Resources#

This chapter describes supported Solver Application Programming Interface (SAPI) resources and provides example usages.

Examples Setup#

The examples below use the following setup:

Python

>>> import base64
>>> import hashlib
>>> import json
>>> import os
>>> import requests
>>> import struct
>>> from urllib.parse import urlencode
...
>>> SAPI_HOME = "https://na-west-1.cloud.dwavesys.com/sapi/v2"
... # Replace with your API token
>>> SAPI_TOKEN = "ABC-1234567...345678"     
...
>>> session = requests.Session()
>>> session.headers = {'X-Auth-Token': SAPI_TOKEN, 'Content-type': 'application/json'}

For some examples of uploading problems to Leap™ quantum-classical hybrid solvers, a serialized binary quadratic model ($\text{E} = -ab$) is also used. The following code uses Ocean to serialize the problem to the required format.[1]

>>> import dimod
>>> bqm = dimod.BinaryQuadraticModel({}, {'xy': -1}, 'BINARY')
>>> bqm_ser = bqm.to_file().read()

cURL

$ export SAPI_HOME=https://na-west-1.cloud.dwavesys.com/sapi/v2
$ export SAPI_TOKEN=ABC-1234567...345678       # Replace with your API token

For some examples of uploading problems to Leap™ quantum-classical hybrid solvers, a serialized binary quadratic model ($\text{E} = -ab$) is also used. The dimod to_file() method is used to serialize the problem, which is saved to a file.

SAPI Resources#

SAPI provides the following resources and methods.

Table 59 SAPI Resources#
Resource	Method	Reference
/bqm/multipart	POST	Initiate Upload of Problem Data
/bqm/multipart/<problem_data_id>/part/<part>	PUT	Upload Problem Data
/bqm/multipart/<problem_data_id>/combine	POST	Submit a Checksum for a Problem Upload
/bqm/multipart/<problem_data_id>/status	GET	Status of a Problem Upload
/problems/	POST	Submit Problems
/problems/	DELETE	Cancel Multiple Problems
/problems/<problem_id>	DELETE	Cancel a Problem by ID
/problems/	GET	List Problems
/problems/<problem_id>/	GET	Retrieve a Problem
/problems/<problem_id>/info	GET	Retrieve Problem Information
/problems/<problem_id>/answer/	GET	Retrieve an Answer
/problems/<problem_id>/messages/	GET	Retrieve Problem Messages
/solvers/remote/	GET	Retrieve Available Solvers
/solvers/remote/<solver_id>/	GET	Retrieve Solver Fields

Initiate Upload of Problem Data#

For Leap quantum-classical hybrid solvers, you must upload your problem to Leap using the $SAPI_HOME/bqm/multipart/* endpoints before submitting a SAPI request to run the problem. For large problems (starting from several megabytes and higher), upload the problem data in multiple parts.

Maximum problem size currently supported is 50 GB.
Size of all parts must be 5M (5242880 bytes), except the last, which may be smaller.

To initiate the uploading of a problem, in a single part for small problems or multiple parts for problems of several megabytes and higher, send an HTTP POST request to bqm/multipart.

The POST request body should contain the number of bytes—size, as an integer—required to store the problem.

SAPI returns an identifier, of type UUID, for the uploaded problem.

Python

This example initiates an upload of the serialized BQM, bqm_ser, created in the Examples Setup section.

>>> size = len(bqm_ser)
>>> r = session.post(f"{SAPI_HOME}/bqm/multipart",
...                  json={"size": size})

cURL

This example sets the size of the uploaded problem, size, to the number of bytes of the serialized BQM of the Examples Setup section.

$ size=312
$ curl -H "X-Auth-Token: $SAPI_TOKEN" -H "Content-type: application/json" \
-X POST $SAPI_HOME/bqm/multipart/ -d '{"size": '"$size"'}'
{"id":"be806ff1-09d3-49d4-bba1-3008790c99d6"}

Upload Problem Data#

To upload a problem, or parts of a large problem, send an HTTP PUT request to bqm/multipart/<problem_data_id>/part/<part> (for each part, where <part> is an integer beginning at 1).

The POST request body should contain the data for (one part of) the problem, encoded as described in the dimod to_file() method, and the header should contain the MD5 checksum.

