{"v":1,"id":"model:hf:Papuguinho/aac-pictogram-retriever-ptbr-GGUF","slug":"model-papuguinho-aac-pictogram-retriever-ptbr-gguf","kind":"model","category":"embedding","title":"aac-pictogram-retriever-ptbr-GGUF","summary":"GGUF quantizations of Papuguinho/aac-pictogram-retriever-ptbr for use with llama.cpp.","source":{"provider":"hf","ref":"Papuguinho/aac-pictogram-retriever-ptbr-GGUF","url":"https://huggingface.co/Papuguinho/aac-pictogram-retriever-ptbr-GGUF","rev":"9967fd618f14304c7fb7843cee04e64e3cf2bdbc","fetchedAt":"2026-10-10T12:58:51.635Z","etag":"W/\"a2f-75fqdcpohPRQcCRblUrmltXLl1c\""},"author":{"name":"Papuguinho","url":"https://huggingface.co/Papuguinho"},"license":{"spdx":"gemma","raw":"gemma","open":false,"note":"restricted license: terms at the source apply"},"metrics":{"downloads":2468,"downloadsWeek":289279,"likes":0,"stars":130715,"openIssues":2499,"lastRelease":{"tag":"v0.6.0","at":"2026-10-05T16:56:22Z"},"pushedAt":"2026-10-10T11:52:44Z","takenAt":"2026-10-10T12:58:51.635Z"},"tags":["gguf","sentence-similarity","embeddings","retrieval","reranking","semantic-search","aac","augmentative-alternative-communication","arasaac","pictograms","portuguese","brazilian-portuguese","cpu","llama.cpp","pt","endpoints_compatible"],"pipeline":"sentence-similarity","links":{"github":"ggml-org/llama.cpp","npm":"node-llama-cpp"},"updatedAt":"2026-08-08T19:41:44.000Z","collectedAt":"2026-10-10T12:58:51.635Z","review":{"numbers":["2,468 downloads on Hugging Face","0 likes","license gemma","0.1 GB for aac-Q4_K_M.gguf","130,715 stars on ggml-org/llama.cpp","2,499 open issues and PRs","last release v0.6.0 on 2026-10-05","289,279 npm downloads a week for node-llama-cpp","latest node-llama-cpp@3.22.1"],"log":null},"trust":"unlabeled","health":{"status":"alive","checkedAt":"2026-10-10T12:58:51.635Z","http":200},"description":"# AAC Pictogram Retriever (pt-BR) — GGUF\n\n[](https://huggingface.co/Papuguinho/aac-pictogram-retriever-ptbr)\n[](https://huggingface.co/datasets/tardellirs/aac-pictogram-retrieval-ptbr)\n[](https://ai.google.dev/gemma/terms)\n[](https://www.papuguinho.com)\n\n**GGUF quantizations** of [`Papuguinho/aac-pictogram-retriever-ptbr`](https://huggingface.co/Papuguinho/aac-pictogram-retriever-ptbr) for use with `llama.cpp`.\n\nA compact **Brazilian-Portuguese** embedding model that finds the right **ARASAAC pictogram** for a short search\nterm — built for **Augmentative and Alternative Communication (AAC)**. It powers pictogram search in\n[**Papuguinho**](https://www.papuguinho.com), a tool for building communication boards.\n\n- **~157M parameters**, runs comfortably on **CPU (no GPU)**.\n- **One model, two jobs:** *retrieval* (find the best pictogram among ~14k) **and** *reranking* (order a shortlist).\n- **~190 MB RAM at Q8_0** — fits easily in any modern machine.\n- **Competitive with much larger cloud embedding APIs** on this domain, while being open and self-hostable.\n\n## Model family & resources\n\n| Resource | Description |\n|---|---|\n| 🧠 [**aac-pictogram-retriever-ptbr**](https://huggingface.co/Papuguinho/aac-pictogram-retriever-ptbr) | Full model — sentence-transformers, retrieval + reranking, 157M, CPU |\n| ⚡ [**aac-pictogram-retriever-ptbr-GGUF**](https://huggingface.co/Papuguinho/aac-pictogram-retriever-ptbr-GGUF) | **This repo** — GGUF quants for `llama.cpp` (Q4/Q6/Q8/f16) |\n| 🧠 [**aac-board-generator-moe-636m-ptbr**](https://huggingface.co/Papuguinho/aac-board-generator-moe-636m-ptbr) | MoE language model for generating board labels, 636M total / ~212M active |\n| 📊 [aac-pictogram-retrieval-ptbr](https://huggingface.co/datasets/tardellirs/aac-pictogram-retrieval-ptbr) | Evaluation **benchmark** (corpus / queries / qrels) |\n| 🏋️ [aac-pictogram-retrieval-ptbr-training](https://huggingface.co/dataset…\n\nSource: https://huggingface.co/Papuguinho/aac-pictogram-retriever-ptbr-GGUF","install":{"kind":"model","hfId":"Papuguinho/aac-pictogram-retriever-ptbr-GGUF","gated":false,"format":"gguf","files":[{"name":"aac-Q4_K_M.gguf","size":109138240,"quant":"Q4_K_M","sha256":"0852f608d9a0ab2037520de10d938667256ea9f43474ce4e8cf23bcb34dd5994"},{"name":"aac-Q6_K.gguf","size":134408512,"quant":"Q6_K","sha256":"ca3ad6b6819bc73b136373189fc0c07004db8af645db3f32f3cc3206c59c2912"},{"name":"aac-Q8_0.gguf","size":166882624,"quant":"Q8_0","sha256":"815962f35234d8721f0bbbadb9a6118c518e1b57972474bafff70e929a2d0b5c"},{"name":"aac-f16.gguf","size":312495424,"quant":"F16","sha256":"8fb8473beb5305d09d2a9a53ac326182bca2437669eda9b601f7bc6cd5941d89"}],"totalBytes":722924800,"suggestedFile":"aac-Q4_K_M.gguf","requirements":{"ramGb":1,"diskBytes":109138240,"note":"estimate: suggested file size × 1.15 + 0.5 GB; a real measurement comes with lsh models"},"runWith":["llama.cpp"],"command":"lsh models install hf:Papuguinho/aac-pictogram-retriever-ptbr-GGUF"}}