package ocaml-ai-sdk
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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_provider_openrouter/openrouter_model.ml.html
Source file openrouter_model.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 180open Melange_json.Primitives type json_object_format = { type_ : string [@json.key "type"] } [@@deriving to_json] type json_schema_detail = { name : string; schema : Melange_json.t; strict : bool; } [@@deriving to_json] type json_schema_format = { type_ : string; [@json.key "type"] json_schema : json_schema_detail; } [@@deriving to_json] (** Build tools and tool_choice JSON from call options and mode. *) let build_tools_and_choice ~strict (opts : Ai_provider.Call_options.t) = match opts.mode with | Object_tool { tool_name; schema = { name = _; schema } } -> let tool = { Ai_provider.Tool.name = tool_name; description = Some "Structured output tool"; parameters = schema; provider_options = Ai_provider.Provider_options.empty; } in let tools = List.map Convert_tools.openai_tool_to_json (Convert_tools.convert_tools ~strict [ tool ]) in let tc = Convert_tools.convert_tool_choice (Specific { tool_name }) in Some tools, Some tc | Regular | Object_json _ -> match opts.tools with | [] -> None, None | tools -> let tools_json = List.map Convert_tools.openai_tool_to_json (Convert_tools.convert_tools ~strict tools) in let tc_json = Stdlib.Option.map Convert_tools.convert_tool_choice opts.tool_choice in Some tools_json, tc_json (** OpenRouter-specific fields derived from provider options. *) type openrouter_fields = { models : string list option; logit_bias : Yojson.Basic.t option; logprobs : Yojson.Basic.t option; top_logprobs : Yojson.Basic.t option; reasoning : Yojson.Basic.t option; plugins : Yojson.Basic.t list option; web_search_options : Yojson.Basic.t option; provider : Yojson.Basic.t option; debug : Yojson.Basic.t option; cache_control : Yojson.Basic.t option; usage : Yojson.Basic.t option; } (** Build the OpenRouter-specific optional fields from provider options. *) let build_openrouter_fields (or_opts : Openrouter_options.t) = let models = match or_opts.models with | [] -> None | ms -> Some ms in let logit_bias = match or_opts.logit_bias with | [] -> None | bias -> Some (Openrouter_options.logit_bias_to_json bias) in let logprobs, top_logprobs = match or_opts.logprobs with | None -> None, None | Some lp -> let l, tl = Openrouter_options.logprobs_to_json lp in Some l, tl in let reasoning = Stdlib.Option.map Openrouter_options.reasoning_config_to_json or_opts.reasoning in let plugins = match or_opts.plugins with | [] -> None | ps -> Some (Openrouter_options.plugins_to_json ps) in let web_search_options = Stdlib.Option.map Openrouter_options.web_search_options_to_json or_opts.web_search_options in let provider = Stdlib.Option.map Openrouter_options.provider_prefs_to_json or_opts.provider in let debug = Stdlib.Option.map Openrouter_options.debug_config_to_json or_opts.debug in let cache_control = Stdlib.Option.map Openrouter_options.cache_control_to_json or_opts.cache_control in let usage = Stdlib.Option.map Openrouter_options.usage_config_to_json or_opts.usage in { models; logit_bias; logprobs; top_logprobs; reasoning; plugins; web_search_options; provider; debug; cache_control; usage; } (** Build response_format JSON from the mode. *) let build_response_format ~strict_json_schema (mode : Ai_provider.Mode.t) = match mode with | Regular | Object_tool _ -> None | Object_json None -> Some (json_object_format_to_json { type_ = "json_object" }) | Object_json (Some { name; schema }) -> Some (json_schema_format_to_json { type_ = "json_schema"; json_schema = { name; schema; strict = strict_json_schema } }) (** Prepare the request body and warnings -- shared by generate and stream. *) let prepare_request ~config ~model ~stream (opts : Ai_provider.Call_options.t) = let or_opts = Openrouter_options.of_provider_options opts.provider_options |> Stdlib.Option.value ~default:Openrouter_options.default in let warnings = [] in let system_message_mode = match or_opts.system_message_mode with | Some mode -> mode | None -> Model_catalog.infer_system_message_mode model in let messages, prompt_warnings = Convert_prompt.convert_messages ~system_message_mode opts.prompt in let messages_json = List.map Convert_prompt.openrouter_message_to_json messages in let warnings = warnings @ prompt_warnings in let tools_json, tool_choice_json = build_tools_and_choice ~strict:or_opts.strict_json_schema opts in let response_format = build_response_format ~strict_json_schema:or_opts.strict_json_schema opts.mode in (* Don't inject default max_tokens -- send None when caller doesn't specify *) let max_tokens = opts.max_output_tokens in let stop = match opts.stop_sequences with | [] -> None | ss -> Some ss in let or_fields = build_openrouter_fields or_opts in let body = Openrouter_api.make_request_body ~model ~messages:messages_json ?models:or_fields.models ?temperature:opts.temperature ?top_p:opts.top_p ?top_k:opts.top_k ?max_tokens ?frequency_penalty:opts.frequency_penalty ?presence_penalty:opts.presence_penalty ?stop ?seed:opts.seed ?response_format ?tools:tools_json ?tool_choice:tool_choice_json ?parallel_tool_calls:or_opts.parallel_tool_calls ?logit_bias:or_fields.logit_bias ?logprobs:or_fields.logprobs ?top_logprobs:or_fields.top_logprobs ?user:or_opts.user ?include_reasoning:or_opts.include_reasoning ?reasoning:or_fields.reasoning ?usage:or_fields.usage ?plugins:or_fields.plugins ?web_search_options:or_fields.web_search_options ?provider:or_fields.provider ?debug:or_fields.debug ?cache_control:or_fields.cache_control ~stream ~compatibility:config.Config.compatibility () in (* Merge extra_body: config-level first, then model-level (model takes precedence) *) let extra_body = config.extra_body @ or_opts.extra_body in body, extra_body, warnings let create ~config ~model = let module M = struct let specification_version = "v1" let provider = "openrouter" let model_id = model let generate opts = let body, extra_body, warnings = prepare_request ~config ~model ~stream:false opts in let%lwt response = Openrouter_api.chat_completions ~config ~body ~extra_body ~extra_headers:opts.headers ~stream:false in match response with | `Json json -> let result = Convert_response.parse_response json in Lwt.return { result with warnings = warnings @ result.warnings } | `Stream _ -> Lwt.fail_with "unexpected streaming response for non-streaming request" let stream opts = let body, extra_body, warnings = prepare_request ~config ~model ~stream:true opts in let%lwt response = Openrouter_api.chat_completions ~config ~body ~extra_body ~extra_headers:opts.headers ~stream:true in match response with | `Stream line_stream -> let sse_events = Sse.parse_events line_stream in let%lwt raw_response = Convert_stream.response_info sse_events in let parts = Convert_stream.transform sse_events ~warnings in Lwt.return { Ai_provider.Stream_result.stream = parts; warnings; raw_response } | `Json _ -> Lwt.fail_with "unexpected non-streaming response for streaming request" end in (module M : Ai_provider.Language_model.S)
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