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update qkeras setup #100

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Merged
merged 1 commit into from
Apr 1, 2025
Merged

update qkeras setup #100

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16 changes: 5 additions & 11 deletions part6_cnns.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -737,19 +737,13 @@
"source": [
"# Then the QKeras model\n",
"hls_config_q = hls4ml.utils.config_from_keras_model(qmodel, granularity='name', backend='Vitis')\n",
"hls_config_q['Model']['ReuseFactor'] = 1\n",
"hls_config['Model']['Precision'] = 'ap_fixed<16,6>'\n",
"hls_config_q['LayerName']['output_softmax']['Strategy'] = 'Stable'\n",
"\n",
"plotting.print_dict(hls_config_q)\n",
"\n",
"cfg_q = hls4ml.converters.create_config(backend='Vitis')\n",
"cfg_q['IOType'] = 'io_stream' # Must set this if using CNNs!\n",
"cfg_q['HLSConfig'] = hls_config_q\n",
"cfg_q['KerasModel'] = qmodel\n",
"cfg_q['OutputDir'] = 'quantized_pruned_cnn/'\n",
"cfg_q['XilinxPart'] = 'xcu250-figd2104-2L-e'\n",
"hls_model_q = hls4ml.converters.convert_from_keras_model(\n",
" qmodel, hls_config=hls_config_q, output_dir='quantized_pruned_cnn', backend='Vitis', io_type='io_stream'\n",
")\n",
"\n",
"hls_model_q = hls4ml.converters.keras_to_hls(cfg_q)\n",
"hls_model_q.compile()"
]
},
Expand Down Expand Up @@ -1321,7 +1315,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.11"
"version": "3.11.9"
}
},
"nbformat": 4,
Expand Down
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