curl --request POST \
  --url https://biohub.ai/api/v1/forward_and_sample \
  --header 'Authorization: Bearer <token>' \
  --header 'Content-Type: application/json' \
  --data '
{
  "model": "esm3-open-2024-03",
  "inputs": {
    "sequence": [
      123
    ],
    "coordinates": [
      [
        [
          123
        ]
      ]
    ],
    "structure": [
      123
    ],
    "secondary_structure": [
      123
    ],
    "sasa": [
      123
    ],
    "function": [
      [
        123
      ]
    ],
    "residue_annotation": [
      [
        123
      ]
    ]
  },
  "sampling_config": {
    "sequence": {
      "temperature": 1,
      "top_p": 1,
      "only_sample_masked_tokens": true,
      "invalid_ids": [],
      "topk_logprobs": 0
    },
    "structure": {
      "temperature": 1,
      "top_p": 1,
      "only_sample_masked_tokens": true,
      "invalid_ids": [],
      "topk_logprobs": 0
    },
    "secondary_structure": {
      "temperature": 1,
      "top_p": 1,
      "only_sample_masked_tokens": true,
      "invalid_ids": [],
      "topk_logprobs": 0
    },
    "sasa": {
      "temperature": 1,
      "top_p": 1,
      "only_sample_masked_tokens": true,
      "invalid_ids": [],
      "topk_logprobs": 0
    },
    "function": {
      "temperature": 1,
      "top_p": 1,
      "only_sample_masked_tokens": true,
      "invalid_ids": [],
      "topk_logprobs": 0
    }
  },
  "potential_sequence_of_concern": false,
  "embedding_config": {
    "sequence": false,
    "per_residue": false
  }
}
'

import requests

url = "https://biohub.ai/api/v1/forward_and_sample"

payload = {
    "model": "esm3-open-2024-03",
    "inputs": {
        "sequence": [123],
        "coordinates": [[[123]]],
        "structure": [123],
        "secondary_structure": [123],
        "sasa": [123],
        "function": [[123]],
        "residue_annotation": [[123]]
    },
    "sampling_config": {
        "sequence": {
            "temperature": 1,
            "top_p": 1,
            "only_sample_masked_tokens": True,
            "invalid_ids": [],
            "topk_logprobs": 0
        },
        "structure": {
            "temperature": 1,
            "top_p": 1,
            "only_sample_masked_tokens": True,
            "invalid_ids": [],
            "topk_logprobs": 0
        },
        "secondary_structure": {
            "temperature": 1,
            "top_p": 1,
            "only_sample_masked_tokens": True,
            "invalid_ids": [],
            "topk_logprobs": 0
        },
        "sasa": {
            "temperature": 1,
            "top_p": 1,
            "only_sample_masked_tokens": True,
            "invalid_ids": [],
            "topk_logprobs": 0
        },
        "function": {
            "temperature": 1,
            "top_p": 1,
            "only_sample_masked_tokens": True,
            "invalid_ids": [],
            "topk_logprobs": 0
        }
    },
    "potential_sequence_of_concern": False,
    "embedding_config": {
        "sequence": False,
        "per_residue": False
    }
}
headers = {
    "Authorization": "Bearer <token>",
    "Content-Type": "application/json"
}

response = requests.post(url, json=payload, headers=headers)

print(response.text)

const options = {
  method: 'POST',
  headers: {Authorization: 'Bearer <token>', 'Content-Type': 'application/json'},
  body: JSON.stringify({
    model: 'esm3-open-2024-03',
    inputs: {
      sequence: [123],
      coordinates: [[[123]]],
      structure: [123],
      secondary_structure: [123],
      sasa: [123],
      function: [[123]],
      residue_annotation: [[123]]
    },
    sampling_config: {
      sequence: {
        temperature: 1,
        top_p: 1,
        only_sample_masked_tokens: true,
        invalid_ids: [],
        topk_logprobs: 0
      },
      structure: {
        temperature: 1,
        top_p: 1,
        only_sample_masked_tokens: true,
        invalid_ids: [],
        topk_logprobs: 0
      },
      secondary_structure: {
        temperature: 1,
        top_p: 1,
        only_sample_masked_tokens: true,
        invalid_ids: [],
        topk_logprobs: 0
      },
      sasa: {
        temperature: 1,
        top_p: 1,
        only_sample_masked_tokens: true,
        invalid_ids: [],
        topk_logprobs: 0
      },
      function: {
        temperature: 1,
        top_p: 1,
        only_sample_masked_tokens: true,
        invalid_ids: [],
        topk_logprobs: 0
      }
    },
    potential_sequence_of_concern: false,
    embedding_config: {sequence: false, per_residue: false}
  })
};

fetch('https://biohub.ai/api/v1/forward_and_sample', options)
  .then(res => res.json())
  .then(res => console.log(res))
  .catch(err => console.error(err));

