package ocaml-ai-sdk
sectionYPositions = computeSectionYPositions($el), 10)"
x-init="setTimeout(() => sectionYPositions = computeSectionYPositions($el), 10)"
>
OCaml AI SDK - Provider abstraction for AI models
Install
dune-project
Dependency
Authors
Maintainers
Sources
ocaml-ai-sdk-0.6.1.tbz
sha256=cb3b82428abcda76c02ec92f8103a4db28edf3f42795794a37135e9a3c40af96
sha512=11be8889ee25bee67b2be00553c42a4692bc73e5ce23985e8bb87f8a07e9d8f556b5a63b219fe5fe30366c8b0d4edae494afa80ccfbfcb112f1fa1e458de55bf
doc/src/ocaml-ai-sdk.ai_core/telemetry.ml.html
Source file telemetry.ml
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434(* ---- Integration types ---- *) type model_info = { provider : string; model_id : string; } type integration = { on_start : (on_start_event -> unit Lwt.t) option; on_step_finish : (on_step_finish_event -> unit Lwt.t) option; on_tool_call_start : (on_tool_call_start_event -> unit Lwt.t) option; on_tool_call_finish : (on_tool_call_finish_event -> unit Lwt.t) option; on_finish : (on_finish_event -> unit Lwt.t) option; } and on_start_event = { model : model_info; messages : Ai_provider.Prompt.message list; tools : (string * Core_tool.t) list; function_id : string option; metadata : (string * Trace_core.user_data) list; } and on_step_finish_event = { step_number : int; step : Generate_text_result.step; function_id : string option; metadata : (string * Trace_core.user_data) list; } and on_tool_call_start_event = { step_number : int; model : model_info; tool_name : string; tool_call_id : string; args : Yojson.Basic.t; function_id : string option; metadata : (string * Trace_core.user_data) list; } and on_tool_call_finish_event = { step_number : int; model : model_info; tool_name : string; tool_call_id : string; args : Yojson.Basic.t; result : tool_call_outcome; duration_ms : float; function_id : string option; metadata : (string * Trace_core.user_data) list; } and tool_call_outcome = | Success of Yojson.Basic.t | Error of string and on_finish_event = { steps : Generate_text_result.step list; total_usage : Ai_provider.Usage.t; finish_reason : Ai_provider.Finish_reason.t; function_id : string option; metadata : (string * Trace_core.user_data) list; } let no_integration = { on_start = None; on_step_finish = None; on_tool_call_start = None; on_tool_call_finish = None; on_finish = None } (* ---- W3C Trace Context ---- *) type trace_context = { trace_id : string; parent_id : string; sampled : bool; } let is_hex_char = function | '0' .. '9' | 'a' .. 'f' | 'A' .. 'F' -> true | _ -> false let is_all_zeros s = String.for_all (fun c -> Char.equal c '0') s let parse_traceparent s = if String.length s <> 55 then None else ( match s.[2], s.[35], s.[52] with | '-', '-', '-' -> let trace_id = String.sub s 3 32 in let parent_id = String.sub s 36 16 in let flags = String.sub s 53 2 in let is_W3C_v00 = String.equal (String.sub s 0 2) "00" in let is_hex_chars = List.for_all (String.for_all is_hex_char) [ trace_id; parent_id; flags ] in let is_all_zeros = is_all_zeros trace_id || is_all_zeros parent_id in (match is_W3C_v00 && is_hex_chars && not is_all_zeros with | false -> None | true -> let sampled = match int_of_string_opt ("0x" ^ flags) with | Some f -> f land 1 = 1 | None -> false in Some { trace_id = String.lowercase_ascii trace_id; parent_id = String.lowercase_ascii parent_id; sampled }) | _ -> None) (* ---- Settings ---- *) type t = { enabled : bool; record_inputs : bool; record_outputs : bool; function_id : string option; metadata : (string * Trace_core.user_data) list; integrations : integration list; trace_context : trace_context option; } let create ?(enabled = false) ?