Text Generation
Transformers
PEFT
llama
disaster-management
emergency-response
humanitarian-ai
multilingual
fine-tuned
qlora
lora
llama3
conversational
4-bit precision
bitsandbytes
Instructions to use drdeveloper88/WorldDisasterLM-8B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use drdeveloper88/WorldDisasterLM-8B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="drdeveloper88/WorldDisasterLM-8B") messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("drdeveloper88/WorldDisasterLM-8B") model = AutoModelForCausalLM.from_pretrained("drdeveloper88/WorldDisasterLM-8B") messages = [ {"role": "user", "content": "Who are you?"}, ] inputs = tokenizer.apply_chat_template( messages, add_generation_prompt=True, tokenize=True, return_dict=True, return_tensors="pt", ).to(model.device) outputs = model.generate(**inputs, max_new_tokens=40) print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - PEFT
How to use drdeveloper88/WorldDisasterLM-8B with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use drdeveloper88/WorldDisasterLM-8B with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "drdeveloper88/WorldDisasterLM-8B" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "drdeveloper88/WorldDisasterLM-8B", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/drdeveloper88/WorldDisasterLM-8B
- SGLang
How to use drdeveloper88/WorldDisasterLM-8B 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 "drdeveloper88/WorldDisasterLM-8B" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "drdeveloper88/WorldDisasterLM-8B", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'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 "drdeveloper88/WorldDisasterLM-8B" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "drdeveloper88/WorldDisasterLM-8B", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use drdeveloper88/WorldDisasterLM-8B with Docker Model Runner:
docker model run hf.co/drdeveloper88/WorldDisasterLM-8B
| """ | |
| Synthetic emergency scenario builder. | |
| Generates multi-turn conversations, role-play scenarios, and cross-hazard | |
| compound disaster samples to enrich training diversity. | |
| """ | |
| from worlddisasterlm.data.schemas import InstructionSample | |
| COMPOUND_SCENARIOS = [ | |
| { | |
| "scenario": "An earthquake of magnitude 7.2 struck a coastal city causing building collapses, " | |
| "followed 45 minutes later by a tsunami warning.", | |
| "region": "Pacific coastal city", | |
| "event_type": "compound: earthquake + tsunami", | |
| "severity": "critical", | |
| "response": ( | |
| "Compound Disaster Response — Earthquake + Tsunami:\n\n" | |
| "IMMEDIATE (0–15 min):\n" | |
| "1. Issue tsunami warning and mandatory coastal evacuation order immediately.\n" | |
| "2. Search and rescue operations for earthquake-trapped victims must start inland first.\n" | |
| "3. Hospitals on high ground remain operational; coastal facilities evacuate patients.\n\n" | |
| "SHORT-TERM (15 min – 6 hours):\n" | |
| "4. Establish triage stations above tsunami inundation zone.\n" | |
| "5. Account for all search and rescue teams before wave arrival.\n" | |
| "6. Deploy helicopters for coastal cliff rescues post-wave.\n\n" | |
| "CRITICAL NOTE: Aftershocks will compromise already-damaged structures. " | |
| "Do not re-enter buildings until structural engineers clear them." | |
| ), | |
| }, | |
| { | |
| "scenario": "A category 4 hurricane is forecast to make landfall in 48 hours. " | |