For a multi-part upload, data size for each part should be 5 MB (5242880 bytes), except for the last part, which may be smaller.

Python

This example uses the identifier problem_data_id returned from the Initiate Upload of Problem Data example and an MD5 hash calculated above.

>>> r = session.put(f"{SAPI_HOME}/bqm/multipart/{problem_data_id}/part/1",
...                  headers={"Content-type": "application/octet-stream",
...                           "Content-MD5": "mkDiHuw5xZD3ocYSikE4nw=="},
...                  data=bqm_ser)

cURL

This example sets the identifier, problem_data_id, of the problem data to be uploaded to the value returned from the Initiate Upload of Problem Data example, the MD5 checksum, md5, to the value calculated above, and the uploaded data to the BQM of the Examples Setup section saved to file my_bqm.txt.

$ problem_data_id="be806ff1-09d3-49d4-bba1-3008790c99d6"
$ md5="mkDiHuw5xZD3ocYSikE4nw=="
$ curl -H "X-Auth-Token: $SAPI_TOKEN" -H "Content-MD5: $md5" -H \
"Content-type: application/octet-stream" -X PUT \
$SAPI_HOME/bqm/multipart/$problem_data_id/part/1 -T my_bqm.txt

Submit a Checksum for a Problem Upload#

To complete an upload of problem data, send an HTTP POST request to bqm/multipart/<problem_data_id>/combine.

The POST request body should contain the checksum for the entire problem, as a string.

Python

This example uses the identifier problem_data_id returned from the Initiate Upload of Problem Data example and a checksum calculated above.

>>> r = session.post(f"{SAPI_HOME}/bqm/multipart/{problem_data_id}/combine",
...                   json={"checksum": "baf79ab99e269f7fda21e927b33345e9"})

cURL

This example sets the identifier, problem_data_id, of the problem data to be uploaded to the value returned from the Initiate Upload of Problem Data example and the checksum, checksum, to the value calculated above.

$ problem_data_id="be806ff1-09d3-49d4-bba1-3008790c99d6"
$ checksum="baf79ab99e269f7fda21e927b33345e9"
$ curl  -H "X-Auth-Token: $SAPI_TOKEN" -H "Content-type: application/json" \
-X POST $SAPI_HOME/bqm/multipart/$problem_data_id/combine/ -d '{"checksum":'"$checksum"'}'

Status of a Problem Upload#

To query the status of an in-progress problem upload, send an HTTP GET request to bqm/multipart/<problem_data_id>/status.

The GET request should contain no body.

SAPI returns the status as a string with parts and checksums.

Python

This example uses the identifier problem_data_id returned from the Initiate Upload of Problem Data example.

>>> r = session.get(f"{SAPI_HOME}/bqm/multipart/{problem_data_id}/status")

cURL

This example sets the identifier, problem_data_id, of the problem data being uploaded to the value returned from the Initiate Upload of Problem Data example.

$ problem_data_id="be806ff1-09d3-49d4-bba1-3008790c99d6"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/bqm/multipart/$problem_data_id/status

Submit Problems#

To submit problems to a Leap solver, send an HTTP POST request to problems.

The POST request body should contain the JSON-encoded fields described below. When possible, if you have more than one problem, submit them in a single query.[2]

Fields in Request Body

The JSON data for the submitted problem includes the following key-value pairs:

Table 60 Key-Value Pairs for `problems` Request#
Key	Value
data	Encoded problem data; see below.
label	Optional user-defined string to label the problem.
params	Solver-specific parameters.
solver	Solver to be used.
type	One of the supported problem types.

