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04.6.13.04 deepseek-math-7b-instruct

Model Description​

The @cf/deepseek-ai/deepseek-math-7b-instruct model includes two nodes:

  • deepseek-math-7b-instruct Prompt (preview)
  • deepseek-math-7b-instruct With History (preview)
note

Model ID: @cf/deepseek-ai/deepseek-math-7b-instruct. The DeepSeekMath-Instruct 7B model is a mathematically trained version of the more general DeepSeekMath-Base 7B model. It was initialized with the DeepSeek-Coder-v1.5 7B model and then continued pre-training on mathematical tokens taken from Common Crawl, as well as on natural language and code data totaling 500 billion tokens.

The model can be used to solve a variety of problems related to natural language processing and mathematical computation:

  1. Answering math-related questions: explaining math concepts, solving math problems, suggesting steps for solving math problems.
  1. Generating mathematical texts: creating mathematical reports, articles, essays, generating mathematical problems and exercises, composing mathematical proofs and conclusions
  1. Processing mathematical data: analyzing and interpreting mathematical data, building mathematical models and forecasts, visualizing mathematical information
  1. Assisting in mathematics education: explaining mathematical concepts to students, providing hints and recommendations when solving problems, creating mathematics tutorials

Example of launching a node​

A description of the node fields can be found here.

Let's run the deepseek-math-7b-instruct Prompt (preview) node to process text and generate a response with parameters:

  • User Prompt Write instructions for solving the quadratic equation $4x^2 - 16x + 10 = 0$
  • Max Tokens (Answer Size) - 800.

The output of the node execution is JSON:

  • with a response to the "response" request;
  • with the status of the action "success": true.
JSON (parameter "response")

To solve the quadratic equation $4x^2 - 16x + 10 = 0$, we can use the quadratic formula which is given by:

$x = \frac{-b \pm \sqrt{b^2 - 4ac}}{2a}$

In this case, $a = 4$, $b = -16$, and $c = 10$. Plugging these values into the quadratic formula, we get:

$x = \frac{-(-16) \pm \sqrt{(-16)^2 - 4*4*10}}{2*4}$

Simplifying further:

$x = \frac{16 \pm \sqrt{256 - 160}}{8}$

$x = \frac{16 \pm \sqrt{96}}{8}$

We can simplify the square root by factoring out the perfect square:

$x = \frac{16 \pm 4\sqrt{6}}{8}$

Now, we can simplify the expression by dividing the numerator and the denominator by 4:

$x = \frac{4 \pm \sqrt{6}}{2}$

So, the solutions for $x$ are:

$x = \frac{4 + \sqrt{6}}{2}$ and $x = \frac{4 - \sqrt{6}}{2}$