aboutsummaryrefslogblamecommitdiffstats
path: root/lstm-models/ethereum_model_randseed_785.h5
blob: 370cb02da92fa0e25f0e00359fda27cad54630bc (plain) (tree)






























                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         
�HDF

������������������`�� TREE�����������������HEAPX0�model_weightsoptimizer_weights(��Hkeras_version`@backend
`H
model_config}`8Yh`@TREE����������������`HEAPX@�lstm_12dropout_12dense_12activation_12SNOD8`��Y�Y�[GCOL2.1.6
tensorflow}{"class_name": "Sequential", "config": [{"class_name": "LSTM", "config": {"name": "lstm_12", "trainable": true, "batch_input_shape": [null, 10, 4], "dtype": "float32", "return_sequences": false, "return_state": false, "go_backwards": false, "stateful": false, "unroll": false, "units": 20, "activation": "tanh", "recurrent_activation": "hard_sigmoid", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}}, "recurrent_initializer": {"class_name": "Orthogonal", "config": {"gain": 1.0, "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "unit_forget_bias": true, "kernel_regularizer": null, "recurrent_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "recurrent_constraint": null, "bias_constraint": null, "dropout": 0.0, "recurrent_dropout": 0.0, "implementation": 1}}, {"class_name": "Dropout", "config": {"name": "dropout_12", "trainable": true, "rate": 0.25, "noise_shape": null, "seed": null}}, {"class_name": "Dense", "config": {"name": "dense_12", "trainable": true, "units": 1, "activation": "linear", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1.0, "mode": "fan_avg", "distribution": "uniform", "seed": null}}, "bias_initializer": {"class_name": "Zeros", "config": {}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}, {"class_name": "Activation", "config": {"name": "activation_12", "trainable": true, "activation": "linear"}}]}
tensorflow2.1.6{"optimizer_config": {"class_name": "Adam", "config": {"lr": 0.0010000000474974513, "beta_1": 0.8999999761581421, "beta_2": 0.9990000128746033, "decay": 0.0, "epsilon": 1e-07, "amsgrad": false}}, "loss": "mae", "metrics": [], "sample_weight_mode": null, "loss_weights": null}�`�player_names