Table 61 Problem `data` Field and Encoding#
Key	Value and Encoding
format	Format of the problem data as a string. Supported values are: `qp` for submissions that contain the problem data. `ref` for submissions that use uploaded problem data, encoded as described in the dimod `to_file()` method.
lin	For `data` with `format="qp"`, linear coefficients as base64-encoded little-endian doubles. Set values for all qubits of the QPU’s working graph in the same order as the qubits solver property. For qubits used to represent your problem (active qubits), set to the corresponding linear biases of your problem. For qubits not used to represent your problem (inactive qubits), set to NaN. For example, before encoding, a `lin` of length 5627 might have a value `(-0.5, 0.5, nan, nan, ...)` representing biases only on qubits `30` and `31` on an Advantage for which the qubits property has a value starting as `[30, 31, 32, 33, ...` and a length of 5627 (a working graph of 5627 qubits). After encoding, it might look like `AAAAAAAA4L8AAAAAAADgPw ... D4fw==`. Not used for `data` with `format="ref"`.
quad	For `data` with `format="qp"`, quadratic coefficients as base64-encoded little-endian doubles. Set one value per active coupler in the same order as the couplers solver property. An active coupler means that both qubits the coupler is incident to are active. NaN values are not permitted. For example, before encoding, a `quad` of length 1 might have a value `(-1.0)` representing a single interaction between qubits `30` and `31` on an Advantage for which the couplers property has a value starting as `[[30, 31], [31, 32], [32, 33], ...` and a length of 40279. After encoding, it might look like `AAAAAAAA8L8=`. Not used for `data` with `format="ref"`.

For an example of sumitting a problem to a quantum processing unit (QPU) sampler, see the End-to-End Examples section.

Python

This example uses the identifier problem_data_id returned from the Initiate Upload of Problem Data example and Leap hybrid solver solver_hybrid_bqm selected as in the Submit a Problem to a Quantum-Classical Hybrid Solver section.

>>> r = session.post(f"{SAPI_HOME}/problems",
...                   json=[{"solver": solver_hybrid_bqm,
...                          "label": "REST Submission to hybrid BQM solver",
...                          "data": {"format": "ref", "data": problem_data_id},
...                          "type": "bqm",
...                          "params": {"time_limit": 5}}])

cURL

This example sets the identifier, problem_data_id, of the problem data being uploaded to the value returned from the Initiate Upload of Problem Data example and sets the requested solver to hybrid_binary_quadratic_model_version2p, a Leap solver available to the user account that executed this example.

$ problem_data_id="be806ff1-09d3-49d4-bba1-3008790c99d6"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/problems -X POST \
-d '[{"type":"bqm","label": "REST Submission to hybrid BQM solver", \
"solver":"hybrid_binary_quadratic_model_version2p", \
"data":{"format": "ref", "data": "'"$problem_data_id"'"}, \
"params":{"time_limit":5}}]'

2xx responses

SAPI returns a 200 OK response with the problem identifier.

Below are some example 201 responses:

>>> r.json()   
{'status': 'IN_PROGRESS',
 'id': 'a239c000-10de-4663-b562-af8029c0c470',
 'solver': 'hybrid_binary_quadratic_model_version2p',
 'type': 'bqm',
 'submitted_on': '2022-09-01T16:48:36.052206Z',
 'label': 'REST Submission to hybrid BQM solver'}

>>> r.json()  
{'status': 'COMPLETED',
 'id': '51fa2c98-3f19-4dd9-9f2d-c4295278218f',
 'solver': 'Advantage_system4.1',
 'type': 'ising',
 'submitted_on': '2022-09-01T17:55:00.877038Z',
 'label': 'QPU REST submission 1',
 'solved_on': '2022-09-01T17:55:01.087126Z',
 'answer': {'solutions': 'AMA=',
            'energies': 'AAAAAAAA8L8AAAAAAADwvw==',
 ... # SNIPPED FOR BREVITY
            'num_variables': 5760}
}

The following table describes fields in the responses above.

Table 62 Problem Resource Fields#
Key	Value
answer	Content of the answer depends on the solver and parameters used.
id	Unique identifier of the problem. Can be used to retrieve problem information, solutions, and messages.
label	Optional user-defined string (label) for a problem.
status	One of the problem states as defined in SAPI Problem Lifecycle. For example, `CANCELLED` for cancelled problems.
submitted_on	Time when problem was submitted.
solved_on	If this problem is in terminal state (`COMPLETED`, `CANCELLED` or `FAILED`), time when problem was solved or cancelled.
type	One of the supported problem types.

The following table describes the answer field for a QPU solver.

