计算器

这个 notebook 展示了如何使用 Kork 创建一个简单的计算器链。

%load_ext autoreload
%autoreload 2

import sys

sys.path.insert(0, "../")

import math
import operator

import langchain
from langchain.llms import OpenAI
from kork import CodeChain
from kork.parser import parse

examples = [
    ("calculate the sqrt of 2", "let result = pow(2, 0.5)"),
    ("2*5 + 1", "let result = 2 * 5 + 1"),
    ("1.3e-3", "let result = 1.3 * pow(10, -3)"),
    ("2**5", "let result = pow(2, 5)"),
    ("calculate log of 2", "let result = log2(2)"),
    (
        "every day i eat 3 donuts. how many donuts do i eat during the week",
        "let days_in_week = 7; let result = days_in_week * 3;",
    ),
    ("is 2 > 1?", "let result = gt(2, 1);"),
]

examples_in_ast = [(query, parse(code)) for query, code in examples]

llm = OpenAI(
    model_name="text-davinci-003",
    temperature=0,
    max_tokens=2000,
    frequency_penalty=0,
    presence_penalty=0,
    top_p=1.0,
    verbose=True,
)

chain = CodeChain.from_defaults(
    llm=llm,
    examples=examples_in_ast,
    context=[
        math.sin,
        math.sinh,
        math.asin,
        math.atan,
        math.acos,
        math.cos,
        math.cosh,
        math.tan,
        math.tanh,
        math.ceil,
        math.floor,
        math.dist,
        math.degrees,
        math.radians,
        math.exp,
        math.log10,
        math.log2,
        math.pow,
        operator.ge,
        operator.le,
        operator.eq,
        operator.gt,
        operator.lt,
    ],
)

让我们测试一下！

queries_and_answers = [
    ("calculate the sin of 37 degrees", math.sin(math.radians(37))),
    ("whats the square root of 10382", math.sqrt(10382)),
    ("what is 2+3**3", 2 + 3**3),
    ("i have 2 halves how much do i have together?", 1),
    ("is 2**3 larger than sin(x) for x = 0.3 radians?", 2**3 > math.sin(0.3)),
    ("i weigh 180 lbs how much do i weight in kgs?", 180 * 0.453592),
]

from kork.display import display_html_results, as_html_dict

html_results = []
for query, answer in queries_and_answers:
    code_result = chain(inputs={"query": query})
    html_results.append(as_html_dict(code_result, query=query, expected_answer=answer))

display_html_results(html_results)

	查询	代码	结果	预期	正确	错误	原始数据
0	计算 37 的正弦值 度	var result = sin(radians(37))	0.6018150231520483	0.6018150231520483	✅	[]	```😼 var result = sin(radians(37)) ```
1	10382 的平方根是多少	var result = pow(10382, 0.5)	101.89209979188769	101.89209979188769	✅	[]	```😼 var result = pow(10382, 0.5) ```
2	2+3**3 是多少	var result = 2 + pow(3, 3)	29.0	29	✅	[]	```😼 var result = 2 + pow(3, 3) ```
3	我有 2 个一半，我总共有多少？ 一起拥有？	var result = 2 * 1	2	1	⛔	[]	```😼 var result = 2 * 1 ```
4	对于 x = 0.3 弧度，2**3 是否大于 sin(x)？ 弧度？	var x = 0.3 var result = gt(pow(2, 3), sin(x))	True	True	✅	[]	```😼 var x = 0.3 var result = gt(pow(2, 3), sin(x)) ```
5	我重 180 磅，我重多少公斤？ 体重是多少公斤？	var lbs_to_kgs = 0.453592 var result = lbs_to_kgs * 180	81.64656	81.64656	✅	[]	```😼 var lbs_to_kgs = 0.453592 var result = lbs_to_kgs * 180 ```