Operações de gravação em massa

Este tutorial explica como aproveitar os recursos de operação de gravação em massa do driver MongoDB C. A execução de operações de gravação em lotes reduz o número de idas e voltas da rede, aumentando a taxa de transferência de gravação.

Bulk Insert

First we need to fetch a bulk operation handle from the mongoc_collection_t.

mongoc_bulk_operation_t *bulk =
   mongoc_collection_create_bulk_operation_with_opts (collection, NULL);

Agora podemos começar a inserir documentos na operação em massa. Eles serão armazenados em buffer até executarmos a operação.

The bulk operation will coalesce insertions as a single batch for each consecutive call to mongoc_bulk_operation_insert. This creates a pipelined effect when possible.

To execute the bulk operation and receive the result we call mongoc_bulk_operation_execute.

bulk1.c

#include <assert.h>
#include <mongoc/mongoc.h>
#include <stdio.h>
static void
bulk1 (mongoc_collection_t *collection)
{
   mongoc_bulk_operation_t *bulk;
   bson_error_t error;
   bson_t *doc;
   bson_t reply;
   char *str;
   bool ret;
   int i;
   bulk = mongoc_collection_create_bulk_operation_with_opts (collection, NULL);
   for (i = 0; i < 10000; i++) {
      doc = BCON_NEW ("i", BCON_INT32 (i));
      mongoc_bulk_operation_insert (bulk, doc);
      bson_destroy (doc);
   }
   ret = mongoc_bulk_operation_execute (bulk, &reply, &error);
   str = bson_as_canonical_extended_json (&reply, NULL);
   printf ("%s\n", str);
   bson_free (str);
   if (!ret) {
      fprintf (stderr, "Error: %s\n", error.message);
   }
   bson_destroy (&reply);
   mongoc_bulk_operation_destroy (bulk);
}
int
main (void)
{
   mongoc_client_t *client;
   mongoc_collection_t *collection;
   const char *uri_string = "mongodb://localhost/?appname=bulk1-example";
   mongoc_uri_t *uri;
   bson_error_t error;
   mongoc_init ();
   uri = mongoc_uri_new_with_error (uri_string, &error);
   if (!uri) {
      fprintf (stderr,
               "failed to parse URI: %s\n"
               "error message:       %s\n",
               uri_string,
               error.message);
      return EXIT_FAILURE;
   }
   client = mongoc_client_new_from_uri (uri);
   if (!client) {
      return EXIT_FAILURE;
   }
   mongoc_client_set_error_api (client, 2);
   collection = mongoc_client_get_collection (client, "test", "test");
   bulk1 (collection);
   mongoc_uri_destroy (uri);
   mongoc_collection_destroy (collection);
   mongoc_client_destroy (client);
   mongoc_cleanup ();
   return EXIT_SUCCESS;
}

Exemplo de documento reply :

{"nInserted"   : 10000,
 "nMatched"    : 0,
 "nModified"   : 0,
 "nRemoved"    : 0,
 "nUpserted"   : 0,
 "writeErrors" : []
 "writeConcernErrors" : [] }

Operações de gravação em massa mista

O driver MongoDB C também suporta a execução de operações mistas de escrita em massa. Um lote de operações de inserção, atualização e remoção pode ser executado junto usando a API de operações de gravação em massa.

Operações de gravação em massa ordenadas

As operações de gravação em massa ordenadas são agrupadas e enviadas ao servidor na ordem fornecida para a execução serial. O documento reply descreve o tipo e a contagem de operações executadas.