Table 63 `answer` Field and Encoding for QPU Solvers#
Key	Value
format	String: `qp`
num_variables	Total number of variables (active or otherwise) that the solver has. JSON integer.
solutions	Base-64–encoded string of bit-packed solutions (with 0 = -1 for Ising problems). Bits are in little-endian order. Each solution is padded to end on a byte boundary and contains values for active qubits only. Ordered by the values of `energies`.
energies	Base-64–encoded string of energies, each a little-endian 8-byte floating-point number (doubles). Ordered from low to high.
active_variables	Base-64–encoded string of the indices of the problem’s active variables. The indices are 4-byte little-endian integers.
num_occurrences	Base-64–encoded string of the number of occurrences of each solution when answer_mode is `histogram`. The numbers are 4-byte little-endian integers. Ordered by the values of `energies`.
timing	Solver-specific JSON object reporting the time that the solver took to handle the problem.

For quantum-classical hybrid solvers, the answer field differs. For example, format might be bq and fields might include the type of variables (e.g., INTEGER), version, etc.

Cancel Multiple Problems#

To cancel pending problems (problems with status PENDING), send an HTTP DELETE request to problems.

The request body should be a JSON-encoded list of problem IDs; if the request body is empty, the request has no effect.

When possible, if you have more than one problem to cancel, submit them in a single query.

Python

>>> id_list = ["74d9344c-0160-47bc-b7b1-e245b2ffd955",
...            "25f98470-bc55-476c-9042-120bbc0336cf"]
...
>>> r = session.delete(f"{SAPI_HOME}/problems", json=id_list)

cURL

$ id_list=[\"74d9344c-0160-47bc-b7b1-e245b2ffd955\",\"25f98470-bc55-476c-9042-120bbc0336cf\"]
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/problems -X DELETE -d $id_list

2xx responses

SAPI returns a 2xx response. Below are some example 2xx responses:

200 for cancelled problem
202 for cancellation request received for in-progress jobs. The problem is cancelled if the request was received in time; otherwise, it will complete.

>>> r.json()   
[{'status': 'CANCELLED',
  'id': '74d9344c-0160-47bc-b7b1-e245b2ffd955',
  'solver': 'hybrid_binary_quadratic_model_version2p',
  'type': 'bqm',
  'submitted_on': '2022-09-01T18:20:02.594833Z',
  'label': 'REST Submission to hybrid BQM solver',
  'solved_on': '2022-09-01T18:20:03.708681Z'}]

>>> r.json()   
[{'error_code': 202, 'error_msg': 'Attempting to cancel problem in progress.'},
 {'error_code': 202, 'error_msg': 'Attempting to cancel problem in progress.'}]
>>> r = session.get(SAPI_HOME + "/problems/74d9344c-0160-47bc-b7b1-e245b2ffd955/info") 
>>> r.json()['metadata']['status']       
'CANCELLED'

>>> r.json()   
[{'error_code': 202, 'error_msg': 'Attempting to cancel problem in progress.'},
 {'error_code': 202, 'error_msg': 'Attempting to cancel problem in progress.'}]
>>> r = session.get(SAPI_HOME + "/problems/7d341c42-0eea-460a-b7d0-82892a4a6726/info") 
>>> r.json()['metadata']['status']       
'COMPLETED'

The following table describes fields in the responses above.

Table 64 Problem Resource Fields#
Key	Value
answer	Content of the answer depends on the solver and parameters used.
id	Unique identifier of the problem. Can be used to retrieve problem information, solutions, and messages.
label	Optional user-defined string (label) for a problem.
status	One of the problem states as defined in SAPI Problem Lifecycle. For example, `CANCELLED` for cancelled problems.
submitted_on	Time when problem was submitted.
solved_on	If this problem is in terminal state (`COMPLETED`, `CANCELLED` or `FAILED`), time when problem was solved or cancelled.
type	One of the supported problem types.

Cancel a Problem by ID#

To cancel a previously submitted problem, make an HTTP DELETE request to problems/<problem_id>.

The request should contain no body.

Python

>>> problem_id = "74d9344c-0160-47bc-b7b1-e245b2ffd955"
...
>>> r = session.delete(f"{SAPI_HOME}/problems/{problem_id}")

cURL

$ problem_id="74d9344c-0160-47bc-b7b1-e245b2ffd955"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/problems/$problem_id -X DELETE

2xx responses

SAPI returns a 2xx response. Below are some example 2xx responses:

200 for cancelled problem
202 for cancellation request received for in-progress jobs. The problem is cancelled if the request was received in time; otherwise, it will complete.

