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yujiepan
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bert-base-uncased-sst2-PTQ

Transformers
PyTorch
OpenVINO
English
bert
Generated from Trainer
Inference Endpoints
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yujiepan commited on
Commit
fe9536d
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1 Parent(s): aef1e51

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  1. nncf_output.log +93 -0
  2. trainer_state.json +15 -0
  3. training_args.bin +1 -1
nncf_output.log CHANGED
@@ -91,3 +91,96 @@ INFO:nncf:Collecting tensor statistics |█████████████
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  INFO:nncf:Collecting tensor statistics |████████████████| 10 / 10
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  INFO:nncf:Compiling and loading torch extension: quantized_functions_cpu...
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  INFO:nncf:Finished loading torch extension: quantized_functions_cpu
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  INFO:nncf:Collecting tensor statistics |████████████████| 10 / 10
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  INFO:nncf:Compiling and loading torch extension: quantized_functions_cpu...
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  INFO:nncf:Finished loading torch extension: quantized_functions_cpu
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+ INFO:nncf:Ignored adding weight quantizer for: BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/NNCFEmbedding[word_embeddings]/embedding_0
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+ INFO:nncf:Ignored adding weight quantizer for: BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/NNCFEmbedding[token_type_embeddings]/embedding_0
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+ INFO:nncf:Ignored adding weight quantizer for: BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/NNCFEmbedding[position_embeddings]/embedding_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 4 BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/NNCFEmbedding[word_embeddings]/embedding_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 5 BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/NNCFEmbedding[token_type_embeddings]/embedding_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 6 BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 8 BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/__iadd___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 9 BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 10 BertForSequenceClassification/BertModel[bert]/BertEmbeddings[embeddings]/Dropout[dropout]/dropout_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 23 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[0]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 26 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[0]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 32 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[0]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 33 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[0]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 38 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[0]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 39 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[0]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 52 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[1]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 55 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[1]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 61 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[1]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 62 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[1]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 67 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[1]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 68 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[1]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 81 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[2]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 84 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[2]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 90 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[2]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 91 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[2]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 96 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[2]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 97 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[2]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 110 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[3]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 113 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[3]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 119 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[3]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 120 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[3]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 125 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[3]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 126 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[3]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 139 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[4]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 142 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[4]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 148 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[4]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 149 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[4]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 154 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[4]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 155 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[4]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 168 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[5]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 171 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[5]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 177 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[5]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 178 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[5]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 183 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[5]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 184 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[5]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 197 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[6]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 200 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[6]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 206 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[6]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 207 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[6]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 212 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[6]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 213 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[6]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 226 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[7]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 229 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[7]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 235 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[7]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 236 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[7]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 241 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[7]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 242 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[7]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 255 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[8]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 258 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[8]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 264 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[8]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 265 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[8]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 270 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[8]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 271 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[8]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 284 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[9]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 287 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[9]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 293 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[9]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 299 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[9]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 313 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[10]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 316 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[10]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 322 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[10]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 323 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[10]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 328 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[10]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 342 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[11]/BertAttention[attention]/BertSelfAttention[self]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 345 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[11]/BertAttention[attention]/BertSelfAttention[self]/matmul_1
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+ INFO:nncf:Not adding activation input quantizer for operation: 351 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[11]/BertAttention[attention]/BertSelfOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 352 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[11]/BertAttention[attention]/BertSelfOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Not adding activation input quantizer for operation: 357 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[11]/BertOutput[output]/__add___0
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+ INFO:nncf:Not adding activation input quantizer for operation: 358 BertForSequenceClassification/BertModel[bert]/BertEncoder[encoder]/ModuleList[layer]/BertLayer[11]/BertOutput[output]/NNCFLayerNorm[LayerNorm]/layer_norm_0
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+ INFO:nncf:Compiling and loading torch extension: quantized_functions_cpu...
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+ INFO:nncf:Finished loading torch extension: quantized_functions_cpu
trainer_state.json ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ "best_metric": null,
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+ "best_model_checkpoint": null,
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+ "epoch": null,
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+ "global_step": 0,
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+ "is_hyper_param_search": false,
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+ "is_local_process_zero": true,
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+ "is_world_process_zero": true,
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+ "log_history": [],
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+ "max_steps": 0,
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+ "num_train_epochs": 0,
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+ "total_flos": 0,
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+ "trial_name": null,
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+ "trial_params": null
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+ }
training_args.bin CHANGED
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