Improved performance of deserializing JSON (2x)

[jorgecarleitao]

This PR replaces serde_json by json_deserializer, improving the performance of reading json strings by 2x and boolean by -30%, and +10% for floats:

read i32 2^20           time:   [68.065 ms 68.256 ms 68.444 ms]                          
                        change: [-0.8660% +1.5241% +3.8068%] (p = 0.20 > 0.05)

read f64 2^20           time:   [90.453 ms 90.682 ms 90.904 ms]                          
                        change: [+10.496% +10.879% +11.269%] (p = 0.00 < 0.05)

read utf8 2^20          time:   [51.573 ms 51.699 ms 51.825 ms]                           
                        change: [-56.883% -56.714% -56.550%] (p = 0.00 < 0.05)

read bool 2^20          time:   [33.284 ms 33.483 ms 33.837 ms]                           
                        change: [-30.126% -29.623% -28.852%] (p = 0.00 < 0.05)

Note that there is an API change: we now require to pass json_deserializer::Value, not serde_json::Value, to the deserializer. json_deserializer is exposed under arrow2::io::json::read::json_deserializer for convenience / version matching.

[codecov]

Codecov Report

Merging #1024 (68f0e51) into main (7014e28) will increase coverage by 0.03%.
The diff coverage is 56.25%.

@@            Coverage Diff             @@
##             main    #1024      +/-   ##
==========================================
+ Coverage   81.39%   81.43%   +0.03%     
==========================================
  Files         362      363       +1     
  Lines       34527    34910     +383     
==========================================
+ Hits        28103    28428     +325     
- Misses       6424     6482      +58     

Impacted Files	Coverage Δ
src/io/avro/read/decompress.rs	86.20% <ø> (ø)
src/io/avro/write/compress.rs	100.00% <ø> (ø)
src/io/json/write/mod.rs	92.85% <ø> (ø)
src/io/json_integration/mod.rs	72.72% <0.00%> (-27.28%)	⬇️
src/io/json/read/deserialize.rs	72.62% <50.50%> (-6.67%)	⬇️
src/io/json/write/utf8.rs	56.89% <56.89%> (ø)
src/io/json/mod.rs	100.00% <100.00%> (ø)
src/io/json/read/infer_schema.rs	95.48% <100.00%> (ø)
src/io/json/write/serialize.rs	92.73% <100.00%> (ø)
src/io/ndjson/read/deserialize.rs	100.00% <100.00%> (ø)
... and 5 more

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