Using Dolphin 2.6 Mixtral 8x7B on Fireworks AI
Implementation guide · Dolphin · Cognitive Computations
Quick Start
- 1
- 2Use the Fireworks AI SDK or REST API to call
dolphin-2.6-mixtral-8x7b— see the documentation for request format. - 3
Code Examples
pip install openaiFIREWORKS_API_KEYdolphin-2.6-mixtral-8x7bFireworks model IDs use "accounts/fireworks/models/{model-name}" format, e.g. "accounts/fireworks/models/llama4-scout-instruct-basic" or "accounts/fireworks/models/deepseek-r1".
import os
from openai import OpenAI
client = OpenAI(
api_key=os.environ["FIREWORKS_API_KEY"],
base_url="https://api.fireworks.ai/inference/v1"
)
response = client.chat.completions.create(
model="dolphin-2.6-mixtral-8x7b",
messages=[{"role": "user", "content": "Hello"}]
)
print(response.choices[0].message.content)About Fireworks AI
The Fireworks AI Platform is a comprehensive generative AI solution that enables developers and businesses to build, customize, and deploy AI models at scale. It supports a diverse range of cutting-edge open-source models, including Meta's Llama and Stable Diffusion, for tasks such as natural language processing and image generation. The platform's serverless architecture allows for quick deployment without extensive infrastructure management, operating on a pay-as-you-go basis. Users can fine-tune models using parameter-efficient techniques, ensuring tailored AI solutions that maintain high performance for specific business needs. Optimized for high throughput and low latency, the platform can handle trillions of inferences daily while providing a seamless user experience. It offers tools for efficient model maintenance and iteration, allowing businesses to focus on innovation rather than complex AI model management. The platform's design facilitates easy integration and customization, enabling organizations to effectively scale their AI-powered solutions. With its cost-efficient approach and comprehensive features, the Fireworks AI Platform empowers businesses to leverage advanced AI capabilities for enhanced productivity and competitive advantage in their respective markets.
Fireworks AI offers a generative AI platform as a service, focusing on rapid product iteration and cost-efficient AI deployment. Their platform is designed to optimize the development and serving of generative AI applications, enabling businesses to quickly build and scale AI-powered solutions. Fireworks.ai emphasizes minimizing the cost to serve while maximizing the potential of generative AI technologies, making advanced AI capabilities more accessible and practical for a wide range of applications.
Pricing on Fireworks AI
| Type | Price (per 1M) |
|---|---|
| Input tokens | $0.50 |
| Output tokens | $0.50 |
Capabilities
No model capability flags are currently sourced.
About Dolphin 2.6 Mixtral 8x7B
Dolphin 2.6 Mixtral 8x7B is a large language model fine-tuned from the Mixtral-8x7B base, known for its robust coding abilities and high compliance with user prompts. Despite not being tuned with Direct Preference Optimization, it performs exceptionally well in coding tasks due to extensive training with coding datasets, including MagiCoder. The model's architecture features a context window reduced to 16k, and training was carried out using techniques like qLoRA. However, it is uncensored, exposing potential ethical concerns and prompting caution for deployment without additional safeguards. Quantized versions are available to accommodate different hardware needs, and users may encounter variation in performance with larger context windows.