## Verifying Artifacts

We sign our artifacts using this [key][signing_key]:

```
pub rsa4096/dbd744ace7ade6aa50dd591f66b50994442d2d40 2021-07-09T14:50:19Z
	 Hash=a79b48fd6a1f31699c788b50c97d0b98

uid Square Clippy <******@****.***>
sig  sig  66b50994442d2d40 2021-07-09T14:50:19Z 2041-07-04T14:50:19Z ____________________ [selfsig]
```

The best way to verify artifacts is [automatically with Gradle][gradle_verification].

        // held
        segment.expand();
      }
      assertEquals(i, segment.table.length());
      assertEquals(liveCount, countLiveEntries(map));
      // expansion cleanup is sloppy, with a goal of avoiding unnecessary copies
      assertTrue(segment.count >= liveCount);
      assertTrue(segment.count <= originalCount);
      assertEquals(originalMap, ImmutableMap.copyOf(map));
    }
  }

        // held
        segment.expand();
      }
      assertEquals(i, segment.table.length());
      assertEquals(liveCount, countLiveEntries(map));
      // expansion cleanup is sloppy, with a goal of avoiding unnecessary copies
      assertTrue(segment.count >= liveCount);
      assertTrue(segment.count <= originalCount);
      assertEquals(originalMap, ImmutableMap.copyOf(map));
    }
  }

akkeshi.hokkaido.jp aknoluokta.no ako.hyogo.jp akrehamn.no aktyubinsk.su akune.kagoshima.jp al al.eu.org al.gov.br al.it al.leg.br al.no al.us alabama.museum alaheadju.no aland.fi alaska.museum alessandria.it alesund.no alfaromeo algard.no alibaba alipay allfinanz allstate ally alp1.ae.flow.ch alpha-myqnapcloud.com alpha.bounty-full.com alsace alstahaug.no alstom alt.za alta.no altervista.org alto-adige.it altoadige.it alvdal.no alwaysdata.net am am.br am.gov.br am.in am.leg.br ama.aichi.jp ama.shimane.jp...

limo

// lincoln : 2014-11-13 Ford Motor Company
lincoln

// linde : 2014-12-04 Linde Aktiengesellschaft
linde

// link : 2013-11-14 Nova Registry Ltd
link

// lipsy : 2015-06-25 Lipsy Ltd
lipsy

// live : 2014-12-04 Dog Beach, LLC
live

// living : 2015-07-30 Lifestyle Domain Holdings, Inc.
living

// llc : 2017-12-14 Identity Digital Limited
llc

      if (i > 1) {
        segment.expand();
      }
      assertEquals(i, segment.table.length());
      assertEquals(liveCount, countLiveEntries(map, 0));
      // expansion cleanup is sloppy, with a goal of avoiding unnecessary copies
      assertTrue(segment.count >= liveCount);
      assertTrue(segment.count <= originalCount);
      assertEquals(originalMap, ImmutableMap.copyOf(map));
    }
  }

      if (i > 1) {
        segment.expand();
      }
      assertEquals(i, segment.table.length());
      assertEquals(liveCount, countLiveEntries(map, 0));
      // expansion cleanup is sloppy, with a goal of avoiding unnecessary copies
      assertTrue(segment.count >= liveCount);
      assertTrue(segment.count <= originalCount);
      assertEquals(originalMap, ImmutableMap.copyOf(map));
    }
  }

      <!-- ActiveMime\u0000\u0000 -->
      <match value="0x4163746976654D696D650000" type="string" offset="0">
    </match>
    </magic>
  </mime-type>
  <mime-type type="application/x-atari-floppy-disk-image">
    <tika:link>http://fileformats.archiveteam.org/wiki/ATR</tika:link>
    <magic priority="50">
      <match value="0x9602" offset="0">
        <match value="0x8000" offset="4">

    `tf.config.list_logical_devices`.

## Bug Fixes and Other Changes

*   `tf.data`
    *   Fixes concurrency issue with `tf.data.experimental.parallel_interleave`
        with `sloppy=True`.
    *   Add `tf.data.experimental.dense_to_ragged_batch()`.
    *   Extend `tf.data` parsing ops to support `RaggedTensors`.
*   `tf.distribute`