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Error API Cloud Video Intelligence - Requested model could not be loaded

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技术栈
python

调研方向

先从 test.py 和链接的 Video Intelligence 流式视频分类文档开始,然后查看 StreamingVideoIntelligenceServiceClient 示例及其模型配置。重现“Requested model could not be loaded”响应,并验证文档中对 AutoML 模型和端点的要求。完成标准是示例和文档明确说明所需的设置,或修正所演示的用法。

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描述

api: videointelligence priority: p2 samples type: bug

In which file did you encounter the issue?

import io

from google.cloud import videointelligence_v1p3beta1 as videointelligence

# path = 'path_to_file'
# project_id = 'gcp_project_id'
# model_id = 'automl_classification_model_id'

client = videointelligence.StreamingVideoIntelligenceServiceClient()

model_path = "projects/{}/locations/us-central1/models/{}".format(
    project_id, model_id
)

# Here we use classification as an example.
automl_config = videointelligence.StreamingAutomlClassificationConfig(
    model_name=model_path
)

video_config = videointelligence.StreamingVideoConfig(
    feature=videointelligence.StreamingFeature.STREAMING_AUTOML_CLASSIFICATION,
    automl_classification_config=automl_config,
)

# config_request should be the first in the stream of requests.
config_request = videointelligence.StreamingAnnotateVideoRequest(
    video_config=video_config
)

# Set the chunk size to 5MB (recommended less than 10MB).
chunk_size = 5 * 1024 * 1024

# Load file content.
# Note: Input videos must have supported video codecs. See
# https://cloud.google.com/video-intelligence/docs/streaming/streaming#supported_video_codecs
# for more details.
stream = []
with io.open(path, "rb") as video_file:
    while True:
        data = video_file.read(chunk_size)
        if not data:
            break
        stream.append(data)

def stream_generator():
    yield config_request
    for chunk in stream:
        yield videointelligence.StreamingAnnotateVideoRequest(input_content=chunk)

requests = stream_generator()

# streaming_annotate_video returns a generator.
# The default timeout is about 300 seconds.
# To process longer videos it should be set to
# larger than the length (in seconds) of the stream.
responses = client.streaming_annotate_video(requests, timeout=600)

for response in responses:
    # Check for errors.
    if response.error.message:
        print(response.error.message)
        break

    for label in response.annotation_results.label_annotations:
        for frame in label.frames:
            print(
                "At {:3d}s segment, {:5.1%} {}".format(
                    frame.time_offset.seconds,
                    frame.confidence,
                    label.entity.entity_id,
                )
            )

Describe the issue

https://cloud.google.com/video-intelligence/docs/streaming/video-classification

I am conducting a series of tests on AutoML, using the code provided in the official documentation, and I am encountering an issue. After training the model with VortexAI, completing the process, and retrieving the Model ID, the Python APIs consistently return 'Requested model could not be loaded.' Honestly, the demos are poorly written, and the exceptions in the code are very implicit. Some demos don't work, and you have to make corrections in certain areas to get them to function properly.

python3 ./test.py
"Requested model could not be loaded."

The model was specifically trained for Video Intelligence in the VortexAI section and, in turn, did not function correctly. In the documentation, it's not clear whether the model necessarily requires an Endpoint. Both the code and the documentation have a comprehension issue.

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