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docs[minor]: bedrock tool calling/WSO docs #5735
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03d0954
community[minor]: Add withStructuredOutput to bedrock
bracesproul 864905e
implement .bind, fix call options, add docs
bracesproul 8d5ce55
chore: lint files
bracesproul 668cb48
merge main
bracesproul ff0bf42
Merge branch 'main' into brace/bedrock-with-structured-output
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,63 @@ | ||
import { BedrockChat } from "@langchain/community/chat_models/bedrock"; | ||
// Or, from web environments: | ||
// import { BedrockChat } from "@langchain/community/chat_models/bedrock/web"; | ||
import { z } from "zod"; | ||
import { zodToJsonSchema } from "zod-to-json-schema"; | ||
|
||
const model = new BedrockChat({ | ||
region: process.env.BEDROCK_AWS_REGION, | ||
model: "anthropic.claude-3-sonnet-20240229-v1:0", | ||
maxRetries: 0, | ||
credentials: { | ||
secretAccessKey: process.env.BEDROCK_AWS_SECRET_ACCESS_KEY!, | ||
accessKeyId: process.env.BEDROCK_AWS_ACCESS_KEY_ID!, | ||
}, | ||
}); | ||
|
||
const weatherSchema = z | ||
.object({ | ||
city: z.string().describe("The city to get the weather for"), | ||
state: z.string().describe("The state to get the weather for").optional(), | ||
}) | ||
.describe("Get the weather for a city"); | ||
|
||
const modelWithTools = model.bindTools([ | ||
{ | ||
name: "weather_tool", | ||
description: weatherSchema.description, | ||
input_schema: zodToJsonSchema(weatherSchema), | ||
}, | ||
]); | ||
// Optionally, you can bind tools via the `.bind` method: | ||
// const modelWithTools = model.bind({ | ||
// tools: [ | ||
// { | ||
// name: "weather_tool", | ||
// description: weatherSchema.description, | ||
// input_schema: zodToJsonSchema(weatherSchema), | ||
// }, | ||
// ], | ||
// }); | ||
|
||
const res = await modelWithTools.invoke("What's the weather in New York?"); | ||
console.log(res); | ||
|
||
/* | ||
AIMessage { | ||
additional_kwargs: { id: 'msg_bdrk_01JF7hb4PNQPywP4gnBbgpHi' }, | ||
response_metadata: { | ||
stop_reason: 'tool_use', | ||
usage: { input_tokens: 300, output_tokens: 85 } | ||
}, | ||
tool_calls: [ | ||
{ | ||
name: 'weather_tool', | ||
args: { | ||
city: 'New York', | ||
state: 'NY' | ||
}, | ||
id: 'toolu_bdrk_01AtEZRTCKioFXqhoNcpgaV7' | ||
} | ||
], | ||
} | ||
*/ |
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@@ -0,0 +1,34 @@ | ||
import { BedrockChat } from "@langchain/community/chat_models/bedrock"; | ||
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. Hey there! 👋 I've reviewed the code changes and noticed that environment variables are being accessed using |
||
// Or, from web environments: | ||
// import { BedrockChat } from "@langchain/community/chat_models/bedrock/web"; | ||
import { z } from "zod"; | ||
|
||
const model = new BedrockChat({ | ||
region: process.env.BEDROCK_AWS_REGION, | ||
model: "anthropic.claude-3-sonnet-20240229-v1:0", | ||
maxRetries: 0, | ||
credentials: { | ||
secretAccessKey: process.env.BEDROCK_AWS_SECRET_ACCESS_KEY!, | ||
accessKeyId: process.env.BEDROCK_AWS_ACCESS_KEY_ID!, | ||
}, | ||
}); | ||
|
||
const weatherSchema = z | ||
.object({ | ||
city: z.string().describe("The city to get the weather for"), | ||
state: z.string().describe("The state to get the weather for").optional(), | ||
}) | ||
.describe("Get the weather for a city"); | ||
|
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const modelWithStructuredOutput = model.withStructuredOutput(weatherSchema, { | ||
name: "weather_tool", // Optional, defaults to 'extract' | ||
}); | ||
|
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const res = await modelWithStructuredOutput.invoke( | ||
"What's the weather in New York?" | ||
); | ||
console.log(res); | ||
|
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/* | ||
{ city: 'New York', state: 'NY' } | ||
*/ |
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Hey there! I've reviewed the code and flagged a specific change related to accessing environment variables using
process.env
. This is to ensure the maintainers review and confirm the handling of environment variables in the code. Let me know if you need further assistance!