deepseek-ai / deepseek-math-7b-base

Pushing the Limits of Mathematical Reasoning in Open Language Models - Base model

Cold

Public
2.1K runs
L40S
GitHub
Paper
License

Iterate in playground

Run with an API

Playground API Examples README Versions

Prediction

deepseek-ai/deepseek-math-7b-base:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7

Model

deepseek-ai/deepseek-math-7b-base:61f572da

pbz5lcdbz33ndewyts3hrptpne

Status

Succeeded

Source

Web

Hardware

A40 (Large)

Total duration

6.0s

Created

over 1 year ago

Input

text: The integral of x^2 from 0 to 2 is
top_k: 50
top_p: 0.9
temperature: 1
max_new_tokens: 200

{
  "text": "The integral of x^2 from 0 to 2 is",
  "top_k": 50,
  "top_p": 0.9,
  "temperature": 1,
  "max_new_tokens": 200
}

Install Replicate’s Node.js client library:

npm install replicate

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run deepseek-ai/deepseek-math-7b-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "deepseek-ai/deepseek-math-7b-base:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7",
  {
    input: {
      text: "The integral of x^2 from 0 to 2 is",
      top_k: 50,
      top_p: 0.9,
      temperature: 1,
      max_new_tokens: 200
    }
  }
);

console.log(output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Import the client:

import replicate

Run deepseek-ai/deepseek-math-7b-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "deepseek-ai/deepseek-math-7b-base:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7",
    input={
        "text": "The integral of x^2 from 0 to 2 is",
        "top_k": 50,
        "top_p": 0.9,
        "temperature": 1,
        "max_new_tokens": 200
    }
)

# The deepseek-ai/deepseek-math-7b-base model can stream output as it's running.
# The predict method returns an iterator, and you can iterate over that output.
for item in output:
    # https://replicate.com/deepseek-ai/deepseek-math-7b-base/api#output-schema
    print(item, end="")

To learn more, take a look at the guide on getting started with Python.

Run deepseek-ai/deepseek-math-7b-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "deepseek-ai/deepseek-math-7b-base:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7",
    "input": {
      "text": "The integral of x^2 from 0 to 2 is",
      "top_k": 50,
      "top_p": 0.9,
      "temperature": 1,
      "max_new_tokens": 200
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

You can run this model locally using Cog. First, install Cog:

brew install cog

If you don’t have Homebrew, there are other installation options available.

Run this to download the model and run it in your local environment:

cog predict r8.im/deepseek-ai/deepseek-math-7b-base@sha256:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7 \
  -i 'text="The integral of x^2 from 0 to 2 is"' \
  -i 'top_k=50' \
  -i 'top_p=0.9' \
  -i 'temperature=1' \
  -i 'max_new_tokens=200'

To learn more, take a look at the Cog documentation.

Run this to download the model and run it in your local environment:

docker run -d -p 5000:5000 --gpus=all r8.im/deepseek-ai/deepseek-math-7b-base@sha256:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7
curl -s -X POST \
  -H "Content-Type: application/json" \
  -d $'{
    "input": {
      "text": "The integral of x^2 from 0 to 2 is",
      "top_k": 50,
      "top_p": 0.9,
      "temperature": 1,
      "max_new_tokens": 200
    }
  }' \
  http://localhost:5000/predictions

To learn more, take a look at the Cog documentation.

Output

8/3. In calculus, the integral is defined as the area with a positive and negative sign that lies underneath the curve. - The integral of x^2 from 0 to 2 is a useful mathematical tool that can be used to solve a variety of problems. - By taking the integral of x^2 from 0 to 2, we can find the area under the curve of x^2 between 0 and 2. - This can be useful in a variety of applications, such as finding the volume of a solid, or calculating the average value of a function. - The integral of x^2 from 0 to 2 can be calculated using the Fundamental Theorem of Calculus. - This theorem states that the integral of a function is equal to the area under the curve between two points. - By plugging in the values for x^2 and the limits of integration, we can find the value of the integral. - The

