diff --git a/pkgs/development/python-modules/dm-sonnet/default.nix b/pkgs/development/python-modules/dm-sonnet/default.nix
index 1c972cb2aa02..41dc30e47190 100644
--- a/pkgs/development/python-modules/dm-sonnet/default.nix
+++ b/pkgs/development/python-modules/dm-sonnet/default.nix
@@ -11,6 +11,7 @@
 , wrapt
 , tensorflow
 , tensorflow-probability
+, tensorflow-estimator
 }:
 
 let
@@ -73,6 +74,7 @@ in buildPythonPackage rec {
     wrapt
     tensorflow
     tensorflow-probability
+    tensorflow-estimator
   ];
 
   # not sure how to properly run the real test suite -- through bazel?
diff --git a/pkgs/development/python-modules/google-pasta/default.nix b/pkgs/development/python-modules/google-pasta/default.nix
new file mode 100644
index 000000000000..e469de924f6a
--- /dev/null
+++ b/pkgs/development/python-modules/google-pasta/default.nix
@@ -0,0 +1,26 @@
+{ lib
+, buildPythonPackage
+, fetchPypi
+, six
+}:
+
+buildPythonPackage rec {
+  pname = "google-pasta";
+  version = "0.1.7";
+
+  src = fetchPypi {
+    inherit pname version;
+    sha256 = "1zmqfvy28i2509277s6sz098kddd16cx21vpxyc8xml1nclcxlbr";
+  };
+
+  propagatedBuildInputs = [
+    six
+  ];
+
+  meta = {
+    description = "An AST-based Python refactoring library";
+    homepage    = https://github.com/google/pasta;
+    license     = lib.licenses.asl20;
+    maintainers = with lib.maintainers; [ timokau ];
+  };
+}
diff --git a/pkgs/development/python-modules/tensorflow-estimator/default.nix b/pkgs/development/python-modules/tensorflow-estimator/default.nix
index 3b33ac413ba9..127e7560679a 100644
--- a/pkgs/development/python-modules/tensorflow-estimator/default.nix
+++ b/pkgs/development/python-modules/tensorflow-estimator/default.nix
@@ -6,13 +6,13 @@
 
 buildPythonPackage rec {
   pname = "tensorflow-estimator";
-  version = "1.13.0";
+  version = "1.14.0";
   format = "wheel";
 
   src = fetchPypi {
     pname = "tensorflow_estimator";
     inherit version format;
-    sha256 = "068l4w0w7dj9gqkf8avjclq9zsp7ifwzw4rpf4qjylz3hczamzbw";
+    sha256 = "14irpsyj14vn2dpwr601f54058wywci1pv0hss8s01rl0rk3y1ya";
   };
 
   propagatedBuildInputs = [ mock numpy absl-py ];
diff --git a/pkgs/development/python-modules/tensorflow-probability/default.nix b/pkgs/development/python-modules/tensorflow-probability/default.nix
index aa32904b8d33..4b0e6e7722fe 100644
--- a/pkgs/development/python-modules/tensorflow-probability/default.nix
+++ b/pkgs/development/python-modules/tensorflow-probability/default.nix
@@ -1,35 +1,56 @@
 { lib
 , fetchFromGitHub
 , buildPythonPackage
+, python
 , tensorflow
+, decorator
+, cloudpickle
+, hypothesis
+, scipy
+, matplotlib
+, mock
 , pytest
 }:
 
 buildPythonPackage rec {
   pname = "tensorflow-probability";
-  version = "0.6.0";
+  version = "0.7";
 
   src = fetchFromGitHub {
     owner = "tensorflow";
     repo = "probability";
     rev = "v${version}";
-    sha256 = "1y210n4asv8j39pk68bdfrz01gddflvzhxbcvj5jw6rjgaagnhvx";
+    sha256 = "0sy9gmjcvmwciamqvd7kd9qw2wd7ksklk80815fsn7sj0wiqxjyd";
   };
 
   propagatedBuildInputs = [
     tensorflow
+    decorator
+    cloudpickle
   ];
 