>>> r.json()   
{'status': 'CANCELLED',
 'id': 'd92d5b66-330b-4bfd-b26f-a6220b4d2710',
 'solver': 'hybrid_binary_quadratic_model_version2p',
 'type': 'bqm',
 'submitted_on': '2022-09-01T20:09:55.377688Z',
 'label': 'REST Submission to hybrid BQM solver',
 'solved_on': '2022-09-01T20:09:56.489498Z'}

The following table describes fields in the response above.

Table 65 Problem Resource Fields#
Key	Value
answer	Content of the answer depends on the solver and parameters used.
id	Unique identifier of the problem. Can be used to retrieve problem information, solutions, and messages.
label	Optional user-defined string (label) for a problem.
status	One of the problem states as defined in SAPI Problem Lifecycle. For example, `CANCELLED` for cancelled problems.
submitted_on	Time when problem was submitted.
solved_on	If this problem is in terminal state (`COMPLETED`, `CANCELLED` or `FAILED`), time when problem was solved or cancelled.
type	One of the supported problem types.

List Problems#

To retrieve a list of previously submitted problems, send an HTTP GET request to problems.

The request should contain no body.

By default, the request blocks for up to one second unless at least one problem has completed processing.

You can customize polling by adding the optional timeout parameter to specify the blocking time, in seconds, for this request. Supported values are integers between 1 to 30.

You can filter the results using one or more optional filter keys, concatenated with an ampersand (”&”).

Filter Keys

Table 66 Key-Value Pairs for filtering Results of List Problems#
Key	Value
id	Comma-separated list of problem IDs
label	Labels that contain the given text.
max_results	Maximum number of results to return. Returns up to 1000 if not specified.
status	Problem state: COMPLETED, IN_PROGRESS, PENDING, FAILED, CANCELLED.
solver	Solver name (e.g., `hybrid_binary_quadratic_model_version2p`).

Python

>>> r = session.get(f"{SAPI_HOME}/problems/?max_results=3")

cURL

$ filter="solver=Advantage_system4.1&max_results=3"
$ curl  -H "X-Auth-Token: $SAPI_TOKEN" -X GET "$SAPI_HOME/problems/?$filter"

2xx response

SAPI returns a 200 OK response.

>>> r.json()  
[{'id': 'fe863ae1-1d7e-4444-a18e-c1fe7708b8a0',
  'solver': 'Advantage_system4.1',
  'type': 'ising',
  'label': 'QPU REST submission 1',
  'submitted_on': '2022-08-29T15:13:11.532127Z',
  'solved_on': '2022-08-29T15:13:11.709085Z',
  'status': 'COMPLETED'},
 {'id': '25f98470-bc55-476c-9042-120bbc0336cf',
  'solver': 'Advantage_system4.1',
  'type': 'ising',
  'label': 'QPU REST submission 1',
  'submitted_on': '2022-08-29T15:12:10.461598Z',
  'solved_on': '2022-08-29T15:12:10.635163Z',
  'status': 'COMPLETED'},
 {'id': 'a56da5c5-f8a9-49ad-885b-d7e1b117639e',
  'solver': 'Advantage_system4.1',
  'type': 'ising',
  'label': 'QPU REST submission 1',
  'submitted_on': '2022-08-29T15:11:38.897970Z',
  'solved_on': '2022-08-29T15:11:39.088480Z',
  'status': 'COMPLETED'}]

The following table describes fields in the response above.

Table 67 Problem Resource Fields#
Key	Value
answer	Content of the answer depends on the solver and parameters used.
id	Unique identifier of the problem. Can be used to retrieve problem information, solutions, and messages.
label	Optional user-defined string (label) for a problem.
status	One of the problem states as defined in SAPI Problem Lifecycle. For example, `CANCELLED` for cancelled problems.
submitted_on	Time when problem was submitted.
solved_on	If this problem is in terminal state (`COMPLETED`, `CANCELLED` or `FAILED`), time when problem was solved or cancelled.
type	One of the supported problem types.

Retrieve a Problem#

To retrieve a previously submitted problem, send an HTTP GET request to problems/<problem_id>.

The request should contain no body.

By default, the request blocks for up to one second if a submitted problem has not completed processing.

You can customize polling by adding the optional timeout parameter to specify the blocking time, in seconds, for this request. Supported values are integers between 1 to 30.

