Class: LexLLM::Provider

Inherits:
Object
  • Object
show all
Includes:
Streaming
Defined in:
lib/lex_llm/provider.rb

Overview

Base class for LLM providers.

Instance Attribute Summary collapse

Class Method Summary collapse

Instance Method Summary collapse

Methods included from Streaming

build_on_data_handler, build_stream_error_response, error_chunk?, faraday_1?, handle_data, handle_error_chunk, handle_error_event, handle_failed_response, handle_json_error_chunk, handle_parsed_error, handle_sse, handle_stream, json_error_payload?, parse_error_from_json, parse_streaming_error, process_stream_chunk, stream_response

Constructor Details

#initialize(config) ⇒ Provider

Returns a new instance of Provider.



10
11
12
13
14
# File 'lib/lex_llm/provider.rb', line 10

def initialize(config)
  @config = config
  ensure_configured!
  @connection = Connection.new(self, @config)
end

Instance Attribute Details

#configObject (readonly)

Returns the value of attribute config.



8
9
10
# File 'lib/lex_llm/provider.rb', line 8

def config
  @config
end

#connectionObject (readonly)

Returns the value of attribute connection.



8
9
10
# File 'lib/lex_llm/provider.rb', line 8

def connection
  @connection
end

Class Method Details

.assume_models_exist?Boolean

Returns:

  • (Boolean)


180
181
182
# File 'lib/lex_llm/provider.rb', line 180

def assume_models_exist?
  false
end

.capabilitiesObject



160
161
162
# File 'lib/lex_llm/provider.rb', line 160

def capabilities
  nil
end

.configuration_optionsObject



168
169
170
# File 'lib/lex_llm/provider.rb', line 168

def configuration_options
  []
end

.configuration_requirementsObject



164
165
166
# File 'lib/lex_llm/provider.rb', line 164

def configuration_requirements
  []
end

.configured?(config) ⇒ Boolean

Returns:

  • (Boolean)


188
189
190
# File 'lib/lex_llm/provider.rb', line 188

def configured?(config)
  configuration_requirements.all? { |req| config.send(req) }
end

.configured_providers(config) ⇒ Object



220
221
222
223
224
# File 'lib/lex_llm/provider.rb', line 220

def configured_providers(config)
  providers.select do |_slug, provider_class|
    provider_class.configured?(config)
  end.values
end

.configured_remote_providers(config) ⇒ Object



226
227
228
229
230
# File 'lib/lex_llm/provider.rb', line 226

def configured_remote_providers(config)
  providers.select do |_slug, provider_class|
    provider_class.remote? && provider_class.configured?(config)
  end.values
end

.for(model) ⇒ Object



203
204
205
206
# File 'lib/lex_llm/provider.rb', line 203

def for(model)
  model_info = Models.find(model)
  resolve model_info.provider
end

.local?Boolean

Returns:

  • (Boolean)


172
173
174
# File 'lib/lex_llm/provider.rb', line 172

def local?
  false
end

.local_providersObject



212
213
214
# File 'lib/lex_llm/provider.rb', line 212

def local_providers
  providers.select { |_slug, provider_class| provider_class.local? }
end

.nameObject



152
153
154
# File 'lib/lex_llm/provider.rb', line 152

def name
  to_s.split('::').last
end

.providersObject



208
209
210
# File 'lib/lex_llm/provider.rb', line 208

def providers
  @providers ||= {}
end

.register(name, provider_class) ⇒ Object



192
193
194
195
# File 'lib/lex_llm/provider.rb', line 192

def register(name, provider_class)
  providers[name.to_sym] = provider_class
  LexLLM::Configuration.register_provider_options(provider_class.configuration_options)
end

.remote?Boolean

Returns:

  • (Boolean)


176
177
178
# File 'lib/lex_llm/provider.rb', line 176

def remote?
  !local?
end

.remote_providersObject



216
217
218
# File 'lib/lex_llm/provider.rb', line 216

def remote_providers
  providers.select { |_slug, provider_class| provider_class.remote? }
end

.resolve(name) ⇒ Object



197
198
199
200
201
# File 'lib/lex_llm/provider.rb', line 197

def resolve(name)
  return nil if name.nil?

  providers[name.to_sym]
end

.resolve_model_id(model_id, config: nil) ⇒ Object

rubocop:disable Lint/UnusedMethodArgument



184
185
186
# File 'lib/lex_llm/provider.rb', line 184

def resolve_model_id(model_id, config: nil) # rubocop:disable Lint/UnusedMethodArgument
  model_id
end

.slugObject



156
157
158
# File 'lib/lex_llm/provider.rb', line 156

def slug
  name.downcase
end

Instance Method Details

#api_baseObject

Raises:

  • (NotImplementedError)


16
17
18
# File 'lib/lex_llm/provider.rb', line 16

def api_base
  raise NotImplementedError
end

#assume_models_exist?Boolean

Returns:

  • (Boolean)


