Class: Pinecone::Vector
- Inherits:
-
Object
show all
- Includes:
- HTTParty
- Defined in:
- lib/pinecone/vector.rb,
lib/pinecone/vector/query.rb,
lib/pinecone/vector/filter.rb,
lib/pinecone/vector/sparse_vector.rb
Defined Under Namespace
Classes: Filter, Query, SparseVector
Instance Attribute Summary collapse
Instance Method Summary
collapse
-
#delete(namespace: "", ids: [], delete_all: false, filter: {}) ⇒ Object
-
#describe_index_stats(filter: {}) ⇒ Object
-
#fetch(namespace: "", ids: []) ⇒ Object
-
#initialize(index_name = nil, host: nil) ⇒ Vector
constructor
A new instance of Vector.
-
#list(prefix: nil, limit: nil, namespace: nil, &block) ⇒ Object
-
#list_paginated(prefix: nil, limit: nil, pagination_token: nil, namespace: nil) ⇒ Object
-
#options ⇒ Object
-
#query(query) ⇒ Object
-
#update(id:, values: [], sparse_values: {indices: [], values: []}, set_metadata: {}, namespace: "") ⇒ Object
-
#upsert(body) ⇒ Object
Constructor Details
#initialize(index_name = nil, host: nil) ⇒ Vector
Returns a new instance of Vector.
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# File 'lib/pinecone/vector.rb', line 15
def initialize(index_name = nil, host: nil)
if host
@base_uri = if host.start_with?("http://", "https://")
host
elsif host.start_with?("localhost")
"http://#{host}" else
"https://#{host}" end
elsif index_name
@base_uri = set_fallback_base_uri(index_name)
else
raise ArgumentError, "Must provide either index_name or host: parameter"
end
@headers = {
"Content-Type" => "application/json",
"Accept" => "application/json",
"Api-Key" => Pinecone.configuration.api_key
}
end
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Instance Attribute Details
#base_uri ⇒ Object
Returns the value of attribute base_uri.
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# File 'lib/pinecone/vector.rb', line 13
def base_uri
@base_uri
end
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Instance Method Details
#delete(namespace: "", ids: [], delete_all: false, filter: {}) ⇒ Object
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# File 'lib/pinecone/vector.rb', line 39
def delete(namespace: "", ids: [], delete_all: false, filter: {})
inputs = {
namespace: namespace,
ids: ids,
deleteAll: delete_all,
filter: filter
}
inputs.delete(:filter) if delete_all || ids.any?
payload = options.merge(body: inputs.to_json)
self.class.post("#{@base_uri}/vectors/delete", payload)
end
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#describe_index_stats(filter: {}) ⇒ Object
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# File 'lib/pinecone/vector.rb', line 132
def describe_index_stats(filter: {})
payload = if filter.empty?
options.merge(body: {}.to_json)
else
options.merge(body: {filter: filter}.to_json)
end
self.class.post("#{@base_uri}/describe_index_stats", payload)
end
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#fetch(namespace: "", ids: []) ⇒ Object
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# File 'lib/pinecone/vector.rb', line 51
def fetch(namespace: "", ids: [])
query_string = URI.encode_www_form({namespace: namespace, ids: ids})
self.class.get("#{@base_uri}/vectors/fetch?#{query_string}", options)
end
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#list(prefix: nil, limit: nil, namespace: nil, &block) ⇒ Object
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# File 'lib/pinecone/vector.rb', line 56
def list(prefix: nil, limit: nil, namespace: nil, &block)
all_ids = []
= nil
total_fetched = 0
loop do
current_limit = limit.nil? ? 100 : [limit - total_fetched, 100].min
response = list_paginated(
prefix: prefix,
limit: current_limit,
pagination_token: ,
namespace: namespace
)
break unless response.success?
results = response.parsed_response
ids = results["vectors"]&.map { |v| v["id"] } || []
if block
yield ids
else
all_ids.concat(ids)
end
total_fetched += ids.length
= results.dig("pagination", "next")
break if ids.empty?
break if limit && total_fetched >= limit
break if .nil? || .empty?
end
if block
nil
else
limit ? all_ids.first(limit) : all_ids
end
end
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#list_paginated(prefix: nil, limit: nil, pagination_token: nil, namespace: nil) ⇒ Object
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# File 'lib/pinecone/vector.rb', line 97
def list_paginated(prefix: nil, limit: nil, pagination_token: nil, namespace: nil)
query_params = {}
query_params["prefix"] = prefix if prefix
query_params["limit"] = limit if limit
query_params["paginationToken"] = if
query_params["namespace"] = namespace if namespace
query_string = URI.encode_www_form(query_params)
self.class.get("#{@base_uri}/vectors/list?#{query_string}", options)
end
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#options ⇒ Object
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# File 'lib/pinecone/vector.rb', line 141
def options
{
headers: @headers
}
end
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#query(query) ⇒ Object
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# File 'lib/pinecone/vector.rb', line 113
def query(query)
object = query.is_a?(Pinecone::Vector::Query) ? query : Pinecone::Vector::Query.new(query)
payload = options.merge(body: object.to_json)
self.class.post("#{@base_uri}/query", payload)
end
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#update(id:, values: [], sparse_values: {indices: [], values: []}, set_metadata: {}, namespace: "") ⇒ Object
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# File 'lib/pinecone/vector.rb', line 119
def update(id:, values: [], sparse_values: {indices: [], values: []}, set_metadata: {}, namespace: "")
inputs = {
id: id
}
inputs["values"] = values unless values.empty?
inputs["sparseValues"] = sparse_values unless sparse_values[:indices].empty? || sparse_values[:values].empty?
inputs["setMetadata"] = set_metadata unless set_metadata.empty?
inputs["namespace"] = namespace unless namespace.empty?
payload = options.merge(body: inputs.to_json)
self.class.post("#{@base_uri}/vectors/update", payload)
end
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#upsert(body) ⇒ Object
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# File 'lib/pinecone/vector.rb', line 108
def upsert(body)
payload = options.merge(body: body.to_json)
self.class.post("#{@base_uri}/vectors/upsert", payload)
end
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