{
  "completed_at": "2024-02-11T11:48:23.149600Z",
  "created_at": "2024-02-11T11:48:17.148262Z",
  "data_removed": false,
  "error": null,
  "id": "pbz5lcdbz33ndewyts3hrptpne",
  "input": {
    "text": "The integral of x^2 from 0 to 2 is",
    "top_k": 50,
    "top_p": 0.9,
    "temperature": 1,
    "max_new_tokens": 200
  },
  "logs": null,
  "metrics": {
    "predict_time": 5.967808,
    "total_time": 6.001338
  },
  "output": [
    " ",
    "",
    "",
    "",
    "",
    "8/3. ",
    "In ",
    "",
    "calculus, ",
    "the ",
    "integral ",
    "is ",
    "defined ",
    "as ",
    "the ",
    "area ",
    "with ",
    "a ",
    "positive ",
    "and ",
    "negative ",
    "sign ",
    "that ",
    "lies ",
    "underneath ",
    "the ",
    "",
    "curve.\n",
    "",
    "- ",
    "The ",
    "integral ",
    "of ",
    "",
    "",
    "x^2 ",
    "from ",
    "",
    "0 ",
    "to ",
    "",
    "2 ",
    "is ",
    "a ",
    "useful ",
    "mathematical ",
    "tool ",
    "that ",
    "can ",
    "be ",
    "used ",
    "to ",
    "solve ",
    "a ",
    "variety ",
    "of ",
    "",
    "problems.\n",
    "",
    "- ",
    "By ",
    "taking ",
    "the ",
    "integral ",
    "of ",
    "",
    "",
    "x^2 ",
    "from ",
    "",
    "0 ",
    "to ",
    "",
    "",
    "2, ",
    "we ",
    "can ",
    "find ",
    "the ",
    "area ",
    "under ",
    "the ",
    "curve ",
    "of ",
    "",
    "",
    "x^2 ",
    "between ",
    "",
    "0 ",
    "and ",
    "",
    "",
    "2.\n",
    "",
    "- ",
    "This ",
    "can ",
    "be ",
    "useful ",
    "in ",
    "a ",
    "variety ",
    "of ",
    "",
    "applications, ",
    "such ",
    "as ",
    "finding ",
    "the ",
    "volume ",
    "of ",
    "a ",
    "",
    "solid, ",
    "or ",
    "calculating ",
    "the ",
    "average ",
    "value ",
    "of ",
    "a ",
    "",
    "function.\n",
    "",
    "- ",
    "The ",
    "integral ",
    "of ",
    "",
    "",
    "x^2 ",
    "from ",
    "",
    "0 ",
    "to ",
    "",
    "2 ",
    "can ",
    "be ",
    "calculated ",
    "using ",
    "the ",
    "Fundamental ",
    "Theorem ",
    "of ",
    "",
    "",
    "Calculus.\n",
    "",
    "- ",
    "This ",
    "theorem ",
    "states ",
    "that ",
    "the ",
    "integral ",
    "of ",
    "a ",
    "function ",
    "is ",
    "equal ",
    "to ",
    "the ",
    "area ",
    "under ",
    "the ",
    "curve ",
    "between ",
    "two ",
    "",
    "points.\n",
    "",
    "- ",
    "By ",
    "plugging ",
    "in ",
    "the ",
    "values ",
    "for ",
    "",
    "",
    "x^2 ",
    "and ",
    "the ",
    "limits ",
    "of ",
    "",
    "integration, ",
    "we ",
    "can ",
    "find ",
    "the ",
    "value ",
    "of ",
    "the ",
    "",
    "integral.\n",
    "",
    "- ",
    "The"
  ],
  "started_at": "2024-02-11T11:48:17.181792Z",
  "status": "succeeded",
  "urls": {
    "stream": "https://streaming-api.svc.us.c.replicate.net/v1/streams/oyaekkjbkn32vp4q7ey5szcd7agdwopmjkobvor6wkbhxkn3pu7q",
    "get": "https://api.replicate.com/v1/predictions/pbz5lcdbz33ndewyts3hrptpne",
    "cancel": "https://api.replicate.com/v1/predictions/pbz5lcdbz33ndewyts3hrptpne/cancel"
  },
  "version": "61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7"
}

