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1. Quomodo directe transferre multimodas notitias ad exemplar

Hic demonstramus quomodo initus multimodales ad exemplar directe transeundum sit. Pro aliis exemplaribus provisoribus qui multimodalibus input, langchain logicam inhaerentem praebet in genere convertendi ad formas desideratas.
Frequentissima via est in imagine transire sicut chorda byte. Hoc opus maxime exemplar est.

import base64
import httpx

image_url = "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg"
image_data = base64.b64encode(httpx.get(image_url).content).decode("utf-8")

message = HumanMessage(
    content=[
        {"type": "text", "text": "describe the weather in this image"},
        {
            "type": "image_url",
            "image_url": {"url": f"data:image/jpeg;base64,{image_data}"},
        },
    ],
)
response = model.invoke([message])
print(response.content)
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Imaginem URL directe praebere possumus in contento typo "image_URL". Sciendum tamen est solum aliquod exemplar provisores hanc notam sustinere.

message = HumanMessage(
    content=[
        {"type": "text", "text": "describe the weather in this image"},
        {"type": "image_url", "image_url": {"url": image_url}},
    ],
)
response = model.invoke([message])
print(response.content)
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Multas imagines etiam immittere possumus.

message = HumanMessage(
    content=[
        {"type": "text", "text": "are these two images the same?"},
        {"type": "image_url", "image_url": {"url": image_url}},
        {"type": "image_url", "image_url": {"url": image_url}},
    ],
)
response = model.invoke([message])
print(response.content)
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2. Quomodo uti ferat mutimodal

Hic describitur quomodo promptis exemplis utendum est ad exempla multimodalia formanda.

import base64
import httpx

image_url = "https://upload.wikimedia.org/wikipedia/commons/thumb/d/dd/Gfp-wisconsin-madison-the-nature-boardwalk.jpg/2560px-Gfp-wisconsin-madison-the-nature-boardwalk.jpg"
image_data = base64.b64encode(httpx.get(image_url).content).decode("utf-8")

prompt = ChatPromptTemplate.from_messages(
    [
        ("system", "Describe the image provided"),
        (
            "user",
            [
                {
                    "type": "image_url",
                    "image_url": {"url": "data:image/jpeg;base64,{image_data}"},
                }
            ],
        ),
    ]
)
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Ad exemplar etiam multiplices imagines transire possumus.

prompt = ChatPromptTemplate.from_messages(
    [
        ("system", "compare the two pictures provided"),
        (
            "user",
            [
                {
                    "type": "image_url",
                    "image_url": {"url": "data:image/jpeg;base64,{image_data1}"},
                },
                {
                    "type": "image_url",
                    "image_url": {"url": "data:image/jpeg;base64,{image_data2}"},
                },
            ],
        ),
    ]
)

chain = prompt | model

response = chain.invoke({"image_data1": image_data, "image_data2": image_data})
print(response.content)
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