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August 11, 2020 11:14
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Merkle Tree Calculations in BigQuerySQL based on https://datprotocol.github.io/book/ch01-02-merkle-tree.html
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CREATE OR REPLACE FUNCTION udf_sql.uint64be(x INT64) RETURNS BYTES AS ( | |
CAST((SELECT STRING_AGG(FORMAT("%x",x >> bit & 0x1), "" ORDER BY bit DESC) | |
FROM UNNEST(GENERATE_ARRAY(0, 63)) AS bit) AS BYTES) | |
) | |
; | |
CREATE OR REPLACE FUNCTION udf_sql.custom_hash(input BYTES, is_leaf BOOLEAN, depth INT64) RETURNS BYTES AS ( | |
SHA256( CASE WHEN is_leaf THEN b'0x00' ELSE b'0x01' END || udf_sql.uint64be(depth) || input ) | |
) | |
; | |
WITH | |
data AS ( | |
SELECT | |
(ROW_NUMBER() OVER (ORDER BY row_num)-1)*2 AS index, | |
udf_sql.custom_hash(udf_sql.uint64be(depth_1), TRUE, 2) AS row_hash | |
FROM | |
merkle.flat_tree -- replace with input data | |
), | |
d2 AS ( | |
SELECT | |
2 AS depth, | |
depth_2 AS index, | |
ARRAY_LENGTH(ARRAY_AGG(t.depth_1)) num_elements, | |
udf_sql.custom_hash(STRING_AGG(row_hash ORDER BY d.index), FALSE, ARRAY_LENGTH(ARRAY_AGG(t.depth_1))) row_hash | |
FROM | |
data d | |
LEFT JOIN | |
merkle.flat_tree t | |
ON | |
d.index = t.depth_1 | |
GROUP BY | |
depth_2 ), | |
d3 AS ( | |
SELECT | |
3 AS depth, | |
depth_3 AS index, | |
ARRAY_LENGTH(ARRAY_AGG(t.depth_1)) num_elements, | |
udf_sql.custom_hash(STRING_AGG(row_hash ORDER BY d.index), FALSE, ARRAY_LENGTH(ARRAY_AGG(t.depth_1))) row_hash | |
FROM | |
d2 d | |
LEFT JOIN | |
merkle.flat_tree t | |
ON | |
d.index = t.depth_2 | |
GROUP BY | |
depth_3 ), | |
d4 AS ( | |
SELECT | |
4 AS depth, | |
depth_4 AS index, | |
ARRAY_LENGTH(ARRAY_AGG(t.depth_1)) num_elements, | |
udf_sql.custom_hash(STRING_AGG(row_hash ORDER BY d.index), FALSE, ARRAY_LENGTH(ARRAY_AGG(t.depth_1))) row_hash | |
FROM | |
d3 d | |
LEFT JOIN | |
merkle.flat_tree t | |
ON | |
d.index = t.depth_3 | |
GROUP BY | |
depth_4 ), | |
d5 AS ( | |
SELECT | |
5 AS depth, | |
depth_5 AS index, | |
ARRAY_LENGTH(ARRAY_AGG(t.depth_1)) num_elements, | |
udf_sql.custom_hash(STRING_AGG(row_hash ORDER BY d.index), FALSE, ARRAY_LENGTH(ARRAY_AGG(t.depth_1))) row_hash | |
FROM | |
d4 d | |
LEFT JOIN | |
merkle.flat_tree t | |
ON | |
d.index = t.depth_4 | |
GROUP BY | |
depth_5 ), | |
d6 AS ( | |
SELECT | |
6 AS depth, | |
depth_6 AS index, | |
ARRAY_LENGTH(ARRAY_AGG(t.depth_1)) num_elements, | |
udf_sql.custom_hash(STRING_AGG(row_hash ORDER BY d.index), FALSE, ARRAY_LENGTH(ARRAY_AGG(t.depth_1))) row_hash | |
FROM | |
d5 d | |
LEFT JOIN | |
merkle.flat_tree t | |
ON | |
d.index = t.depth_5 | |
GROUP BY | |
depth_6 ), | |
d7 AS ( | |
SELECT | |
7 AS depth, | |
depth_7 AS index, | |
ARRAY_LENGTH(ARRAY_AGG(t.depth_1)) num_elements, | |
udf_sql.custom_hash(STRING_AGG(row_hash ORDER BY d.index), FALSE, ARRAY_LENGTH(ARRAY_AGG(t.depth_1))) row_hash | |
FROM | |
d6 d | |
LEFT JOIN | |
merkle.flat_tree t | |
ON | |
d.index = t.depth_6 | |