Generated in

6.0 seconds

Tweak it Share Report

Prediction

deepseek-ai/deepseek-math-7b-base:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7

Model

deepseek-ai/deepseek-math-7b-base:61f572da

wv7slptbft5mnd4levu4rr4qpe

Status

Succeeded

Source

Web

Hardware

A40 (Large)

Total duration

6.0s

Created

over 1 year ago

Input

text: The integral of x^2 from 0 to 2 is
top_k: 50
top_p: 0.9
temperature: 1
max_new_tokens: 200

{
  "text": "The integral of x^2 from 0 to 2 is",
  "top_k": 50,
  "top_p": 0.9,
  "temperature": 1,
  "max_new_tokens": 200
}

Install Replicate’s Node.js client library:

npm install replicate

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run deepseek-ai/deepseek-math-7b-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "deepseek-ai/deepseek-math-7b-base:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7",
  {
    input: {
      text: "The integral of x^2 from 0 to 2 is",
      top_k: 50,
      top_p: 0.9,
      temperature: 1,
      max_new_tokens: 200
    }
  }
);

console.log(output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Import the client:

import replicate

Run deepseek-ai/deepseek-math-7b-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "deepseek-ai/deepseek-math-7b-base:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7",
    input={
        "text": "The integral of x^2 from 0 to 2 is",
        "top_k": 50,
        "top_p": 0.9,
        "temperature": 1,
        "max_new_tokens": 200
    }
)

# The deepseek-ai/deepseek-math-7b-base model can stream output as it's running.
# The predict method returns an iterator, and you can iterate over that output.
for item in output:
    # https://replicate.com/deepseek-ai/deepseek-math-7b-base/api#output-schema
    print(item, end="")

To learn more, take a look at the guide on getting started with Python.

Run deepseek-ai/deepseek-math-7b-base using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "deepseek-ai/deepseek-math-7b-base:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7",
    "input": {
      "text": "The integral of x^2 from 0 to 2 is",
      "top_k": 50,
      "top_p": 0.9,
      "temperature": 1,
      "max_new_tokens": 200
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

You can run this model locally using Cog. First, install Cog:

brew install cog

If you don’t have Homebrew, there are other installation options available.

Run this to download the model and run it in your local environment:

cog predict r8.im/deepseek-ai/deepseek-math-7b-base@sha256:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7 \
  -i 'text="The integral of x^2 from 0 to 2 is"' \
  -i 'top_k=50' \
  -i 'top_p=0.9' \
  -i 'temperature=1' \
  -i 'max_new_tokens=200'

To learn more, take a look at the Cog documentation.

Run this to download the model and run it in your local environment:

docker run -d -p 5000:5000 --gpus=all r8.im/deepseek-ai/deepseek-math-7b-base@sha256:61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7
curl -s -X POST \
  -H "Content-Type: application/json" \
  -d $'{
    "input": {
      "text": "The integral of x^2 from 0 to 2 is",
      "top_k": 50,
      "top_p": 0.9,
      "temperature": 1,
      "max_new_tokens": 200
    }
  }' \
  http://localhost:5000/predictions

To learn more, take a look at the Cog documentation.

Output

8/3. This result is obtained by integrating the formula, which is x^3/3, and then substituting the upper and lower limit values. The answer is also verified by applying the fundamental theorem of calculus. A definite integral can be visualized as an area under a graph. The equation for x^2 is graphed below from 0 to 2: The function x^2 is integrated from x = 0 to x = 2, using the fundamental theorem of calculus. The integral is found as: The formula for the integral of x^2 is given as x^3/3. This is substituted with the upper and lower limit values to determine the area under the curve. The area is the result of the integral of the equation, which is given as: = (8/3) - (0/3) = 8/3 The result of 8/3 or 2.6667 is the same