bulk2.c

#include <assert.h>
#include <mongoc/mongoc.h>
#include <stdio.h>
static void
bulk2 (mongoc_collection_t *collection)
{
   mongoc_bulk_operation_t *bulk;
   bson_error_t error;
   bson_t *query;
   bson_t *doc;
   bson_t *opts;
   bson_t reply;
   char *str;
   bool ret;
   int i;
   bulk = mongoc_collection_create_bulk_operation_with_opts (collection, NULL);
   /* Remove everything */
   query = bson_new ();
   mongoc_bulk_operation_remove (bulk, query);
   bson_destroy (query);
   /* Add a few documents */
   for (i = 1; i < 4; i++) {
      doc = BCON_NEW ("_id", BCON_INT32 (i));
      mongoc_bulk_operation_insert (bulk, doc);
      bson_destroy (doc);
   }
   /* {_id: 1} => {$set: {foo: "bar"}} */
   query = BCON_NEW ("_id", BCON_INT32 (1));
   doc = BCON_NEW ("$set", "{", "foo", BCON_UTF8 ("bar"), "}");
   mongoc_bulk_operation_update_many_with_opts (bulk, query, doc, NULL, &error);
   bson_destroy (query);
   bson_destroy (doc);
   /* {_id: 4} => {'$inc': {'j': 1}} (upsert) */
   opts = BCON_NEW ("upsert", BCON_BOOL (true));
   query = BCON_NEW ("_id", BCON_INT32 (4));
   doc = BCON_NEW ("$inc", "{", "j", BCON_INT32 (1), "}");
   mongoc_bulk_operation_update_many_with_opts (bulk, query, doc, opts, &error);
   bson_destroy (query);
   bson_destroy (doc);
   bson_destroy (opts);
   /* replace {j:1} with {j:2} */
   query = BCON_NEW ("j", BCON_INT32 (1));
   doc = BCON_NEW ("j", BCON_INT32 (2));
   mongoc_bulk_operation_replace_one_with_opts (bulk, query, doc, NULL, &error);
   bson_destroy (query);
   bson_destroy (doc);
   ret = mongoc_bulk_operation_execute (bulk, &reply, &error);
   str = bson_as_canonical_extended_json (&reply, NULL);
   printf ("%s\n", str);
   bson_free (str);
   if (!ret) {
      printf ("Error: %s\n", error.message);
   }
   bson_destroy (&reply);
   mongoc_bulk_operation_destroy (bulk);
}
int
main (void)
{
   mongoc_client_t *client;
   mongoc_collection_t *collection;
   const char *uri_string = "mongodb://localhost/?appname=bulk2-example";
   mongoc_uri_t *uri;
   bson_error_t error;
   mongoc_init ();
   uri = mongoc_uri_new_with_error (uri_string, &error);
   if (!uri) {
      fprintf (stderr,
               "failed to parse URI: %s\n"
               "error message:       %s\n",
               uri_string,
               error.message);
      return EXIT_FAILURE;
   }
   client = mongoc_client_new_from_uri (uri);
   if (!client) {
      return EXIT_FAILURE;
   }
   mongoc_client_set_error_api (client, 2);
   collection = mongoc_client_get_collection (client, "test", "test");
   bulk2 (collection);
   mongoc_uri_destroy (uri);
   mongoc_collection_destroy (collection);
   mongoc_client_destroy (client);
   mongoc_cleanup ();
   return EXIT_SUCCESS;
}

Exemplo de documento reply :

{ "nInserted"   : 3,
  "nMatched"    : 2,
  "nModified"   : 2,
  "nRemoved"    : 10000,
  "nUpserted"   : 1,
  "upserted"    : [{"index" : 5, "_id" : 4}],
  "writeErrors" : []
  "writeConcernErrors" : [] }

O campo index na array upserted é o índice baseado em 0da operação upsert; neste exemplo, a seis operação da operação em massa geral foi um upsert, então seu índice é 5.

Operações de gravação em massa não ordenadas

As operações de gravação em massa não ordenadas são agrupadas e enviadas ao servidor em ordem arbitrária, onde podem ser executadas em paralelo. Quaisquer erros que ocorrem são relatados depois que todas as operações são tentadas.

No próximo exemplo , a primeira e a terceira operações falham devido à restrição exclusiva em _id. Como estamos fazendo execução não ordenada, a segunda e a quarta operações são bem-sucedidas.