Python

>>> problem_id = "74d9344c-0160-47bc-b7b1-e245b2ffd955"
...
>>> r = session.get(f"{SAPI_HOME}/problems/{problem_id}?timeout=5")

cURL

$ problem_id="74d9344c-0160-47bc-b7b1-e245b2ffd955"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/problems/$problem_id?timeout=5 -X GET

2xx responses

SAPI returns a 200 OK response.

>>> r.json()   
{'status': 'COMPLETED',
 'id': '74d9344c-0160-47bc-b7b1-e245b2ffd955',
 'solver': 'hybrid_binary_quadratic_model_version2p',
 'type': 'bqm',
 'submitted_on': '2022-08-31T14:27:47.822848Z',
 'label': 'hybrid BQM solver REST Submission python 2',
 'solved_on': '2022-08-31T14:27:55.497511Z',
 'answer': {'format': 'bq',
 ... # SNIPPED FOR BREVITY
 'charge_time': 4981622,
 'run_time': 4981622}}}}

The following table describes fields in the response above.

Table 68 Problem Resource Fields#
Key	Value
answer	Content of the answer depends on the solver and parameters used.
id	Unique identifier of the problem. Can be used to retrieve problem information, solutions, and messages.
label	Optional user-defined string (label) for a problem.
status	One of the problem states as defined in SAPI Problem Lifecycle. For example, `CANCELLED` for cancelled problems.
submitted_on	Time when problem was submitted.
solved_on	If this problem is in terminal state (`COMPLETED`, `CANCELLED` or `FAILED`), time when problem was solved or cancelled.
type	One of the supported problem types.

The following table describes the answer field for a QPU solver.

Table 69 `answer` Field and Encoding for QPU Solvers#
Key	Value
format	String: `qp`
num_variables	Total number of variables (active or otherwise) that the solver has. JSON integer.
solutions	Base-64–encoded string of bit-packed solutions (with 0 = -1 for Ising problems). Bits are in little-endian order. Each solution is padded to end on a byte boundary and contains values for active qubits only. Ordered by the values of `energies`.
energies	Base-64–encoded string of energies, each a little-endian 8-byte floating-point number (doubles). Ordered from low to high.
active_variables	Base-64–encoded string of the indices of the problem’s active variables. The indices are 4-byte little-endian integers.
num_occurrences	Base-64–encoded string of the number of occurrences of each solution when answer_mode is `histogram`. The numbers are 4-byte little-endian integers. Ordered by the values of `energies`.
timing	Solver-specific JSON object reporting the time that the solver took to handle the problem.

For quantum-classical hybrid solvers, the answer field differs. For example, format might be bq and fields might include the type of variables (e.g., INTEGER), version, etc.

Retrieve Problem Information#

To retrieve information about a problem, send an HTTP GET request to problems/<problem_id>/info:

The request should contain no body.

Python

>>> problem_id = "74d9344c-0160-47bc-b7b1-e245b2ffd955"
...
>>> r = session.get(f"{SAPI_HOME}/problems/{problem_id}/info")

cURL

$ problem_id="74d9344c-0160-47bc-b7b1-e245b2ffd955"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/problems/$problem_id/info -X GET

2xx responses

SAPI returns a 200 OK response.

>>> r.json()   
{'id': '7d341c42-0eea-460a-b7d0-82892a4a6726',
 'data': {'format': 'ref', 'data': 'be806ff1-09d3-49d4-bba1-3008790c99d6'},
 'params': {'time_limit': 5},
 'metadata': {'submitted_by': 'ABC-123456789...',
 'solver': 'hybrid_binary_quadratic_model_version2p',
 'type': 'bqm',
 'submitted_on': '2022-09-01T18:27:30.281252Z',
 'solved_on': '2022-09-01T18:27:35.473474Z',
 'status': 'COMPLETED',
 'messages': [],
 'label': 'REST Submission to hybrid BQM solver'},
 'answer': {'format': 'bq',
 ... # SNIPPED FOR BREVITY
 'run_time': 4998527}}}}

The following table describes fields in the response above.

Table 70 Problem Resource Fields#
Key	Value
answer	Content of the answer depends on the solver and parameters used.
id	Unique identifier of the problem. Can be used to retrieve problem information, solutions, and messages.
label	Optional user-defined string (label) for a problem.
status	One of the problem states as defined in SAPI Problem Lifecycle. For example, `CANCELLED` for cancelled problems.
submitted_on	Time when problem was submitted.
solved_on	If this problem is in terminal state (`COMPLETED`, `CANCELLED` or `FAILED`), time when problem was solved or cancelled.
type	One of the supported problem types.