GROUP BY | |
depth_7 ), | |
d8 AS ( | |
SELECT | |
8 AS depth, | |
depth_8 AS index, | |
ARRAY_LENGTH(ARRAY_AGG(t.depth_1)) num_elements, | |
udf_sql.custom_hash(STRING_AGG(row_hash ORDER BY d.index), FALSE, ARRAY_LENGTH(ARRAY_AGG(t.depth_1))) row_hash | |
FROM | |
d7 d | |
LEFT JOIN | |
merkle.flat_tree t | |
ON | |
d.index = t.depth_7 | |
GROUP BY | |
depth_8 ) | |
SELECT * FROM d2 | |
UNION ALL | |
SELECT * FROM d3 | |
UNION ALL | |
SELECT * FROM d4 | |
UNION ALL | |
SELECT * FROM d5 | |
UNION ALL | |
SELECT * FROM d6 | |
UNION ALL | |
SELECT * FROM d7 | |
UNION ALL | |
SELECT * FROM d8 | |
; |
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DECLARE gen_until INT64 DEFAULT 256; | |
-- CREATE OR REPLACE TABLE merkle.flat_tree AS | |
SELECT | |
offset_1 AS row_num, | |
depth_1, | |
depth_2, | |
depth_3, | |
depth_4, | |
depth_5, | |
depth_6, | |
depth_7, | |
depth_8, | |
-- depth_9, | |
-- depth_10, | |
-- depth_11, | |
-- depth_12, | |
-- depth_13, | |
-- depth_14, | |
-- depth_15, | |
-- depth_16, | |
FROM | |
UNNEST(GENERATE_ARRAY(0,gen_until-1,2)) AS depth_1 | |
WITH | |
OFFSET | |
offset_1 | |
INNER JOIN | |
UNNEST(ARRAY( | |
SELECT | |
index | |
FROM | |
UNNEST(GENERATE_ARRAY(0,1)) AS multipler, | |
UNNEST(GENERATE_ARRAY(1,gen_until,4)) AS index | |
ORDER BY | |
index )) AS depth_2 | |
WITH | |
OFFSET | |
offset_2 | |
ON | |
offset_1=offset_2 | |
INNER JOIN | |
UNNEST(ARRAY( | |
SELECT | |
index | |
FROM | |
UNNEST(GENERATE_ARRAY(0,3)) AS multipler, | |
UNNEST(GENERATE_ARRAY(3,gen_until,8)) AS index | |
ORDER BY | |
index )) AS depth_3 | |
WITH | |
OFFSET | |
offset_3 | |
ON | |
offset_1=offset_3 | |
INNER JOIN | |
UNNEST(ARRAY( | |
SELECT | |
index | |
FROM | |
UNNEST(GENERATE_ARRAY(0,7)) AS multipler, | |
UNNEST(GENERATE_ARRAY(7,gen_until,16)) AS index | |
ORDER BY | |
index )) AS depth_4 | |
WITH | |
OFFSET | |
offset_4 | |
ON | |
offset_1=offset_4 | |
INNER JOIN | |
UNNEST(ARRAY( | |
SELECT | |
index | |
FROM | |
UNNEST(GENERATE_ARRAY(0,15)) AS multipler, | |
UNNEST(GENERATE_ARRAY(15,gen_until,32)) AS index | |
ORDER BY | |
index )) AS depth_5 | |
WITH | |
OFFSET | |
offset_5 | |
ON | |
offset_1=offset_5 | |
INNER JOIN | |
UNNEST(ARRAY( | |
SELECT | |
index | |
FROM | |
UNNEST(GENERATE_ARRAY(0,31)) AS multipler, | |
UNNEST(GENERATE_ARRAY(31,gen_until,64)) AS index | |
ORDER BY | |
index )) AS depth_6 | |
WITH | |
OFFSET | |
offset_6 | |
ON | |
offset_1=offset_6 | |
INNER JOIN | |
UNNEST(ARRAY( | |
SELECT | |
index | |
FROM | |
UNNEST(GENERATE_ARRAY(0,63)) AS multipler, | |
UNNEST(GENERATE_ARRAY(63,gen_until,128)) AS index | |
ORDER BY | |
index )) AS depth_7 | |
WITH | |
OFFSET | |
offset_7 | |
ON | |
offset_1=offset_7 | |
INNER JOIN | |
UNNEST(ARRAY( | |
SELECT | |
index | |
FROM | |
UNNEST(GENERATE_ARRAY(0,127)) AS multipler, | |
UNNEST(GENERATE_ARRAY(127,gen_until,256)) AS index | |
ORDER BY | |
index )) AS depth_8 | |
WITH | |
OFFSET | |
offset_8 | |
ON | |
offset_1=offset_8 | |
; |
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