+  # Listed here:
+  # https://github.com/tensorflow/probability/blob/f01d27a6f256430f03b14beb14d37def726cb257/testing/run_tests.sh#L58
   checkInputs = [
+    hypothesis
     pytest
+    scipy
+    matplotlib
+    mock
   ];
 
-  # Tests have an invalid import (`tensorflow_probability.opensource`), should
-  # be resolved in the next version with
-  # https://github.com/tensorflow/probability/commit/77d5957f2f0bdddcb46582799cd9c5c5167a1a40
-  doCheck = false;
+  # actual checks currently fail because for some reason
+  # tf.enable_eager_execution is called too late. Probably because upstream
+  # intents these tests to be run by bazel, not plain pytest.
+  # checkPhase = ''
+  #   # tests need to import from other test files
+  #   export PYTHONPATH="$PWD/tensorflow-probability:$PYTHONPATH"
+  #   py.test
+  # '';
+
+  # sanity check
   checkPhase = ''
-    py.test
+    python -c 'import tensorflow_probability'
   '';
 
   meta = with lib; {
diff --git a/pkgs/development/python-modules/tensorflow-tensorboard/default.nix b/pkgs/development/python-modules/tensorflow-tensorboard/default.nix
index 7840e6de0092..fa1759119c9e 100644
--- a/pkgs/development/python-modules/tensorflow-tensorboard/default.nix
+++ b/pkgs/development/python-modules/tensorflow-tensorboard/default.nix
@@ -14,7 +14,7 @@
 
 buildPythonPackage rec {
   pname = "tensorflow-tensorboard";
-  version = "1.13.0";
+  version = "1.14.0";
   format = "wheel";
 
   src = fetchPypi ({
@@ -23,10 +23,10 @@ buildPythonPackage rec {
     format = "wheel";
   } // (if isPy3k then {
     python = "py3";
-    sha256 = "19ixs811ndx8qh72dif0ywjss3rv7pf1khsgg6rvfjb9nw8wgjc2";
+    sha256 = "1z631614jk5zgasgmwfr33gz8bwv11p9f5llzlwvx3a8rnyv3q2h";
   } else {
     python = "py2";
-    sha256 = "0qpv6jsf6jjvdl95qvarn006kfj5a99mq925d73xg4af50ssvkrf";
+    sha256 = "1clv29yy942l3mfar2z6wkkk6l18fz7j6mi2dfz24j9dln0scny3";
   }));
 
   propagatedBuildInputs = [
diff --git a/pkgs/development/python-modules/tensorflow/bin.nix b/pkgs/development/python-modules/tensorflow/bin.nix
index e4372fc2ec45..d02a4e1b9f29 100644
--- a/pkgs/development/python-modules/tensorflow/bin.nix
+++ b/pkgs/development/python-modules/tensorflow/bin.nix
@@ -5,6 +5,8 @@
 , isPy3k, pythonOlder
 , astor
 , gast
+, google-pasta
+, wrapt
 , numpy
 , six
 , termcolor
@@ -41,7 +43,7 @@ let
 
 in buildPythonPackage rec {
   pname = "tensorflow";
-  version = "1.13.1";
+  version = "1.14.0";
   format = "wheel";
 
   src = let
@@ -53,9 +55,23 @@ in buildPythonPackage rec {
     dls = import (./. + "/tf${version}-hashes.nix");
   in fetchurl dls.${key};
 