The following table describes the answer field for a QPU solver.

Table 71 `answer` Field and Encoding for QPU Solvers#
Key	Value
format	String: `qp`
num_variables	Total number of variables (active or otherwise) that the solver has. JSON integer.
solutions	Base-64–encoded string of bit-packed solutions (with 0 = -1 for Ising problems). Bits are in little-endian order. Each solution is padded to end on a byte boundary and contains values for active qubits only. Ordered by the values of `energies`.
energies	Base-64–encoded string of energies, each a little-endian 8-byte floating-point number (doubles). Ordered from low to high.
active_variables	Base-64–encoded string of the indices of the problem’s active variables. The indices are 4-byte little-endian integers.
num_occurrences	Base-64–encoded string of the number of occurrences of each solution when answer_mode is `histogram`. The numbers are 4-byte little-endian integers. Ordered by the values of `energies`.
timing	Solver-specific JSON object reporting the time that the solver took to handle the problem.

For quantum-classical hybrid solvers, the answer field differs. For example, format might be bq and fields might include the type of variables (e.g., INTEGER), version, etc.

Retrieve an Answer#

To retrieve an answer for a problem, send an HTTP GET request to problems/<problem_id>/answer. The answer consists of solution data in binary format or a URL to such solution data as well as additional problem information.

The request should contain no body.

Python

>>> problem_id = "74d9344c-0160-47bc-b7b1-e245b2ffd955"
...
>>> r = session.get(f"{SAPI_HOME}/problems/{problem_id}/answer")

cURL

$ problem_id="74d9344c-0160-47bc-b7b1-e245b2ffd955"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/problems/$problem_id/answer -X GET

2xx responses

Quadratic models

SAPI returns a 200 OK response.

>>> r.json()   
{'answer': {'solutions': 'AMA=',
'energies': 'AAAAAAAA8L8AAAAAAADwvw==',
'timing': {'qpu_sampling_time': 769.4,
'qpu_anneal_time_per_sample': 20.0,
'qpu_readout_time_per_sample': 36.4,
'qpu_access_time': 15831.76,
'qpu_access_overhead_time': 6535.24,
'qpu_programming_time': 15062.36,
'qpu_delay_time_per_sample': 20.54,
'total_post_processing_time': 1853.0,
'post_processing_overhead_time': 1853.0},
'num_occurrences': 'BgAAAAQAAAA=',
'format': 'qp',
'active_variables': 'HgAAAB8AAAA=',
'num_variables': 5760}}

The following table describes the answer field for a QPU solver.

Table 72 `answer` Field and Encoding for QPU Solvers#
Key	Value
format	String: `qp`
num_variables	Total number of variables (active or otherwise) that the solver has. JSON integer.
solutions	Base-64–encoded string of bit-packed solutions (with 0 = -1 for Ising problems). Bits are in little-endian order. Each solution is padded to end on a byte boundary and contains values for active qubits only. Ordered by the values of `energies`.
energies	Base-64–encoded string of energies, each a little-endian 8-byte floating-point number (doubles). Ordered from low to high.
active_variables	Base-64–encoded string of the indices of the problem’s active variables. The indices are 4-byte little-endian integers.
num_occurrences	Base-64–encoded string of the number of occurrences of each solution when answer_mode is `histogram`. The numbers are 4-byte little-endian integers. Ordered by the values of `energies`.
timing	Solver-specific JSON object reporting the time that the solver took to handle the problem.

For quantum-classical hybrid solvers, the answer field differs. For example, format might be bq and fields might include the type of variables (e.g., INTEGER), version, etc.

Nonlinear models

SAPI returns a 200 OK response.

>>> r.json()    
{'answer': {'format': 'binary-ref',
'auth_method': 'sapi-token',
'url': 'https://cloud.dwavesys.com/sapi/v2/problems/74d9344c-0160-47bc-b7b1-e245b2ffd955/answer/data/',
'timing': {'qpu_access_time': 47512, 'warnings': [], 'charge_time': 1000000, 'run_time': 1067327},
'shape': {}}}

Table 73 Problem Resource Fields#
Key	Value
format	String: `binary-ref`.
auth_method	Authorization method required to download binary data specified in `url`.
url	URL to download the solution in binary format.
timing	Solver-specific JSON object reporting the time that the solver took to handle the problem.
shape	Shape of the nonlinear problem.

