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# Hash functions
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Hash functions can be used for the deterministic pseudo-random shuffling of elements.
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## halfMD5 {#hash_functions-halfmd5}
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[Interprets ](../../query_language/functions/type_conversion_functions.md#type_conversion_functions-reinterpretAsString ) all the input parameters as strings and calculates the [MD5 ](https://en.wikipedia.org/wiki/MD5 ) hash value for each of them. Then combines hashes, takes the first 8 bytes of the hash of the resulting string, and interprets them as `UInt64` in big-endian byte order.
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```
halfMD5(par1, ...)
```
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The function is relatively slow (5 million short strings per second per processor core).
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Consider using the [sipHash64 ](#hash_functions-siphash64 ) function instead.
**Parameters**
The function takes a variable number of input parameters. Parameters can be any of the [supported data types ](../../data_types/index.md ).
**Returned Value**
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A [UInt64 ](../../data_types/int_uint.md ) data type hash value.
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**Example**
```sql
SELECT halfMD5(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS halfMD5hash, toTypeName(halfMD5hash) AS type
```
```text
┌────────halfMD5hash─┬─type───┐
│ 186182704141653334 │ UInt64 │
└────────────────────┴────────┘
```
## MD5 {#hash_functions-md5}
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Calculates the MD5 from a string and returns the resulting set of bytes as FixedString(16).
If you don't need MD5 in particular, but you need a decent cryptographic 128-bit hash, use the 'sipHash128' function instead.
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If you want to get the same result as output by the md5sum utility, use lower(hex(MD5(s))).
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## sipHash64 {#hash_functions-siphash64}
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Produces a 64-bit [SipHash ](https://131002.net/siphash/ ) hash value.
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```
sipHash64(par1,...)
```
This is a cryptographic hash function. It works at least three times faster than the [MD5 ](#hash_functions-md5 ) function.
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Function [interprets ](../../query_language/functions/type_conversion_functions.md#type_conversion_functions-reinterpretAsString ) all the input parameters as strings and calculates the hash value for each of them. Then combines hashes by the following algorithm:
1. After hashing all the input parameters, the function gets the array of hashes.
2. Function takes the first and the second elements and calculates a hash for the array of them.
3. Then the function takes the hash value, calculated at the previous step, and the third element of the initial hash array, and calculates a hash for the array of them.
4. The previous step is repeated for all the remaining elements of the initial hash array.
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**Parameters**
The function takes a variable number of input parameters. Parameters can be any of the [supported data types ](../../data_types/index.md ).
**Returned Value**
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A [UInt64 ](../../data_types/int_uint.md ) data type hash value.
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**Example**
```sql
SELECT sipHash64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS SipHash, toTypeName(SipHash) AS type
```
```
┌──────────────SipHash─┬─type───┐
│ 13726873534472839665 │ UInt64 │
└──────────────────────┴────────┘
```
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## sipHash128
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Calculates SipHash from a string.
Accepts a String-type argument. Returns FixedString(16).
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Differs from sipHash64 in that the final xor-folding state is only done up to 128 bits.
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## cityHash64
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Produces a 64-bit [CityHash ](https://github.com/google/cityhash ) hash value.
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```
cityHash64(par1,...)
```
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This is a fast non-cryptographic hash function. It uses the CityHash algorithm for string parameters and implementation-specific fast non-cryptographic hash function for parameters with other data types. The function uses the CityHash combinator to get the final results.
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**Parameters**
The function takes a variable number of input parameters. Parameters can be any of the [supported data types ](../../data_types/index.md ).
**Returned Value**
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A [UInt64 ](../../data_types/int_uint.md ) data type hash value.
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**Examples**
Call example:
```sql
SELECT cityHash64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS CityHash, toTypeName(CityHash) AS type
```
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```text
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┌─────────────CityHash─┬─type───┐
│ 12072650598913549138 │ UInt64 │
└──────────────────────┴────────┘
```
The following example shows how to compute the checksum of the entire table with accuracy up to the row order:
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```sql
SELECT groupBitXor(cityHash64(*)) FROM table
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```
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## intHash32
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Calculates a 32-bit hash code from any type of integer.
This is a relatively fast non-cryptographic hash function of average quality for numbers.
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## intHash64
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Calculates a 64-bit hash code from any type of integer.
It works faster than intHash32. Average quality.
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## SHA1
## SHA224
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## SHA256
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Calculates SHA-1, SHA-224, or SHA-256 from a string and returns the resulting set of bytes as FixedString(20), FixedString(28), or FixedString(32).
The function works fairly slowly (SHA-1 processes about 5 million short strings per second per processor core, while SHA-224 and SHA-256 process about 2.2 million).
We recommend using this function only in cases when you need a specific hash function and you can't select it.
Even in these cases, we recommend applying the function offline and pre-calculating values when inserting them into the table, instead of applying it in SELECTS.
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## URLHash(url\[, N\])
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A fast, decent-quality non-cryptographic hash function for a string obtained from a URL using some type of normalization.
`URLHash(s)` – Calculates a hash from a string without one of the trailing symbols `/` ,`?` or `#` at the end, if present.
`URLHash(s, N)` – Calculates a hash from a string up to the N level in the URL hierarchy, without one of the trailing symbols `/` ,`?` or `#` at the end, if present.
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Levels are the same as in URLHierarchy. This function is specific to Yandex.Metrica.
