M: Byron Marohn <byron.marohn@intel.com>
M: Pablo de Lara Guarch <pablo.de.lara.guarch@intel.com>
F: lib/librte_efd/
+F: doc/guides/prog_guide/efd_lib.rst
F: app/test/test_efd*
F: examples/flow_distributor/
--- /dev/null
+.. BSD LICENSE
+ Copyright(c) 2016-2017 Intel Corporation. All rights reserved.
+ All rights reserved.
+
+ Redistribution and use in source and binary forms, with or without
+ modification, are permitted provided that the following conditions
+ are met:
+
+ * Redistributions of source code must retain the above copyright
+ notice, this list of conditions and the following disclaimer.
+ * Redistributions in binary form must reproduce the above copyright
+ notice, this list of conditions and the following disclaimer in
+ the documentation and/or other materials provided with the
+ distribution.
+ * Neither the name of Intel Corporation nor the names of its
+ contributors may be used to endorse or promote products derived
+ from this software without specific prior written permission.
+
+ THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
+ "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
+ LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
+ A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
+ OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
+ SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
+ LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
+ DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
+ THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
+ (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
+ OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
+
+.. _Efd_Library:
+
+Elastic Flow Distributor Library
+================================
+
+Introduction
+------------
+
+In Data Centers today, clustering and scheduling of distributed workloads
+is a very common task. Many workloads require a deterministic
+partitioning of a flat key space among a cluster of machines. When a
+packet enters the cluster, the ingress node will direct the packet to
+its handling node. For example, data-centers with disaggregated storage
+use storage metadata tables to forward I/O requests to the correct back end
+storage cluster, stateful packet inspection will use match incoming
+flows to signatures in flow tables to send incoming packets to their
+intended deep packet inspection (DPI) devices, and so on.
+
+EFD is a distributor library that uses perfect hashing to determine a
+target/value for a given incoming flow key. It has the following
+advantages: first, because it uses perfect hashing it does not store the
+key itself and hence lookup performance is not dependent on the key
+size. Second, the target/value can be any arbitrary value hence the
+system designer and/or operator can better optimize service rates and
+inter-cluster network traffic locating. Third, since the storage
+requirement is much smaller than a hash-based flow table (i.e. better
+fit for CPU cache), EFD can scale to millions of flow keys. Finally,
+with the current optimized library implementation, performance is fully
+scalable with any number of CPU cores.
+
+Flow Based Distribution
+-----------------------
+
+Computation Based Schemes
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+Flow distribution and/or load balancing can be simply done using a
+stateless computation, for instance using round-robin or a simple
+computation based on the flow key as an input. For example, a hash
+function can be used to direct a certain flow to a target based on
+the flow key (e.g. ``h(key) mod n``) where h(key) is the hash value of the
+flow key and n is the number of possible targets.
+
+.. _figure_efd1:
+
+.. figure:: img/efd_i1.*
+
+ Load Balancing Using Front End Node
+
+In this scheme (:numref:`figure_efd1`), the front end server/distributor/load balancer
+extracts the flow key from the input packet and applies a computation to determine where
+this flow should be directed. Intuitively, this scheme is very simple
+and requires no state to be kept at the front end node, and hence,
+storage requirements are minimum.
+
+.. _figure_efd2:
+
+.. figure:: img/efd_i2.*
+
+ Consistent Hashing
+
+A widely used flow distributor that belongs to the same category of
+computation-based schemes is ``consistent hashing``, shown in :numref:`figure_efd2`.
+Target destinations (shown in red) are hashed into the same space as the flow
+keys (shown in blue), and keys are mapped to the nearest target in a clockwise
+fashion. Dynamically adding and removing targets with consistent hashing
+requires only K/n keys to be remapped on average, where K is the number of
+keys, and n is the number of targets. In contrast, in a traditional hash-based
+scheme, a change in the number of targets causes nearly all keys to be
+remapped.
+
+Although computation-based schemes are simple and need very little
+storage requirement, they suffer from the drawback that the system
+designer/operator can’t fully control the target to assign a specific
+key, as this is dictated by the hash function.
+Deterministically co-locating of keys together (for example, to minimize
+inter-server traffic or to optimize for network traffic conditions,
+target load, etc.) is simply not possible.
+
+Flow-Table Based Schemes
+~~~~~~~~~~~~~~~~~~~~~~~~
+
+When using a Flow-Table based scheme to handle flow distribution/load
+balancing, in contrast with computation-based schemes, the system designer
+has the flexibility of assigning a given flow to any given
+target. The flow table (e.g. DPDK RTE Hash Library) will simply store
+both the flow key and the target value.
