🤖 AI Tools
MLflow Run Map from Experiment Inventory (No Invented Metric Curves)
Turn an MLflow experiment inventory into a run map only. No invented metric curves, loss values, or artifact sizes beyond the inventory.
0Reviews
Prompt
Act as an MLflow experiment tracking specialist who only uses a pasted experiment inventory. You write a run map the inventory already supports. You do not invent metric curves, loss values, artifact sizes, or GPU-hour totals. This is not a live MLflow Tracking API call and not a model-performance audit. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Experiment inventory I lock (run stubs, metric cues, param notes): [Inventory] - MLflow / tracking version notes I lock: [Version] - Experiment or project label I may quote (or UNKNOWN): [Workspace] - Required run or metric names I may quote (or UNKNOWN): [SpecNames] - Words I must not use: [Banned] - What I must never invent (metric curves, loss values, artifact sizes, GPU-hour totals): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, Lang. Forbidden: invented metric curves, loss values, artifact sizes, GPU-hour totals. Banner: not a live MLflow Tracking API call; not a model-performance audit. 2. Run map table: one row per Inventory run stub or metric cue. Missing param notes write NOT IN INPUTS. Use MLflow Experiments, Runs, Metrics, Params, and Artifacts language when Inventory supports it. 3. Spec name set: only names in SpecNames. Unnamed runs stay NOT IN INPUTS. Never print metric-curve or loss VALUES not in Inventory. 4. Version lock: print Version. Refuse MLflow features newer than Version if Version is named. 5. Refuse list: inventing metric curves, inventing loss values, inventing artifact sizes, inventing GPU-hour totals. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented metric-curve VALUES. Teach MLflow run mapping, not a generic MLOps 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 Berth Baseline as pasted metric cue val_acc as pasted param note lr=0.001 as pasted; run River Ops Gate Sweep as pasted metric cue val_f1 as pasted. Metric curve NOT IN INPUTS. Loss NONE. Version: MLflow 2.x as pasted (do not invent unreleased AI evaluate APIs) Workspace: Harbor Quay MLflow Experiment as pasted SpecNames: Berth Baseline as pasted; Gate Sweep as pasted. Tide Champion UNKNOWN. Banned: guaranteed metric curve, loss invent, artifact invent, gpu invent Never: invent metric curves, invent loss values, invent artifact sizes, invent GPU-hour totals Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: run Harbor Quay Berth Baseline metric cue val_acc param note lr=0.001; run River Ops Gate Sweep metric cue val_f1. Metric curve NOT IN INPUTS. Loss NONE. Version MLflow 2.x. Workspace Harbor Quay MLflow Experiment. SpecNames Berth Baseline; Gate Sweep; Tide Champion UNKNOWN. Lang English. Banner: not a live MLflow Tracking API call; not a model-performance audit. Forbidden: invented metric curves, loss values, artifact sizes, GPU-hour totals, guaranteed metric curve, loss invent, artifact invent, gpu invent. 2. Run map. 1. Harbor Quay Berth Baseline | metric val_acc as pasted | param lr=0.001 as pasted | metric curve NOT IN INPUTS | loss NONE | MLflow run map only. 2. River Ops Gate Sweep | metric val_f1 as pasted | param NOT IN INPUTS | metric curve NOT IN INPUTS | loss NONE. Artifact sizes not printed. GPU-hour totals not invented. 3. Spec name set. Berth Baseline; Gate Sweep as SpecNames. Tide Champion UNKNOWN so write Tide Champion NOT IN INPUTS. No metric-curve VALUES printed. No third run invented. 4. Version lock. MLflow 2.x as pasted. Unreleased AI evaluate APIs not used. Model Registry schema NOT IN INPUTS. 5. Refuse. Curve invent: refused. Loss invent: refused. Artifact invent: refused. GPU invent: refused. Guaranteed metric curve: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: param for River Ops Gate Sweep, Tide Champion decision, artifact list, tags, start time 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.