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defmodule PhilomenaQuery.Search do
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@moduledoc """
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Low-level search engine interaction.
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This module generates and delivers search bodies to the OpenSearch backend.
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Note that before an index can be used to index or query documents, a call to
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`create_index!/1` must be made. When setting up an application, or dealing with data loss
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in the search engine, you must call `create_index!/1` before running an indexing task.
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"""
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alias PhilomenaQuery.Batch
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alias PhilomenaQuery.Search.Api
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alias Philomena.Repo
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require Logger
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import Ecto.Query
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# todo: fetch through compile_env?
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@policy Philomena.SearchPolicy
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@typedoc """
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Any schema module which has an associated search index. See the policy module
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for more information.
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"""
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@type schema_module :: @policy.schema_module()
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@typedoc """
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Represents an object which may be operated on via `m:Ecto.Query`.
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This could be a schema object (e.g. `m:Philomena.Images.Image`) or a fully formed query
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`from i in Image, where: i.hidden_from_users == false`.
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"""
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@type queryable :: any()
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@typedoc """
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A query body, as deliverable to any index's `_search` endpoint.
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See the query DSL documentation for additional information:
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https://opensearch.org/docs/latest/query-dsl/
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"""
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@type query_body :: map()
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2024-06-18 19:18:12 +02:00
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@typedoc """
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Given a term at the given path, replace the old term with the new term.
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`path` is a list of names to be followed to find the old term. For example,
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a document containing `{"condiments": "dijon"}` would permit `["condiments"]`
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as the path, and a document containing `{"namespaced_tags": {"name": ["old"]}}`
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would permit `["namespaced_tags", "name"]` as the path.
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"""
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@type replacement :: %{
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path: [String.t()],
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old: term(),
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new: term()
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}
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@type search_definition :: %{
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module: schema_module(),
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body: query_body(),
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page_number: integer(),
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page_size: integer()
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}
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@type pagination_params :: %{
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optional(:page_number) => integer(),
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optional(:page_size) => integer()
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}
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@doc ~S"""
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Create the index with the module's index name and mapping.
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`PUT /#{index_name}`
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You **must** use this function before indexing documents in order for the mapping to be created
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correctly. If you index documents without a mapping created, the search engine will create a
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mapping which does not contain the correct types for mapping fields, which will require
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destroying and recreating the index.
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## Example
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iex> Search.create_index!(Image)
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"""
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@spec create_index!(schema_module()) :: any()
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def create_index!(module) do
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index = @policy.index_for(module)
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Api.create_index(@policy.opensearch_url(), index.index_name(), index.mapping())
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end
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@doc ~S"""
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Delete the index with the module's index name.
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`DELETE /#{index_name}`
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This undoes the effect of `create_index!/1` and removes the index permanently, deleting
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all indexed documents within.
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## Example
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iex> Search.delete_index!(Image)
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"""
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@spec delete_index!(schema_module()) :: any()
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def delete_index!(module) do
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index = @policy.index_for(module)
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2024-06-20 22:11:39 +02:00
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Api.delete_index(@policy.opensearch_url(), index.index_name())
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end
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@doc ~S"""
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Update the schema mapping for the module's index name.
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`PUT /#{index_name}/_mapping`
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This is used to add new fields to an existing search mapping. This cannot be used to
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remove fields; removing fields requires recreating the index.
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## Example
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iex> Search.update_mapping!(Image)
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"""
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@spec update_mapping!(schema_module()) :: any()
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def update_mapping!(module) do
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index = @policy.index_for(module)
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index_name = index.index_name()
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mapping = index.mapping().mappings.properties
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Api.update_index_mapping(@policy.opensearch_url(), index_name, %{properties: mapping})
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end
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@doc ~S"""
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Add a single document to the index named by the module.
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`PUT /#{index_name}/_doc/#{id}`
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This allows the search engine to query the document.
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Note that indexing is near real-time and requires an index refresh before the document will
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become visible. Unless changed in the mapping, this happens after 5 seconds have elapsed.
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## Example
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iex> Search.index_document(%Image{...}, Image)
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"""
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@spec index_document(struct(), schema_module()) :: any()
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def index_document(doc, module) do
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index = @policy.index_for(module)
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data = index.as_json(doc)
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Api.index_document(@policy.opensearch_url(), index.index_name(), data, data.id)
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end
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@doc ~S"""
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Remove a single document from the index named by the module.
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`DELETE /#{index_name}/_doc/#{id}`
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This undoes the effect of `index_document/2`; it instructs the search engine to discard
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the document and no longer return it in queries.