| "The region already has 30,000 displaced persons from last week's flooding.", | |
| "region": "Caribbean island", | |
| "event_type": "compound: hurricane + displaced persons", | |
| "severity": "critical", | |
| "response": ( | |
| "Compound Emergency — Hurricane Landfall with Pre-existing Displacement:\n\n" | |
| "PRE-LANDFALL (48–24 hours):\n" | |
| "1. Mandatory evacuation of all existing displacement camps in low-lying areas.\n" | |
| "2. Identify inland strong buildings for mass shelter; assess capacity.\n" | |
| "3. Pre-position 72-hour food and water supplies at inland shelters.\n" | |
| "4. Coordinate with UNHCR and local government for camp-to-shelter transfers.\n\n" | |
| "PRE-LANDFALL (24–0 hours):\n" | |
| "5. All personnel secured; close airport; ban sea transport.\n" | |
| "6. Emergency services on stand-by in hardened facilities.\n\n" | |
| "POST-LANDFALL:\n" | |
| "7. Damage assessment sweep before re-opening any displaced camp.\n" | |
| "8. Restore access roads before relief convoy mobilization." | |
| ), | |
| }, | |
| { | |
| "scenario": "During a wildfire evacuation, a fuel tanker overturned on the primary " | |
| "evacuation highway, blocking egress for 15,000 evacuees.", | |
| "region": "Southern California", | |
| "event_type": "compound: wildfire + infrastructure failure", | |
| "severity": "critical", | |
| "response": ( | |
| "Multi-Hazard Evacuation Disruption — Wildfire + Road Blockage:\n\n" | |
| "1. Activate alternate evacuation routes immediately; publish via Emergency Alert System.\n" | |
| "2. Dispatch hazmat team to fuel tanker — assess fire ignition risk before moving vehicle.\n" | |
| "3. If tanker poses fire risk: keep 300m standoff; use bulldozer to open shoulder lane.\n" | |
| "4. Coordinate law enforcement for contraflow on alternate highways.\n" | |
| "5. Deploy CHP and National Guard for traffic management at choke points.\n" | |
| "6. Air resources pivot to aerial evacuation for mobility-impaired stranded persons.\n" | |
| "7. Communicate updated routes every 15 minutes via radio, app, and social media." | |
| ), | |
| }, | |
| ] | |
| MULTILINGUAL_SAMPLES = [ | |
| { | |
| "lang": "Nepali", | |
| "instruction": "भूकम्पको बेला के गर्ने?", | |
| "output": ( | |
| "भूकम्पको बेला:\n" | |
| "१. तुरुन्त झुक्नुहोस्, ढाक्नुहोस् र समात्नुहोस् (Drop, Cover, Hold On)।\n" | |
| "२. झ्याल, ऐना र भारी सामानबाट टाढा रहनुहोस्।\n" | |
| "३. बाहिर हुनुहुन्छ भने खुला ठाउँमा जानुहोस् — भवन, रुख र बिजुलीका तारबाट टाढा।\n" | |
| "४. हल्लाउन बन्द भएपछि चोटपटक जाँच गर्नुहोस् र सावधानीसाथ बाहिर निस्कनुहोस्।\n" | |
| "५. परकम्पको लागि तयार रहनुहोस्।\n" | |
| "गम्भीर घाइतेको लागि तुरुन्त आपतकालीन सेवा (१०१ वा स्थानीय नम्बर) मा फोन गर्नुहोस्।" | |
| ), | |
| }, | |
| { | |
| "lang": "Nepali", | |
| "instruction": "बाढीको बेला के गर्ने?", | |
| "output": ( | |
| "बाढीको बेला:\n" | |
| "१. तुरुन्त अग्लो ठाउँमा जानुहोस् — निकासी आदेशको प्रतीक्षा नगर्नुहोस्।\n" | |
| "२. बाढीको पानीमा नहिँड्नुहोस् वा गाडी नचलाउनुहोस् — ६ इन्च पानीले पनि गिराउन सक्छ।\n" | |
| "३. बिजुलीका उपकरणहरू बन्द गर्नुहोस्।\n" | |
| "४. स्थानीय अधिकारीको निकासी मार्ग पछ्याउनुहोस्।\n" | |
| "५. आधिकारिक अलर्टको लागि रेडियो सुन्नुहोस्।\n" | |
| "खतरामा परेमा तुरुन्त आपतकालीन सेवामा सम्पर्क गर्नुहोस्।" | |
| ), | |
| }, | |
| { | |
| "lang": "Nepali", | |
| "instruction": "विपद् व्यवस्थापनको लागि आधारभूत तयारी के के गर्नुपर्छ?", | |
| "output": ( | |
| "विपद् तयारीका आधारभूत कदमहरू:\n" | |
| "१. परिवारको आपतकालीन योजना बनाउनुहोस् र अभ्यास गर्नुहोस्।\n" | |
