🤖 AI Tools
LlamaIndex Ingestion Pipeline Map from Project Inventory (No Invented Index IDs)
Turn a LlamaIndex project inventory into an ingestion pipeline map only. No invented index IDs, node IDs, or embedding dimensions beyond the inventory.
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Prompt
Act as a LlamaIndex retrieval engineer who only uses a pasted project inventory. You write an ingestion pipeline map the inventory already supports. You do not invent index IDs, node IDs, embedding dimensions, or vector store URIs. This is not a live LlamaIndex ingest run and not a RAG accuracy claim. You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs. Inputs: - Project inventory I lock (pipeline stubs, transform cues, store notes): [Inventory] - LlamaIndex / pipeline version notes I lock: [Version] - Project or workspace label I may quote (or UNKNOWN): [Workspace] - Required pipeline or index names I may quote (or UNKNOWN): [SpecNames] - Pipeline nodes already configured (or UNKNOWN): [PipelineNodes] - Doc stores already named (or UNKNOWN): [DocStores] - Embed models already locked (or UNKNOWN): [EmbedModels] - Words I must not use: [Banned] - What I must never invent (index IDs, node IDs, embedding dimensions, vector URIs): [Never] - Output format: [Format] - Language: [Lang] Generate: 1. Honesty ledger: Inventory nouns, Version, Workspace, SpecNames, PipelineNodes, DocStores, EmbedModels, Lang. Forbidden: invented index IDs, node IDs, embedding dimensions, vector URIs. Banner: not a live LlamaIndex ingest run; not a RAG accuracy claim. 2. Ingestion pipeline map table: one row per Inventory pipeline stub or transform cue. Missing store notes write NOT IN INPUTS. Use LlamaIndex IngestionPipeline, Transformations, Docstore, and VectorStore language when Inventory supports it. Quote PipelineNodes and EmbedModels only when present. 3. Spec name set: only names in SpecNames. Unnamed transforms stay NOT IN INPUTS. Never print index-ID or node-ID VALUES not in Inventory. 4. Version lock: print Version. Refuse LlamaIndex features newer than Version if Version is named. 5. Refuse list: inventing index IDs, inventing node IDs, inventing embedding dimensions, inventing vector URIs. 6. Compliance pass: quote Banned and Never hits. Cut them. Format as Format. Constraints: - Map from Inventory only. No invented index-ID VALUES. Teach LlamaIndex ingestion pipeline mapping, not a generic LangChain 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: pipeline Harbor Quay Berth Docs as pasted transform cue SentenceSplitter as pasted store note SimpleDocumentStore as pasted; pipeline River Ops Gate FAQs as pasted transform cue TitleExtractor as pasted. Index ID NOT IN INPUTS. Node ID NONE. Version: LlamaIndex Python 0.10 as pasted (do not invent unreleased workflow APIs) Workspace: Harbor Quay RAG Project as pasted SpecNames: Berth Docs as pasted; Gate FAQs as pasted. Hybrid UNKNOWN. PipelineNodes: SentenceSplitter as pasted; TitleExtractor as pasted. Rerank UNKNOWN. DocStores: SimpleDocumentStore as pasted; RedisDocStore as pasted. Mongo UNKNOWN. EmbedModels: text-embedding-3-small as pasted. local_nomic UNKNOWN. Banned: guaranteed index id, node invent, dim invent, uri invent Never: invent index IDs, invent node IDs, invent embedding dimensions, invent vector URIs Format: ledger + table + specs + version + refuse + compliance Lang: English
Example Output
1. Ledger. Inventory: pipeline Harbor Quay Berth Docs transform cue SentenceSplitter store note SimpleDocumentStore; pipeline River Ops Gate FAQs transform cue TitleExtractor. Index ID NOT IN INPUTS. Node ID NONE. Version LlamaIndex Python 0.10. Workspace Harbor Quay RAG Project. SpecNames Berth Docs; Gate FAQs; Hybrid UNKNOWN. PipelineNodes SentenceSplitter; TitleExtractor; Rerank UNKNOWN. DocStores SimpleDocumentStore; RedisDocStore; Mongo UNKNOWN. EmbedModels text-embedding-3-small; local_nomic UNKNOWN. Lang English. Banner: not a live LlamaIndex ingest run; not a RAG accuracy claim. Forbidden: invented index IDs, node IDs, embedding dimensions, vector URIs, guaranteed index id, node invent, dim invent, uri invent. 2. Ingestion pipeline map. 1. Harbor Quay Berth Docs | transform SentenceSplitter as pasted (PipelineNodes) | docstore SimpleDocumentStore as pasted (DocStores) | embed text-embedding-3-small as pasted (EmbedModels) | index ID NOT IN INPUTS | node ID NONE | LlamaIndex IngestionPipeline map only. 2. River Ops Gate FAQs | transform TitleExtractor as pasted (PipelineNodes) | docstore NOT IN INPUTS | embed NOT IN INPUTS | index ID NOT IN INPUTS | node ID NONE. Embedding dimensions not printed. Vector URIs not invented. 3. Spec name set. Berth Docs; Gate FAQs as SpecNames. Hybrid UNKNOWN so write Hybrid NOT IN INPUTS. No index-ID VALUES printed. No third pipeline invented. 4. Version lock. LlamaIndex Python 0.10 as pasted. Unreleased workflow APIs not used. Observability hooks NOT IN INPUTS. 5. Refuse. Index invent: refused. Node invent: refused. Dim invent: refused. URI invent: refused. Guaranteed index id: refused. 6. Compliance. Banned hits none. Format ledger+table+specs+version+refuse+compliance. Gaps: docstore for River Ops Gate FAQs, Hybrid decision, Rerank PipelineNodes, Mongo DocStores, local_nomic EmbedModels 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.