Text Generation
Transformers
geopolitics
risk-analysis
real-time-intelligence
predictive-analytics
nfsi
Instructions to use neawolf/Naciro with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use neawolf/Naciro with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="neawolf/Naciro")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("neawolf/Naciro", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps
- vLLM
How to use neawolf/Naciro with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "neawolf/Naciro" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "neawolf/Naciro", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/neawolf/Naciro
- SGLang
How to use neawolf/Naciro with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "neawolf/Naciro" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "neawolf/Naciro", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "neawolf/Naciro" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "neawolf/Naciro", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use neawolf/Naciro with Docker Model Runner:
docker model run hf.co/neawolf/Naciro
| { | |
| "copyright": "Copyright (c) NationFiles / Neawolf Media Group. This file contains sampled public export data for documentation purposes.", | |
| "source_url": "https://nationfiles.com/de/company/about/", | |
| "meta": { | |
| "record_type": "scientific_peer_review_sample", | |
| "title": "NationFiles Bin Feed Sample - Global Source Nodes Feed", | |
| "abstract": "Machine-readable sample dataset prepared for peer review and publication support. Data is represented in a security-preserving, documentation-oriented wrapper.", | |
| "language": "en", | |
| "created_at_utc": "2026-04-27T12:45:00Z", | |
| "version": "1.0.0", | |
| "context_scope": "frontend_feed", | |
| "controller": "Public Knowledge Graph Controller", | |
| "source_domain": "nationfiles.com", | |
| "source_path": "/de/company/about/", | |
| "source_query": "", | |
| "payload_type": "object", | |
| "top_level_count": 2, | |
| "sampling_strategy": "single snapshot from generated frontend feed artifact", | |
| "quality_note": "Values can change over time; schema semantics are primary for peer review.", | |
| "methodology": { | |
| "collection_method": "generated feed snapshot import", | |
| "pagination_applied": false, | |
| "truncation_policy": "sample_data truncated to first 10 list/items and bounded object depth", | |
| "normalization": "feed label transformed to alphanumeric output filename" | |
| }, | |
| "provenance": { | |
| "primary_source": "nationfiles.com platform-generated feed artifact", | |
| "source_url": "https://nationfiles.com/de/company/about/", | |
| "generated_by": "download/dataset/generate_json_export_samples.py" | |
| }, | |
| "license": { | |
| "rights_holder": "NationFiles / Neawolf Media Group", | |
| "usage_note": "For documentation, peer review, and publication supplements; verify reuse terms with publisher/rights holder.", | |
| "copyright_statement": "Copyright (c) NationFiles / Neawolf Media Group." | |
| }, | |
| "citation": { | |
| "recommended": "NationFiles feed sample (accessed via source_url, generated_at_utc).", | |
| "citation_format": "Author/Organization. Title. Version. Source URL. Access date." | |
| }, | |
| "scientific_alignment": { | |
| "principles": [ | |
| "FAIR-supportive metadata", | |
| "reproducibility-oriented sampling", | |
| "transparent provenance" | |
| ], | |
| "standards": [ | |
| "Dublin Core (conceptual alignment)", | |
| "DataCite citation elements (conceptual alignment)", | |
| "JSON data package style metadata (practical alignment)" | |
| ], | |
| "peer_review_focus": [ | |
| "dataset context", | |
| "key semantics", | |
| "data provenance", | |
| "sampling constraints" | |
| ] | |
| }, | |
| "integrity": { | |
| "checksum_sha256_sample_data": "not_computed", | |
