Merge remote-tracking branch 'origin/topic/matthias/bloom-filter'

* origin/topic/matthias/bloom-filter:
  Add new BiF for low-level Bloom filter initialization.
  Introduce global_hash_seed script variable.
This commit is contained in:
Robin Sommer 2013-07-31 11:41:08 -07:00
commit 6c197fbebf
8 changed files with 157 additions and 79 deletions

1
NEWS
View file

@ -113,6 +113,7 @@ New Functionality
the frequency of elements. The corresponding functions are: the frequency of elements. The corresponding functions are:
bloomfilter_basic_init(fp: double, capacity: count, name: string &default=""): opaque of bloomfilter bloomfilter_basic_init(fp: double, capacity: count, name: string &default=""): opaque of bloomfilter
bloomfilter_basic_init2(k: count, cells: count, name: string &default=""): opaque of bloomfilter
bloomfilter_counting_init(k: count, cells: count, max: count, name: string &default=""): opaque of bloomfilter bloomfilter_counting_init(k: count, cells: count, max: count, name: string &default=""): opaque of bloomfilter
bloomfilter_add(bf: opaque of bloomfilter, x: any) bloomfilter_add(bf: opaque of bloomfilter, x: any)
bloomfilter_lookup(bf: opaque of bloomfilter, x: any): count bloomfilter_lookup(bf: opaque of bloomfilter, x: any): count

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@ -238,6 +238,8 @@ TableType* record_field_table;
StringVal* cmd_line_bpf_filter; StringVal* cmd_line_bpf_filter;
StringVal* global_hash_seed;
OpaqueType* md5_type; OpaqueType* md5_type;
OpaqueType* sha1_type; OpaqueType* sha1_type;
OpaqueType* sha256_type; OpaqueType* sha256_type;
@ -304,6 +306,8 @@ void init_general_global_var()
cmd_line_bpf_filter = cmd_line_bpf_filter =
internal_val("cmd_line_bpf_filter")->AsStringVal(); internal_val("cmd_line_bpf_filter")->AsStringVal();
global_hash_seed = opt_internal_string("global_hash_seed");
md5_type = new OpaqueType("md5"); md5_type = new OpaqueType("md5");
sha1_type = new OpaqueType("sha1"); sha1_type = new OpaqueType("sha1");
sha256_type = new OpaqueType("sha256"); sha256_type = new OpaqueType("sha256");

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@ -242,6 +242,8 @@ extern TableType* record_field_table;
extern StringVal* cmd_line_bpf_filter; extern StringVal* cmd_line_bpf_filter;
extern StringVal* global_hash_seed;
class OpaqueType; class OpaqueType;
extern OpaqueType* md5_type; extern OpaqueType* md5_type;
extern OpaqueType* sha1_type; extern OpaqueType* sha1_type;