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Note that indexing is near real-time and requires an index refresh before the document will
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be removed. Unless changed in the mapping, this happens after 5 seconds have elapsed.
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## Example
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iex> Search.delete_document(image.id, Image)
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"""
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@spec delete_document(term(), schema_module()) :: any()
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def delete_document(id, module) do
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index = @policy.index_for(module)
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2024-06-20 22:11:39 +02:00
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Api.delete_document(@policy.opensearch_url(), index.index_name(), id)
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end
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@doc """
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Efficiently index a batch of documents in the index named by the module.
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This function is substantially more efficient than running `index_document/2` for
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each instance of a schema struct and can index with hundreds of times the throughput.
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The queryable should be a schema type with its indexing preloads included in
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the query. The options are forwarded to `PhilomenaQuery.Batch.record_batches/3`.
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Note that indexing is near real-time and requires an index refresh before documents will
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become visible. Unless changed in the mapping, this happens after 5 seconds have elapsed.
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## Example
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query =
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from i in Image,
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where: i.id < 100_000,
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preload: ^Images.indexing_preloads()
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Search.reindex(query, Image, batch_size: 5000)
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"""
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2024-11-07 19:46:16 +01:00
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@spec reindex(queryable(), schema_module(), Batch.batch_options()) :: :ok
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def reindex(queryable, module, opts \\ []) do
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index = @policy.index_for(module)
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2024-12-09 03:11:41 +01:00
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process =
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fn records ->
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lines =
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Enum.flat_map(records, fn record ->
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doc = index.as_json(record)
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[
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%{index: %{_index: index.index_name(), _id: doc.id}},
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doc
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]
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end)
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Api.bulk(@policy.opensearch_url(), lines)
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end
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2024-11-07 19:46:16 +01:00
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queryable
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|> Batch.record_batches(opts)
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2024-12-09 03:11:41 +01:00
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|> Task.async_stream(process, ordered: false, timeout: :infinity)
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|> Stream.run()
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2024-05-25 20:03:45 +02:00
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end
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@doc ~S"""
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Asynchronously update all documents in the given index matching a query.
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`POST /#{index_name}/_update_by_query`
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This is used to replace values in documents on the fly without requiring a more-expensive
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reindex operation from the database.
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`set_replacements` are used to rename values in fields which are conceptually sets (arrays).
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`replacements` are used to rename values in fields which are standalone terms.
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Both `replacements` and `set_replacements` may be specified. Specifying neither will waste
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the search engine's time evaluating the query and indexing the documents, so be sure to
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specify at least one.
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This function does not wait for completion of the update.
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## Examples
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query_body = %{term: %{"namespaced_tags.name" => old_name}}
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replacement = %{path: ["namespaced_tags", "name"], old: old_name, new: new_name}
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Search.update_by_query(Image, query_body, [], [replacement])
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query_body = %{term: %{author: old_name}}
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set_replacement = %{path: ["author"], old: old_name, new: new_name}
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Search.update_by_query(Post, query_body, [set_replacement], [])
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"""
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2024-06-02 05:03:34 +02:00
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@spec update_by_query(schema_module(), query_body(), [replacement()], [replacement()]) :: any()
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def update_by_query(module, query_body, set_replacements, replacements) do
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index = @policy.index_for(module)
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2024-05-25 20:03:45 +02:00
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# "Painless" scripting language
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script = """
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// Replace values in "sets" (arrays in the source document)
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for (int i = 0; i < params.set_replacements.length; ++i) {
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def replacement = params.set_replacements[i];
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def path = replacement.path;
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def old_value = replacement.old;
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def new_value = replacement.new;
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def reference = ctx._source;
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for (int j = 0; j < path.length; ++j) {
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reference = reference[path[j]];
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}
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for (int j = 0; j < reference.length; ++j) {
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if (reference[j].equals(old_value)) {
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reference[j] = new_value;
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}
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}
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}
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// Replace values in standalone fields
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for (int i = 0; i < params.replacements.length; ++i) {
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def replacement = params.replacements[i];
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def path = replacement.path;
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def old_value = replacement.old;
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def new_value = replacement.new;
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def reference = ctx._source;
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// A little bit more complicated: go up to the last one before it
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// so that the value can actually be replaced
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for (int j = 0; j < path.length - 1; ++j) {
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reference = reference[path[j]];
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}
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if (reference[path[path.length - 1]] != null && reference[path[path.length - 1]].equals(old_value)) {
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reference[path[path.length - 1]] = new_value;
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}
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}
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"""
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body =
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%{
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script: %{
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source: script,
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params: %{
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set_replacements: set_replacements,
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replacements: replacements
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}
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},
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query: query_body
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}
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2024-05-25 20:03:45 +02:00
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2024-06-20 22:11:39 +02:00
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Api.update_by_query(@policy.opensearch_url(), index.index_name(), body)
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end
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@doc ~S"""
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Search the index named by the module.