{
  "completed_at": "2024-02-11T11:48:48.517172Z",
  "created_at": "2024-02-11T11:48:42.493750Z",
  "data_removed": false,
  "error": null,
  "id": "wv7slptbft5mnd4levu4rr4qpe",
  "input": {
    "text": "The integral of x^2 from 0 to 2 is",
    "top_k": 50,
    "top_p": 0.9,
    "temperature": 1,
    "max_new_tokens": 200
  },
  "logs": null,
  "metrics": {
    "predict_time": 5.966099,
    "total_time": 6.023422
  },
  "output": [
    " ",
    "",
    "",
    "",
    "",
    "8/3. ",
    "This ",
    "result ",
    "is ",
    "obtained ",
    "by ",
    "integrating ",
    "the ",
    "",
    "formula, ",
    "which ",
    "is ",
    "",
    "",
    "",
    "",
    "",
    "x^3/3, ",
    "and ",
    "then ",
    "substituting ",
    "the ",
    "upper ",
    "and ",
    "lower ",
    "limit ",
    "",
    "values. ",
    "The ",
    "answer ",
    "is ",
    "also ",
    "verified ",
    "by ",
    "applying ",
    "the ",
    "fundamental ",
    "theorem ",
    "of ",
    "",
    "calculus.\n",
    "",
    "A ",
    "definite ",
    "integral ",
    "can ",
    "be ",
    "visualized ",
    "as ",
    "an ",
    "area ",
    "under ",
    "a ",
    "",
    "graph. ",
    "The ",
    "equation ",
    "for ",
    "",
    "",
    "x^2 ",
    "is ",
    "",
    "graphed ",
    "below ",
    "from ",
    "",
    "0 ",
    "to ",
    "",
    "",
    "2:\n",
    "",
    "The ",
    "function ",
    "",
    "",
    "x^2 ",
    "is ",
    "integrated ",
    "from ",
    "x ",
    "= ",
    "",
    "0 ",
    "to ",
    "x ",
    "= ",
    "",
    "",
    "2, ",
    "using ",
    "the ",
    "fundamental ",
    "theorem ",
    "of ",
    "",
    "calculus. ",
    "The ",
    "integral ",
    "is ",
    "found ",
    "",
    "as:\n",
    "",
    "The ",
    "formula ",
    "for ",
    "the ",
    "integral ",
    "of ",
    "",
    "",
    "x^2 ",
    "is ",
    "given ",
    "as ",
    "",
    "",
    "",
    "",
    "",
    "x^3/3. ",
    "This ",
    "is ",
    "substituted ",
    "with ",
    "the ",
    "upper ",
    "and ",
    "lower ",
    "limit ",
    "values ",
    "to ",
    "determine ",
    "the ",
    "area ",
    "under ",
    "the ",
    "",
    "curve. ",
    "The ",
    "area ",
    "is ",
    "the ",
    "result ",
    "of ",
    "the ",
    "integral ",
    "of ",
    "the ",
    "",
    "equation, ",
    "which ",
    "is ",
    "given ",
    "",
    "as:\n",
    "",
    "= ",
    "",
    "",
    "",
    "",
    "(8/3) ",
    "- ",
    "",
    "",
    "",
    "",
    "(0/3)\n",
    "",
    "= ",
    "",
    "",
    "",
    "8/3\n",
    "",
    "The ",
    "result ",
    "of ",
    "",
    "",
    "",
    "8/3 ",
    "or ",
    "",
    "",
    "",
    "",
    "",
    "",
    "2.6667 ",
    "is ",
    "the ",
    "same"
  ],
  "started_at": "2024-02-11T11:48:42.551073Z",
  "status": "succeeded",
  "urls": {
    "stream": "https://streaming-api.svc.us.c.replicate.net/v1/streams/ynprmcyqhpv3gkkzhabwmsjisw447rtswr3qveuytli5ah3tnmca",
    "get": "https://api.replicate.com/v1/predictions/wv7slptbft5mnd4levu4rr4qpe",
    "cancel": "https://api.replicate.com/v1/predictions/wv7slptbft5mnd4levu4rr4qpe/cancel"
  },
  "version": "61f572dae0985541cdaeb4a114fd5d2d16cb40dac3894da10558992fc60547c7"
}

Generated in

6.0 seconds

Tweak it Share Report