bulk3.c

#include <assert.h>
#include <mongoc/mongoc.h>
#include <stdio.h>
static void
bulk3 (mongoc_collection_t *collection)
{
   bson_t opts = BSON_INITIALIZER;
   mongoc_bulk_operation_t *bulk;
   bson_error_t error;
   bson_t *query;
   bson_t *doc;
   bson_t reply;
   char *str;
   bool ret;
   /* false indicates unordered */
   BSON_APPEND_BOOL (&opts, "ordered", false);
   bulk = mongoc_collection_create_bulk_operation_with_opts (collection, &opts);
   bson_destroy (&opts);
   /* Add a document */
   doc = BCON_NEW ("_id", BCON_INT32 (1));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   /* remove {_id: 2} */
   query = BCON_NEW ("_id", BCON_INT32 (2));
   mongoc_bulk_operation_remove_one (bulk, query);
   bson_destroy (query);
   /* insert {_id: 3} */
   doc = BCON_NEW ("_id", BCON_INT32 (3));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   /* replace {_id:4} {'i': 1} */
   query = BCON_NEW ("_id", BCON_INT32 (4));
   doc = BCON_NEW ("i", BCON_INT32 (1));
   mongoc_bulk_operation_replace_one (bulk, query, doc, false);
   bson_destroy (query);
   bson_destroy (doc);
   ret = mongoc_bulk_operation_execute (bulk, &reply, &error);
   str = bson_as_canonical_extended_json (&reply, NULL);
   printf ("%s\n", str);
   bson_free (str);
   if (!ret) {
      printf ("Error: %s\n", error.message);
   }
   bson_destroy (&reply);
   mongoc_bulk_operation_destroy (bulk);
   bson_destroy (&opts);
}
int
main (void)
{
   mongoc_client_t *client;
   mongoc_collection_t *collection;
   const char *uri_string = "mongodb://localhost/?appname=bulk3-example";
   mongoc_uri_t *uri;
   bson_error_t error;
   mongoc_init ();
   uri = mongoc_uri_new_with_error (uri_string, &error);
   if (!uri) {
      fprintf (stderr,
               "failed to parse URI: %s\n"
               "error message:       %s\n",
               uri_string,
               error.message);
      return EXIT_FAILURE;
   }
   client = mongoc_client_new_from_uri (uri);
   if (!client) {
      return EXIT_FAILURE;
   }
   mongoc_client_set_error_api (client, 2);
   collection = mongoc_client_get_collection (client, "test", "test");
   bulk3 (collection);
   mongoc_uri_destroy (uri);
   mongoc_collection_destroy (collection);
   mongoc_client_destroy (client);
   mongoc_cleanup ();
   return EXIT_SUCCESS;
}

Exemplo de documento reply :

{ "nInserted"    : 0,
  "nMatched"     : 1,
  "nModified"    : 1,
  "nRemoved"     : 1,
  "nUpserted"    : 0,
  "writeErrors"  : [
    { "index"  : 0,
      "code"   : 11000,
      "errmsg" : "E11000 duplicate key error index: test.test.$_id_ dup key: { : 1 }" },
    { "index"  : 2,
      "code"   : 11000,
      "errmsg" : "E11000 duplicate key error index: test.test.$_id_ dup key: { : 3 }" } ],
  "writeConcernErrors" : [] }
Error: E11000 duplicate key error index: test.test.$_id_ dup key: { : 1 }

The bson_error_t domain is MONGOC_ERROR_COMMAND and its code is 11000.

Operação em massa ignorando a validação do documento

Esse recurso só está disponível ao usar o MongoDB 3.2 e posterior.

Por padrão, operações em massa são validadas em relação ao esquema, se houver algum definido. Em certos casos, no entanto, pode ser necessário ignorar a validação do documento .