(record_inputs = true) ?(record_outputs = true) ?function_id ?(metadata = []) ?(integrations = []) ?traceparent () = let trace_context = Option.bind traceparent parse_traceparent in { enabled; record_inputs; record_outputs; function_id; metadata; integrations; trace_context } let enabled t = t.enabled let record_inputs t = t.record_inputs let record_outputs t = t.record_outputs let function_id t = t.function_id let metadata t = t.metadata let integrations t = t.integrations let trace_context t = t.trace_context (* ---- Attribute Selection ---- *) type attr = | Always of Trace_core.user_data | Input of (unit -> Trace_core.user_data) | Output of (unit -> Trace_core.user_data) let select_attributes t attrs = match t.enabled with | false -> [] | true -> let should_record = function | Always _ -> true | Input _ -> t.record_inputs | Output _ -> t.record_outputs in List.filter_map (fun (key, attr) -> match should_record attr with | false -> None | true -> let v = match attr with | Always v -> v | Input f | Output f -> f () in Some (key, v)) attrs (* ---- Operation Name Assembly ---- *) let assemble_operation_name ~operation_id t = let base = [ ( "operation.name", `String (match t.function_id with | Some fid -> Printf.sprintf "%s %s" operation_id fid | None -> operation_id) ); "ai.operationId", `String operation_id; ] in match t.function_id with | Some fid -> ("resource.name", `String fid) :: ("ai.telemetry.functionId", `String fid) :: base | None -> base (* ---- Base Telemetry Attributes ---- *) let trace_context_attributes t = match t.trace_context with | None -> [] | Some tc -> [ "ai.trace_context.trace_id", `String tc.trace_id; "ai.trace_context.parent_id", `String tc.parent_id; "ai.trace_context.sampled", `Bool tc.sampled; ] let base_attributes ~provider ~model_id ~settings_attrs ~headers t = let model_attrs = [ "ai.model.provider", `String provider; "ai.model.id", `String model_id ] in let metadata_attrs = List.map (fun (k, v) -> Printf.sprintf "ai.telemetry.metadata.%s" k, v) t.metadata in let header_attrs = List.map (fun (k, v) -> Printf.sprintf "ai.request.headers.%s" k, (`String v : Trace_core.user_data)) headers in model_attrs @ settings_attrs @ metadata_attrs @ header_attrs @ trace_context_attributes t let settings_attributes ?max_output_tokens ?temperature ?top_p ?top_k ?stop_sequences ?seed ?frequency_penalty ?presence_penalty ?max_retries () = let add key f opt acc = match opt with | Some v -> (key, f v) :: acc | None -> acc in [] |> add "ai.settings.maxRetries" (fun v -> `Int v) max_retries |> add "ai.settings.presencePenalty" (fun v -> `Float v) presence_penalty |> add "ai.settings.frequencyPenalty" (fun v -> `Float v) frequency_penalty |> add "ai.settings.seed" (fun v -> `Int v) seed |> add "ai.settings.topK" (fun v -> `Int v) top_k |> add "ai.settings.topP" (fun v -> `Float v) top_p |> add "ai.settings.temperature" (fun v -> `Float v) temperature |> add "ai.settings.maxOutputTokens" (fun v -> `Int v) max_output_tokens |> fun acc -> match stop_sequences with | Some seqs when seqs <> [] -> ("ai.settings.stopSequences", `String (String.concat "," seqs)) :: acc | Some _ -> acc | None -> acc (* ---- Lwt Ambient Span Provider ---- *) let k_ambient_span : Trace_core.span Lwt.key = Lwt.new_key () let () = Trace_core.set_ambient_context_provider (Trace_core.Ambient_span_provider.ASP_some ( (), { get_current_span = (fun () -> Lwt.get k_ambient_span); with_current_span_set_to = (fun () span f -> Lwt.with_value k_ambient_span (Some span) (fun () -> f span)); } )) (* ---- Lwt Span Helper ---- *) let with_span ?parent ~__FILE__ ~__LINE__ ~data name (f : Trace_core.span -> 'a Lwt.t) : 'a Lwt.t = if Trace_core.enabled () then begin let span = Trace_core.enter_span ~__FILE__ ~__LINE__ ~flavor:`Async ?parent:(Option.map Option.some parent) ~data name in let fut = Trace_core.with_current_span_set_to span f in Lwt.on_termination fut (fun () -> Trace_core.exit_span span); fut end else f Trace_core.Collector.dummy_span (* ---- Optional Attribute Helpers ---- *) let opt_attr key f = function | Some v -> [ key, f v ] | None -> [] let opt_string_attr key = opt_attr key (fun v -> `String v) let opt_int_attr key = opt_attr key (fun v -> `Int v) let opt_float_attr key = opt_attr key (fun v -> `Float v) (* ---- Conditional Helpers ---- *) let maybe_span telemetry name ~__FILE__ ~__LINE__ ~data f = match telemetry with | Some t when t.enabled -> with_span ~__FILE__ ~__LINE__ ~data name f | _ -> f Trace_core.Collector.dummy_span let maybe_notify telemetry f = match telemetry with | Some t when t.enabled -> f t | _ -> Lwt.return_unit let make_model_info ~provider ~model_id = { provider; model_id } let tool_calls_to_json_string (tool_calls : Generate_text_result.tool_call list) = let tc_json = List.map (fun (tc : Generate_text_result.tool_call) -> `Assoc [ "toolCallId", `String tc.tool_call_id; "toolName", `String tc.tool_name; "args", tc.args ]) tool_calls in Yojson.Basic.to_string (`List tc_json) (* ---- Precompute Helpers ---- *) type precomputed = { model_info : model_info; function_id_ : string option; metadata_ : (string * Trace_core.user_data) list; base_data : (string * Trace_core.user_data) list; } let disabled_precomputed = { model_info = { provider = ""; model_id = "" }; function_id_ = None; metadata_ = []; base_data = [] } let precompute ~operation_id ~model ?max_output_tokens ?temperature ?top_p ?top_k ?stop_sequences ?seed ?max_retries ?headers telemetry = match telemetry with | Some t when enabled t -> let mi = make_model_info ~provider:(Ai_provider.Language_model.provider model) ~model_id:(Ai_provider.Language_model.model_id model) in let settings_attrs = settings_attributes ?max_output_tokens ?temperature ?top_p ?top_k ?stop_sequences ?seed ?max_retries () in let base = assemble_operation_name ~operation_id t @ base_attributes ~provider:mi.provider ~model_id:mi.model_id ~settings_attrs ~headers:(Option.value ~default:[] headers) t in { model_info = mi; function_id_ = function_id t; metadata_ = metadata t; base_data = base } | _ -> disabled_precomputed (* ---- Step Span Attribute Builders ---- *) let step_request_attrs ~operation_id ~model_info:mi ~current_messages ~tools ~tool_choice ?max_output_tokens ?temperature ?top_p ?top_k ?stop_sequences t = assemble_operation_name ~operation_id t @ [ "ai.model.provider", `String mi.provider; "ai.model.id", `String mi.model_id; "gen_ai.system", `String mi.provider; "gen_ai.request.model", `String mi.model_id; ] @ select_attributes t [ ( "ai.prompt.messages", Input (fun () -> `String (Yojson.Basic.to_string (`List (List.map (fun _ -> `String "<message>") current_messages)))) ); ( "ai.prompt.tools", Input (fun () -> `String (Yojson.Basic.to_string (`List (List.map (fun (t : Ai_provider.Tool.t) -> `Assoc [ "name", `String t.name ]) (Prompt_builder.tools_to_provider tools))))) ); ( "ai.prompt.toolChoice", Input (fun () -> `String (match tool_choice with | Some Ai_provider.Tool_choice.Auto -> "auto" | Some Required -> "required" | Some None_ -> "none" | Some (Specific { tool_name }) -> Printf.sprintf {|{"type":"tool","toolName":"%s"}|} tool_name | None -> "auto")) ); ] @ opt_int_attr "gen_ai.request.max_tokens" max_output_tokens @ opt_float_attr "gen_ai.request.temperature" temperature @ opt_float_attr "gen_ai.request.top_p" top_p @ opt_int_attr "gen_ai.request.top_k" top_k @ match stop_sequences with | Some s when s <> [] -> [ "gen_ai.request.stop_sequences", `String (String.concat "," s) ] | _ -> [] let step_response_attrs ~text ~reasoning ~tool_calls ~finish_reason ~(usage : Ai_provider.Usage.t) ?response_id ?response_model t = select_attributes t [ "ai.response.text", Output (fun () -> `String text); "ai.response.reasoning", Output (fun () -> `String reasoning); "ai.response.toolCalls", Output (fun () -> `String (tool_calls_to_json_string tool_calls)); ] @ [ "ai.response.finishReason", `String (Ai_provider.Finish_reason.to_string finish_reason); "ai.usage.inputTokens", `Int usage.input_tokens; "ai.usage.outputTokens", `Int usage.output_tokens; "gen_ai.response.finish_reasons", `String (Ai_provider.Finish_reason.to_string finish_reason); "gen_ai.usage.input_tokens", `Int usage.input_tokens; "gen_ai.usage.output_tokens", `Int usage.output_tokens; ] @ opt_int_attr "ai.usage.totalTokens" usage.total_tokens @ opt_string_attr "ai.response.id" response_id @ opt_string_attr "ai.response.model" response_model @ opt_string_attr "gen_ai.response.id" response_id @ opt_string_attr "gen_ai.response.model" response_model let final_response_attrs ~text ~reasoning ~finish_reason ~(usage : Ai_provider.Usage.t) t = select_attributes t [ "ai.response.text", Output (fun () -> `String text); "ai.response.reasoning", Output (fun () -> `String reasoning); ] @ [ "ai.response.finishReason", `String (Ai_provider.Finish_reason.to_string finish_reason); "ai.usage.inputTokens", `Int usage.input_tokens; "ai.usage.outputTokens", `Int usage.output_tokens; ] @ opt_int_attr "ai.usage.totalTokens" usage.total_tokens let tool_call_span_data ~model_info:mi ~tool_name ~tool_call_id ~args t = assemble_operation_name ~operation_id:"ai.toolCall" t @ [ "ai.model.provider", `String mi.provider; "ai.model.id", `String mi.model_id; "ai.toolCall.name", `String tool_name; "ai.toolCall.id", `String tool_call_id; ] @ select_attributes t [ "ai.toolCall.args", Output (fun () -> `String (Yojson.Basic.to_string args)) ] let tool_call_result_attrs ~result t = select_attributes t [ "ai.toolCall.result", Output (fun () -> `String (Yojson.Basic.to_string result)) ] (* ---- Global Integration Registry ---- *) let global_integrations : integration list ref = ref [] let register_global_integration integration = global_integrations := integration :: !global_integrations let clear_global_integrations () = global_integrations := [] (* ---- Integration Notification ---- *) let all_integrations t = List.rev !global_integrations @ t.integrations let notify_all t extract_callback event = match t.enabled with | false -> Lwt.return_unit | true -> let integrations = all_integrations t in Lwt_list.iter_s (fun integration -> match extract_callback integration with | None -> Lwt.return_unit | Some callback -> Lwt.catch (fun () -> callback event) (fun exn -> Printf.eprintf "[ai_core] telemetry integration error: %s\n%!" (Printexc.to_string exn); Lwt.return_unit)) integrations let notify_on_start t event = notify_all t (fun i -> i.on_start) event let notify_on_step_finish t event = notify_all t (fun i -> i.on_step_finish) event let notify_on_tool_call_start t event = notify_all t (fun i -> i.on_tool_call_start) event let notify_on_tool_call_finish t event = notify_all t (fun i -> i.on_tool_call_finish) event let notify_on_finish t event = notify_all t (fun i -> i.on_finish) event
sectionYPositions = computeSectionYPositions($el), 10)"
x-init="setTimeout(() => sectionYPositions = computeSectionYPositions($el), 10)"
>