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@ -3,11 +3,34 @@
#include <typeinfo> #include <typeinfo>
#include "Hasher.h" #include "Hasher.h"
#include "NetVar.h"
#include "digest.h" #include "digest.h"
#include "Serializer.h" #include "Serializer.h"
using namespace probabilistic; using namespace probabilistic;
size_t Hasher::MakeSeed(const void* data, size_t size)
{
u_char buf[SHA256_DIGEST_LENGTH];
SHA256_CTX ctx;
sha256_init(&ctx);
if ( data )
sha256_update(&ctx, data, size);
else if ( global_hash_seed && global_hash_seed->Len() > 0 )
sha256_update(&ctx, global_hash_seed->Bytes(), global_hash_seed->Len());
else
{
unsigned int first_seed = initial_seed();
sha256_update(&ctx, &first_seed, sizeof(first_seed));
}
sha256_final(&ctx, buf);
return *reinterpret_cast<size_t*>(buf); // Use the first bytes as seed.
}
bool Hasher::Serialize(SerialInfo* info) const bool Hasher::Serialize(SerialInfo* info) const
{ {
return SerialObj::Serialize(info); return SerialObj::Serialize(info);
@ -25,7 +48,7 @@ bool Hasher::DoSerialize(SerialInfo* info) const
if ( ! SERIALIZE(static_cast<uint16>(k)) ) if ( ! SERIALIZE(static_cast<uint16>(k)) )
return false; return false;
return SERIALIZE_STR(name.c_str(), name.size()); return SERIALIZE(static_cast<uint64>(seed));
} }
bool Hasher::DoUnserialize(UnserialInfo* info) bool Hasher::DoUnserialize(UnserialInfo* info)
@ -39,26 +62,24 @@ bool Hasher::DoUnserialize(UnserialInfo* info)
k = serial_k; k = serial_k;
assert(k > 0); assert(k > 0);
const char* serial_name; uint64 serial_seed;
if ( ! UNSERIALIZE_STR(&serial_name, 0) ) if ( ! UNSERIALIZE(&serial_seed) )
return false; return false;
name = serial_name; seed = serial_seed;
delete [] serial_name;
return true; return true;
} }
Hasher::Hasher(size_t k, const std::string& arg_name) Hasher::Hasher(size_t arg_k, size_t arg_seed)
: k(k)
{ {
k = k; k = arg_k;
name = arg_name; seed = arg_seed;
} }
UHF::UHF(size_t seed, const std::string& extra) UHF::UHF(size_t seed)
: h(compute_seed(seed, extra)) : h(seed)
{ {
} }
@ -68,33 +89,11 @@ Hasher::digest UHF::hash(const void* x, size_t n) const
return n == 0 ? 0 : h(x, n); return n == 0 ? 0 : h(x, n);
} }
size_t UHF::compute_seed(size_t seed, const std::string& extra) DefaultHasher::DefaultHasher(size_t k, size_t seed)
: Hasher(k, seed)
{ {
u_char buf[SHA256_DIGEST_LENGTH]; for ( size_t i = 1; i <= k; ++i )
SHA256_CTX ctx; hash_functions.push_back(UHF(Seed() + bro_prng(i)));
sha256_init(&ctx);
if ( extra.empty() )
{
unsigned int first_seed = initial_seed();
sha256_update(&ctx, &first_seed, sizeof(first_seed));
}
else
sha256_update(&ctx, extra.c_str(), extra.size());
sha256_update(&ctx, &seed, sizeof(seed));
sha256_final(&ctx, buf);
// Take the first sizeof(size_t) bytes as seed.
return *reinterpret_cast<size_t*>(buf);
}
DefaultHasher::DefaultHasher(size_t k, const std::string& name)
: Hasher(k, name)
{
for ( size_t i = 0; i < k; ++i )
hash_functions.push_back(UHF(i, name));
} }
Hasher::digest_vector DefaultHasher::Hash(const void* x, size_t n) const Hasher::digest_vector DefaultHasher::Hash(const void* x, size_t n) const
@ -137,13 +136,13 @@ bool DefaultHasher::DoUnserialize(UnserialInfo* info)
hash_functions.clear(); hash_functions.clear();
for ( size_t i = 0; i < K(); ++i ) for ( size_t i = 0; i < K(); ++i )
hash_functions.push_back(UHF(i, Name())); hash_functions.push_back(UHF(Seed() + bro_prng(i)));
return true; return true;
} }
DoubleHasher::DoubleHasher(size_t k, const std::string& name) DoubleHasher::DoubleHasher(size_t k, size_t seed)
: Hasher(k, name), h1(1, name), h2(2, name) : Hasher(k, seed), h1(seed + bro_prng(1)), h2(seed + bro_prng(2))
{ {
} }
@ -187,8 +186,8 @@ bool DoubleHasher::DoUnserialize(UnserialInfo* info)
{ {
DO_UNSERIALIZE(Hasher); DO_UNSERIALIZE(Hasher);
h1 = UHF(1, Name()); h1 = UHF(Seed() + bro_prng(1));
h2 = UHF(2, Name()); h2 = UHF(Seed() + bro_prng(2));
return true; return true;
} }

