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Accessing pipeline set weight in rebalance

Hi I set my weights in pipeline for each stock that was called in the compute method of my factor

out[i] = w.

I want to access the value w in the rebalance. I have scoured the quantopian posts for that and only find ranking and top percentile etc. Nowhere have I seen an example where the pipeline weight numeric value is accessed again in rebalance.

Basically I want to do this in rebalance:

For each stock iterated in longs:
what is the symbol and what is its numeric weight set in pipeline.

For each stock iterated in shorts:
what is the symbol and what is its numeric weight set in pipeline.

2 responses

Hello Leo,

Once you have instantiated your factor, you will want to add it as a column to your pipeline's output. For example:

def make_pipeline():  
    weights = MyFactor() # Replace with your factor

    return Pipeline(  
        columns={  
            'weights': weights  
        }  
    )  

Then, you will be able to reference that column from the pipeline's output by using the 'weights' string as an index:

def before_trading_start(context, data):  
    context.output = pipeline_output('my_pipeline')  
    context.weights = context.output['weights']  

The resulting context.weights variable will be a pandas Series indexed by sid containing the corresponding weight calculated by your factor. You can then iterate through context.weights inside a rebalance function and place orders accordingly:

def my_rebalance(context, data):  
    for security in context.weights.index:  
        if data.can_trade(security):  
            order_target_percent(security, context.weights[security])  

This is just a general example. I would recommend you going through the Pipeline Tutorial for more details and examples on how to add factors, filters and classifiers to your pipelines, and integrate them with your algorithms.

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Ernesto, thanks for your response. Very informative. I will try it out.