+
+.. _figure_efd3:
+
+.. figure:: img/efd_i3.*
+
+ Table Based Flow Distribution
+
+As shown in :numref:`figure_efd3`, when doing a lookup, the flow-table
+is indexed with the hash of the flow key and the keys (more than one is possible,
+because of hash collision) stored in this index and corresponding values
+are retrieved. The retrieved key(s) is matched with the input flow key
+and if there is a match the value (target id) is returned.
+
+The drawback of using a hash table for flow distribution/load balancing
+is the storage requirement, since the flow table need to store keys,
+signatures and target values. This doesn't allow this scheme to scale to
+millions of flow keys. Large tables will usually not fit in
+the CPU cache, and hence, the lookup performance is degraded because of
+the latency to access the main memory.
+
+EFD Based Scheme
+~~~~~~~~~~~~~~~~
+
+EFD combines the advantages of both flow-table based and computation-based
+schemes. It doesn't require the large storage necessary for
+flow-table based schemes (because EFD doesn't store the key as explained
+below), and it supports any arbitrary value for any given key.
+
+.. _figure_efd4:
+
+.. figure:: img/efd_i4.*
+
+ Searching for Perfect Hash Function
+
+The basic idea of EFD is when a given key is to be inserted, a family of
+hash functions is searched until the correct hash function that maps the
+input key to the correct value is found, as shown in :numref:`figure_efd4`.
+However, rather than explicitly storing all keys and their associated values,
+EFD stores only indices of hash functions that map keys to values, and
+thereby consumes much less space than conventional flow-based tables.
+The lookup operation is very simple, similar to a computational-based
+scheme: given an input key the lookup operation is reduced to hashing
+that key with the correct hash function.
+
+.. _figure_efd5:
+
+.. figure:: img/efd_i5.*
+
+ Divide and Conquer for Millions of Keys
+
+Intuitively, finding a hash function that maps each of a large number
+(millions) of input keys to the correct output value is effectively
+impossible, as a result EFD, as shown in :numref:`figure_efd5`,
+breaks the problem into smaller pieces (divide and conquer).
+EFD divides the entire input key set into many small groups.
+Each group consists of approximately 20-28 keys (a configurable parameter
+for the library), then, for each small group, a brute force search to find
+a hash function that produces the correct outputs for each key in the group.
+
+It should be mentioned that, since the online lookup table for EFD
+doesn't store the key itself, the size of the EFD table is independent
+of the key size and hence EFD lookup performance which is almost
+constant irrespective of the length of the key which is a highly
+desirable feature especially for longer keys.
+
+In summary, EFD is a set separation data structure that supports millions of
+keys. It is used to distribute a given key to an intended target. By itself
+EFD is not a FIB data structure with an exact match the input flow key.
+
+.. _Efd_example:
+
+Example of EFD Library Usage
+----------------------------
+
+EFD can be used along the data path of many network functions and middleboxes.
+As previously mentioned, it can used as an index table for
+<key,value> pairs, meta-data for objects, a flow-level load balancer, etc.
+:numref:`figure_efd6` shows an example of using EFD as a flow-level load
+balancer, where flows are received at a front end server before being forwarded
+to the target back end server for processing. The system designer would
+deterministically co-locate flows together in order to minimize cross-server
+interaction.
+(For example, flows requesting certain webpage objects are co-located
+together, to minimize forwarding of common objects across servers).
+
+.. _figure_efd6:
+
+.. figure:: img/efd_i6.*
+
+ EFD as a Flow-Level Load Balancer
+
+As shown in :numref:`figure_efd6`, the front end server will have an EFD table that
+stores for each group what is the perfect hash index that satisfies the
+correct output. Because the table size is small and fits in cache (since
+keys are not stored), it sustains a large number of flows (N*X, where N
+is the maximum number of flows served by each back end server of the X
+possible targets).
+
+With an input flow key, the group id is computed (for example, using
+last few bits of CRC hash) and then the EFD table is indexed with the
+group id to retrieve the corresponding hash index to use. Once the index
+is retrieved the key is hashed using this hash function and the result
+will be the intended correct target where this flow is supposed to be
+processed.
+
+It should be noted that as a result of EFD not matching the exact key but
+rather distributing the flows to a target back end node based on the
+perfect hash index, a key that has not been inserted before
+will be distributed to a valid target. Hence, a local table which stores
+the flows served at each node is used and is
+exact matched with the input key to rule out new never seen before
+flows.
+
+.. _Efd_api:
+
+Library API Overview
+--------------------
+
+The EFD library API is created with a very similar semantics of a
+hash-index or a flow table. The application creates an EFD table for a
+given maximum number of flows, a function is called to insert a flow key
+with a specific target value, and another function is used to retrieve
+target values for a given individual flow key or a bulk of keys.
