Implement eager aggregation

[nathanb9]

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Reviewer note: cargo-semver-checks reported the current version number is not SemVer-compatible with the changes in this pull request (compared against the base branch).

Details

     Cloning apache/main
    Building datafusion v53.1.0 (current)
       Built [  99.965s] (current)
     Parsing datafusion v53.1.0 (current)
      Parsed [   0.037s] (current)
    Building datafusion v53.1.0 (baseline)
       Built [  96.652s] (baseline)
     Parsing datafusion v53.1.0 (baseline)
      Parsed [   0.037s] (baseline)
    Checking datafusion v53.1.0 -> v53.1.0 (no change; assume patch)
     Checked [   0.901s] 222 checks: 222 pass, 30 skip
     Summary no semver update required
    Finished [ 199.581s] datafusion
    Building datafusion-common v53.1.0 (current)
       Built [  31.667s] (current)
     Parsing datafusion-common v53.1.0 (current)
      Parsed [   0.061s] (current)
    Building datafusion-common v53.1.0 (baseline)
       Built [  31.879s] (baseline)
     Parsing datafusion-common v53.1.0 (baseline)
      Parsed [   0.063s] (baseline)
    Checking datafusion-common v53.1.0 -> v53.1.0 (no change; assume patch)
     Checked [   0.899s] 222 checks: 221 pass, 1 fail, 0 warn, 30 skip

--- failure constructible_struct_adds_field: externally-constructible struct adds field ---

Description:
A pub struct constructible with a struct literal has a new pub field. Existing struct literals must be updated to include the new field.
        ref: https://doc.rust-lang.org/reference/expressions/struct-expr.html
       impl: https://github.com/obi1kenobi/cargo-semver-checks/tree/v0.47.0/src/lints/constructible_struct_adds_field.ron

Failed in:
  field OptimizerOptions.eager_aggregation in /home/runner/work/datafusion/datafusion/datafusion/common/src/config.rs:1075

     Summary semver requires new major version: 1 major and 0 minor checks failed
    Finished [  66.037s] datafusion-common
    Building datafusion-physical-optimizer v53.1.0 (current)
       Built [  35.731s] (current)
     Parsing datafusion-physical-optimizer v53.1.0 (current)
      Parsed [   0.024s] (current)
    Building datafusion-physical-optimizer v53.1.0 (baseline)
       Built [  37.191s] (baseline)
     Parsing datafusion-physical-optimizer v53.1.0 (baseline)
      Parsed [   0.025s] (baseline)
    Checking datafusion-physical-optimizer v53.1.0 -> v53.1.0 (no change; assume patch)
     Checked [   0.145s] 222 checks: 222 pass, 30 skip
     Summary no semver update required
    Finished [  74.334s] datafusion-physical-optimizer
    Building datafusion-sqllogictest v53.1.0 (current)
       Built [ 166.358s] (current)
     Parsing datafusion-sqllogictest v53.1.0 (current)
      Parsed [   0.023s] (current)
    Building datafusion-sqllogictest v53.1.0 (baseline)
       Built [ 166.467s] (baseline)
     Parsing datafusion-sqllogictest v53.1.0 (baseline)
      Parsed [   0.024s] (baseline)
    Checking datafusion-sqllogictest v53.1.0 -> v53.1.0 (no change; assume patch)
     Checked [   0.107s] 222 checks: 222 pass, 30 skip
     Summary no semver update required
    Finished [ 336.959s] datafusion-sqllogictest