Instructions to use reaperdoesntknow/Symbiotic-Beta with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use reaperdoesntknow/Symbiotic-Beta with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="reaperdoesntknow/Symbiotic-Beta")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("reaperdoesntknow/Symbiotic-Beta", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use reaperdoesntknow/Symbiotic-Beta with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "reaperdoesntknow/Symbiotic-Beta"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "reaperdoesntknow/Symbiotic-Beta",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/reaperdoesntknow/Symbiotic-Beta

SGLang

How to use reaperdoesntknow/Symbiotic-Beta 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 "reaperdoesntknow/Symbiotic-Beta" \
    --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": "reaperdoesntknow/Symbiotic-Beta",
		"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 "reaperdoesntknow/Symbiotic-Beta" \
        --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": "reaperdoesntknow/Symbiotic-Beta",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use reaperdoesntknow/Symbiotic-Beta with Docker Model Runner:
```
docker model run hf.co/reaperdoesntknow/Symbiotic-Beta
```

reaperdoesntknow commited on Apr 26, 2025

Commit

80788fb

verified ·

1 Parent(s): 4fa974c

Update config.json

Browse files

Files changed (1) hide show

config.json +4 -2

config.json CHANGED Viewed

@@ -1,4 +1,7 @@
 {
     "return_dict": true,
     "output_hidden_states": false,
     "output_attentions": false,
@@ -39,7 +42,6 @@
     "exponential_decay_length_penalty": null,
     "suppress_tokens": null,
     "begin_suppress_tokens": null,
-    "architectures": null,
     "finetuning_task": null,
     "id2label": {
       "0": "LABEL_0",
@@ -73,6 +75,6 @@
     ],
     "tie_embed": true,
     "use_flash": false,
-    "model_type": "symbiotic-llm"
   }

 {
+  "architectures": [
+    "Qwen2ForCausalLM"
+    ],
     "return_dict": true,
     "output_hidden_states": false,
     "output_attentions": false,
     "exponential_decay_length_penalty": null,
     "suppress_tokens": null,
     "begin_suppress_tokens": null,
     "finetuning_task": null,
     "id2label": {
       "0": "LABEL_0",
     ],
     "tie_embed": true,
     "use_flash": false,
+    "model_type": "qwen2"
   }