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docs: webhooks, DeepSpeed presets, first-run output tree and --offline described as the code behaves - #997
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…e wrong webhook statements The webhooks user-manual page (English and Turkish) said "Slack, Teams and Discord all accept the payload directly". The body is a Slack-style `attachments` block with no top-level text, content or embeds. Discord requires content or embeds and answers HTTP 400; Office 365 Connectors for Teams were retired in May 2026 and Teams Workflows webhooks expect an Adaptive Card. The page now shows the real payload (copied from the schema page, which was already right), says Slack accepts the attachments block and that Teams and Discord need a relay, and says a rejected delivery is only a WARNING. Three neighbouring statements were wrong too: - `url_env` was said to override `url`; `_resolve_url` reads `url_env` only when `url` is empty, so `url` wins. - The `notify_on_failure` description said "any non-zero exit"; it gates training.failure and training.reverted. - The access-control SOP listed five webhook events (there are eight), said every payload carries FORGELM_OPERATOR (no payload field does) and named a "Teams connector token". The field descriptions in config.py are reworded in place, so the module's line budget is unchanged. Refs #112 Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
…eckout distributed.deepspeed_config accepts zero2, zero3 and zero3_offload, resolved to configs/deepspeed/<name>.json beside the package or in the current directory. That folder is in the repository and the sdist but not in the wheel or the Docker image, so on a pip install the names raise a ConfigError, including the default (zero2, used when deepspeed_config is unset). The configuration and distributed-training references, the troubleshooting entry (whose sample error was the wrong exception type; it now shows the real message), the enterprise guide, the user manuals, config_template.yaml and the field description said "built-in" or "preset" without that condition. They now say it and point at a JSON path that works on every install. The unverified "zero3_offload fits 70B on 8x24 GB" sentence is removed, the zero2 preset's own failure (allgather_bucket_size "auto" is not filled in) is noted with its issue, and the template's launch line is `-m forgelm`, the only form that runs the checkout. Packaging the presets and a test that resolves one from an installed wheel are code changes and stay open. Refs #110, #111, #115, #410 Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
…ayout and approval pages The first-run page told a new user that a run produces checkpoints/<name>/artifacts/ with a manifest.json that hashes "every file inside ... for tamper-evidence", a config_snapshot.yaml, a safety_report.json and a data_audit_report.json; the project-layout page repeated the artifacts/ directory and said that merging runs "breaks the SHA-256 manifest". None of those files exist. A run writes (checked in trainer.py and compliance.py): - audit_log.jsonl and audit_log.jsonl.manifest.json at the top of training.output_dir; - compliance/: compliance_report.json, training_manifest.yaml, data_provenance.json, data_governance_report.json, and annex_iv_metadata.json only when the YAML sets compliance.provider_name, system_name or intended_purpose; - safety/ and benchmark/ only when those gates are enabled; - final_model/: the weights, README.md (model card), deployer_instructions.md and model_integrity.json (or final_model.staging.<run_id>/ until forgelm approve, when approval is required). Only the audit log (verify-audit) and final_model/ (verify-integrity) are tamper-checked; nothing hashes compliance/, and the pages now say so. The invented training log (a DPO pass in an SFT-only template, "Llama Guard S1-S14: clean") is replaced by a description of the stages the template really runs, the approval-gate sample shows the two log lines the trainer prints, and the doctor sample uses the renderer's real format (ASCII header, [+ pass] markers, "discoverable" wording, abridged rows). English and Turkish. Whether to add a manifest over compliance/ is a code decision and stays open. Refs #96, #534 Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
--offline (and model.offline) sets HF_HUB_OFFLINE, TRANSFORMERS_OFFLINE and HF_DATASETS_OFFLINE. Nothing else reads it: webhook delivery, the LLM-judge and synthetic-data API clients, and W&B / MLflow are unaffected (the air-gap user-manual page already said so after an earlier correction). The --help text, the model.offline field description, the configuration and CLI references (English and Turkish) and the enterprise deployment guide still said "Air-gapped mode" and "Prevents any network calls", which is how an operator who relies on the flag as an egress control would be misled. They now say which variables are set and what is not stopped, and the enterprise guide names the settings that finish the job (omit webhook:, use local judge/teacher models, report_to: none). The air-gap table no longer lists Comet, which training.report_to (tensorboard, wandb, mlflow, none) does not accept. All edits are in place, so the parser and config.py line budgets are unchanged. Gating those clients behind the flag is a code change and stays open. Refs #74, #100, #893 Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
