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

4fa974c

verified ·

1 Parent(s): 5e46838

Update config.json

Browse files

Files changed (1) hide show

config.json +77 -26

config.json CHANGED Viewed

@@ -1,27 +1,78 @@
 {
-  "_attn_implementation_autoset": true,
-  "adapters": [
-    "lnn"
-  ],
-  "bos_token_id": 2,
-  "chunk_size_feed_forward": 64,
-  "d_model": 2048,
-  "do_sample": true,
-  "dropout": 0.1,
-  "eos_token_id": 3,
-  "max_length": 512,
-  "max_seq": 4096,
-  "min_length": 64,
-  "model_type": "symbiotic-llm",
-  "n_heads": 32,
-  "n_layers": 16,
-  "no_repeat_ngram_size": 1,
-  "pad_token_id": 0,
-  "rope_base": 1000000.0,
-  "tie_embed": true,
-  "top_p": 0.9,
-  "transformers_version": "4.51.3",
-  "typical_p": 0.95,
-  "use_flash": false,
-  "vocab_size": 37524
-}

 {
+    "return_dict": true,
+    "output_hidden_states": false,
+    "output_attentions": false,
+    "torchscript": false,
+    "torch_dtype": null,
+    "use_bfloat16": false,
+    "tf_legacy_loss": false,
+    "pruned_heads": {},
+    "tie_word_embeddings": true,
+    "chunk_size_feed_forward": 64,
+    "is_encoder_decoder": false,
+    "is_decoder": false,
+    "cross_attention_hidden_size": null,
+    "add_cross_attention": false,
+    "tie_encoder_decoder": false,
+    "max_length": 512,
+    "min_length": 64,
+    "do_sample": true,
+    "early_stopping": false,
+    "num_beams": 1,
+    "num_beam_groups": 1,
+    "diversity_penalty": 0.0,
+    "temperature": 1.0,
+    "top_k": 50,
+    "top_p": 0.90,
+    "typical_p": 0.95,
+    "repetition_penalty": 1.0,
+    "length_penalty": 1.0,
+    "no_repeat_ngram_size": 1,
+    "encoder_no_repeat_ngram_size": 0,
+    "bad_words_ids": null,
+    "num_return_sequences": 1,
+    "output_scores": false,
+    "return_dict_in_generate": false,
+    "forced_bos_token_id": null,
+    "forced_eos_token_id": null,
+    "remove_invalid_values": false,
+    "exponential_decay_length_penalty": null,
+    "suppress_tokens": null,
+    "begin_suppress_tokens": null,
+    "architectures": null,
+    "finetuning_task": null,
+    "id2label": {
+      "0": "LABEL_0",
+      "1": "LABEL_1"
+    },
+    "label2id": {
+      "LABEL_0": 0,
+      "LABEL_1": 1
+    },
+    "tokenizer_class": null,
+    "prefix": null,
+    "bos_token_id": 2,
+    "pad_token_id": 0,
+    "eos_token_id": 3,
+    "sep_token_id": null,
+    "decoder_start_token_id": null,
+    "task_specific_params": null,
+    "problem_type": null,
+    "_name_or_path": "",
+    "_attn_implementation_autoset": true,
+    "transformers_version": "4.51.3",
+    "vocab_size": 37524,
+    "d_model": 2048,
+    "n_heads": 32,
+    "n_layers": 16,
+    "max_seq": 4096,
+    "rope_base": 1000000.0,
+    "dropout": 0.1,
+    "adapters": [
+      "lnn"
+    ],
+    "tie_embed": true,
+    "use_flash": false,
+    "model_type": "symbiotic-llm"
+  }