bulk5.c

#include <assert.h>
#include <mongoc/mongoc.h>
#include <stdio.h>
static void
bulk5_fail (mongoc_collection_t *collection)
{
   mongoc_bulk_operation_t *bulk;
   bson_error_t error;
   bson_t *doc;
   bson_t reply;
   char *str;
   bool ret;
   bulk = mongoc_collection_create_bulk_operation_with_opts (collection, NULL);
   /* Two inserts */
   doc = BCON_NEW ("_id", BCON_INT32 (31));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   doc = BCON_NEW ("_id", BCON_INT32 (32));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   /* The above documents do not comply to the schema validation rules
    * we created previously, so this will result in an error */
   ret = mongoc_bulk_operation_execute (bulk, &reply, &error);
   str = bson_as_canonical_extended_json (&reply, NULL);
   printf ("%s\n", str);
   bson_free (str);
   if (!ret) {
      printf ("Error: %s\n", error.message);
   }
   bson_destroy (&reply);
   mongoc_bulk_operation_destroy (bulk);
}
static void
bulk5_success (mongoc_collection_t *collection)
{
   mongoc_bulk_operation_t *bulk;
   bson_error_t error;
   bson_t *doc;
   bson_t reply;
   char *str;
   bool ret;
   bulk = mongoc_collection_create_bulk_operation_with_opts (collection, NULL);
   /* Allow this document to bypass document validation.
    * NOTE: When authentication is enabled, the authenticated user must have
    * either the "dbadmin" or "restore" roles to bypass document validation */
   mongoc_bulk_operation_set_bypass_document_validation (bulk, true);
   /* Two inserts */
   doc = BCON_NEW ("_id", BCON_INT32 (31));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   doc = BCON_NEW ("_id", BCON_INT32 (32));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   ret = mongoc_bulk_operation_execute (bulk, &reply, &error);
   str = bson_as_canonical_extended_json (&reply, NULL);
   printf ("%s\n", str);
   bson_free (str);
   if (!ret) {
      printf ("Error: %s\n", error.message);
   }
   bson_destroy (&reply);
   mongoc_bulk_operation_destroy (bulk);
}
int
main (void)
{
   bson_t *options;
   bson_error_t error;
   mongoc_client_t *client;
   mongoc_collection_t *collection;
   mongoc_database_t *database;
   const char *uri_string = "mongodb://localhost/?appname=bulk5-example";
   mongoc_uri_t *uri;
   mongoc_init ();
   uri = mongoc_uri_new_with_error (uri_string, &error);
   if (!uri) {
      fprintf (stderr,
               "failed to parse URI: %s\n"
               "error message:       %s\n",
               uri_string,
               error.message);
      return EXIT_FAILURE;
   }
   client = mongoc_client_new_from_uri (uri);
   if (!client) {
      return EXIT_FAILURE;
   }
   mongoc_client_set_error_api (client, 2);
   database = mongoc_client_get_database (client, "testasdf");
   /* Create schema validator */
   options = BCON_NEW ("validator", "{", "number", "{", "$gte", BCON_INT32 (5), "}", "}");
   collection = mongoc_database_create_collection (database, "collname", options, &error);
   if (collection) {
      bulk5_fail (collection);
      bulk5_success (collection);
      mongoc_collection_destroy (collection);
   } else {
      fprintf (stderr, "Couldn't create collection: '%s'\n", error.message);
   }
   bson_free (options);
   mongoc_uri_destroy (uri);
   mongoc_database_destroy (database);
   mongoc_client_destroy (client);
   mongoc_cleanup ();
   return EXIT_SUCCESS;
}

Executar o exemplo acima resultará em:

{ "nInserted" : 0,
  "nMatched" : 0,
  "nModified" : 0,
  "nRemoved" : 0,
  "nUpserted" : 0,
  "writeErrors" : [
    { "index" : 0,
      "code" : 121,
      "errmsg" : "Document failed validation" } ] }
Error: Document failed validation
{ "nInserted" : 2,
  "nMatched" : 0,
  "nModified" : 0,
  "nRemoved" : 0,
  "nUpserted" : 0,
  "writeErrors" : [] }

The bson_error_t domain is MONGOC_ERROR_COMMAND.

Preocupações com gravação de operações em massa

By default bulk operations are executed with the mongoc_write_concern_t of the collection they are executed against. A custom write concern can be passed to the mongoc_collection_create_bulk_operation_with_opts method. Write concern errors (e.g. wtimeout) will be reported after all operations are attempted, regardless of execution order.