110
111
112
# File 'lib/lex_llm/provider.rb', line 110

def assume_models_exist?
  self.class.assume_models_exist?
end

#capabilitiesObject



32
33
34
# File 'lib/lex_llm/provider.rb', line 32

def capabilities
  self.class.capabilities
end

#complete(messages, tools:, temperature:, model:, params: {}, headers: {}, schema: nil, thinking: nil, tool_prefs: nil) ⇒ Object

rubocop:disable Metrics/ParameterLists



41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
# File 'lib/lex_llm/provider.rb', line 41

def complete(messages, tools:, temperature:, model:, params: {}, headers: {}, schema: nil, thinking: nil,
             tool_prefs: nil, &)
  normalized_temperature = maybe_normalize_temperature(temperature, model)

  payload = Utils.deep_merge(
    render_payload(
      messages,
      tools: tools,
      tool_prefs: tool_prefs,
      temperature: normalized_temperature,
      model: model,
      stream: block_given?,
      schema: schema,
      thinking: thinking
    ),
    params
  )

  if block_given?
    stream_response @connection, payload, headers, &
  else
    sync_response @connection, payload, headers
  end
end

#configuration_requirementsObject



36
37
38
# File 'lib/lex_llm/provider.rb', line 36

def configuration_requirements
  self.class.configuration_requirements
end

#configured?Boolean

Returns:

  • (Boolean)


98
99
100
# File 'lib/lex_llm/provider.rb', line 98

def configured?
  configuration_requirements.all? { |req| @config.send(req) }
end

#embed(text, model:, dimensions:) ⇒ Object



72
73
74
75
76
# File 'lib/lex_llm/provider.rb', line 72

def embed(text, model:, dimensions:)
  payload = render_embedding_payload(text, model:, dimensions:)
  response = @connection.post(embedding_url(model:), payload)
  parse_embedding_response(response, model:, text:)
end

#format_messages(messages) ⇒ Object



134
135
136
137
138
139
140
141
# File 'lib/lex_llm/provider.rb', line 134

def format_messages(messages)
  messages.map do |msg|
    {
      role: msg.role.to_s,
      content: msg.content
    }
  end
end

#format_tool_calls(_tool_calls) ⇒ Object



143
144
145
# File 'lib/lex_llm/provider.rb', line 143

def format_tool_calls(_tool_calls)
  nil
end

#headersObject



20
21
22
# File 'lib/lex_llm/provider.rb', line 20

def headers
  {}
end

#list_modelsObject

rubocop:enable Metrics/ParameterLists



67
68
69
70
# File 'lib/lex_llm/provider.rb', line 67

def list_models
  response = @connection.get models_url
  parse_list_models_response response, slug, capabilities
end

#local?Boolean

Returns:

  • (Boolean)


102
103
104
# File 'lib/lex_llm/provider.rb', line 102

def local?
  self.class.local?
end

#moderate(input, model:) ⇒ Object



78
79
80
81
82
# File 'lib/lex_llm/provider.rb', line 78

def moderate(input, model:)
  payload = render_moderation_payload(input, model:)
  response = @connection.post moderation_url, payload
  parse_moderation_response(response, model:)
end

#nameObject



28
29
30
# File 'lib/lex_llm/provider.rb', line 28

def name
  self.class.name
end

#paint(prompt, model:, size:, with: nil, mask: nil, params: {}) ⇒ Object

rubocop:disable Metrics/ParameterLists



84
85
86
87
88
89
# File 'lib/lex_llm/provider.rb', line 84

def paint(prompt, model:, size:, with: nil, mask: nil, params: {}) # rubocop:disable Metrics/ParameterLists
  validate_paint_inputs!(with:, mask:)
  payload = render_image_payload(prompt, model:, size:, with:, mask:, params:)
  response = @connection.post images_url(with:, mask:), payload
  parse_image_response(response, model:)
end

#parse_error(response) ⇒ Object



114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
# File 'lib/lex_llm/provider.rb', line 114

def parse_error(response)
  return if response.body.empty?

  body = try_parse_json(response.body)
  case body
  when Hash
    error = body['error']
    return error if error.is_a?(String)

    body.dig('error', 'message')
  when Array
    body.map do |part|
      error = part['error']
      error.is_a?(String) ? error : part.dig('error', 'message')
    end.join('. ')
  else
    body
  end
end

#parse_tool_calls(_tool_calls) ⇒ Object



147
148
149
# File 'lib/lex_llm/provider.rb', line 147

def parse_tool_calls(_tool_calls)
  nil
end

#remote?Boolean

Returns:

  • (Boolean)


106
107
108
# File 'lib/lex_llm/provider.rb', line 106

def remote?
  self.class.remote?
end

#slugObject



24
25
26
# File 'lib/lex_llm/provider.rb', line 24

def slug
  self.class.slug
end

#transcribe(audio_file, model:, language:) ⇒ Object



91
92
93
94
95
96
# File 'lib/lex_llm/provider.rb', line 91

def transcribe(audio_file, model:, language:, **)
  file_part = build_audio_file_part(audio_file)
  payload = render_transcription_payload(file_part, model:, language:, **)
  response = @connection.post transcription_url, payload
  parse_transcription_response(response, model:)
end