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## farmHash64
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Produces a 64-bit [FarmHash ](https://github.com/google/farmhash ) hash value.
```
farmHash64(par1, ...)
```
The function uses the `Hash64` method from all [available methods ](https://github.com/google/farmhash/blob/master/src/farmhash.h ).
**Parameters**
The function takes a variable number of input parameters. Parameters can be any of the [supported data types ](../../data_types/index.md ).
**Returned Value**
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A [UInt64 ](../../data_types/int_uint.md ) data type hash value.
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**Example**
```sql
SELECT farmHash64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS FarmHash, toTypeName(FarmHash) AS type
```
```text
┌─────────────FarmHash─┬─type───┐
│ 17790458267262532859 │ UInt64 │
└──────────────────────┴────────┘
```
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## javaHash {#hash_functions-javahash}
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Calculates [JavaHash ](http://hg.openjdk.java.net/jdk8u/jdk8u/jdk/file/478a4add975b/src/share/classes/java/lang/String.java#l1452 )
from a string.
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Accepts a String-type argument. Returns Int32.
## hiveHash
Calculates HiveHash from a string.
Accepts a String-type argument. Returns Int32.
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This is just [JavaHash ](#hash_functions-javahash ) with zeroed out sign bit. This function is used in [Apache Hive ](https://en.wikipedia.org/wiki/Apache_Hive ) for versions before 3.0.
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## metroHash64
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Produces a 64-bit [MetroHash ](http://www.jandrewrogers.com/2015/05/27/metrohash/ ) hash value.
```
metroHash64(par1, ...)
```
**Parameters**
The function takes a variable number of input parameters. Parameters can be any of the [supported data types ](../../data_types/index.md ).
**Returned Value**
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A [UInt64 ](../../data_types/int_uint.md ) data type hash value.
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**Example**
```sql
SELECT metroHash64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS MetroHash, toTypeName(MetroHash) AS type
```
```text
┌────────────MetroHash─┬─type───┐
│ 14235658766382344533 │ UInt64 │
└──────────────────────┴────────┘
```
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## jumpConsistentHash
Calculates JumpConsistentHash form a UInt64.
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Accepts two arguments: a UInt64-type key and the number of buckets. Returns Int32.
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For more information, see the link: [JumpConsistentHash ](https://arxiv.org/pdf/1406.2294.pdf )
## murmurHash2_32, murmurHash2_64
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Produces a [MurmurHash2 ](https://github.com/aappleby/smhasher ) hash value.
```
murmurHash2_32(par1, ...)
murmurHash2_64(par1, ...)
```
**Parameters**
Both functions take a variable number of input parameters. Parameters can be any of the [supported data types ](../../data_types/index.md ).
**Returned Value**
- The `murmurHash2_32` function returns hash value having the [UInt32 ](../../data_types/int_uint.md ) data type.
- The `murmurHash2_64` function returns hash value having the [UInt64 ](../../data_types/int_uint.md ) data type.
**Example**
```sql
SELECT murmurHash2_64(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS MurmurHash2, toTypeName(MurmurHash2) AS type
```
```text
┌──────────MurmurHash2─┬─type───┐
│ 11832096901709403633 │ UInt64 │
└──────────────────────┴────────┘
```
## murmurHash3_32, murmurHash3_64
Produces a [MurmurHash3 ](https://github.com/aappleby/smhasher ) hash value.
```
murmurHash3_32(par1, ...)
murmurHash3_64(par1, ...)
```
**Parameters**
Both functions take a variable number of input parameters. Parameters can be any of the [supported data types ](../../data_types/index.md ).
**Returned Value**
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- The `murmurHash3_32` function returns a [UInt32 ](../../data_types/int_uint.md ) data type hash value.
- The `murmurHash3_64` function returns a [UInt64 ](../../data_types/int_uint.md ) data type hash value.
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**Example**
```sql
SELECT murmurHash3_32(array('e','x','a'), 'mple', 10, toDateTime('2019-06-15 23:00:00')) AS MurmurHash3, toTypeName(MurmurHash3) AS type
```
```text
┌─MurmurHash3─┬─type───┐
│ 2152717 │ UInt32 │
└─────────────┴────────┘
```
## murmurHash3_128
Produces a 128-bit [MurmurHash3 ](https://github.com/aappleby/smhasher ) hash value.
```
murmurHash3_128( expr )
```
**Parameters**
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- `expr` — [Expressions ](../syntax.md#syntax-expressions ) returning a [String ](../../data_types/string.md )-type value.
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**Returned Value**
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A [FixedString(16) ](../../data_types/fixedstring.md ) data type hash value.
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**Example**
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```sql
SELECT murmurHash3_128('example_string') AS MurmurHash3, toTypeName(MurmurHash3) AS type
```
```text
┌─MurmurHash3──────┬─type────────────┐
│ 6<> 1<1C> 4"S5KT<4B> ~~q │ FixedString(16) │
└──────────────────┴─────────────────┘
```
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## xxHash32, xxHash64
Calculates xxHash from a string.
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Accepts a String-type argument. Returns UInt64 Or UInt32.
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For more information, see the link: [xxHash ](http://cyan4973.github.io/xxHash/ )
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[Original article ](https://clickhouse.yandex/docs/en/query_language/functions/hash_functions/ ) <!--hide-->