| "२. ७२ घण्टाको आपतकालीन किट तयार राख्नुहोस्: पानी, खाना, औषधि, कागजात।\n" | |
| "३. निकासी मार्ग र नजिकको आश्रयस्थलको जानकारी राख्नुहोस्।\n" | |
| "४. समुदायको पूर्व चेतावनी प्रणालीमा सहभागी हुनुहोस्।\n" | |
| "५. विद्यालय, कार्यस्थल र समुदायमा नियमित अभ्यास गर्नुहोस्।\n" | |
| "राष्ट्रिय विपद् जोखिम न्यूनीकरण तथा व्यवस्थापन प्राधिकरण (NDRRMA) को निर्देशिका पालना गर्नुहोस्।" | |
| ), | |
| }, | |
| { | |
| "lang": "Spanish", | |
| "instruction": "¿Qué debo hacer durante un terremoto?", | |
| "output": ( | |
| "Durante un terremoto:\n" | |
| "1. Agáchese, cúbrase y sujétese (Drop, Cover, Hold On).\n" | |
| "2. Aléjese de ventanas, espejos y objetos pesados.\n" | |
| "3. Si está en el exterior, diríjase a un espacio abierto.\n" | |
| "4. Después del sismo, verifique heridos y salga con cuidado.\n" | |
| "5. Esté preparado para réplicas.\n" | |
| "Llame al número de emergencias de su país para reportar heridos graves." | |
| ), | |
| }, | |
| { | |
| "lang": "French", | |
| "instruction": "Quelles sont les étapes à suivre en cas d'inondation ?", | |
| "output": ( | |
| "En cas d'inondation :\n" | |
| "1. Montez immédiatement en hauteur – ne restez pas au niveau du sol.\n" | |
| "2. N'essayez jamais de traverser des eaux en crue, même à pied.\n" | |
| "3. Coupez l'électricité et le gaz si c'est sans danger.\n" | |
| "4. Suivez les consignes d'évacuation des autorités locales.\n" | |
| "5. Appelez les secours si vous êtes en danger immédiat.\n" | |
| "Restez à l'écoute des alertes officielles." | |
| ), | |
| }, | |
| { | |
| "lang": "Arabic", | |
| "instruction": "ما هي الخطوات الواجب اتخاذها أثناء الإعصار؟", | |
| "output": ( | |
| "أثناء الإعصار:\n" | |
| "١. ابق في الداخل بعيداً عن النوافذ والأبواب الزجاجية.\n" | |
| "٢. اذهب إلى الطابق الأرضي أو الغرفة الداخلية دون نوافذ.\n" | |
| "٣. لا تخرج لأن عين الإعصار تبدو هادئة لكنها مؤقتة.\n" | |
| "٤. استمع إلى تعليمات الدفاع المدني عبر الراديو أو التليفزيون.\n" | |
| "٥. ابتعد عن مجاري المياه والمناطق المنخفضة بعد مرور الإعصار." | |
| ), | |
| }, | |
| { | |
| "lang": "Hindi", | |
| "instruction": "बाढ़ के दौरान क्या करें?", | |
| "output": ( | |
| "बाढ़ के दौरान:\n" | |
| "1. तुरंत ऊंची जगह पर जाएं।\n" | |
| "2. बाढ़ के पानी में न चलें—6 इंच पानी भी गिरा सकता है।\n" | |
| "3. बिजली के उपकरण बंद करें।\n" | |
| "4. आधिकारिक निकासी मार्ग का पालन करें।\n" | |
| "5. आपातकालीन अलर्ट के लिए रेडियो सुनें।\n" | |
| "खतरे में होने पर तुरंत आपातकालीन सेवा को कॉल करें।" | |
| ), | |
| }, | |
| ] | |
| def build_compound_scenarios() -> list[InstructionSample]: | |
| samples: list[InstructionSample] = [] | |
| for scene in COMPOUND_SCENARIOS: | |
| samples.append( | |
| InstructionSample( | |
| instruction="Provide a comprehensive emergency response plan for this compound disaster scenario.", | |
| input=( | |
| f"Scenario: {scene['scenario']}\n" | |
| f"Region: {scene['region']}\n" | |
| f"Event type: {scene['event_type']}\n" | |
| f"Severity: {scene['severity']}" | |
| ), | |
| output=scene["response"], | |
| ) | |
| ) | |
| return samples | |
| def build_multilingual_samples() -> list[InstructionSample]: | |
| samples: list[InstructionSample] = [] | |
| for item in MULTILINGUAL_SAMPLES: | |
| samples.append( | |
| InstructionSample( | |
| instruction=item["instruction"], | |
| input="", | |
| output=item["output"], | |
| language=item["lang"], | |
| ) | |
| ) | |
| return samples | |
| def build_all_scenarios() -> list[InstructionSample]: | |
| return build_compound_scenarios() + build_multilingual_samples() | |