<?php

$curl = curl_init();

curl_setopt_array($curl, [
  CURLOPT_URL => "https://biohub.ai/api/v1/forward_and_sample",
  CURLOPT_RETURNTRANSFER => true,
  CURLOPT_ENCODING => "",
  CURLOPT_MAXREDIRS => 10,
  CURLOPT_TIMEOUT => 30,
  CURLOPT_HTTP_VERSION => CURL_HTTP_VERSION_1_1,
  CURLOPT_CUSTOMREQUEST => "POST",
  CURLOPT_POSTFIELDS => json_encode([
    'model' => 'esm3-open-2024-03',
    'inputs' => [
        'sequence' => [
                123
        ],
        'coordinates' => [
                [
                                [
                                                                123
                                ]
                ]
        ],
        'structure' => [
                123
        ],
        'secondary_structure' => [
                123
        ],
        'sasa' => [
                123
        ],
        'function' => [
                [
                                123
                ]
        ],
        'residue_annotation' => [
                [
                                123
                ]
        ]
    ],
    'sampling_config' => [
        'sequence' => [
                'temperature' => 1,
                'top_p' => 1,
                'only_sample_masked_tokens' => true,
                'invalid_ids' => [
                                
                ],
                'topk_logprobs' => 0
        ],
        'structure' => [
                'temperature' => 1,
                'top_p' => 1,
                'only_sample_masked_tokens' => true,
                'invalid_ids' => [
                                
                ],
                'topk_logprobs' => 0
        ],
        'secondary_structure' => [
                'temperature' => 1,
                'top_p' => 1,
                'only_sample_masked_tokens' => true,
                'invalid_ids' => [
                                
                ],
                'topk_logprobs' => 0
        ],
        'sasa' => [
                'temperature' => 1,
                'top_p' => 1,
                'only_sample_masked_tokens' => true,
                'invalid_ids' => [
                                
                ],
                'topk_logprobs' => 0
        ],
        'function' => [
                'temperature' => 1,
                'top_p' => 1,
                'only_sample_masked_tokens' => true,
                'invalid_ids' => [
                                
                ],
                'topk_logprobs' => 0
        ]
    ],
    'potential_sequence_of_concern' => false,
    'embedding_config' => [
        'sequence' => false,
        'per_residue' => false
    ]
  ]),
  CURLOPT_HTTPHEADER => [
    "Authorization: Bearer <token>",
    "Content-Type: application/json"
  ],
]);

$response = curl_exec($curl);
$err = curl_error($curl);

curl_close($curl);

if ($err) {
  echo "cURL Error #:" . $err;
} else {
  echo $response;
}

package main

import (
	"fmt"
	"strings"
	"net/http"
	"io"
)

func main() {

	url := "https://biohub.ai/api/v1/forward_and_sample"

	payload := strings.NewReader("{\n  \"model\": \"esm3-open-2024-03\",\n  \"inputs\": {\n    \"sequence\": [\n      123\n    ],\n    \"coordinates\": [\n      [\n        [\n          123\n        ]\n      ]\n    ],\n    \"structure\": [\n      123\n    ],\n    \"secondary_structure\": [\n      123\n    ],\n    \"sasa\": [\n      123\n    ],\n    \"function\": [\n      [\n        123\n      ]\n    ],\n    \"residue_annotation\": [\n      [\n        123\n      ]\n    ]\n  },\n  \"sampling_config\": {\n    \"sequence\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"structure\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"secondary_structure\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"sasa\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"function\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    }\n  },\n  \"potential_sequence_of_concern\": false,\n  \"embedding_config\": {\n    \"sequence\": false,\n    \"per_residue\": false\n  }\n}")

	req, _ := http.NewRequest("POST", url, payload)

	req.Header.Add("Authorization", "Bearer <token>")
	req.Header.Add("Content-Type", "application/json")

	res, _ := http.DefaultClient.Do(req)

	defer res.Body.Close()
	body, _ := io.ReadAll(res.Body)

	fmt.Println(string(body))