# Conflicts: # CHANGELOG.md
# Conflicts: # CHANGELOG.md
# Conflicts: # CHANGELOG.md
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| Check name | Status | Explanation | Resolution |
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Docstring coverage is 0.00% which is insufficient. The required threshold is 80.00%. Docstring coverage is scoped to functions touched by this diff. Analyzed 1 functions across 2 files. (27 skipped: 2… | Write docstrings for the functions missing them to satisfy the coverage threshold. |
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Check name Status Explanation Title check The title clearly identifies the documentation corrections for webhooks, DeepSpeed presets, first-run output, and offline mode. It is concise and related to the main changes. Description check The description includes all required sections and provides detailed scope, related issues, documentation changes, type, testing information, and checklist status. It is complete and aligned with the … Linked Issues check Check skipped because no linked issues were found for this pull request. Out of Scope Changes check Check skipped because no linked issues were found for this pull request. Full details: Description check
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Reviewer's GuideThis documentation-focused PR updates English and Turkish manuals, configuration/help strings, operational guides, and the changelog so webhook delivery, DeepSpeed preset availability, first-run outputs, integrity checks, and Flow diagram for actual first-run output and integrity checksflowchart TD
Run[Training run writes training.output_dir]
Audit[audit_log.jsonl plus genesis manifest]
Compliance[compliance/ evidence files]
Final[final_model/ weights and metadata]
VerifyAudit[verify-audit]
VerifyIntegrity[verify-integrity]
Run --> Audit
Run --> Compliance
Run --> Final
Audit --> VerifyAudit
Final --> VerifyIntegrity
Flow diagram for offline mode scopeflowchart LR
Offline[--offline or model.offline]
HF[Set HF_HUB_OFFLINE, TRANSFORMERS_OFFLINE, HF_DATASETS_OFFLINE]
Local[Use local Hub, transformers and datasets resources]
External[Webhooks, judge or synthetic-data APIs, W&B and MLflow]
Disable[Disable separately for a true air gap]
Offline --> HF
HF --> Local
Offline -. does not stop .-> External
External --> Disable
Flow diagram for DeepSpeed preset resolutionflowchart TD
Config[deepspeed_config]
Source[Source checkout with configs/deepspeed/<name>.json]
Custom[Explicit DeepSpeed JSON path]
Installed[pip wheel or Docker image]
Resolve[Resolve preset]
Error[Configuration error]
Config -->|preset name| Resolve
Config -->|JSON path| Custom
Source --> Resolve
Resolve -->|source checkout available| Source
Resolve -->|pip or Docker install| Installed
Installed --> Error
Custom -->|works on every install| Resolve
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This was referenced Oct 18, 2026
docs(webhooks): say that Teams and Discord need a relay, and fix three wrong webhook statements
#993
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# Conflicts: # CHANGELOG.md # docs/reference/configuration-tr.md # docs/reference/configuration.md # docs/usermanuals/en/reference/configuration.md # docs/usermanuals/tr/reference/configuration.md
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Actionable comments posted: 2
- 🪄 Fix comments: Fix CodeRabbit comments on this PR
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Inline comments:
Review comments at @docs/qms/access_control.md:
- Around line 233-234: Correct the webhook authentication guidance in the
access-control page so it does not present Slack’s signing secret as a control
for receiving ForgeLM webhooks; describe URL secrecy and HTTPS for Slack
incoming webhooks, and require a separately supported authentication method for
custom relays. Apply the same correction to the Turkish access-control page and
both webhook user manuals.
Review comments at @docs/reference/distributed_training.md:
- Around line 55-56: Update the preset availability wording in the distributed
training guide and related examples to make file location the condition: a
preset name works when its matching JSON file is available beside the package or
in the current directory. Clarify that the source checkout includes these files,
while the wheel and Docker image do not, and that a missing file causes a
configuration error.