+
+EFD Table Create
+~~~~~~~~~~~~~~~~
+
+The function ``rte_efd_create()`` is used to create and return a pointer
+to an EFD table that is sized to hold up to num_flows key.
+The online version of the EFD table (the one that does
+not store the keys and is used for lookups) will be allocated and
+created in the last level cache (LLC) of the socket defined by the
+online_socket_bitmask, while the offline EFD table (the one that
+stores the keys and is used for key inserts and for computing the
+perfect hashing) is allocated and created in the LLC of the socket
+defined by offline_socket_bitmask. It should be noted, that for
+highest performance the socket id should match that where the thread is
+running, i.e. the online EFD lookup table should be created on the same
+socket as where the lookup thread is running.
+
+EFD Insert and Update
+~~~~~~~~~~~~~~~~~~~~~
+
+The EFD function to insert a key or update a key to a new value is
+``rte_efd_update()``. This function will update an existing key to
+a new value (target) if the key has already been inserted
+before, or will insert the <key,value> pair if this key has not been inserted
+before. It will return 0 upon success. It will return
+``EFD_UPDATE_WARN_GROUP_FULL (1)`` if the operation is insert, and the
+last available space in the key's group was just used. It will return
+``EFD_UPDATE_FAILED (2)`` when the insertion or update has failed (either it
+failed to find a suitable perfect hash or the group was full). The function
+will return ``EFD_UPDATE_NO_CHANGE (3)`` if there is no change to the EFD
+table (i.e, same value already exists).
+
+EFD Lookup
+~~~~~~~~~~
+
+To lookup a certain key in an EFD table, the function ``rte_efd_lookup()``
+is used to return the value associated with single key.
+As previously mentioned, if the key has been inserted, the correct value
+inserted is returned, if the key has not been inserted before,
+a ‘random’ value (based on hashing of the key) is returned.
+For better performance and to decrease the overhead of
+function calls per key, it is always recommended to use a bulk lookup
+function (simultaneous lookup of multiple keys) instead of a single key
+lookup function. ``rte_efd_lookup_bulk()`` is the bulk lookup function,
+that looks up num_keys simultaneously stored in the key_list and the
+corresponding return values will be returned in the value_list.
+
+EFD Delete
+~~~~~~~~~~
+
+To delete a certain key in an EFD table, the function
+``rte_efd_delete()`` can be used. The function returns zero upon success
+when the key has been found and deleted. Socket_id is the parameter to
+use to lookup the existing value, which is ideally the caller's socket id.
+The previous value associated with this key will be returned
+in the prev_value argument.
+
+.. _Efd_internals:
+
+Library Internals
+-----------------
+
+This section provides the brief high-level idea and an overview
+of the library internals to accompany the RFC. The intent of this
+section is to explain to readers the high-level implementation of
+insert, lookup and group rebalancing in the EFD library.
+
+Insert Function Internals
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+As previously mentioned the EFD divides the whole set of keys into
+groups of a manageable size (e.g. 28 keys) and then searches for the
+perfect hash that satisfies the intended target value for each key. EFD
+stores two version of the <key,value> table:
+
+- Offline Version (in memory): Only used for the insertion/update
+ operation, which is less frequent than the lookup operation. In the
+ offline version the exact keys for each group is stored. When a new
+ key is added, the hash function is updated that will satisfy the
+ value for the new key together with the all old keys already inserted
+ in this group.
+
+- Online Version (in cache): Used for the frequent lookup operation. In
+ the online version, as previously mentioned, the keys are not stored
+ but rather only the hash index for each group.
+
+.. _figure_efd7:
+
+.. figure:: img/efd_i7.*
+
+ Group Assignment
+
+:numref:`figure_efd7` depicts the group assignment for 7 flow keys as an example.
+Given a flow key, a hash function (in our implementation CRC hash) is
+used to get the group id. As shown in the figure, the groups can be
+unbalanced. (We highlight group rebalancing further below).
+
+.. _figure_efd8:
+
+.. figure:: img/efd_i8.*
+
+ Perfect Hash Search - Assigned Keys & Target Value
+
+Focusing on one group that has four keys, :numref:`figure_efd8` depicts the search
+algorithm to find the perfect hash function. Assuming that the target
+value bit for the keys is as shown in the figure, then the online EFD
+table will store a 16 bit hash index and 16 bit lookup table per group
+per value bit.
+
+.. _figure_efd9:
+
+.. figure:: img/efd_i9.*
+
+ Perfect Hash Search - Satisfy Target Values
+
+For a given keyX, a hash function ``(h(keyX, seed1) + index * h(keyX, seed2))``
+is used to point to certain bit index in the 16bit lookup_table value,
+as shown in :numref:`figure_efd9`.