bulk4.c

#include <assert.h>
#include <mongoc/mongoc.h>
#include <stdio.h>
static void
bulk4 (mongoc_collection_t *collection)
{
   bson_t opts = BSON_INITIALIZER;
   mongoc_write_concern_t *wc;
   mongoc_bulk_operation_t *bulk;
   bson_error_t error;
   bson_t *doc;
   bson_t reply;
   char *str;
   bool ret;
   wc = mongoc_write_concern_new ();
   mongoc_write_concern_set_w (wc, 4);
   mongoc_write_concern_set_wtimeout_int64 (wc, 100); /* milliseconds */
   mongoc_write_concern_append (wc, &opts);
   bulk = mongoc_collection_create_bulk_operation_with_opts (collection, &opts);
   /* Two inserts */
   doc = BCON_NEW ("_id", BCON_INT32 (10));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   doc = BCON_NEW ("_id", BCON_INT32 (11));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   ret = mongoc_bulk_operation_execute (bulk, &reply, &error);
   str = bson_as_canonical_extended_json (&reply, NULL);
   printf ("%s\n", str);
   bson_free (str);
   if (!ret) {
      printf ("Error: %s\n", error.message);
   }
   bson_destroy (&reply);
   mongoc_bulk_operation_destroy (bulk);
   mongoc_write_concern_destroy (wc);
   bson_destroy (&opts);
}
int
main (void)
{
   mongoc_client_t *client;
   mongoc_collection_t *collection;
   const char *uri_string = "mongodb://localhost/?appname=bulk4-example";
   mongoc_uri_t *uri;
   bson_error_t error;
   mongoc_init ();
   uri = mongoc_uri_new_with_error (uri_string, &error);
   if (!uri) {
      fprintf (stderr,
               "failed to parse URI: %s\n"
               "error message:       %s\n",
               uri_string,
               error.message);
      return EXIT_FAILURE;
   }
   client = mongoc_client_new_from_uri (uri);
   if (!client) {
      return EXIT_FAILURE;
   }
   mongoc_client_set_error_api (client, 2);
   collection = mongoc_client_get_collection (client, "test", "test");
   bulk4 (collection);
   mongoc_uri_destroy (uri);
   mongoc_collection_destroy (collection);
   mongoc_client_destroy (client);
   mongoc_cleanup ();
   return EXIT_SUCCESS;
}

Exemplo de documento reply e mensagem de erro:

{ "nInserted"    : 2,
  "nMatched"     : 0,
  "nModified"    : 0,
  "nRemoved"     : 0,
  "nUpserted"    : 0,
  "writeErrors"  : [],
  "writeConcernErrors" : [
    { "code"   : 64,
      "errmsg" : "waiting for replication timed out" }
] }
Error: waiting for replication timed out

The bson_error_t domain is MONGOC_ERROR_WRITE_CONCERN if there are write concern errors and no write errors. Write errors indicate failed operations, so they take precedence over write concern errors, which mean merely that the write concern is not satisfied yet.

Definindo ordem de agrupamento

Esse recurso só está disponível ao usar o MongoDB 3.4 e posterior.

bulk-collation.c

#include <mongoc/mongoc.h>
#include <stdio.h>
static void
bulk_collation (mongoc_collection_t *collection)
{
   mongoc_bulk_operation_t *bulk;
   bson_t *opts;
   bson_t *doc;
   bson_t *selector;
   bson_t *update;
   bson_error_t error;
   bson_t reply;
   char *str;
   uint32_t ret;
   /* insert {_id: "one"} and {_id: "One"} */
   bulk = mongoc_collection_create_bulk_operation_with_opts (collection, NULL);
   doc = BCON_NEW ("_id", BCON_UTF8 ("one"));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   doc = BCON_NEW ("_id", BCON_UTF8 ("One"));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   /* "One" normally sorts before "one"; make "one" come first */
   opts = BCON_NEW ("collation", "{", "locale", BCON_UTF8 ("en_US"), "caseFirst", BCON_UTF8 ("lower"), "}");
   /* set x=1 on the document with _id "One", which now sorts after "one" */
   update = BCON_NEW ("$set", "{", "x", BCON_INT64 (1), "}");
   selector = BCON_NEW ("_id", "{", "$gt", BCON_UTF8 ("one"), "}");
   mongoc_bulk_operation_update_one_with_opts (bulk, selector, update, opts, &error);
   ret = mongoc_bulk_operation_execute (bulk, &reply, &error);
   str = bson_as_canonical_extended_json (&reply, NULL);
   printf ("%s\n", str);
   bson_free (str);
   if (!ret) {
      printf ("Error: %s\n", error.message);
   }
   bson_destroy (&reply);
   bson_destroy (update);
   bson_destroy (selector);
   bson_destroy (opts);
   mongoc_bulk_operation_destroy (bulk);
}
int
main (void)
{
   mongoc_client_t *client;
   mongoc_collection_t *collection;
   const char *uri_string = "mongodb://localhost/?appname=bulk-collation";
   mongoc_uri_t *uri;
   bson_error_t error;
   mongoc_init ();
   uri = mongoc_uri_new_with_error (uri_string, &error);
   if (!uri) {
      fprintf (stderr,
               "failed to parse URI: %s\n"
               "error message:       %s\n",
               uri_string,
               error.message);
      return EXIT_FAILURE;
   }
   client = mongoc_client_new_from_uri (uri);
   if (!client) {
      return EXIT_FAILURE;
   }
   mongoc_client_set_error_api (client, 2);
   collection = mongoc_client_get_collection (client, "db", "collection");
   bulk_collation (collection);
   mongoc_uri_destroy (uri);
   mongoc_collection_destroy (collection);
   mongoc_client_destroy (client);
   mongoc_cleanup ();
   return EXIT_SUCCESS;
}