lstm_12dropout_12dense_12activation_12@backend
`Hkeras_version`��TREE����������������8"HEAPXlstm_12HSNOD0�4 V@X (2P2�M�./01������
weight_nameslstm_12/kernel:0lstm_12/recurrent_kernel:0lstm_12/bias:0(PP  �$�͋[h��!TREE�����������������#HEAPX8�!kernel:0recurrent_kernel:0bias:0 SNODx��!SNOD0�-h�,�Y�=<-F�n@�`8>�q�V�t�5�>,ޏ=$e����T�k>���<₾X=h=�Q>���>E]����>>|�_���*>��=F�M�p"=f4w>ji>��,���=fG>"�s>�%>��t�2�v�v�G>�>��U�vMS>�འ
2<�z���<��ܟM>�kW>�t=> �=�au>ȡ>lxl�@&B=R=k>T51�;�q��->���P�=��D>i�=�eh>��g>�f��@���|�m�@�<~�N��m,>��L�*齬�G����=��I>�By<���@�>�F-�;Q^��pD�P����ʨ=p�
>8�_=p���U>$�f���I��a/>�O.=��>wC=���y>X�A�HK#�6K>����;h�L���`���xy1=ʳ1>��< ����=0`Ƽ2�!>�U>/L��M<>���=�����Z>�����49>:,9>yf�����V�u>Z���E.����>X��=~�s>��'=~4>��I��gĽ���T�G�?_|�o��>,�=&�
><��=N�=H/K>0��<�ɿ=��>4v�A�=����k�`�	=�X�j��\�\�R#8�d��=@��;9�::s<��Z����=�o>8�%=�Y�\�J>zP��X[�bS��h>�+�����<FzY��Qm>�@���y<<���҄o>`����A=��E�d�>@��d=���=`�>$"G>֯��.���Dt�|V�=f�t�=$>��=1c�>�O۽�����8�f<޽T!�=d��=��(�tĽ|/�=4�%����$�%�:O��[O=�����34��ph>G������-�=|�޽�>��?=�]��A=�=>��<�����>�d>̾�=�8:��}>೟<�P�=��
>�TO>µH>�C
>��޽�U� 3���ǽV�>k#���ޱ��"����C��_<�d`�����A0�(�������H��=���x�>�{���t���=�
z���g>��?����=�p�b�=t".��#�;Ƽ<�P�/�`ć<ژ�=�S�8Ӷ=���Ȕ��~*�8F5>Ble~��	>�A� ����Z���m>tJ�=6Zn>�����
.>�P�=����t9����=ޭ�8aZ>x�B>���2q��-�c���q��B�����d5=<�i>R6�7�=��=�$3���
>�"���I�v�p>�8�D�=���=�]�����$ۼ��,�.B�������@���7=��r>�.B��J=Ϝ��j���"� �z���=��"�<�Y���n��?�?�?�?�?�?�?�?�?�?�?�?�?�?�?�?�?�?�?�?��;J˻>����}#ᾨ�>��d����;�=�C���Ȥֽ1ؽp����'x��==����jN�[���b���{�;�-�=L�M=�&�g��?(PP  �4�͋[hPP  �)@�͋[x�1�TREE�����������������#HEAPXP1P/01H
weight_names ?@44�@N�TREE�����������������R�OR�X��ἰ>.�I�뽏_��tェN=�ӌ<��>[��=�@P=���--���_�<ɍӽyӽ	�f������̑�=O\���}>}f�=���=4�>��=a��<7ӽ�7�=����q�-�=U`=��(;��U=w/\=�g�6�����7u>1�<���<E�Ž�۽�X���Č;�~�=�U�=��&>J����R;:�>	�;>�v�=R�m��7S�����9��c�.?E����=7I9�ܷ<7r�=��/>(m�=�=P'�=d�4<�1���ꋽ��
>����8p��_���Ľ�|����
��_$�G����Vc����;�+C>�c��5�>*�,=�mk��eýN3����0����@=��=>�Q�;Ō='l�<����n�=���|9������=jOv>p�=�>����:M���X�B'%�Vf�=��ʻa��<��q>l=���
