Python Function Runtime

The Python Function Runtime allows you to author functions (such as prompt builders and completion handlers) using a limited version of the Python programming language. The runtime is only intended for writing pure functions and is not a general software runtime. Think of it as a templating engine on steroids. Rather than worrying about network requests, concurrency and other software engineering concerns, you can just focus on minimal scripting to achieve the desired translations.

Compatible with Python 3.12 syntax
Each assistant gets one python module in which to author functions referenced directly by the Flow or lower-level helper functions
To aide in debugging, print output is visible in the Debug Workbench -> Inspector -> Console area
The import keyword is not allowed.
The only module you have access to is the pre-imported quiq module that contains various helper functions documented below
There's no way to make network requests from within your functions. However, search results and webhook results accumulate on the context argument that is passed into your assistant functions

Reference Materials

Example Functions

quiq.base64

encode

def encode(bites, url=False)

Encode a bytes-like object using python's base64 standard library

Arguments:

bites bytes - a bytes-like object to base64 encode
url bool - whether or not to encode to a base64 URL scheme

Returns:

Base64 encoded bytes

decode

def decode(bites, url=False)

Decode a bytes-like object using python's base64 standard library

Arguments:

bites bytes - a bytes-like object to base64 decode
url bool - whether or not to decode from a base64 URL scheme

Returns:

Bytes decoded from base64

encode_to_string

def encode_to_string(string, url=False, charset="utf-8")

Base64 encode a string using python's base64 standard library

Arguments:

string str|bytes - a str (or bytes) to base64 encode
url - (bool): whether or not this is to be encoded to a base64 URL scheme
charset str - defaults to utf-8

Returns:

The base64 encoded string generated from the input argument

decode_to_string

def decode_to_string(string, url=False, charset="utf-8")

Base64 decode a string using python's base64 standard library

Arguments:

string str|bytes - a str (or bytes) to base64 decode
url bool - whether or not this is to be decoded from a base64 URL scheme
charset str - defaults to utf-8

Returns:

The string decoded from the base64 input.

quiq.ctx

get_search_results

def get_search_results(resource_id, max_distance=None, max_records=None)

Easily find search results for a given search resource.

Finds search results by search resource id with the ability to apply a distance filter.

Arguments:

resource_id str - The id of the search index
max_distance float - Optional max distance between the search result and the search string
max_records int - Optional maximum number of records to return

Returns:

A list of dataset records, the schema of which varies based on the dataset.

format_search_results

def format_search_results(resource_id,
                          format_str,
                          records=None,
                          separator="\n\n",
                          max_distance=None,
                          max_records=None)

Easily format search result into a string (typically for inclusion in prompts)

Finds and formats search results by search resource id with the ability to apply a distance filter.

Example invocation assuming dataset records ahve the properties title and body:

quiq.ctx.format_search_results('my-search-resource', "{title} - {body}")

Arguments:

resource_id str - The id of the search resource
format_str str - A python f-string (format string) that will be used to format the search records
records - (list): Overrides the list of records to format. By default will be populated for you using get_search_results
separator - (str): Separator to be used between records in the final formatted string.
max_distance float - Optional max distance between the search result and the search string
max_records int - Optional maximum number of records to return

Returns:

A string representation of the matching search results

quiq.dt

timestamp_to_iso

def timestamp_to_iso(timestamp, tz=None)

Convert timestamp to an ISO 8601 string

Converts timestamps into ISO 8601 strings. Will handle either second or millisecond timestamps. By default the ISO
strings will be in UTC but you can override that.

Arguments:

timestamp - the timestamp in seconds or milliseconds. Can be a float or int
tz - Optional tz, which must be a legal key into the IANA zone_info DB. Defaults to UTC.

Returns:

An ISO 8601 string

iso_to_timestamp

def iso_to_timestamp(iso_string)

Convert an ISO 8601 string to a timestamp

Arguments:

iso_string str - A legal ISO 8601 datetime string

Returns:

A unix timestamp (in seconds) as a float

format_timestamp

def format_timestamp(timestamp, format_str, tz=None)

Format a timestamp according to a format string.

See the python docs for details on supported format strings

Arguments:

timestamp - the timestamp in seconds or milliseconds. Can be a float or int
format_str - the formatting string to apply to the timestamp
tz - Optional tz, which must be a legal key into the IANA zone_info DB. Defaults to UTC.

Returns:

The formatted string

quiq.json

loads

def loads(s)

Deserialize a JSON string into an object

dumps

def dumps(obj, indent=None)

Serialize an object to a JSON string

quiq.jwt

get_unverified_claimset

def get_unverified_claimset(encoded)

Read the claimset of a JWT without validating its signature

Arguments:

encoded - the encoded JWT

Returns:

Claims dictionary

get_unverified_headers

def get_unverified_headers(encoded)

Read the headers of a JWT without validating its signature

Arguments:

encoded - the encoded JWT

Returns:

Headers dictionary

quiq.re

Wrappers around commonly used regex functions

findall

def findall(pattern, string, ignore_case=False)

Find all occurences of a regex pattern in a string

sub

def sub(pattern, repl, string, count=0, ignore_case=False)

Substitute occurences of a regex pattern in a string with a replacement

quiq.tokens

count

def count(llm, prompt)

Count the tokens used by the specified prompt. Only works for OpenAI ChatCompletion models

quiq.urllib.parse

quote

def quote(string, safe='/', encoding=None, errors=None)

Replace special characters in string using the %xx escape

quote_plus

def quote_plus(string, safe='', encoding=None, errors=None)

Like quote(), but also replace spaces with plus signs

quiq.yaml

safe_load

def safe_load(data)

Deserialize YAML into an object

dump

def dump(data)

Serialize an object to YAML