| "verification_note": "Add cryptographic checksum in publication pipeline if required." | |
| } | |
| }, | |
| "description": { | |
| "text": "This endpoint provides global export data used in high-level NationFiles dashboards. The sampled payload was fetched from path '/de/company/about/' with query 'none'. The payload type is object with 2 top-level entries. This sample is intentionally truncated (no pagination) to provide a stable, lightweight download artifact for documentation, QA checks, and integration previews. Representative key paths include: generated_at, connectors, connectors.AcledMonthAllConnector, connectors.AcledMonthAllConnector.connector_id, connectors.AcledMonthAllConnector.connector_short_desc, connectors.AcledMonthAllConnector.connector_short_desc.DE, connectors.AcledMonthAllConnector.connector_short_desc.EN, connectors.AcledMonthAllConnector.connector_short_desc.FR.", | |
| "keydata": { | |
| "generated_at": "Integer numeric value.", | |
| "connectors": "Nested object with detailed fields." | |
| }, | |
| "keyvalue": { | |
| "generated_at": "Integer numeric value.", | |
| "connectors": "Nested object with detailed fields.", | |
| "connectors.AcledMonthAllConnector": "Nested object with detailed fields.", | |
| "connectors.AcledMonthAllConnector.connector_id": "Unique identifier value.", | |
| "connectors.AcledMonthAllConnector.connector_short_desc": "Nested object with detailed fields.", | |
| "connectors.AcledMonthAllConnector.connector_short_desc.DE": "Text value.", | |
| "connectors.AcledMonthAllConnector.connector_short_desc.EN": "Text value.", | |
| "connectors.AcledMonthAllConnector.connector_short_desc.FR": "Text value.", | |
| "connectors.AcledMonthAllConnector.connector_short_desc.ES": "Text value.", | |
| "connectors.AcledMonthAllConnector.connector_short_desc.PT": "Text value.", | |
| "connectors.AcledMonthAllConnector.connector_short_desc.AR": "Text value.", | |
| "connectors.AcledMonthAllConnector.connector_short_desc.JA": "Text value.", | |
| "connectors.AcledMonthAllConnector.since": "Text value.", | |
| "connectors.AcledMonthAllConnector.source_url": "Reference URL.", | |
| "connectors.AcledMonthAllConnector.source_hostname_tld": "Human-readable name.", | |
| "connectors.AcledMonthAllConnector.source_hostname_label": "Human-readable name.", | |
| "connectors.AcledMonthAllConnector.source_username": "Human-readable name.", | |
| "connectors.AcledMonthAllConnector.cron_expression": "Text value.", | |
| "connectors.AcledMonthAllConnector.last_fetched_at": "Integer numeric value.", | |
| "connectors.AcledMonthAllConnector.provider_name": "Human-readable name.", | |
| "connectors.AcledMonthAllConnector.provider_link": "Unique identifier value.", | |
| "connectors.AcledMonthAllConnector.provider_license": "Unique identifier value.", | |
| "connectors.AcledMonthAllConnector.provider_license_link": "Unique identifier value.", | |
| "connectors.AcledMonthAllConnector.score_value": "Calculated score/index value.", | |
| "connectors.AcledMonthAllConnector.source_quality": "Integer numeric value.", | |
| "connectors.AcledMonthAllConnector.total_items": "Integer numeric value.", | |
| "connectors.AcledMonthAllConnector.total_names": "Human-readable name.", | |
| "connectors.AcledMonthAllOverviewConnector": "Nested object with detailed fields.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_id": "Unique identifier value.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_short_desc": "Nested object with detailed fields.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_short_desc.DE": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_short_desc.EN": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_short_desc.FR": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_short_desc.ES": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_short_desc.PT": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_short_desc.AR": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.connector_short_desc.JA": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.since": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.source_url": "Reference URL.", | |
