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Let repack_stream optimizer inheirt original precision #907
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jmitrevs
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fastmachinelearning:main
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calad0i:fix_repack_precision
Nov 27, 2023
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,27 @@ | ||
from tensorflow import keras | ||
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from hls4ml.converters import convert_from_keras_model | ||
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def test_repack_precision(): | ||
inp = keras.Input(shape=(3, 3), name='inp') | ||
out = keras.layers.Reshape((3, 3), name='reshape')(inp) | ||
out = keras.layers.Conv1D(2, 2, name='conv')(out) | ||
model = keras.Model(inp, out) | ||
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layer_conf = { | ||
'inp': {'Precision': 'fixed<20,10>'}, | ||
'reshape': {'Precision': 'fixed<20,10>'}, | ||
'conv': {'Precision': 'fixed<20,10>'}, | ||
} | ||
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hls_config = {'Model': {'Precision': 'fixed<2,1>', 'ReuseFactor': 1}, 'LayerName': layer_conf} | ||
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# Repack only happens in io_stream | ||
model_hls = convert_from_keras_model(model, hls_config=hls_config, io_type='io_stream') | ||
assert 'repack_reshape' in model_hls.graph, 'repack_reshape not found in graph' | ||
repack_precision = model_hls.graph['repack_reshape'].attributes['result_t'].precision | ||
assert repack_precision.integer == 10, 'Precision mismatch' | ||
assert repack_precision.fractional == 10, 'Precision mismatch' | ||
assert repack_precision.width == 20, 'Precision mismatch' | ||
assert repack_precision.signed is True, 'Precision mismatch' |
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