-  propagatedBuildInputs = [  protobuf numpy termcolor grpcio six astor absl-py gast tensorflow-estimator tensorflow-tensorboard keras-applications keras-preprocessing ]
-                 ++ lib.optional (!isPy3k) mock
-                 ++ lib.optionals (pythonOlder "3.4") [ backports_weakref ];
+  propagatedBuildInputs = [
+    protobuf
+    numpy
+    termcolor
+    grpcio
+    six
+    astor
+    absl-py
+    gast
+    google-pasta
+    wrapt
+    tensorflow-estimator
+    tensorflow-tensorboard
+    keras-applications
+    keras-preprocessing
+  ] ++ lib.optional (!isPy3k) mock
+    ++ lib.optionals (pythonOlder "3.4") [ backports_weakref ];
 
   # Upstream has a pip hack that results in bin/tensorboard being in both tensorflow
   # and the propageted input tensorflow-tensorboard which causes environment collisions.
diff --git a/pkgs/development/python-modules/tensorflow/prefetcher.sh b/pkgs/development/python-modules/tensorflow/prefetcher.sh
index d4ec2e757b2a..3059340d127d 100644
--- a/pkgs/development/python-modules/tensorflow/prefetcher.sh
+++ b/pkgs/development/python-modules/tensorflow/prefetcher.sh
@@ -1,4 +1,4 @@
-version=1.13.1
+version=1.14.0
 hashfile=tf${version}-hashes.nix
 rm -f $hashfile
 echo "{" >> $hashfile
diff --git a/pkgs/development/python-modules/tensorflow/tf1.13.1-hashes.nix b/pkgs/development/python-modules/tensorflow/tf1.13.1-hashes.nix
deleted file mode 100644
index bbfb0632c3c5..000000000000
--- a/pkgs/development/python-modules/tensorflow/tf1.13.1-hashes.nix
+++ /dev/null
@@ -1,42 +0,0 @@
-{
-linux_py_27_cpu = {
-  url = "https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.13.1-cp27-none-linux_x86_64.whl";
-  sha256 = "0y1vd3y5fxcjj5d35qbk8482b0s642nyp0c2sm068vx5wd4sjpcg";
-};
-linux_py_35_cpu = {
-  url = "https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.13.1-cp35-cp35m-linux_x86_64.whl";
-  sha256 = "0b27swk4c2vaimwzbzl4c7xnccr9cfak5a3848lfqlcavcmbp94j";
-};
-linux_py_36_cpu = {
-  url = "https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.13.1-cp36-cp36m-linux_x86_64.whl";
-  sha256 = "087jwjby3bym09z55cjhc587aasf01y6l009p1q2vcpfq7s7ljmk";
-};
-linux_py_37_cpu = {
-  url = "https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.13.1-cp37-cp37m-linux_x86_64.whl";
-  sha256 = "0as68dp87lh7ffcccb149km6vws15ap04604irxwz35fq9h7grxg";
-};
-linux_py_27_gpu = {
-  url = "https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow_gpu-1.13.1-cp27-none-linux_x86_64.whl";
-  sha256 = "0bf239f2bnsbqs3qh4xdql9pgbsm0zk7j8q1hg0wn0wrq440n0ds";
-};
-linux_py_35_gpu = {
-  url = "https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow_gpu-1.13.1-cp35-cp35m-linux_x86_64.whl";
-  sha256 = "1cqav22a8yz6fzk46z6kv1ha2i28h5wccbd7k66drrfxibmb93j0";
-};
-linux_py_36_gpu = {
-  url = "https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow_gpu-1.13.1-cp36-cp36m-linux_x86_64.whl";
-  sha256 = "1xnbiz36z7nicqrv0cmymfnwb8mdz2hifcv71gh6gnyi1962f2d7";
-};
-linux_py_37_gpu = {
-  url = "https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow_gpu-1.13.1-cp37-cp37m-linux_x86_64.whl";
-  sha256 = "10gcrmd9y5a89wpi4rpp9scc9l2krijv8yjp7iphlykmn54ps74k";