| "connectors.AcledMonthAllOverviewConnector.source_hostname_tld": "Human-readable name.", | |
| "connectors.AcledMonthAllOverviewConnector.source_hostname_label": "Human-readable name.", | |
| "connectors.AcledMonthAllOverviewConnector.source_username": "Human-readable name.", | |
| "connectors.AcledMonthAllOverviewConnector.cron_expression": "Text value.", | |
| "connectors.AcledMonthAllOverviewConnector.last_fetched_at": "Integer numeric value.", | |
| "connectors.AcledMonthAllOverviewConnector.provider_name": "Human-readable name.", | |
| "connectors.AcledMonthAllOverviewConnector.provider_link": "Unique identifier value.", | |
| "connectors.AcledMonthAllOverviewConnector.provider_license": "Unique identifier value.", | |
| "connectors.AcledMonthAllOverviewConnector.provider_license_link": "Unique identifier value.", | |
| "connectors.AcledMonthAllOverviewConnector.score_value": "Calculated score/index value.", | |
| "connectors.AcledMonthAllOverviewConnector.source_quality": "Integer numeric value.", | |
| "connectors.AcledMonthAllOverviewConnector.total_items": "Integer numeric value.", | |
| "connectors.AcledMonthAllOverviewConnector.total_names": "Human-readable name.", | |
| "connectors.AirportsConnector": "Nested object with detailed fields.", | |
| "connectors.AirportsConnector.connector_id": "Unique identifier value.", | |
| "connectors.AirportsConnector.connector_short_desc": "Nested object with detailed fields.", | |
| "connectors.AirportsConnector.connector_short_desc.DE": "Text value.", | |
| "connectors.AirportsConnector.connector_short_desc.EN": "Text value.", | |
| "connectors.AirportsConnector.connector_short_desc.FR": "Text value.", | |
| "connectors.AirportsConnector.connector_short_desc.ES": "Text value.", | |
| "connectors.AirportsConnector.connector_short_desc.PT": "Text value.", | |
| "connectors.AirportsConnector.connector_short_desc.AR": "Text value.", | |
| "connectors.AirportsConnector.connector_short_desc.JA": "Text value.", | |
| "connectors.AirportsConnector.since": "Text value.", | |
| "connectors.AirportsConnector.source_url": "Reference URL.", | |
| "connectors.AirportsConnector.source_hostname_tld": "Human-readable name.", | |
| "connectors.AirportsConnector.source_hostname_label": "Human-readable name.", | |
| "connectors.AirportsConnector.source_username": "Human-readable name.", | |
| "connectors.AirportsConnector.cron_expression": "Text value.", | |
| "connectors.AirportsConnector.last_fetched_at": "Integer numeric value.", | |
| "connectors.AirportsConnector.provider_name": "Human-readable name.", | |
| "connectors.AirportsConnector.provider_link": "Unique identifier value.", | |
| "connectors.AirportsConnector.provider_license": "Unique identifier value.", | |
| "connectors.AirportsConnector.provider_license_link": "Unique identifier value.", | |
| "connectors.AirportsConnector.score_value": "Calculated score/index value.", | |
| "connectors.AirportsConnector.source_quality": "Integer numeric value.", | |
| "connectors.AirportsConnector.total_items": "Integer numeric value.", | |
| "connectors.AirportsConnector.total_names": "Human-readable name.", | |
| "connectors.AnaCldfZoneConnector": "Nested object with detailed fields.", | |
| "connectors.AnaCldfZoneConnector.connector_id": "Unique identifier value.", | |
| "connectors.AnaCldfZoneConnector.connector_short_desc": "Nested object with detailed fields." | |
| } | |
| }, | |
| "sample_data": { | |
| "generated_at": 1777293870, | |
| "connectors": { | |
| "AcledMonthAllConnector": { | |
| "connector_id": "AcledMonthAll", | |
