support-python-35.mdx,does-the-wb-client-support-python-2.mdx,does-this-only-work-for-python.mdx)Product naming and terminology
support@wandb.comis still the correct contact across billing, license renewal, plan changes, account deletion, seat requests, organization deletion, and bug bounty (multiple articles).Placeholder convention
<entity>,username/project/run_id,"your_api_key",SWEEP_ID,architecture-name:latest). Decide whether to standardize on CoreWeave bracket-uppercase placeholders ([ENTITY],[PROJECT],[RUN-ID],[SWEEP-ID]) with an explanatory sentence preceding code blocks, especially where bracket placeholders may break Python syntax inside language-tagged blocks.Missing context, prerequisites, and verification
wandb.initsetup), verification steps ("what success looks like" after the procedure), and cross-links to canonical references (Sweeps, Artifacts, Reports, Inference, Public API, environment-variable list, run-naming, retention, IAM/service accounts). Consider a consistent pattern for these per CoreWeave's self-contained-pages convention.adding-multiple-authors-to-a-report.mdx)can-i-get-an-academic-plan-as-a-student.mdx)can-i-group-runs-without-using-the-group.mdx)--countrationale (how-should-i-run-sweeps-on-slurm.mdx)wandb.Tableupload example for CSV-in-report (upload-a-csv-to-a-report.mdx)how-do-i-insert-a-table.mdx)does-wb-support-sso-for-multi-tenant.mdx)how-do-i-fix-server-errors-500-503-with-.mdx,why-am-i-getting-rate-limit-errors-429-w.mdx)how-do-i-deal-with-network-issues.mdx)Ctrl+Cvs.Ctrl+D) (how-do-i-kill-a-job-with-wandb.mdx)?workspace=clearbehavior and overflow root cause (how-do-i-fix-the-overflows-maximum-value.mdx)Technical contradictions and ambiguities to resolve
why-is-the-same-metric-appearing-more-th.mdx).best-practices-to-organize-hyperparamete.mdx).CommError, run-init timeout, andresume='must'errors.if-i-am-the-admin-of-my-local-instance-h.mdx).how-can-i-be-removed-from-a-team.mdx,what-is-a-team-and-where-can-i-find-more.mdx,who-can-create-a-team-who-can-add-or-del.mdx).Link target verification
/models/track/config#set-the-configuration-after-your-run-has-finished,/models/sweeps/visualize-sweep-results,/models/integrations/sagemaker,/models/track/log/distributed-training,/models/ref/python/public-api/api,/models/ref/cli/wandb-sync,/models/track/limits/,/platform/app/settings-page/teams#team-roles-and-permissions,/platform/hosting/iam/service-accounts,/platform/hosting/iam/identity_federation#external-service-accounts,wandb.me/pytorch-colab, and the TensorBoard smoothing-source permalink.Asset issues
emgedding_reports.gif(embedding_reports.gif),delete_runs.gifused for "delete reports", anddelete_custome_chart_preset.gif("custome").How to review