AI 命令#
您可以使用 %ai 单元魔法来运行特殊命令。如果模型的名称与命令相同，您需要使用 provider:model 格式来引用该模型；model 简写将无法使用。
[1]:
%reload_ext jupyter_ai
获取帮助#
%ai help 将显示所有支持的命令列表。
[2]:
%ai help
Usage: %%ai [OPTIONS] MODEL_ID
Invokes a language model identified by MODEL_ID, with the prompt being
contained in all lines after the first. Both local model IDs and global
model IDs (with the provider ID explicitly prefixed, followed by a colon)
are accepted.
To view available language models, please run `%ai list`.
Options:
-f, --format [code|html|image|json|markdown|math|md|text]
IPython display to use when rendering
output. [default="markdown"]
-n, --region-name TEXT AWS region name, e.g. 'us-east-1'. Required
for SageMaker provider; does nothing with
other providers.
-q, --request-schema TEXT The JSON object the endpoint expects, with
the prompt being substituted into any value
that matches the string literal '<prompt>'.
Required for SageMaker provider; does
nothing with other providers.
-p, --response-path TEXT A JSONPath string that retrieves the
language model's output from the endpoint's
JSON response. Required for SageMaker
provider; does nothing with other providers.
-m, --model-parameters TEXT A JSON value that specifies extra values
that will be passed to the model. The
accepted value parsed to a dict, unpacked
and passed as-is to the provider class.
--help Show this message and exit.
------------------------------------------------------------------------------
Usage: %ai [OPTIONS] COMMAND [ARGS]...
Invokes a subcommand.
Options:
--help Show this message and exit.
Commands:
delete Delete an alias. See `%ai delete --help` for options.
error Explains the most recent error.
help Show this message and exit.
list List language models. See `%ai list --help` for options.
register Register a new alias. See `%ai register --help` for options.
update Update the target of an alias. See `%ai update --help` for
options.
[3]:
%ai register --help
Usage: %ai register [OPTIONS] NAME TARGET
Register a new alias called NAME for the model or chain named TARGET.
Options:
--help Show this message and exit.
[4]:
%ai list
[4]:
Provider |
Environment variable |
Set? |
Models |
|---|---|---|---|
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
|
|
|
✅ |
|
|
|
✅ |
This provider does not define a list of models. |
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
See https://huggingface.co/models for a list of models. Pass a model’s repository
ID as the model ID; for example, |
|
|
✅ |
|
|
|
✅ |
|
|
|
❌ |
|
|
Not applicable. |
N/A |
Specify an endpoint name as the model ID. In addition, you must specify a region name, request schema, and response path. For more information, see the documentation about SageMaker endpoints deployment and about using magic commands with SageMaker endpoints. |
Aliases and custom commands:
Name |
Target |
|---|---|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
[5]:
%ai list openai
[5]:
Provider |
Environment variable |
Set? |
Models |
|---|---|---|---|
|
|
✅ |
模型别名#
使用语法 %ai register NAME TARGET，您可以为现有别名的目标创建一个新别名。目标必须使用完整的 provider:model 语法指定。您无法为另一个别名创建别名。
[6]:
%ai register mychat openai-chat:gpt-4
[6]:
Registered new alias mychat
[7]:
%ai list
[7]:
Provider |
Environment variable |
Set? |
Models |
|---|---|---|---|
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
|
|
|
✅ |
|
|
|
✅ |
This provider does not define a list of models. |
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
See https://huggingface.co/models for a list of models. Pass a model’s repository
ID as the model ID; for example, |
|
|
✅ |
|
|
|
✅ |
|
|
|
❌ |
|
|
Not applicable. |
N/A |
Specify an endpoint name as the model ID. In addition, you must specify a region name, request schema, and response path. For more information, see the documentation about SageMaker endpoints deployment and about using magic commands with SageMaker endpoints. |
Aliases and custom commands:
Name |
Target |
|---|---|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
[8]:
%%ai gpt4
What model is this?