| "connector_short_desc": { | |
| "DE": "Krisen- & Sicherheits-Radar (Level 1)", | |
| "EN": "Crisis & Safety Radar (Level 1)", | |
| "FR": "Radar de crise et de sécurité", | |
| "ES": "Radar de crisis y seguridad", | |
| "PT": "Radar de crise e segurança", | |
| "AR": "رادار الأزمات والسلامة", | |
| "JA": "危機と安全のレーダー" | |
| }, | |
| "since": "2026-03-21", | |
| "source_url": "", | |
| "source_hostname_tld": "", | |
| "source_hostname_label": "", | |
| "source_username": "", | |
| "cron_expression": "43 0 * * *", | |
| "last_fetched_at": 1777250787, | |
| "provider_name": "Armed Conflict Location & Event Data Project (ACLED)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "AcledMonthAllOverviewConnector": { | |
| "connector_id": "AcledMonthAllOverview", | |
| "connector_short_desc": { | |
| "DE": "Krisen- & Sicherheits-Radar (Level 1)", | |
| "EN": "Crisis & Safety Radar (Level 1)", | |
| "FR": "Radar de crise et de sécurité", | |
| "ES": "Radar de crisis y seguridad", | |
| "PT": "Radar de crise e segurança", | |
| "AR": "رادار الأزمات والسلامة", | |
| "JA": "危機と安全のレーダー" | |
| }, | |
| "since": "2026-03-21", | |
| "source_url": "https://apps.acleddata.com/newexplorer/standard//data/acled/month_all_overview.json", | |
| "source_hostname_tld": "acleddata.com", | |
| "source_hostname_label": "Acleddata", | |
| "source_username": "", | |
| "cron_expression": "23 */6 * * *", | |
| "last_fetched_at": 1777292657, | |
| "provider_name": "Armed Conflict Location & Event Data Project (ACLED)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "AirportsConnector": { | |
| "connector_id": "Airports", | |
| "connector_short_desc": { | |
| "DE": "Flughäfen weltweit", | |
| "EN": "Airports worldwide", | |
| "FR": "Aéroports mondiaux", | |
| "ES": "Aeropuertos mundial", | |
| "PT": "Aeroportos mundial", | |
| "AR": "المطارات عالمياً", | |
| "JA": "空港(世界)" | |
| }, | |
| "since": "2026-03-21", | |
| "source_url": "https://davidmegginson.github.io/ourairports-data/airports.csv", | |
| "source_hostname_tld": "github.io", | |
| "source_hostname_label": "Github", | |
| "source_username": "ourairports-data", | |
| "cron_expression": "0 0 1 * *", | |
| "last_fetched_at": 1775002319, | |
| "provider_name": "OurAirports (open airport database)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "AnaCldfZoneConnector": { | |
| "connector_id": "AnaCldfZone", | |
| "connector_short_desc": { | |
| "DE": "Analytics Zone (Gerät/Land/Tag)", | |
| "EN": "Analytics Zone (device/country/day)" | |
| }, | |
| "since": "2026-03-21", | |
| "source_url": "https://api.cloudflare.com/client/v4/graphql", | |
| "source_hostname_tld": "cloudflare.com", | |
| "source_hostname_label": "Cloudflare", | |
| "source_username": "", | |
| "cron_expression": "*/5 * * * *", | |
| "last_fetched_at": 1777293621, | |
| "provider_name": "Cloudflare, Inc.", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "AnaMatomoNfConnector": { | |
| "connector_id": "AnaMatomoNf", | |
| "connector_short_desc": { | |
| "DE": "Matomo Analytics (NF, 7 Reports)", | |
| "EN": "Matomo Analytics (NF, 7 reports)" | |
| }, | |
| "since": "2026-03-25", | |
| "source_url": "https://nationfiles.com/nf-track-matomo/", | |
| "source_hostname_tld": "nationfiles.com", | |
| "source_hostname_label": "Nationfiles", | |
| "source_username": "", | |
| "cron_expression": "* * * * *", | |
| "last_fetched_at": 1777293855, | |
| "provider_name": "InnoCraft Ltd. (Matomo Analytics)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "AnaMatomoNfEntryLocaleConnector": { | |
| "connector_id": "AnaMatomoNfEntryLocale", | |
| "connector_short_desc": { | |
| "DE": "Matomo Einstieg → Locale/Tag", | |
| "EN": "Matomo entry pages → locale/day", | |
| "FR": "Matomo entrées → locale/jour", | |
| "ES": "Matomo entradas → locale/día", | |
| "PT": "Matomo entradas → locale/dia", | |
| "AR": "مداخل ماتومو ← لغة/يوم", | |
