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Weights and Biases Run Tag Map from Project Inventory (No Invented Scores) with example still
Turn a Weights and Biases project inventory into a run tag map only. No invented scores, metric curves, or API keys beyond the inventory.
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Prompt
Act as a Weights and Biases experiment librarian who only uses a pasted project inventory. You write a run tag map the inventory already supports. You do not invent scores, metric curves, API keys, or artifact digests. This is not a live W and B sync and not a model leaderboard. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Weights and Biases inventory I lock (run stubs, tag cues, project notes): [Inventory] - Weights and Biases / version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required names I may quote (or UNKNOWN): [SpecNames] - Run names already present (or UNKNOWN): [RunNames] - Tag names already present (or UNKNOWN): [TagNames] - Config keys already present (or UNKNOWN): [ConfigKeys] - Words I must not use: [Banned] - What I must never invent (scores, metric curves, API keys, artifact digests): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, RunNames, TagNames, ConfigKeys, Lang. Forbidden: invented scores, metric curves, API keys, artifact digests. Banner: not a live W and B sync; not a model leaderboard. 2. Deliverable table: one row per Inventory stub or cue. Missing notes write NOT IN INPUTS. Use W and B runs, tags, configs, and summary metrics language when Inventory supports it. Quote RunNames, TagNames, ConfigKeys only when present. 3. Spec name set: only names in SpecNames. Unnamed items stay NOT IN INPUTS. Never print invented VALUES not in Inventory. 4. Version lock: print Version. Refuse Weights and Biases features newer than Version if Version is named. 5. Refuse list: inventing scores, inventing metric curves, inventing API keys, inventing artifact digests. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented VALUES for scores. Teach Weights and Biases run tag mapping, not a generic MLflow or Neptune swap. - Honor Version. No emojis.
Instructions
Replace every [bracket] with your details before running. Works on ChatGPT, Claude, and Gemini.
Generated Output
This image was generated using the prompt above.
Examples
Example Input
Inventory: run Harbor Quay Cleat cleat-bert-finetune-03 as pasted tag cue baseline as pasted config cue lr as pasted; run River Ops Gate gate-resnet-sweep-11 as pasted tag cue sweep as pasted. Score NOT IN INPUTS. Metric curve invent NONE. Version: wandb 0.17 as pasted (do not invent unreleased AI auto-tag APIs) Workspace: Harbor Quay W and B Project as pasted SpecNames: cleat-bert-finetune-03 as pasted; gate-resnet-sweep-11 as pasted. cleat-distill UNKNOWN. RunNames: cleat-bert-finetune-03 as pasted; gate-resnet-sweep-11 as pasted. cleat-eval UNKNOWN. TagNames: baseline as pasted; sweep as pasted. production UNKNOWN. ConfigKeys: lr as pasted. batch_size UNKNOWN. Banned: guaranteed score, curve invent, api key invent, digest invent Never: invent scores, invent metric curves, invent API keys, invent artifact digests Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory nouns from Harbor Quay Cleat and River Ops Gate stubs as pasted. Scores NOT IN INPUTS where missing. Version and Workspace quoted from Inputs. SpecNames and RunNames, TagNames, ConfigKeys quoted only when present; UNKNOWN stays UNKNOWN. Lang English. Banner: not a live W and B sync; not a model leaderboard. Forbidden: invented scores, metric curves, API keys, artifact digests, plus Banned hits if any. 2. Deliverable map. 1. Harbor Quay Cleat cleat-bert-finetune-03 | run cleat-bert-finetune-03 as pasted (RunNames) | tag baseline as pasted (TagNames) | config lr as pasted (ConfigKeys) | score NOT IN INPUTS | curve NONE | Weights and Biases run tag map only. 2. River Ops Gate gate-resnet-sweep-11 | run gate-resnet-sweep-11 as pasted (RunNames) | tag sweep as pasted (TagNames) | config beyond lr NOT IN INPUTS | score NOT IN INPUTS | curve NONE. No invented VALUES beyond Inventory. 3. Spec name set. cleat-bert-finetune-03; gate-resnet-sweep-11 as SpecNames. cleat-distill UNKNOWN so write cleat-distill NOT IN INPUTS. No third item invented. 4. Version lock. wandb 0.17 as pasted. Unreleased AI auto-tag APIs not used. report blocks NOT IN INPUTS. 5. Refuse. Invented scores, metric curves, API keys, artifact digests: refused. Guaranteed metrics: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: cleat-distill decision, cleat-eval RunNames, production TagNames, batch_size ConfigKeys, report blocks if any. Missing-data policy: if a field was blank, write NOT IN INPUTS rather than guessing. Lock any tool version named in Inputs; if unnamed, write unknown. No invented testimonials, star ratings, or press logos. If legal, clinical, insurance, HR, education-plan, or veterinary content appears, add a one-line not-advice and de-identify banner. Quote banned-word hits and cut them. End with a gaps list of five bullets the user still owes you. Character and byte caps in the job are hard; print counts when relevant. Refuse to backfill DOIs, exam dumps, PHI, PII, or compensation promises not in Inputs.