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`GET /#{index_name}/_search`
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Given a query body, this returns the raw query results.
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## Example
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iex> Search.search(Image, %{query: %{match_all: %{}}})
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%{
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"_shards" => %{"failed" => 0, "skipped" => 0, "successful" => 5, "total" => 5},
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"hits" => %{
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"hits" => [%{"_id" => "1", "_index" => "images", "_score" => 1.0, ...}, ...]
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"max_score" => 1.0,
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"total" => %{"relation" => "eq", "value" => 6}
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},
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"timed_out" => false,
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"took" => 1
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}
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"""
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2024-06-02 05:03:34 +02:00
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@spec search(schema_module(), query_body()) :: map()
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def search(module, query_body) do
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index = @policy.index_for(module)
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2024-06-20 22:11:39 +02:00
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{:ok, %{body: results, status: 200}} =
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Api.search(@policy.opensearch_url(), index.index_name(), query_body)
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results
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end
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@doc ~S"""
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Given maps of module and body, searches each index with the respective body.
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`GET /_all/_search`
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This is more efficient than performing a `search/1` for each index individually.
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Like `search/1`, this returns the raw query results.
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## Example
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iex> Search.msearch([
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...> %{module: Image, body: %{query: %{match_all: %{}}}},
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...> %{module: Post, body: %{query: %{match_all: %{}}}}
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...> ])
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[
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%{"_shards" => ..., "hits" => ..., "timed_out" => false, "took" => 1},
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%{"_shards" => ..., "hits" => ..., "timed_out" => false, "took" => 2}
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]
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"""
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@spec msearch([search_definition()]) :: [map()]
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def msearch(definitions) do
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msearch_body =
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Enum.flat_map(definitions, fn def ->
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[
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%{index: @policy.index_for(def.module).index_name()},
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def.body
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]
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end)
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2024-06-20 22:11:39 +02:00
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{:ok, %{body: results, status: 200}} =
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Api.msearch(@policy.opensearch_url(), msearch_body)
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results["responses"]
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end
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@doc """
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Transforms an index module, query body, and pagination parameters into a query suitable
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for submission to the search engine.
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Any of the following functions may be used for submission:
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- `search_results/1`
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- `msearch_results/1`
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- `search_records/2`
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- `msearch_records/2`
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- `search_records_with_hits/2`
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- `msearch_records_with_hits/2`
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## Example
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iex> Search.search_definition(Image, %{query: %{match_all: %{}}}, %{page_number: 3, page_size: 50})
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%{
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module: Image,
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body: %{
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size: 50,
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query: %{match_all: %{}},
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from: 100,
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_source: false,
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track_total_hits: true
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},
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page_size: 50,
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page_number: 3
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}
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"""
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@spec search_definition(schema_module(), query_body(), pagination_params()) ::
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search_definition()
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def search_definition(module, search_query, pagination_params \\ %{}) do
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page_number = pagination_params[:page_number] || 1
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page_size = pagination_params[:page_size] || 25
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search_query =
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Map.merge(search_query, %{
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from: (page_number - 1) * page_size,
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size: page_size,
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_source: false,
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track_total_hits: true
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})
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%{
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module: module,
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body: search_query,
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page_number: page_number,
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page_size: page_size
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}
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end
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defp process_results(results, definition) do
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time = results["took"]
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count = results["hits"]["total"]["value"]
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entries = Enum.map(results["hits"]["hits"], &{String.to_integer(&1["_id"]), &1})
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Logger.debug("[Search] Query took #{time}ms")
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Logger.debug("[Search] #{Jason.encode!(definition.body)}")
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%Scrivener.Page{
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entries: entries,
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page_number: definition.page_number,
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page_size: definition.page_size,
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total_entries: count,
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total_pages: div(count + definition.page_size - 1, definition.page_size)
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}
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end
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@doc """
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Given a search definition generated by `search_definition/3`, submit the query and return
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a `m:Scrivener.Page` of results.
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The `entries` in the page are a list of tuples of record IDs paired with the hit that generated
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them.