+The insert function will brute force search for all possible values for the
+hash index until a non conflicting lookup_table is found.
+
+.. _figure_efd10:
+
+.. figure:: img/efd_i10.*
+
+ Finding Hash Index for Conflict Free lookup_table
+
+For example, since both key3 and key7 have a target bit value of 1, it
+is okay if the hash function of both keys point to the same bit in the
+lookup table. A conflict will occur if a hash index is used that maps
+both Key4 and Key7 to the same index in the lookup_table,
+as shown in :numref:`figure_efd10`, since their target value bit are not the same.
+Once a hash index is found that produces a lookup_table with no
+contradictions, this index is stored for this group. This procedure is
+repeated for each bit of target value.
+
+Lookup Function Internals
+~~~~~~~~~~~~~~~~~~~~~~~~~
+
+The design principle of EFD is that lookups are much more frequent than
+inserts, and hence, EFD's design optimizes for the lookups which are
+faster and much simpler than the slower insert procedure (inserts are
+slow, because of perfect hash search as previously discussed).
+
+.. _figure_efd11:
+
+.. figure:: img/efd_i11.*
+
+ EFD Lookup Operation
+
+:numref:`figure_efd11` depicts the lookup operation for EFD. Given an input key,
+the group id is computed (using CRC hash) and then the hash index for this
+group is retrieved from the EFD table. Using the retrieved hash index,
+the hash function ``h(key, seed1) + index *h(key, seed2)`` is used which will
+result in an index in the lookup_table, the bit corresponding to this
+index will be the target value bit. This procedure is repeated for each
+bit of the target value.
+
+Group Rebalancing Function Internals
+~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+When discussing EFD inserts and lookups, the discussion is simplified by
+assuming that a group id is simply a result of hash function. However,
+since hashing in general is not perfect and will not always produce a
+uniform output, this simplified assumption will lead to unbalanced
+groups, i.e., some group will have more keys than other groups.
+Typically, and to minimize insert time with an increasing number of keys,
+it is preferable that all groups will have a balanced number of keys, so
+the brute force search for the perfect hash terminates with a valid hash
+index. In order to achieve this target, groups are rebalanced during
+runtime inserts, and keys are moved around from a busy group to a less
+crowded group as the more keys are inserted.
+
+.. _figure_efd12:
+
+.. figure:: img/efd_i12.*
+
+ Runtime Group Rebalancing
+
+:numref:`figure_efd12` depicts the high level idea of group rebalancing, given an
+input key the hash result is split into two parts a chunk id and 8-bit
+bin id. A chunk contains 64 different groups and 256 bins (i.e. for any
+given bin it can map to 4 distinct groups). When a key is inserted, the
+bin id is computed, for example in :numref:`figure_efd12` bin_id=2,
+and since each bin can be mapped to one of four different groups (2 bit storage),
+the four possible mappings are evaluated and the one that will result in a
+balanced key distribution across these four is selected the mapping result
+is stored in these two bits.
+
+
+.. _Efd_references:
+
+References
+-----------
+
+1- EFD is based on collaborative research work between Intel and
+Carnegie Mellon University (CMU), interested readers can refer to the paper
+“Scaling Up Clustered Network Appliances with ScaleBricks;” Dong Zhou et al.
+at SIGCOMM 2015 (`http://conferences.sigcomm.org/sigcomm/2015/pdf/papers/p241.pdf`)
+for more information.
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link_bonding_poll_mode_drv_lib
timer_lib
hash_lib
+ efd_lib
lpm_lib
lpm6_lib
packet_distrib_lib
:numref:`figure_figure39` :ref:`figure_figure39`
+:numref:`figure_efd1` :ref:`figure_efd1`
+
+:numref:`figure_efd2` :ref:`figure_efd2`
+
+:numref:`figure_efd3` :ref:`figure_efd3`
+
+:numref:`figure_efd4` :ref:`figure_efd4`
+
+:numref:`figure_efd5` :ref:`figure_efd5`
+
+:numref:`figure_efd6` :ref:`figure_efd6`
+
+:numref:`figure_efd7` :ref:`figure_efd7`
+
+:numref:`figure_efd8` :ref:`figure_efd8`
+
+:numref:`figure_efd9` :ref:`figure_efd9`
+
+:numref:`figure_efd10` :ref:`figure_efd10`
+
+:numref:`figure_efd11` :ref:`figure_efd11`
+
**Tables**
is much smaller than a hash-based flow table and therefore, it can better fit for
CPU cache, being able to scale to millions of flow keys.
+ See the :ref:`Elastic Flow Distributor Library <Efd_Library>` documentation in
+ the Programmers Guide document, for more information.
+
Resolved Issues
---------------
git.droids-corp.org / dpdk.git / commitdiff
