Instructions to use help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3-4B-Instruct-2507")
model = PeftModel.from_pretrained(base_model, "help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy")

Transformers

How to use help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy with Transformers:

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

pipe = pipeline("text-generation", model="help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy

SGLang

How to use help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy 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 "help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy" \
    --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": "help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy",
		"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 "help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy" \
        --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": "help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy with Docker Model Runner:
```
docker model run hf.co/help2opensource/Qwen3-4B-Instruct-2507_mental_health_therapy
```

Qwen3-4B-Instruct-2507_mental_health_therapy

Overview

This model is designed as a therapist assistant to support mental health professionals during client visits. It helps therapists engage with clients in a structured, empathetic way by facilitating emotional exploration, exploring concerns, and practicing active listening in a safe, non-judgmental environment.

The assistant supports real-time reflection and contextualization of client experiences, helping therapists prepare for and deepen their understanding of client narratives — always recognizing that it does not replace professional clinical judgment or therapeutic intervention.

Intended Use

Supporting mental health professionals during client visits by providing real-time, empathetic guidance for emotional reflection and visitor engagement

Facilitating structured, compassionate dialogue to help therapists explore visitor concerns, validate emotions, and practice active listening

Assisting therapists in contextualizing visitor experiences through reflective, non-judgmental prompts that promote deeper understanding and therapeutic rapport

Helping clinicians prepare for and navigate sensitive conversations in a way that respects client autonomy, dignity, and emotional well-being

Key Features

Empathetic, non-judgmental responses
Structured support for emotional exploration
Safe space for discussing mental health concerns
Designed to enhance user preparation for professional therapy sessions

Ethical & Safety Guidelines

⚠️ Important Limitations:

❌ Cannot diagnose, assess, or provide medical advice
❌ Cannot replace therapy, counseling, or crisis intervention
❌ Should not be used during active crises (e.g., suicidal ideation, self-harm, psychosis)
❌ Not intended as a substitute for a licensed mental health professional

🚨 Crisis Response Protocol:
If a user expresses suicidal thoughts, self-harm, or severe emotional distress — the model will:

Acknowledge the seriousness of the situation
Respond with empathy and concern
Immediately prompt the user to contact a licensed therapist or emergency services

💡 Safety Mechanisms:

Automatic detection of crisis indicators (e.g., "I want to hurt myself", "I can't go on")
Escalation to human support when needed
All outputs are designed to prioritize user safety and well-being

Usage Notes

Should be used in conjunction with, not instead of, professional therapy
Not recommended for individuals experiencing active mental health crises

Disclaimer

This model is not a substitute for professional mental health care. It is intended to support emotional exploration and self-understanding in the context of therapy. Always seek help from a licensed therapist, counselor, or mental health professional when needed.

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Qwen3-4B-Instruct-2507_mental_health_therapy