Instructions to use arcee-ai/Trinity-Large-Thinking with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use arcee-ai/Trinity-Large-Thinking with Transformers:

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

pipe = pipeline("text-generation", model="arcee-ai/Trinity-Large-Thinking", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("arcee-ai/Trinity-Large-Thinking", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("arcee-ai/Trinity-Large-Thinking", trust_remote_code=True)
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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use arcee-ai/Trinity-Large-Thinking with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/arcee-ai/Trinity-Large-Thinking

SGLang

How to use arcee-ai/Trinity-Large-Thinking 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 "arcee-ai/Trinity-Large-Thinking" \
    --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": "arcee-ai/Trinity-Large-Thinking",
		"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 "arcee-ai/Trinity-Large-Thinking" \
        --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": "arcee-ai/Trinity-Large-Thinking",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use arcee-ai/Trinity-Large-Thinking with Docker Model Runner:
```
docker model run hf.co/arcee-ai/Trinity-Large-Thinking
```

Update to Chat Template for .items() collision w/ user dicts.

by Bennybo - opened 2 days ago

base: refs/heads/main

←

from: refs/pr/8

Discussion Files changed

-4

Files changed (1) hide show

chat_template.jinja +6 -4

chat_template.jinja CHANGED Viewed

@@ -18,7 +18,8 @@
     {%- endif %}
     {{- '<tool_call>\n<function=' + (tool_call.name | default('') | string) + '>\n' }}
     {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}
-        {%- for args_name, args_value in tool_call.arguments.items() %}
             {{- '<parameter=' + (args_name | string) + '>\n' }}
             {%- if args_value is mapping or (args_value is sequence and args_value is not string) %}
                 {{- args_value | tojson | safe }}
@@ -62,8 +63,9 @@
                 {{- '\n<description>' ~ (tool.description | string | trim) ~ '</description>' }}
             {%- endif %}
             {{- '\n<parameters>' }}
-            {%- if tool.parameters is defined and tool.parameters is mapping and tool.parameters.properties is defined and tool.parameters.properties is mapping %}
-                {%- for param_name, param_fields in tool.parameters.properties.items() %}
                     {{- '\n<parameter>\n<name>' ~ (param_name | string) ~ '</name>' }}
                     {%- if param_fields is mapping and param_fields.type is defined and param_fields.type is not none %}
                         {{- '\n<type>' ~ (param_fields.type | string) ~ '</type>' }}
@@ -156,4 +158,4 @@
 {%- if add_generation_prompt %}
     {{- '<|im_start|>assistant\n<think>' }}
-{%- endif %}

     {%- endif %}
     {{- '<tool_call>\n<function=' + (tool_call.name | default('') | string) + '>\n' }}
     {%- if tool_call.arguments is defined and tool_call.arguments is mapping %}
+        {%- for args_name in tool_call.arguments %}
+            {%- set args_value = tool_call.arguments[args_name] %}
             {{- '<parameter=' + (args_name | string) + '>\n' }}
             {%- if args_value is mapping or (args_value is sequence and args_value is not string) %}
                 {{- args_value | tojson | safe }}
                 {{- '\n<description>' ~ (tool.description | string | trim) ~ '</description>' }}
             {%- endif %}
             {{- '\n<parameters>' }}
+            {%- if tool.parameters is defined and tool.parameters is mapping and 'properties' in tool.parameters and tool.parameters['properties'] is mapping %}
+                {%- for param_name in tool.parameters['properties'] %}
+                    {%- set param_fields = tool.parameters['properties'][param_name] %}
                     {{- '\n<parameter>\n<name>' ~ (param_name | string) ~ '</name>' }}
                     {%- if param_fields is mapping and param_fields.type is defined and param_fields.type is not none %}
                         {{- '\n<type>' ~ (param_fields.type | string) ~ '</type>' }}
 {%- if add_generation_prompt %}
     {{- '<|im_start|>assistant\n<think>' }}
+{%- endif %}