Chouffe commented on a change in pull request #15023: Extend Clojure BERT
example
URL: https://github.com/apache/incubator-mxnet/pull/15023#discussion_r292339549
##########
File path:
contrib/clojure-package/examples/bert/src/bert/bert_sentence_classification.clj
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@@ -138,14 +162,16 @@
{:label {label-desc (ndarray/array
labels [train-num]
{:ctx dev})}
:data-batch-size batch-size})
- model (m/module model-sym {:contexts [dev]
- :data-names ["data0" "data1" "data2"]})]
- (m/fit model {:train-data train-data :num-epoch num-epoch
- :fit-params (m/fit-params {:allow-missing true
- :arg-params (m/arg-params
bert-base)
- :aux-params (m/aux-params
bert-base)
- :optimizer (optimizer/adam
{:learning-rate 5e-6 :episilon 1e-9})
- :batch-end-callback
(callback/speedometer batch-size 1)})})))
+ fitted-model (m/fit (m/module model-sym {:contexts [dev]
+ :data-names ["data0" "data1"
"data2"]})
+ {:train-data train-data :num-epoch num-epoch
+ :fit-params (m/fit-params {:allow-missing true
+ :arg-params
(m/arg-params bert-base)
+ :aux-params
(m/aux-params bert-base)
+ :optimizer
(optimizer/adam {:learning-rate 5e-6 :epsilon 1e-9})
+ :batch-end-callback
(callback/speedometer batch-size 1)})})]
+ (m/save-checkpoint fitted-model {:prefix fine-tuned-prefix :epoch
num-epoch})
Review comment:
With the `infer` API I suppose? Maybe we could change this at some point
@kedarbellare?
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