View file

@ -18,6 +18,20 @@ public:
typedef hash_t digest; typedef hash_t digest;
typedef std::vector<digest> digest_vector; typedef std::vector<digest> digest_vector;
/**
* Creates a valid hasher seed from an arbitrary string.
*
* @param data A pointer to contiguous data that should be crunched into a
* seed. If 0, the function tries to find a global_hash_seed script variable
* to derive a seed from. If this variable does not exist, the function uses
* the initial seed generated at Bro startup.
*
* @param size The number of bytes of *data*.
*
* @return A seed suitable for hashers.
*/
static size_t MakeSeed(const void* data, size_t size);
/** /**
* Destructor. * Destructor.
*/ */
@ -64,11 +78,9 @@ public:
size_t K() const { return k; } size_t K() const { return k; }
/** /**
* Returns the hasher's name. If not empty, the hasher uses this descriptor * Returns the seed used to construct the hasher.
* to seed its *k* hash functions. Otherwise the hasher mixes in the initial
* seed derived from the environment variable `$BRO_SEED`.
*/ */
const std::string& Name() const { return name; } size_t Seed() const { return seed; }
bool Serialize(SerialInfo* info) const; bool Serialize(SerialInfo* info) const;
static Hasher* Unserialize(UnserialInfo* info); static Hasher* Unserialize(UnserialInfo* info);
@ -81,16 +93,15 @@ protected:
/** /**
* Constructor. * Constructor.
* *
* @param k the number of hash functions. * @param arg_k the number of hash functions.
* *
* @param name A name for the hasher. Hashers with the same name * @param arg_seed The seed for the hasher.
* should provide consistent results.
*/ */
Hasher(size_t k, const std::string& name); Hasher(size_t arg_k, size_t arg_seed);
private: private:
size_t k; size_t k;
std::string name; size_t seed;
}; };
/** /**
@ -104,12 +115,8 @@ public:
* optional extra seed to replace the initial Bro seed. * optional extra seed to replace the initial Bro seed.
* *
* @param seed The seed to use for this instance. * @param seed The seed to use for this instance.
*
* @param extra If not empty, this parameter replaces the initial
* seed to compute the seed for t to compute the seed NUL-terminated
* string as additional seed.
*/ */
UHF(size_t seed = 0, const std::string& extra = ""); UHF(size_t seed = 0);
template <typename T> template <typename T>
Hasher::digest operator()(const T& x) const Hasher::digest operator()(const T& x) const
@ -152,7 +159,7 @@ public:
} }
private: private:
static size_t compute_seed(size_t seed, const std::string& extra); static size_t compute_seed(size_t seed);
H3<Hasher::digest, UHASH_KEY_SIZE> h; H3<Hasher::digest, UHASH_KEY_SIZE> h;
}; };
@ -169,9 +176,9 @@ public:
* *
* @param k The number of hash functions to use. * @param k The number of hash functions to use.
* *
* @param name The name of the hasher. * @param seed The seed for the hasher.
*/ */
DefaultHasher(size_t k, const std::string& name = ""); DefaultHasher(size_t k, size_t seed);
// Overridden from Hasher. // Overridden from Hasher.
virtual digest_vector Hash(const void* x, size_t n) const /* final */; virtual digest_vector Hash(const void* x, size_t n) const /* final */;
@ -197,9 +204,9 @@ public:
* *
* @param k The number of hash functions to use. * @param k The number of hash functions to use.
* *
* @param name The name of the hasher. * @param seed The seed for the hasher.
*/ */
DoubleHasher(size_t k, const std::string& name = ""); DoubleHasher(size_t k, size_t seed);
// Overridden from Hasher. // Overridden from Hasher.
virtual digest_vector Hash(const void* x, size_t n) const /* final */; virtual digest_vector Hash(const void* x, size_t n) const /* final */;