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📒 Files selected for processing: 29
CHANGELOG.mdconfig_template.yamldocs/guides/enterprise_deployment.mddocs/guides/troubleshooting-tr.mddocs/guides/troubleshooting.mddocs/qms/access_control-tr.mddocs/qms/access_control.mddocs/reference/configuration-tr.mddocs/reference/configuration.mddocs/reference/distributed_training-tr.mddocs/reference/distributed_training.mddocs/usermanuals/en/compliance/human-oversight.mddocs/usermanuals/en/getting-started/first-run.mddocs/usermanuals/en/getting-started/project-layout.mddocs/usermanuals/en/operations/air-gap.mddocs/usermanuals/en/operations/webhooks.mddocs/usermanuals/en/reference/cli.mddocs/usermanuals/en/reference/configuration.mddocs/usermanuals/en/training/distributed.mddocs/usermanuals/tr/compliance/human-oversight.mddocs/usermanuals/tr/getting-started/first-run.mddocs/usermanuals/tr/getting-started/project-layout.mddocs/usermanuals/tr/operations/air-gap.mddocs/usermanuals/tr/operations/webhooks.mddocs/usermanuals/tr/reference/cli.mddocs/usermanuals/tr/reference/configuration.mddocs/usermanuals/tr/training/distributed.mdforgelm/cli/_parser.pyforgelm/config.py
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…ity) CodeRabbit: Slack's signing secret verifies requests from Slack, not requests to an incoming-webhook URL, so it is not a control for receiving ForgeLM webhooks; ForgeLM sends no signature, so a custom relay needs its own authentication. Corrected in the access-control SOP and both webhook pages, English and Turkish. And a DeepSpeed preset name works whenever configs/deepspeed/<name>.json is available beside the package or in the working directory; a source checkout is merely what provides it. Refs #112, #110 Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>
This was referenced Oct 18, 2026
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Summary
Four documentation corrections combined into one pull request, replacing #993 and #994 (and two branches that were never opened). Each one removes a statement the code does not back. English and Turkish are updated together;
config.py,_parser.pyand the other budgeted modules change only by in-place string edits, so the module-size ratchet is untouched.Related issues
Refs #112, #110, #111, #115, #410, #96, #534, #74, #100, #893. The code halves of #110/#111/#115 (shipping the presets), #112 (a Teams/Discord formatter) and #74/#100 (gating clients behind
--offline) stay open.Changes
docs/usermanuals/{en,tr}/operations/webhooks.md, config references, access-control SOP)attachmentsblock; Teams (Office 365 Connectors retired, Workflows want an Adaptive Card) and Discord (needscontent/embeds, answers HTTP 400) need a relay; the real payload is shown. Also:url_envis read only whenurlis empty (it said the opposite);notify_on_failuregatestraining.failure/training.reverted; no payload carriesFORGELM_OPERATOR; eight events, not fiveconfig_template.yaml)zero2; the "fits 70B on 8×24 GB" sentence is gone; the template's launch line is-m forgelmgetting-started/first-run,project-layout,compliance/human-oversight, EN+TR)artifacts/bundle with amanifest.jsonthat hashes every file,config_snapshot.yaml, an invented training log and doctor outputverify-audit) andfinal_model/(verify-integrity) are tamper-checked, nothing hashescompliance/; the renderer's real doctor format--offline(--help,model.offlinedescription, references, enterprise guide, air-gap page)report_tovalueChecked
Webhook payload and
url_envprecedence againstforgelm/webhook.py; the output tree againsttrainer.py/compliance.py;forgelm doctor --offlinerun for the real format;TrainingArguments-independent.forgelm--helptext and field descriptions are edited in place.Type
Testing
CLAUDE.mdgauntlet from a clean worktree of this branch: exit 0 (bilingual parity, code-block parity, anchors, CLI-help consistency, field descriptions, YAML snippets, schema drift).Checklist
[Unreleased]🤖 Generated with Claude Code
Summary by Sourcery
Update bilingual documentation and user-facing descriptions to accurately reflect ForgeLM's current runtime behavior.
Enhancements:
Documentation:
Tests:
Summary by CodeRabbit