Exemple #1
0
def get_model(model_name):
    if model_name not in MODEL_CACHE:
        print("Recreating the %r model in cache" % model_name)
        try:
            model = load_model(model_name)
        except FileNotFoundError:
            if ALLOW_MISSING_MODELS:
                print(
                    "Missing %r model, skipping because ALLOW_MISSING_MODELS is set"
                    % model_name
                )
                return None
            else:
                raise

        # Cache the model only if it was last used less than two hours ago.
        if model_name in MODEL_LAST_LOADED and MODEL_LAST_LOADED[
            model_name
        ] > datetime.now() - relativedelta(hours=2):
            MODEL_CACHE[model_name] = model
    else:
        model = MODEL_CACHE[model_name]

    MODEL_LAST_LOADED[model_name] = datetime.now()
    return model
Exemple #2
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def get_model(model_name):
    if model_name not in MODEL_CACHE:
        print("Recreating the model in cache")
        model = load_model(model_name, MODELS_DIR)

        MODEL_CACHE[model_name] = model
        return model

    return MODEL_CACHE[model_name]
Exemple #3
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    def go(self, model_name):
        should_download_model = bool(os.getenv("SHOULD_DOWNLOAD_MODEL"))
        download_url = os.getenv("MODEL_DOWNLOAD_URL")

        if should_download_model and download_url:
            download_url = download_model(download_url, f"{model_name}model")

        # Load the model
        model = load_model(model_name)

        # Then call the check method of the model
        success = model.check()

        if not success:
            msg = f"Check of model {model.__class__!r} failed, check the output for reasons why"
            logger.warning(msg)
            sys.exit(1)
Exemple #4
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def get_model(model_name):
    if model_name not in MODEL_CACHE:
        print("Recreating the %r model in cache" % model_name)
        try:
            model = load_model(model_name, MODELS_DIR)
        except FileNotFoundError:
            if ALLOW_MISSING_MODELS:
                print(
                    "Missing %r model, skipping because ALLOW_MISSING_MODELS is set"
                    % model_name)
                return None
            else:
                raise

        MODEL_CACHE[model_name] = model
        return model

    return MODEL_CACHE[model_name]