| "JA": "Matomo 入口→言語/日" | |
| }, | |
| "since": "2026-03-25", | |
| "source_url": "https://nationfiles.com/nf-track-matomo/", | |
| "source_hostname_tld": "nationfiles.com", | |
| "source_hostname_label": "Nationfiles", | |
| "source_username": "", | |
| "cron_expression": "12 * * * *", | |
| "last_fetched_at": 1777291992, | |
| "provider_name": "InnoCraft Ltd. (Matomo Analytics)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "BlindContinentNewsASConnector": { | |
| "connector_id": "BlindContinentNewsAS", | |
| "connector_short_desc": { | |
| "DE": "Kontinent-News ASPI Strategist", | |
| "EN": "Continent news ASPI Strategist", | |
| "FR": "Actualités continent ASPI Strategist", | |
| "ES": "Noticias continente ASPI Strategist", | |
| "PT": "Notícias continente ASPI Strategist", | |
| "AR": "أخبار القارة ASPI Strategist", | |
| "JA": "大陸ニュース ASPI Strategist" | |
| }, | |
| "since": "2026-03-21", | |
| "source_url": "https://www.aspistrategist.org.au", | |
| "source_hostname_tld": "org.au", | |
| "source_hostname_label": "Org", | |
| "source_username": "", | |
| "cron_expression": "*/30 * * * *", | |
| "last_fetched_at": 1777293029, | |
| "provider_name": "Australian Strategic Policy Institute (ASPI)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "BlindContinentNewsAseanConnector": { | |
| "connector_id": "BlindContinentNewsAsean", | |
| "connector_short_desc": { | |
| "DE": "Kontinent-News ASEAN", | |
| "EN": "Continent news ASEAN", | |
| "FR": "Actualités continent ASEAN", | |
| "ES": "Noticias continente ASEAN", | |
| "PT": "Notícias continente ASEAN", | |
| "AR": "أخبار القارة ASEAN", | |
| "JA": "大陸ニュース ASEAN" | |
| }, | |
| "since": "2026-03-16", | |
| "source_url": "https://asean.org", | |
| "source_hostname_tld": "asean.org", | |
| "source_hostname_label": "Asean", | |
| "source_username": "", | |
| "cron_expression": "*/30 * * * *", | |
| "last_fetched_at": 1777293029, | |
| "provider_name": "ASEAN (Association of Southeast Asian Nations)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "BlindContinentNewsDNConnector": { | |
| "connector_id": "BlindContinentNewsDN", | |
| "connector_short_desc": { | |
| "DE": "Kontinent-News Defense News", | |
| "EN": "Continent news Defense News", | |
| "FR": "Actualités continent Defense News", | |
| "ES": "Noticias continente Defense News", | |
| "PT": "Notícias continente Defense News", | |
| "AR": "أخبار القارة Defense News", | |
| "JA": "大陸ニュース Defense News" | |
| }, | |
| "since": "2026-03-21", | |
| "source_url": "https://www.defensenews.com", | |
| "source_hostname_tld": "defensenews.com", | |
| "source_hostname_label": "Defensenews", | |
| "source_username": "", | |
| "cron_expression": "*/30 * * * *", | |
| "last_fetched_at": 1777293029, | |
| "provider_name": "Defense News (Sightline Media Group, LLC)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "BlindContinentNewsEcConnector": { | |
| "connector_id": "BlindContinentNewsEc", | |
| "connector_short_desc": { | |
| "DE": "Kontinent-News EC Press Corner", | |
| "EN": "Continent news EC Press Corner", | |
| "FR": "Actualités continent EC Press Corner", | |
| "ES": "Noticias continente EC Press Corner", | |
| "PT": "Notícias continente EC Press Corner", | |
| "AR": "أخبار القارة EC Press Corner", | |
| "JA": "大陸ニュース EC Press Corner" | |
| }, | |
| "since": "2026-03-21", | |
| "source_url": "https://ec.europa.eu/commission/presscorner", | |
| "source_hostname_tld": "europa.eu", | |
| "source_hostname_label": "Europa", | |
| "source_username": "", | |
| "cron_expression": "*/30 * * * *", | |
| "last_fetched_at": 1777293029, | |
| "provider_name": "European Commission (European Union)", | |
| "__truncated__": "only first 10 keys kept" | |
| }, | |
| "__truncated__": "only first 10 keys kept" | |
| } | |
| }, | |
| "generated_at_utc": "2026-04-27T12:45:00Z" | |
| } |