Instructions to use markdived/asg-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use markdived/asg-v1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="markdived/asg-v1", trust_remote_code=True) messages = [ {"role": "user", "content": "Who are you?"}, ] pipe(messages)# Load model directly from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("markdived/asg-v1", trust_remote_code=True, device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use markdived/asg-v1 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "markdived/asg-v1" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "markdived/asg-v1", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/markdived/asg-v1
- SGLang
How to use markdived/asg-v1 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 "markdived/asg-v1" \ --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": "markdived/asg-v1", "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 "markdived/asg-v1" \ --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": "markdived/asg-v1", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }' - Docker Model Runner
How to use markdived/asg-v1 with Docker Model Runner:
docker model run hf.co/markdived/asg-v1
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"Activate Firmware Update Mode": "inhibit response function",
"Alarm Suppression": "inhibit response function",
"Automated Collection": "collection",
"Block Command Message": "inhibit response function",
"Block Reporting Message": "inhibit response function",
"Block Serial COM": "inhibit response function",
"Brute Force I/O": "impair process control",
"Change Operating Mode": "execution",
"Command-Line Interface": "execution",
"Commonly Used Port": "command and control",
"Connection Proxy": "command and control",
"Damage to Property": "impact",
"Data Destruction": "inhibit response function",
"Data from Information Repositories": "collection",
"Default Credentials": "lateral movement",
"Denial of Control": "impact",
"Denial of Service": "inhibit response function",
"Denial of View": "impact",
"Detect Operating Mode": "collection",
"Device Restart/Shutdown": "inhibit response function",
"Drive-by Compromise": "initial access",
"Execution through API": "execution",
"Exploit Public-Facing Application": "initial access",
"Exploitation for Evasion": "evasion",
"Exploitation for Privilege Escalation": "privilege escalation",
"Exploitation of Remote Services": "initial access",
"External Remote Services": "initial access",
"Graphical User Interface": "execution",
"Hooking": "execution",
"I/O Image": "collection",
"Indicator Removal on Host": "evasion",
"Internet Accessible Device": "initial access",
"Lateral Tool Transfer": "lateral movement",
"Loss of Availability": "impact",
"Loss of Control": "impact",
"Loss of Productivity and Revenue": "impact",
"Loss of Protection": "impact",
"Loss of Safety": "impact",
"Loss of View": "impact",
"Man in the Middle": "collection",
"Manipulate I/O Image": "inhibit response function",
"Manipulation of Control": "impact",
"Manipulation of View": "impact",
"Masquerading": "evasion",
"Modify Alarm Settings": "inhibit response function",
"Modify Controller Tasking": "execution",
"Modify Parameter": "impair process control",
"Modify Program": "persistence",
"Module Firmware": "persistence",
"Monitor Process State": "collection",
"Native API": "execution",
"Network Connection Enumeration": "discovery",
"Network Sniffing": "discovery",
"Point & Tag Identification": "collection",
"Program Download": "lateral movement",
"Program Upload": "collection",
"Project File Infection": "persistence",
"Remote Services": "initial access",
"Remote System Discovery": "discovery",
"Remote System Information Discovery": "discovery",
"Replication Through Removable Media": "initial access",
"Rogue Master": "initial access",
"Rootkit": "evasion",
"Screen Capture": "collection",
"Scripting": "execution",
"Service Stop": "inhibit response function",
"Spearphishing Attachment": "initial access",
"Spoof Reporting Message": "evasion",
"Standard Application Layer Protocol": "command and control",
"Supply Chain Compromise": "initial access",
"System Firmware": "persistence",
"Theft of Operational Information": "impact",
"Transient Cyber Asset": "initial access",
"Unauthorized Command Message": "impair process control",
"User Execution": "execution",
"Valid Accounts": "persistence",
"Wireless Compromise": "initial access",
"Wireless Sniffing": "discovery"
} |