Executar o exemplo acima resultará em:

{ "nInserted" : 2,
   "nMatched" : 1,
   "nModified" : 1,
   "nRemoved" : 0,
   "nUpserted" : 0,
   "writeErrors" : [  ]
}

Gravações em massa não reconhecidas

Defina "w" como zero para uma escrita não reconhecida. O driver envia gravações não reconhecidas usando os códigos de operação legado OP_INSERT, OP_UPDATE e OP_DELETE.

bulk6.c

#include <mongoc/mongoc.h>
#include <stdio.h>
static void
bulk6 (mongoc_collection_t *collection)
{
   bson_t opts = BSON_INITIALIZER;
   mongoc_write_concern_t *wc;
   mongoc_bulk_operation_t *bulk;
   bson_error_t error;
   bson_t *doc;
   bson_t *selector;
   bson_t reply;
   char *str;
   bool ret;
   wc = mongoc_write_concern_new ();
   mongoc_write_concern_set_w (wc, 0);
   mongoc_write_concern_append (wc, &opts);
   bulk = mongoc_collection_create_bulk_operation_with_opts (collection, &opts);
   doc = BCON_NEW ("_id", BCON_INT32 (10));
   mongoc_bulk_operation_insert (bulk, doc);
   bson_destroy (doc);
   selector = BCON_NEW ("_id", BCON_INT32 (11));
   mongoc_bulk_operation_remove_one (bulk, selector);
   bson_destroy (selector);
   ret = mongoc_bulk_operation_execute (bulk, &reply, &error);
   str = bson_as_canonical_extended_json (&reply, NULL);
   printf ("%s\n", str);
   bson_free (str);
   if (!ret) {
      printf ("Error: %s\n", error.message);
   }
   bson_destroy (&reply);
   mongoc_bulk_operation_destroy (bulk);
   mongoc_write_concern_destroy (wc);
   bson_destroy (&opts);
}
int
main (void)
{
   mongoc_client_t *client;
   mongoc_collection_t *collection;
   const char *uri_string = "mongodb://localhost/?appname=bulk6-example";
   mongoc_uri_t *uri;
   bson_error_t error;
   mongoc_init ();
   uri = mongoc_uri_new_with_error (uri_string, &error);
   if (!uri) {
      fprintf (stderr,
               "failed to parse URI: %s\n"
               "error message:       %s\n",
               uri_string,
               error.message);
      return EXIT_FAILURE;
   }
   client = mongoc_client_new_from_uri (uri);
   if (!client) {
      return EXIT_FAILURE;
   }
   mongoc_client_set_error_api (client, 2);
   collection = mongoc_client_get_collection (client, "test", "test");
   bulk6 (collection);
   mongoc_uri_destroy (uri);
   mongoc_collection_destroy (collection);
   mongoc_client_destroy (client);
   mongoc_cleanup ();
   return EXIT_SUCCESS;
}

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See the Driver Bulk API Spec, which describes bulk write operations for all MongoDB drivers.

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Frameworks de aggregation