update jax version and changelog for pypi (#3823)

docs/CHANGELOG.rst

@@ -9,6 +9,40 @@ Change Log
 
 These are the release notes for JAX.
 
+jax 0.1.73 (July 22, 2020)
+--------------------------
+* `GitHub commits <https://github.com/google/jax/compare/jax-v0.1.72...jax-v0.1.73>`_.
+* The minimum jaxlib version is now 0.1.51.
+
+* New Features:
+ * jax.image.resize. (#3703)
+ * hfft and ihfft (#3664)
+ * jax.numpy.intersect1d (#3726)
+ * jax.numpy.lexsort (#3812)
+
+* Bug Fixes:
+ * Fix reduction repeated axis error (#3618)
+ * Fix shape rule for lax.pad for input dimensions of size 0. (#3608)
+ * make psum transpose handle zero cotangents (#3653)
+ * Fix shape error when taking JVP of reduce-prod over size 0 axis. (#3729)
+ * Support differentiation through jax.lax.all_to_all (#3733)
+ * address nan issue in jax.scipy.special.zeta (#3777)
+
+* Improvements:
+ * Many improvements to jax2tf
+ * Reimplement argmin/argmax using a single pass variadic reduction. (#3611)
+ * Enable XLA SPMD partitioning by default. (#3151)
+ * Add support for 0d transpose convolution (#3643)
+ * Make LU gradient work for low-rank matrices (#3610)
+ * support multiple_results and custom JVPs in jet (#3657)
+ * Generalize reduce-window padding to support (lo, hi) pairs. (#3728)
+ * Implement complex convolutions on CPU and GPU. (#3735)
+ * Make jnp.take work for empty slices of empty arrays. (#3751)
+ * Relax dimension ordering rules for dot_general. (#3778)
+ * Enable buffer donation for GPU. (#3800)
+ * Add support for base dilation and window dilation to reduce window op… (#3803)
+
+
 jaxlib 0.1.51 (July 2, 2020)
 ------------------------------
 

jax/version.py

@@ -12,4 +12,4 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-__version__ = "0.1.72"
+__version__ = "0.1.73"