View file

@ -31,12 +31,14 @@ module GLOBAL;
## rate of *fp*. ## rate of *fp*.
## ##
## name: A name that uniquely identifies and seeds the Bloom filter. If empty, ## name: A name that uniquely identifies and seeds the Bloom filter. If empty,
## the filter will remain tied to the current Bro process. ## the filter will use :bro:id:`global_hash_seed` if that's set, and otherwise use
## a local seed tied to the current Bro process. Only filters with the same seed
## can be merged with :bro:id:`bloomfilter_merge` .
## ##
## Returns: A Bloom filter handle. ## Returns: A Bloom filter handle.
## ##
## .. bro:see:: bloomfilter_counting_init bloomfilter_add bloomfilter_lookup ## .. bro:see:: bloomfilter_basic_init2 bloomfilter_counting_init bloomfilter_add
## bloomfilter_clear bloomfilter_merge ## bloomfilter_lookup bloomfilter_clear bloomfilter_merge global_hash_seed
function bloomfilter_basic_init%(fp: double, capacity: count, function bloomfilter_basic_init%(fp: double, capacity: count,
name: string &default=""%): opaque of bloomfilter name: string &default=""%): opaque of bloomfilter
%{ %{
@ -48,7 +50,52 @@ function bloomfilter_basic_init%(fp: double, capacity: count,
size_t cells = BasicBloomFilter::M(fp, capacity); size_t cells = BasicBloomFilter::M(fp, capacity);
size_t optimal_k = BasicBloomFilter::K(cells, capacity); size_t optimal_k = BasicBloomFilter::K(cells, capacity);
const Hasher* h = new DefaultHasher(optimal_k, name->CheckString()); size_t seed = Hasher::MakeSeed(name->Len() > 0 ? name->Bytes() : 0,
name->Len());
const Hasher* h = new DefaultHasher(optimal_k, seed);
return new BloomFilterVal(new BasicBloomFilter(h, cells));
%}
## Creates a basic Bloom filter. This function serves as a low-level
## alternative to bloomfilter_basic_init where the user has full control over
## the number of hash functions and cells in the underlying bit vector.
##
## .. note:: A Bloom filter can have a name associated with it. In the future,
## Bloom filters with the same name will be compatible across indepedent Bro
## instances, i.e., it will be possible to merge them. Currently, however, that is
## not yet supported.
##
## k: The number of hash functions to use.
##
## cells: The number of cells of the underlying bit vector.
##
## name: A name that uniquely identifies and seeds the Bloom filter. If empty,
## the filter will use :bro:id:`global_hash_seed` if that's set, and otherwise use
## a local seed tied to the current Bro process. Only filters with the same seed
## can be merged with :bro:id:`bloomfilter_merge` .
##
## Returns: A Bloom filter handle.
##
## .. bro:see:: bloom_filter_basic_init bloomfilter_counting_init bloomfilter_add
## bloomfilter_lookup bloomfilter_clear bloomfilter_merge global_hash_seed
function bloomfilter_basic_init2%(k: count, cells: count,
name: string &default=""%): opaque of bloomfilter
%{
if ( k == 0 )
{
reporter->Error("number of hash functions must be non-negative");
return 0;
}
if ( cells == 0 )
{
reporter->Error("number of cells must be non-negative");
return 0;
}
size_t seed = Hasher::MakeSeed(name->Len() > 0 ? name->Bytes() : 0,
name->Len());
const Hasher* h = new DefaultHasher(k, seed);
return new BloomFilterVal(new BasicBloomFilter(h, cells)); return new BloomFilterVal(new BasicBloomFilter(h, cells));
%} %}
@ -71,12 +118,14 @@ function bloomfilter_basic_init%(fp: double, capacity: count,
## becomes a cell of size *w* bits. ## becomes a cell of size *w* bits.
## ##
## name: A name that uniquely identifies and seeds the Bloom filter. If empty, ## name: A name that uniquely identifies and seeds the Bloom filter. If empty,
## the filter will remain tied to the current Bro process. ## the filter will use :bro:id:`global_hash_seed` if that's set, and otherwise use
## a local seed tied to the current Bro process. Only filters with the same seed
## can be merged with :bro:id:`bloomfilter_merge` .
## ##
## Returns: A Bloom filter handle. ## Returns: A Bloom filter handle.
## ##
## .. bro:see:: bloomfilter_basic_init bloomfilter_add bloomfilter_lookup ## .. bro:see:: bloomfilter_basic_init bloomfilter_basic_init2 bloomfilter_add
## bloomfilter_clear bloomfilter_merge ## bloomfilter_lookup bloomfilter_clear bloomfilter_merge global_hash_seed
function bloomfilter_counting_init%(k: count, cells: count, max: count, function bloomfilter_counting_init%(k: count, cells: count, max: count,
name: string &default=""%): opaque of bloomfilter name: string &default=""%): opaque of bloomfilter
%{ %{
@ -86,7 +135,10 @@ function bloomfilter_counting_init%(k: count, cells: count, max: count,
return 0; return 0;
} }
const Hasher* h = new DefaultHasher(k, name->CheckString()); size_t seed = Hasher::MakeSeed(name->Len() > 0 ? name->Bytes() : 0,
name->Len());
const Hasher* h = new DefaultHasher(k, seed);
uint16 width = 1; uint16 width = 1;
while ( max >>= 1 ) while ( max >>= 1 )
@ -101,8 +153,9 @@ function bloomfilter_counting_init%(k: count, cells: count, max: count,
## ##
## x: The element to add. ## x: The element to add.
## ##
## .. bro:see:: bloomfilter_counting_init bloomfilter_basic_init loomfilter_lookup ## .. bro:see:: bloomfilter_basic_init bloomfilter_basic_init2
## bloomfilter_clear bloomfilter_merge ## bloomfilter_counting_init bloomfilter_lookup bloomfilter_clear
## bloomfilter_merge
function bloomfilter_add%(bf: opaque of bloomfilter, x: any%): any function bloomfilter_add%(bf: opaque of bloomfilter, x: any%): any
%{ %{
BloomFilterVal* bfv = static_cast<BloomFilterVal*>(bf); BloomFilterVal* bfv = static_cast<BloomFilterVal*>(bf);
@ -127,8 +180,9 @@ function bloomfilter_add%(bf: opaque of bloomfilter, x: any%): any
## ##
## Returns: the counter associated with *x* in *bf*. ## Returns: the counter associated with *x* in *bf*.
## ##
## .. bro:see:: bloomfilter_counting_init bloomfilter_basic_init ## .. bro:see:: bloomfilter_basic_init bloomfilter_basic_init2
## bloomfilter_add bloomfilter_clear bloomfilter_merge ## bloomfilter_counting_init bloomfilter_add bloomfilter_clear
## bloomfilter_merge
function bloomfilter_lookup%(bf: opaque of bloomfilter, x: any%): count function bloomfilter_lookup%(bf: opaque of bloomfilter, x: any%): count
%{ %{
const BloomFilterVal* bfv = static_cast<const BloomFilterVal*>(bf); const BloomFilterVal* bfv = static_cast<const BloomFilterVal*>(bf);
@ -154,8 +208,9 @@ function bloomfilter_lookup%(bf: opaque of bloomfilter, x: any%): count
## ##
## bf: The Bloom filter handle. ## bf: The Bloom filter handle.
## ##
## .. bro:see:: bloomfilter_counting_init bloomfilter_basic_init ## .. bro:see:: bloomfilter_basic_init bloomfilter_counting_init2
## bloomfilter_add bloomfilter_lookup bloomfilter_merge ## bloomfilter_counting_init bloomfilter_add bloomfilter_lookup
## bloomfilter_merge
function bloomfilter_clear%(bf: opaque of bloomfilter%): any function bloomfilter_clear%(bf: opaque of bloomfilter%): any
%{ %{
BloomFilterVal* bfv = static_cast<BloomFilterVal*>(bf); BloomFilterVal* bfv = static_cast<BloomFilterVal*>(bf);
@ -178,8 +233,9 @@ function bloomfilter_clear%(bf: opaque of bloomfilter%): any
## ##
## Returns: The union of *bf1* and *bf2*. ## Returns: The union of *bf1* and *bf2*.
## ##
## .. bro:see:: bloomfilter_counting_init bloomfilter_basic_init ## .. bro:see:: bloomfilter_basic_init bloomfilter_basic_init2
## bloomfilter_add bloomfilter_lookup bloomfilter_clear ## bloomfilter_counting_init bloomfilter_add bloomfilter_lookup
## bloomfilter_clear
function bloomfilter_merge%(bf1: opaque of bloomfilter, function bloomfilter_merge%(bf1: opaque of bloomfilter,
bf2: opaque of bloomfilter%): opaque of bloomfilter bf2: opaque of bloomfilter%): opaque of bloomfilter
%{ %{