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## Example
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iex> Search.search_results(definition)
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%Scrivener.Page{
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entries: [{1, %{"_id" => "1", ...}}, ...],
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page_number: 1,
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page_size: 25,
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total_entries: 6,
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total_pages: 1
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}
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"""
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@spec search_results(search_definition()) :: Scrivener.Page.t()
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def search_results(definition) do
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process_results(search(definition.module, definition.body), definition)
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end
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@doc """
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Given a list of search definitions, each generated by `search_definition/3`, submit the query
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and return a corresponding list of `m:Scrivener.Page` for each query.
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The `entries` in the page are a list of tuples of record IDs paired with the hit that generated
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them.
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## Example
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iex> Search.msearch_results([definition])
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[
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%Scrivener.Page{
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entries: [{1, %{"_id" => "1", ...}}, ...],
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page_number: 1,
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page_size: 25,
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total_entries: 6,
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total_pages: 1
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}
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]
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"""
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@spec msearch_results([search_definition()]) :: [Scrivener.Page.t()]
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def msearch_results(definitions) do
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Enum.map(Enum.zip(msearch(definitions), definitions), fn {result, definition} ->
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process_results(result, definition)
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end)
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end
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defp load_records_from_results(results, ecto_queries) do
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Enum.map(Enum.zip(results, ecto_queries), fn {page, ecto_query} ->
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{ids, hits} = Enum.unzip(page.entries)
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records =
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ecto_query
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|> where([m], m.id in ^ids)
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|> Repo.all()
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|> Enum.sort_by(&Enum.find_index(ids, fn el -> el == &1.id end))
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%{page | entries: Enum.zip(records, hits)}
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end)
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end
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@doc """
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Given a search definition generated by `search_definition/3`, submit the query and return a
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`m:Scrivener.Page` of results.
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The `entries` in the page are a list of tuples of schema structs paired with the hit that
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generated them.
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## Example
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iex> Search.search_records_with_hits(definition, preload(Image, :tags))
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%Scrivener.Page{
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entries: [{%Image{id: 1, ...}, %{"_id" => "1", ...}}, ...],
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page_number: 1,
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page_size: 25,
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total_entries: 6,
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total_pages: 1
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}
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"""
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@spec search_records_with_hits(search_definition(), queryable()) :: Scrivener.Page.t()
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def search_records_with_hits(definition, ecto_query) do
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[page] = load_records_from_results([search_results(definition)], [ecto_query])
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page
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end
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@doc """
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Given a list of search definitions, each generated by `search_definition/3`, submit the query
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and return a corresponding list of `m:Scrivener.Page` for each query.
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The `entries` in the page are a list of tuples of schema structs paired with the hit that
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generated them.
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## Example
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iex> Search.msearch_records_with_hits([definition], [preload(Image, :tags)])
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[
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%Scrivener.Page{
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entries: [{%Image{id: 1, ...}, %{"_id" => "1", ...}}, ...],
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page_number: 1,
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page_size: 25,
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total_entries: 6,
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total_pages: 1
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}
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]
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"""
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@spec msearch_records_with_hits([search_definition()], [queryable()]) :: [Scrivener.Page.t()]
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def msearch_records_with_hits(definitions, ecto_queries) do
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load_records_from_results(msearch_results(definitions), ecto_queries)
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end
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@doc """
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Given a search definition generated by `search_definition/3`, submit the query and return a
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`m:Scrivener.Page` of results.
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The `entries` in the page are a list of schema structs.
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## Example
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iex> Search.search_records(definition, preload(Image, :tags))
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%Scrivener.Page{
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entries: [%Image{id: 1, ...}, ...],
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page_number: 1,
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page_size: 25,
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total_entries: 6,
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total_pages: 1
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}
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"""
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@spec search_records(search_definition(), queryable()) :: Scrivener.Page.t()
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def search_records(definition, ecto_query) do
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page = search_records_with_hits(definition, ecto_query)
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{records, _hits} = Enum.unzip(page.entries)
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%{page | entries: records}
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end
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@doc """
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Given a list of search definitions, each generated by `search_definition/3`, submit the query
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and return a corresponding list of `m:Scrivener.Page` for each query.
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The `entries` in the page are a list of schema structs.
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## Example
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iex> Search.msearch_records([definition], [preload(Image, :tags)])
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[
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%Scrivener.Page{
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entries: [%Image{id: 1, ...}, ...],
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page_number: 1,
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page_size: 25,
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total_entries: 6,
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total_pages: 1
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}
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]
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"""
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@spec msearch_records([search_definition()], [queryable()]) :: [Scrivener.Page.t()]
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def msearch_records(definitions, ecto_queries) do
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Enum.map(load_records_from_results(msearch_results(definitions), ecto_queries), fn page ->
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{records, _hits} = Enum.unzip(page.entries)
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%{page | entries: records}
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end)
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end
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end
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