�=�x7��j�1/��qx=ֵּ\hE=k�2�W�=\�<݄�����z;>%ɪ<{�]��!� 0�]�W�vm�>ѕ�<��˽�x�=��S�
>�W>!�J���E����8E�VP������
P�<~���'��
�:K�=��r�{SV�G�=pm�?�u$h��>�Ǽnּ��*>�����=?���g���A$���V>:P�E7�?T>D��0#�=�/'>��^�n׼����bk�=��rX�<G�t�ak�=���<�q�������S��=Z@�<�/���<��;9<J_׽.�=��>^CT��{�Z�b�5��<v���|ξ<����[ü�#<�:B���U���e��'��T�=�r��;H��G>�W><�8=^��<�鯽�b��f<�B���*�=i==��@��]�<b��[l�* >J;�<l��=��F>�P=*��ɰ=��.=|DĽN��<��o��9�=71�=a=�<���=�"��]�K��6Q�w�>�k�=�j1��S=�U=�ݽ�K>�7�=L�>��<�z�ލp�u�;�(۽�n>���`�ʎǽ'=)�y�&�
��=	K�_�������^s�9w2�%���M�]�U)󽲥S>x8�伮���
<
�=z �=鮙�9N�Y�S>�b����e;v�H��WR���q�b7�����Ͻ���<�x >��(���<۹0���ֽDZV=��z����<��[̽+>�yeH>�>o�(��	V<�����d&ļR����2�=)�.>����[����=��$�]��v�=V!>=��=WS���&�/t�;��=sl�q��=�)���Z>&S&><�>�,�=ri˽)�>�f�<�]�u;�'O>Dk�<�h=���H����:�=�Q~;xTp�A���x">�~=Ŝ>�N�=��$>>ݨ�
����W��-
�lp8��E>G={�=Q6k��<��K=���;qf��sM=14(�u�>"^��tl�� <�n�"E�=Yf�=�d>�a>$%#�r��< H|�U��A>}=�]<_��=K�>�)<`O�=�F��5'ڼW}:>_
�?�����=oz!>�G=l�=�j�1�^��8�<�(������=�<2>\��;��%>��`�eŷ�2�սe�S�,�ݽT�Խf_�;��:"o<j�׼]D>ج���>>oy��:�;��;=�a�=��
=P�ͽ]4n=����S�N����}ܼ%�=��
=3O����5��t�=e��=�x=���;,��;�܎��\����󏼁��=Av=�9=�4.>�@�=)��=r�����ls���=�����=�ݖ��/<�����qC=_P����<��j>�<=�*� �Ƽ���;N�="�V2�ȅ���󈾰)��TX>��^��u����;l�I�J�=���
��`�(=UCԻ^X&<��B=-�>��H�0s-�YP��!u-�U�>�f�=s6�=_�<P>�����j�=�|�<3�E<�2�=2��<��2=����"��(Q��)>��E����#�W�=84\��\>��=4�>�_�6@�=�h��=Խ��h��aؽ��0����=.��=�Wͺ��庋ua>��7�?�'غ��/>3]<����!j�=�X������.�<��>��=}��=��>
/�@̷��q����6>(��;=̽��>�io=W�O>��\���4�=>U����j�>�"���彂{i��9V��G>���=V.>0�;�E�h:�[�<Q0*�=�=+��=/�>�X��V=��=��9��S�<�{=M�6�`�=a�=��=z�����oI�=��ʼ-�-����	7>�I�=Y�=��=�:>VN`=Z������=�=>~�� +�<����#��{ ���3=S�����7�M�<��̽(�<�JH=ܳ=X�>ݻ�Bo����<N�0�$q�j\?>Nk�+ټ��>=k�9>19%>�Ä�`���r��2nx�R��?E�=cs�=ε=ױs=~ƕ=C�
=���������;!�=�I�'kU=C!�=��нD�>��8����=h��<�y^>p� ��?>ٰĽb���{>X�=>ĩ<NI;QNͼ��*>2�����Ľу��ڽ��V=y���̘�>^d=Y=>ms"�<�B>���=�X=J���m��=比���?=�w������X�=�`���A=L��=�I&�o�>��
����;t@
�2�=�������,�,�=��j��=���=�|'�_Bo=�W�<\͝����=�i���}�\`1>�,�<Z�����o=�v�����Z������FLY�KW���,>_0��z���"���>l<��Tb>H�>�:$�?�8��fT=�er��U�cZ�<N�%�|��㽇������E#����G=EG
>Z�\��e0����=���g�d�6�V/���'�����=
