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
File size: 19,155 Bytes
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"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"
} |