-};
-mac_py_2_cpu = {
-  url = "https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-1.13.1-py2-none-any.whl";
-  sha256 = "1a6y5xj2wqkd8qmabn2xjg3q7x2jfixwrz351dgcxlhy8qy5yc0g";
-};
-mac_py_3_cpu = {
-  url = "https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-1.13.1-py3-none-any.whl";
-  sha256 = "1klsv18k0isfd61z1wirfz1lnqmx8k73ga8g9s18yand65iycads";
-};
-}
diff --git a/pkgs/development/python-modules/tensorflow/tf1.14.0-hashes.nix b/pkgs/development/python-modules/tensorflow/tf1.14.0-hashes.nix
new file mode 100644
index 000000000000..f6b367aea383
--- /dev/null
+++ b/pkgs/development/python-modules/tensorflow/tf1.14.0-hashes.nix
@@ -0,0 +1,42 @@
+{
+linux_py_27_cpu = {
+  url = "https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.14.0-cp27-none-linux_x86_64.whl";
+  sha256 = "0yywdrfk97dh1bxhibspg0raz70fx9lcczj6xlimqy4xb60clx7k";
+};
+linux_py_35_cpu = {
+  url = "https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.14.0-cp35-cp35m-linux_x86_64.whl";
+  sha256 = "1xvyb6xcrjhlwvrmrhn5vs9xy7g98smqmpv4i3hhpry4qyasphhj";
+};
+linux_py_36_cpu = {
+  url = "https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.14.0-cp36-cp36m-linux_x86_64.whl";
+  sha256 = "1psd9vyxz9f39dwj77nvrg373sxv3p5vdp9fnz81dpsm0b0mwl44";
+};
+linux_py_37_cpu = {
+  url = "https://storage.googleapis.com/tensorflow/linux/cpu/tensorflow-1.14.0-cp37-cp37m-linux_x86_64.whl";
+  sha256 = "0bg2sb1n2ag27r7ww695kg5hb0mjrw4kc5893krmixx2j71860c5";
+};
+linux_py_27_gpu = {
+  url = "https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow_gpu-1.14.0-cp27-none-linux_x86_64.whl";
+  sha256 = "0y1x91gayg6pjddgl8ndcm63wfzhyv4s5khgl7ffzsgni1ivaqw5";
+};
+linux_py_35_gpu = {
+  url = "https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow_gpu-1.14.0-cp35-cp35m-linux_x86_64.whl";
+  sha256 = "03piggpbz1jx8m2b95spq3jrdff4w6xx63ji07am7hyw2nsgx3mx";
+};
+linux_py_36_gpu = {
+  url = "https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow_gpu-1.14.0-cp36-cp36m-linux_x86_64.whl";
+  sha256 = "0ypkp8cfhharsyyikb1qgf44cfm6284km9xswzvzymjzz75vg3gd";
+};
+linux_py_37_gpu = {
+  url = "https://storage.googleapis.com/tensorflow/linux/gpu/tensorflow_gpu-1.14.0-cp37-cp37m-linux_x86_64.whl";
+  sha256 = "0virp8nn2ysx4855hq29kas6fm6b3dsiybwzdxy9nnb9n2d8qlm2";
+};
+mac_py_2_cpu = {
+  url = "https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-1.14.0-py2-none-any.whl";
+  sha256 = "14f86k3pgq7z6i4s4im55zpp38f0drnm7xlclavsgcc0nxnj3z26";
+};
+mac_py_3_cpu = {
+  url = "https://storage.googleapis.com/tensorflow/mac/cpu/tensorflow-1.14.0-py3-none-any.whl";
+  sha256 = "0f3swpcjfgqhj6h5wnx8snc0xjkx4hnkqx83fmlrwpncs8c131d3";
+};
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index c06cf060d6e0..e957fe5746c5 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -2099,6 +2099,8 @@ in {
 
   google-music-utils = callPackage ../development/python-modules/google-music-utils { };
 
+  google-pasta = callPackage ../development/python-modules/google-pasta { };
+
   gpapi = callPackage ../development/python-modules/gpapi { };
   gplaycli = callPackage ../development/python-modules/gplaycli { };