y=:%�=J�н��)��R��ɘ=B$~=��۽���Q��=����|�Bͽ�N�=oK>ڻ�����<,�C;�?C���|5���X�K�H���=�7:>�M[=���5,?��2������P�s�m������=�=�9�<���;c̖>�=�,����߃=�e{�Kd�����=����ێ��W>Hp�=�*�=�Z#���ֽ
z�<���=�8>v��ҡ�B:½)*�=����-$1=s�l;�۽�r� �6�����R>LV�:���=�==%���½��=������:m��'�I �=���=��&=�G�=x�>���=h�����!>2��=�䊽��x;�i�=W�#�R���k�<���=��<�%�'�=��R�	���^R=o>3��b���aҽˆ��q[�L����Ɛ�ް��/�=M}:�$���Y=
Һ��R3�>/�=�h�Uo�g���y����ѽ<
�y�~��0�=4\>�؇�C�↝���e=�W>k����M�,����M޽����:�=Ⴭ��ᑾ�ΐ=�6�=��l�f_�����z�R}Y>LY	���	>���<AWr<a)=���T��>�8�N���2<%��<�0½�J��7<�.�<@*�;t>ܼ��=�s���>������>>"�<j=��Z�Z�l�5=v���D��=Ŵ��/��=R��=��=�f��/Y��ʶ=Eh<�$k�(
N��@໣>�=�z�=��>4��=�m�=�Q���2>�#�;���9(��<n-�<ߑ$=�m��5<=���<��<ĭ!=�N<�d#���l>G>5�`�*}�=�퟽S��=��O��aQ>��0j�I[)�9,�c@>o�=\1�����=l>�=��G�/4����q���B�
A9>u�p�J��<i!��=��8�3|p<H���r�;f6���)��2��5p$�d�P=p����l��u�=��ӽ��\>d �=Ǜ�>�2M�j��E�h��hO<�c�Lj�FY=�
r�����a=�k�?�=Z��;z�H>�����/�ԢM>-@�u�Ƚ6c+���>�~=
CU=������NA��Q�=�1�<���<zu��&">
l�f߮=�b|=<'>*>T{
�'޼J����ν��>��Z=���<�h>�#�
�^>mE�����l �>�=:��=&�w���=>XC߼/�v��}���߽
�!�J�żS�\>��
>��;�>��`=׼�=����Gy=�*>���f�u��-_<mX=�:����<�ϫ�����s�c�~��<S:4���*=�8$�Gh������ʺ���Н>C`�=	��=�cV>�'������@>���;��W�=��3;e!9�Ѩ��"׺��
>�=��<CV����=��=5�>IkP<��X=�u�=��
��ʗ=����"=^���d�>�n�<�>p�Ȼ)w�>g��JA�q��<���C|���߽5�=�����5���=�]>QO���,>�#�<�1>�HȽ
�,=]eֽʹ�=��ݽq>v1>�"��wO6>[���������;׌�<!�o>���=>@�<���=�^����<.\���* �:m�=p�E>�ۤ=�ş=�&=B�c�Hֽ*����"����H�W�=	�ҽJ�����=���ױ,>")�=~��=��I�
�Y=�Y�=�!�1>��>�<%<�>�㞽M�W<�h�J���ܼ%Cj�U�H<H>��>�2���f��zH=�����M<\�<��<AJ3>��E>Q�=�u9<e�0=��>og�p��>�=Sh'�3`��?I<��=�>aȽb��=0>���=iq�]C�=`*!�W/d�̨�=�>�kh=�B�;��v��C�=Ew�;�x8���4&>���~���:��>'�=���R�*>������=�'>��E���=�G�Ň�=�2>O��>y0�;2wf=��N=�s=�K�=&BX�\�=ԘJ< �=�k�#ۛ=��<��>�X�=��=$.����ZYý��=XQf�]�U>c�=��.>ɓB=�W�|u�'�,m�>����}�=��=�E:��y���z=	���#j=�/%>��<��)�x֙<Դd�n�<apJ��D=������f�wK���ɯ�3�E��>�t潆�p�#PW=����0��ӿ��/��<���=�H��=d3��Ƒ�=���7�=-j>�s#����=���<ir'� ʉ���8��}E=V!<�ko��A��(*��r$=��3��o�@=:e�=`���n��a�=����7��t݅=h�q=�P�=4��`�=�Cm�.�Ɋ=�=�����$� �нp8�;܀��;�&��?N=�=
<�t�;1�
���>4C������B��rH�=�0>���_�=��<ͭ��^H>Il�=Ì#�g8��h�Y����u�>����>���[������=�G�>w��f��w�I=�=_�!-=z\.�,?�2���]=mٽ��������&=b Q�O�޽C~P���=�eM>�{޽�˦=A-s=�M���l=�b4>9��=�H