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@ -17,6 +17,8 @@ error: false-positive rate must take value between 0 and 1
1 1
1 1
1 1
1
1
2 2
3 3
3 3

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@ -15,14 +15,21 @@ function test_basic_bloom_filter()
bloomfilter_add(bf_cnt, 0.5); # Type mismatch bloomfilter_add(bf_cnt, 0.5); # Type mismatch
bloomfilter_add(bf_cnt, "foo"); # Type mismatch bloomfilter_add(bf_cnt, "foo"); # Type mismatch
# Alternative constructor.
local bf_dbl = bloomfilter_basic_init2(4, 10);
bloomfilter_add(bf_dbl, 4.2);
bloomfilter_add(bf_dbl, 3.14);
print bloomfilter_lookup(bf_dbl, 4.2);
print bloomfilter_lookup(bf_dbl, 3.14);
# Basic usage with strings. # Basic usage with strings.
local bf_str = bloomfilter_basic_init(0.9, 10); local bf_str = bloomfilter_basic_init(0.9, 10);
bloomfilter_add(bf_str, "foo"); bloomfilter_add(bf_str, "foo");
bloomfilter_add(bf_str, "bar"); bloomfilter_add(bf_str, "bar");
print bloomfilter_lookup(bf_str, "foo"); print bloomfilter_lookup(bf_str, "foo");
print bloomfilter_lookup(bf_str, "bar"); print bloomfilter_lookup(bf_str, "bar");
print bloomfilter_lookup(bf_str, "b4z"); # FP print bloomfilter_lookup(bf_str, "b4zzz"); # FP
print bloomfilter_lookup(bf_str, "quux"); # FP print bloomfilter_lookup(bf_str, "quuux"); # FP
bloomfilter_add(bf_str, 0.5); # Type mismatch bloomfilter_add(bf_str, 0.5); # Type mismatch
bloomfilter_add(bf_str, 100); # Type mismatch bloomfilter_add(bf_str, 100); # Type mismatch