Retrieve Problem Messages#

To retrieve messages for a problem, send an HTTP GET request to problems/<problem_id>/messages.

The request should contain no body.

Python

>>> problem_id = "74d9344c-0160-47bc-b7b1-e245b2ffd955"
...
>>> r = session.get(f"{SAPI_HOME}/problems/{problem_id}/messages")

cURL

$ problem_id="74d9344c-0160-47bc-b7b1-e245b2ffd955"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/problems/$problem_id/messages -X GET

Retrieve Available Solvers#

To retrieve a list of available Leap solvers, send an HTTP GET request to solvers/remote.

The request should contain no body.

The request supports the use of the If-None-Match request header. If the ETag (entity tag) value in the request header matches the one on the server, a 304 (Not Modified) response is returned; otherwise, the list of solvers is returned. You can use this feature to manage downloading and caching of this content.

By default, all solver fields are returned. You can use the filter parameter to get a subset of solver fields.

Python

>>> filter = urlencode({"filter": "none,+id,+status,+avg_load,+properties.num_qubits,+properties.category"})
...
>>> r = session.get(f"{SAPI_HOME}/solvers/remote/?{filter}")

cURL

$ filter="filter=none%2C%2Bid%2C%2Bstatus"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/solvers/remote/?filter

2xx response

SAPI returns a 200 OK response.

>>> r = r.json()
>>> for i in range(len(r)):
...    print(f"{r[i]['id']} \n\tStatus: {r[i]['status']}    Load: {r[i]['avg_load']}")  
DW_2000Q_6
    Status: ONLINE    Load: 0.0
DW_2000Q_VFYC_6
    Status: ONLINE    Load: 0.0
hybrid_binary_quadratic_model_version2p
    Status: ONLINE    Load: 0.0
hybrid_discrete_quadratic_model_version1p
    Status: ONLINE    Load: 0.0
Advantage_system4.1
    Status: ONLINE    Load: 0.13
hybrid_constrained_quadratic_model_version1p
    Status: ONLINE    Load: 0.0
Advantage_system6.1
    Status: ONLINE    Load: 0.01
Advantage2_prototype1.1
    Status: ONLINE    Load: 0.0

Table 74 Solver Resource Fields#
Field	Description
avg_load	Average current load for the solver.
description	Description of the solver.
id	Unique ID (name) of the solver.
properties	Solver properties that reside in the `properties` dict; for example, supported problem types, active qubits, active couplers, total number of qubits, and so on.
status	Status of the solver; for example, a status of `ONLINE` is returned if it is available and `OFFLINE` if it is unavailable.

Retrieve Solver Fields#

To retrieve the fields of a solver, send an HTTP GET request to solvers/remote/<solver_id>.

The request supports the If-None-Match request header. If the ETag (entity tag) value in the request header matches the one on the server, a 304 (Not Modified) response is returned; otherwise, the solver fields and values are returned. You can use this feature to manage downloading and caching of this content.

By default, all solver fields are returned. You can use the filter parameter to get a subset of solver fields.

Python

>>> solver_name = "Advantage_system4.1"
>>> r = session.get(f"{SAPI_HOME}/solvers/remote/{solver_name}")

cURL

$ solver_name="Advantage_system4.1"
$ filter="none%2C%2Bstatus%2C%2Bavg_load%2C%2Bproperties.num_qubits"
$ curl -H "X-Auth-Token: $SAPI_TOKEN" $SAPI_HOME/solvers/remote/$solver_name/?filter

2xx response

SAPI returns a 200 OK response.

>>> r.json()['description']
'Advantage performance update'

Table 75 Solver Resource Fields#
Field	Description
avg_load	Average current load for the solver.
description	Description of the solver.
id	Unique ID (name) of the solver.
properties	Solver properties that reside in the `properties` dict; for example, supported problem types, active qubits, active couplers, total number of qubits, and so on.
status	Status of the solver; for example, a status of `ONLINE` is returned if it is available and `OFFLINE` if it is unavailable.