}

HttpResponse<String> response = Unirest.post("https://biohub.ai/api/v1/forward_and_sample")
  .header("Authorization", "Bearer <token>")
  .header("Content-Type", "application/json")
  .body("{\n  \"model\": \"esm3-open-2024-03\",\n  \"inputs\": {\n    \"sequence\": [\n      123\n    ],\n    \"coordinates\": [\n      [\n        [\n          123\n        ]\n      ]\n    ],\n    \"structure\": [\n      123\n    ],\n    \"secondary_structure\": [\n      123\n    ],\n    \"sasa\": [\n      123\n    ],\n    \"function\": [\n      [\n        123\n      ]\n    ],\n    \"residue_annotation\": [\n      [\n        123\n      ]\n    ]\n  },\n  \"sampling_config\": {\n    \"sequence\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"structure\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"secondary_structure\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"sasa\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"function\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    }\n  },\n  \"potential_sequence_of_concern\": false,\n  \"embedding_config\": {\n    \"sequence\": false,\n    \"per_residue\": false\n  }\n}")
  .asString();

require 'uri'
require 'net/http'

url = URI("https://biohub.ai/api/v1/forward_and_sample")

http = Net::HTTP.new(url.host, url.port)
http.use_ssl = true

request = Net::HTTP::Post.new(url)
request["Authorization"] = 'Bearer <token>'
request["Content-Type"] = 'application/json'
request.body = "{\n  \"model\": \"esm3-open-2024-03\",\n  \"inputs\": {\n    \"sequence\": [\n      123\n    ],\n    \"coordinates\": [\n      [\n        [\n          123\n        ]\n      ]\n    ],\n    \"structure\": [\n      123\n    ],\n    \"secondary_structure\": [\n      123\n    ],\n    \"sasa\": [\n      123\n    ],\n    \"function\": [\n      [\n        123\n      ]\n    ],\n    \"residue_annotation\": [\n      [\n        123\n      ]\n    ]\n  },\n  \"sampling_config\": {\n    \"sequence\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"structure\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"secondary_structure\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"sasa\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    },\n    \"function\": {\n      \"temperature\": 1,\n      \"top_p\": 1,\n      \"only_sample_masked_tokens\": true,\n      \"invalid_ids\": [],\n      \"topk_logprobs\": 0\n    }\n  },\n  \"potential_sequence_of_concern\": false,\n  \"embedding_config\": {\n    \"sequence\": false,\n    \"per_residue\": false\n  }\n}"

response = http.request(request)
puts response.read_body

{
  "model": "esm3-open-2024-03",
  "created": "<string>",
  "embeddings": {
    "sequence": [
      "<unknown>"
    ],
    "per_residue": [
      "<unknown>"
    ]
  },
  "potential_sequence_of_concern": false,
  "warning_messages": [
    "<string>"
  ],
  "sequence": {
    "tokens": [
      123
    ],
    "logprobs": [
      123
    ],
    "entropy": [
      123
    ],
    "topk_logprobs": [
      [
        123
      ]
    ],
    "topk_tokens": [
      [
        123
      ]
    ]
  },
  "structure": {
    "tokens": [
      123
    ],
    "logprobs": [
      123
    ],
    "entropy": [
      123
    ],
    "topk_logprobs": [
      [
        123
      ]
    ],
    "topk_tokens": [
      [
        123
      ]
    ]
  },
  "secondary_structure": {
    "tokens": [
      123
    ],
    "logprobs": [
      123
    ],
    "entropy": [
      123
    ],
    "topk_logprobs": [
      [
        123
      ]
    ],
    "topk_tokens": [
      [
        123
      ]
    ]
  },
  "sasa": {
    "tokens": [
      123
    ],
    "logprobs": [
      123
    ],
    "entropy": [
      123
    ],
    "topk_logprobs": [
      [
        123
      ]
    ],
    "topk_tokens": [
      [
        123
      ]
    ]
  },
  "function": {
    "tokens": [
      123
    ],
    "logprobs": [
      123
    ],
    "entropy": [
      123
    ],
    "topk_logprobs": [
      [
        123
      ]
    ],
    "topk_tokens": [
      [
        123
      ]
    ]
  },
  "residue_annotation": {
    "tokens": [
      123
    ],
    "logprobs": [
      123
    ],
    "entropy": [
      123
    ],
    "topk_logprobs": [
      [
        123
      ]
    ],
    "topk_tokens": [
      [
        123
      ]
    ]
  }
}

{
  "detail": [
    {
      "loc": [
        "<string>"
      ],
      "msg": "<string>",
      "type": "<string>",
      "input": "<unknown>",
      "ctx": {}
    }
  ]
}