�6+>I��Z���J��%��L��tD���8=��>�#�=*�ý8�������!4=�]>��+�<:�
�l�|�=ӑ>8��	,�=�/?>Y2e�{2�)�=�S<P	>@�=1��=	շ������)ټ��=�_���Tʼ��=Og��bH�;;Z�>��9=�;<��Z�=p9�=���=�
�M<>�S=�:�'H�=Vsx>]�����}>9>i�:b�����/�nQ>ft�=��`Z0��՛=[�v>J+����N�'!�@�3>��;�A<��=�NO:�����`|<Y>�]G�Ոp��_�������<���I>-��� �>�~X�����sH�<�Jؽ[-0����G�=C��
L=�-=qI0=�=0�c��<p�>
A>'�Z�BU'�"xe��†<�wy=��j���F�@��=�� >�\�>��5=���=0p��=���=�?���
ʻ�;��Y�6�Y�����X�[�<�B��T�<�\>��?=��J=x��^�8>��;�{[=a%7�A��=�"N<:�>��:��WD�Z���C&�l���B~�y4�J�;>�'�ݫ�T�ν�k�=N�~:�W��������,�o��=���=>&�<@S�!ϽʽȨԽ;�>�
��擽������Ɵ�����������=Fc���/ֽ����1ڽv�>>���=N�˽�6�=�'����s誾�c+���=�R�>�Fڼ��\��oj<���=�&x��y�;�JB�\z5>G�o<1c+�^>�ya=^�½�8�L7�<֤�=;����&����AI�<����;j�<D��=�=ut�=Da�=ު=���2��L�=��=T�=C�<��<q���*�ٻHEAPX�Mdense_12@P2�M`
weight_namesdense_12/kernel:0dense_12/bias:0(  +P�͋[hTREE�����������������SHEAPX (Rkernel:0bias:08SNODp4�ORSNODU�N  X+�͋[xTREE�����������������SHEAPX`XP V@XH
weight_names ?@44�Htraining_config``\PTREE�����������������bHEAPX \Adam_11training_108�Y�[
weight_namesAdam_11/iterations:0training_10/Adam/Variable:0training_10/Adam/Variable_1:0training_10/Adam/Variable_2:0training_10/Adam/Variable_3:0training_10/Adam/Variable_4:0training_10/Adam/Variable_5:0training_10/Adam/Variable_6:0training_10/Adam/Variable_7:0training_10/Adam/Variable_8:0training_10/Adam/Variable_9:0training_10/Adam/Variable_10:0training_10/Adam/Variable_11:0training_10/Adam/Variable_12:0training_10/Adam/Variable_13:0training_10/Adam/Variable_14:0@\+�͋[��_bTREE�����������������cHEAPX(biterations:0@SNOD�_�_b fHfhhSNOD�^(PP  0n�͋[hHfhhTREE�����������������kHEAPX�hAdamHi(kTREE�����������������l�X�8P��HEAP`���SNOD�hi(kSNODe�����(��ؾu,>�v�>��=����>w�?,��?�3�?���?d��?(PP  0~�͋[hPP  d+@�͋[x(  0sP�͋[h  �,�͋[x(PP  0��͋[h(PP  0��͋[hPP  �s@�͋[x(  �tP�͋[hSNODH`yXpzh0|x0��@����  �,�͋[xVariable:0Variable_1:0Variable_2:0Variable_3:0Variable_4:0Variable_5:0Variable_6:0Variable_7:0Variable_8:0Variable_9:0Variable_10:0Variable_11:0Variable_12:0Variable_13:0Variable_14:0h  �,�͋[x  �,�͋[x  �,�͋[x  �,�͋[x  �,�͋[xSNOD�8��H�0v(@w8Px