[8]:
Apologies for the confusion, but your question is not clear. Could you please provide more details or context? Are you asking about a specific car, phone, laptop, or other product model? Without this crucial information, it’s impossible to give an accurate answer.
[9]:
%ai update mychat openai:babbage-002
[9]:
Updated target of alias mychat
[10]:
%%ai mychat
Tell me about mathematical symbols
[10]:
No HTML or other code.
What is the difference between an assignment and a function call? Why is an assignment called a value assignment and a function call a value function?
A value function is a function that takes no arguments, is returning a value. A function call is when you type in the name of a function.
Below are the symbols used in the COVID-19 pandemic:
The STARS symbol stands for the Swedish National Board of Health and Welfare.
The HEALTHY symbol stands for the Swedish National Board of Health and Welfare.
The HEALTHY symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for the Swedish National Board of Health and Welfare.
The COVID-19 symbol stands for
[11]:
%ai list
[11]:
Provider |
Environment variable |
Set? |
Models |
|---|---|---|---|
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
|
|
|
✅ |
|
|
|
✅ |
This provider does not define a list of models. |
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
See https://huggingface.co/models for a list of models. Pass a model’s repository
ID as the model ID; for example, |
|
|
✅ |
|
|
|
✅ |
|
|
|
❌ |
|
|
Not applicable. |
N/A |
Specify an endpoint name as the model ID. In addition, you must specify a region name, request schema, and response path. For more information, see the documentation about SageMaker endpoints deployment and about using magic commands with SageMaker endpoints. |
Aliases and custom commands:
Name |
Target |
|---|---|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
[12]:
%ai delete mychat
[12]:
Deleted alias mychat
[13]:
%ai list
[13]:
Provider |
Environment variable |
Set? |
Models |
|---|---|---|---|
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
|
|
|
✅ |
|
|
|
✅ |
This provider does not define a list of models. |
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
See https://huggingface.co/models for a list of models. Pass a model’s repository
ID as the model ID; for example, |
|
|
✅ |
|
|
|
✅ |
|
|
|
❌ |
|
|
Not applicable. |
N/A |
Specify an endpoint name as the model ID. In addition, you must specify a region name, request schema, and response path. For more information, see the documentation about SageMaker endpoints deployment and about using magic commands with SageMaker endpoints. |
Aliases and custom commands:
Name |
Target |
|---|---|
|
|
|
|
|
|
|
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自定义链#
您可以在本地变量中定义一个LangChain链，并将其作为魔法命令 %ai register 中的目标使用。
[14]:
from langchain.chains import LLMChain
from langchain.prompts import PromptTemplate
from langchain_community.llms import Cohere
llm = Cohere(model="command", max_tokens=256, temperature=0.75)
prompt = PromptTemplate(
input_variables=["product"],
template="What is a good name for a company that makes {product}? Provide only one name. Do not provide any other text than the name. Do not provide other info",
)
chain = LLMChain(llm=llm, prompt=prompt)
[15]:
# 仅指定输入变量运行链。
print(chain.invoke("colorful socks"))
{'product': 'colorful socks', 'text': ' FunkyHues'}
[16]:
%ai register company chain
[16]:
Registered new alias company
[17]:
%ai list
[17]:
Provider |
Environment variable |
Set? |
Models |
|---|---|---|---|
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
|
|
|
✅ |
|
|
|
✅ |
This provider does not define a list of models. |
|
|
✅ |
|
|
Not applicable. |
N/A |
|
|
|
✅ |
See https://huggingface.co/models for a list of models. Pass a model’s repository
ID as the model ID; for example, |
|
|
✅ |
|
|
|
✅ |
|
|
|
❌ |
|
|
Not applicable. |
N/A |
Specify an endpoint name as the model ID. In addition, you must specify a region name, request schema, and response path. For more information, see the documentation about SageMaker endpoints deployment and about using magic commands with SageMaker endpoints. |
Aliases and custom commands:
Name |
Target |
|---|---|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
custom chain |
[18]:
%%ai company
colorful socks
[18]:
Vox Socks
[19]:
%%ai company --format text
colorful socks
[19]:
Spectra Socks
[ ]: