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let bos_token =
"<\xef\xbd\x9cbegin\xe2\x96\x81of\xe2\x96\x81sentence\xef\xbd\x9c>"
let eos_token =
"<\xef\xbd\x9cend\xe2\x96\x81of\xe2\x96\x81sentence\xef\xbd\x9c>"
let thinking_start_token = "<think>"
let thinking_end_token = "</think>"
let dsml_token = "\xef\xbd\x9cDSML\xef\xbd\x9c"
let user_token = "<\xef\xbd\x9cUser\xef\xbd\x9c>"
let assistant_token = "<\xef\xbd\x9cAssistant\xef\xbd\x9c>"
let latest_reminder_token = "<\xef\xbd\x9clatest_reminder\xef\xbd\x9c>"
let reasoning_effort_max =
"Reasoning Effort: Absolute maximum with no shortcuts permitted.\n\
You MUST be very thorough in your thinking and comprehensively decompose \
the problem to resolve the root cause, rigorously stress-testing your logic \
against all potential paths, edge cases, and adversarial scenarios.\n\
Explicitly write out your entire deliberation process, documenting every \
intermediate step, considered alternative, and rejected hypothesis to \
ensure absolutely no assumption is left unchecked.\n\n"
exception Parse_error of string
let starts_with s ~prefix = String.starts_with ~prefix s
let ends_with s ~suffix = String.ends_with ~suffix s
let sub_from s i = String.sub s i (String.length s - i)
let find_from s start sub =
let sl = String.length sub and n = String.length s in
if sl = 0 then Some start
else begin
let matches_at i =
let rec c j = j >= sl || (s.[i + j] = sub.[j] && c (j + 1)) in
c 0
in
let last = n - sl in
let rec loop i =
if i > last then None else if matches_at i then Some i else loop (i + 1)
in
loop start
end
let contains s sub = find_from s 0 sub <> None
let strip_left_ws s =
let n = String.length s in
let i = ref 0 in
while
!i < n
&&
match s.[!i] with
| ' ' | '\t' | '\n' | '\r' | '\012' | '\011' -> true
| _ -> false
do
incr i
done;
String.sub s !i (n - !i)
module Json = struct
type t = Jsont.json =
| Null of unit Jsont.node
| Bool of bool Jsont.node
| Number of float Jsont.node
| String of string Jsont.node
| Array of t list Jsont.node
| Object of Jsont.object' Jsont.node
module Value = struct
let string s = Jsont.Json.string s
let number f = Jsont.Json.number f
let name n = Jsont.Json.name n
let member n v = Jsont.Json.mem n v
let object' mems = Jsont.Json.object' mems
let list l = Jsont.Json.list l
let member_key k mems = Jsont.Json.find_mem k mems
let of_string s = Jsont_bytesrw.decode_string Jsont.json s
let of_string_exn s =
match of_string s with Ok j -> j | Error e -> invalid_arg ("Json: " ^ e)
let to_string j =
match Jsont_bytesrw.encode_string Jsont.json j with
| Ok s -> s
| Error _ -> "null"
end
end
let json_member k = function
| Json.Object (mems, _) -> Option.map snd (Json.Value.member_key k mems)
| _ -> None
let invoke_start = "<" ^ dsml_token ^ "invoke"
let invoke_end = "</" ^ dsml_token ^ "invoke"
let parameter_start = "<" ^ dsml_token ^ "parameter"
let parameter_slash = "/" ^ dsml_token ^ "parameter"
let tool_calls_open = "<" ^ dsml_token ^ "tool_calls"
let tool_calls_end = "</" ^ dsml_token ^ "tool_calls>"
let tool_calls_start = "\n\n" ^ tool_calls_open
let read_until_stop text index stops =
let n = String.length text in
let min_pos = ref n and matched = ref None in
List.iter
(fun s ->
match find_from text index s with
| Some pos when pos < !min_pos ->
min_pos := pos;
matched := Some s
| _ -> ())
stops;
match !matched with
| Some s ->
( !min_pos + String.length s,
String.sub text index (!min_pos - index),
Some s )
| None -> (n, String.sub text index (n - index), None)
let parse_tool_name content =
let s = strip_left_ws content in
let prefix = "name=\"" and suffix = "\">\n" in
if
starts_with s ~prefix && ends_with s ~suffix
&& String.length s >= String.length prefix + String.length suffix
then
String.sub s (String.length prefix)
(String.length s - String.length prefix - String.length suffix)
else
raise (Parse_error (Printf.sprintf "Tool name format error: '%s'" content))
let parse_param content =
if not (ends_with content ~suffix:"<") then
raise (Parse_error (Printf.sprintf "Parameter format error: '%s'" content));
let body = String.sub content 0 (String.length content - 1) in
let p1 = " name=\"" in
if not (starts_with body ~prefix:p1) then
raise (Parse_error (Printf.sprintf "Parameter format error: '%s'" content));
let start = String.length p1 in
let sep = "\" string=\"" in
let rec find_sep from =
match find_from body from sep with
| None ->
raise
(Parse_error (Printf.sprintf "Parameter format error: '%s'" content))
| Some pos ->
let after = sub_from body (pos + String.length sep) in
if starts_with after ~prefix:"true\">" then
(String.sub body start (pos - start), "true", sub_from after 6)
else if starts_with after ~prefix:"false\">" then
(String.sub body start (pos - start), "false", sub_from after 7)
else find_sep (pos + 1)
in
find_sep start
let read_one_invoke text index =
let j, name_content, st =
read_until_stop text index [ parameter_start; invoke_end ]
in
let name = parse_tool_name name_content in
let params = ref [] and i = ref j and st = ref st in
while match !st with Some s -> s = parameter_start | None -> false do
let k, param_content, _ = read_until_stop text !i [ parameter_slash ] in
i := k;
let pname, pflag, pval = parse_param param_content in
if List.mem_assoc pname !params then
raise
(Parse_error (Printf.sprintf "Duplicate parameter name: '%s'" pname));
params := (pname, (pval, pflag)) :: !params;
let m, content2, st2 =
read_until_stop text !i [ parameter_start; invoke_end ]
in
i := m;
st := st2;
if content2 <> ">\n" then
raise
(Parse_error
(Printf.sprintf
"Parameter format error: expected '>\\n' but got '%s'" content2))
done;
(name, List.rev !params, !i)
type thinking_mode = Chat | Thinking
type reasoning_effort = High | Max
type task = Action | Query | Authority | Domain | Title | Read_url
let task_token = function
| Action -> "<\xef\xbd\x9caction\xef\xbd\x9c>"
| Query -> "<\xef\xbd\x9cquery\xef\xbd\x9c>"
| Authority -> "<\xef\xbd\x9cauthority\xef\xbd\x9c>"
| Domain -> "<\xef\xbd\x9cdomain\xef\xbd\x9c>"
| Title -> "<\xef\xbd\x9ctitle\xef\xbd\x9c>"
| Read_url -> "<\xef\xbd\x9cread_url\xef\xbd\x9c>"
type tool_call = { id : string option; name : string; arguments : string }
type content_block =
| Text of string
| Tool_result of { tool_use_id : string; content : Json.t }
type role =
| System
| Developer
| User
| Tool_role
| Latest_reminder
| Assistant
type message = {
role : role;
content : string;
reasoning_content : string;
tools : Json.t list;
response_format : Json.t option;
tool_calls : tool_call list;
wo_eos : bool;
task : task option;
tool_call_id : string option;
content_blocks : content_block list option;
}
type parsed_message = {
content : string;
reasoning_content : string;
tool_calls : tool_call list;
}
let base role =
{
role;
content = "";
reasoning_content = "";
tools = [];
response_format = None;
tool_calls = [];
wo_eos = false;
task = None;
tool_call_id = None;
content_blocks = None;
}
let system ?(tools = []) ?response_format content =
{ (base System) with content; tools; response_format }
let developer ?(tools = []) ?response_format content =
if content = "" then invalid_arg "Dsml.developer: content must be non-empty";
{ (base Developer) with content; tools; response_format }
let user ?task content = { (base User) with content; task }
let assistant ?(content = "") ?(reasoning_content = "") ?(tool_calls = [])
?(wo_eos = false) ?task () =
{ (base Assistant) with content; reasoning_content; tool_calls; wo_eos; task }
let tool ~id content = { (base Tool_role) with content; tool_call_id = Some id }
let latest_reminder content = { (base Latest_reminder) with content }
let tool_call ?id ~name ~arguments () = { id; name; arguments }
let tools_from_openai (tools : Json.t list) : Json.t list =
List.map
(fun t ->
match json_member "function" t with
| Some f -> f
| None -> invalid_arg "Dsml: tool object missing \"function\"")
tools
let encode_arguments_to_dsml tc =
let members =
match Json.Value.of_string tc.arguments with
| Ok (Json.Object (mems, _)) -> List.map (fun (nm, v) -> (fst nm, v)) mems
| Ok _ | Error _ -> [ ("arguments", Json.Value.string tc.arguments) ]
in
String.concat "\n"
(List.map
(fun (k, v) ->
let is_str, value =
match v with
| Json.String (s, _) -> (true, s)
| other -> (false, Json.Value.to_string other)
in
Printf.sprintf
"<%sparameter name=\"%s\" string=\"%s\">%s</%sparameter>" dsml_token
k
(if is_str then "true" else "false")
value dsml_token)
members)
let decode_dsml_to_arguments name (args : (string * (string * string)) list) =
let member_of (k, (v, is_string)) =
let value =
if is_string = "true" then Json.Value.string v
else
match Json.Value.of_string v with
| Ok j -> j
| Error _ ->
raise
(Parse_error
(Printf.sprintf "Invalid JSON parameter value: '%s'" v))
in
Json.Value.member (Json.Value.name k) value
in
{
id = None;
name;
arguments =
Json.Value.to_string (Json.Value.object' (List.map member_of args));
}
module Codec = struct
type 'a value = {
v_dec : raw:string -> is_string:bool -> 'a;
v_enc : 'a -> bool * string ;
v_schema : (string * Json.t) list;
}
let string =
{
v_dec = (fun ~raw ~is_string:_ -> raw);
v_enc = (fun s -> (true, s));
v_schema = [ ("type", Json.Value.string "string") ];
}
let json =
{
v_dec =
(fun ~raw ~is_string ->
if is_string then Json.Value.string raw
else
match Json.Value.of_string raw with
| Ok j -> j
| Error _ ->
raise
(Parse_error (Printf.sprintf "Invalid JSON value: '%s'" raw)));
v_enc =
(fun j ->
match j with
| Json.String (s, _) -> (true, s)
| other -> (false, Json.Value.to_string other));
v_schema = [];
}
let bool =
{
v_dec =
(fun ~raw ~is_string:_ ->
match raw with
| "true" -> true
| "false" -> false
| _ ->
raise
(Parse_error (Printf.sprintf "Invalid bool value: '%s'" raw)));
v_enc = (fun b -> (false, if b then "true" else "false"));
v_schema = [ ("type", Json.Value.string "boolean") ];
}
let int =
{
v_dec =
(fun ~raw ~is_string:_ ->
match int_of_string_opt raw with
| Some i -> i
| None ->
raise (Parse_error (Printf.sprintf "Invalid int value: '%s'" raw)));
v_enc = (fun i -> (false, string_of_int i));
v_schema = [ ("type", Json.Value.string "integer") ];
}
let float =
{
v_dec =
(fun ~raw ~is_string:_ ->
match float_of_string_opt raw with
| Some f -> f
| None ->
raise
(Parse_error (Printf.sprintf "Invalid float value: '%s'" raw)));
v_enc = (fun f -> (false, Json.Value.to_string (Json.Value.number f)));
v_schema = [ ("type", Json.Value.string "number") ];
}
let map_value ~dec ~enc v =
{
v_dec = (fun ~raw ~is_string -> dec (v.v_dec ~raw ~is_string));
v_enc = (fun b -> v.v_enc (enc b));
v_schema = v.v_schema;
}
type 'a t = {
name : string;
schema : Json.t;
decode_invoke : string -> (string * (string * string)) list -> 'a;
encode_invoke : 'a -> string;
}
let any_schema =
Json.Value.object'
[
Json.Value.member (Json.Value.name "type") (Json.Value.string "object");
]
let render_param name (is_string, raw) =
Printf.sprintf "<%sparameter name=\"%s\" string=\"%s\">%s</%sparameter>"
dsml_token name
(if is_string then "true" else "false")
raw dsml_token
let render_invoke name body =
Printf.sprintf "<%sinvoke name=\"%s\">\n%s\n</%sinvoke>" dsml_token name
body dsml_token
module Invoke = struct
type ('o, 'dec) map = {
iname : string;
idec : (string * (string * string)) list -> 'dec;
ienc : ('o -> string) list;
iprops : (string * Json.t) list;
ireq : string list;
}
let map iname dec =
{ iname; idec = (fun _ -> dec); ienc = []; iprops = []; ireq = [] }
let param ~enc ?description name value m =
let idec params =
let f = m.idec params in
let raw, is_string =
match List.assoc_opt name params with
| Some (raw, flag) -> (raw, flag = "true")
| None ->
raise
(Parse_error (Printf.sprintf "Missing parameter: '%s'" name))
in
f (value.v_dec ~raw ~is_string)
in
let enc1 o = render_param name (value.v_enc (enc o)) in
let prop =
let fields =
value.v_schema
@
match description with
| Some d -> [ ("description", Json.Value.string d) ]
| None -> []
in
Json.Value.object'
(List.map
(fun (k, v) -> Json.Value.member (Json.Value.name k) v)
fields)
in
{
iname = m.iname;
idec;
ienc = enc1 :: m.ienc;
iprops = (name, prop) :: m.iprops;
ireq = name :: m.ireq;
}
let seal m =
let member k v = Json.Value.member (Json.Value.name k) v in
let schema =
Json.Value.object'
[
member "type" (Json.Value.string "object");
member "properties"
(Json.Value.object'
(List.rev_map (fun (k, v) -> member k v) m.iprops));
member "required"
(Json.Value.list (List.rev_map Json.Value.string m.ireq));
]
in
{
name = m.iname;
schema;
decode_invoke = (fun _name params -> m.idec params);
encode_invoke =
(fun o ->
render_invoke m.iname
(String.concat "\n" (List.rev_map (fun e -> e o) m.ienc)));
}
end
let dynamic =
{
name = "";
schema = any_schema;
decode_invoke = (fun name params -> decode_dsml_to_arguments name params);
encode_invoke =
(fun tc -> render_invoke tc.name (encode_arguments_to_dsml tc));
}
let map ~dec ~enc c =
{
name = c.name;
schema = c.schema;
decode_invoke = (fun n p -> dec (c.decode_invoke n p));
encode_invoke = (fun b -> c.encode_invoke (enc b));
}
let name c = c.name
let schema c = c.schema
let decode_arguments codec arguments =
let params_of members =
List.map
(fun (nm, v) ->
match v with
| Json.String (s, _) -> (fst nm, (s, "true"))
| other -> (fst nm, (Json.Value.to_string other, "false")))
members
in
match Json.Value.of_string arguments with
| Ok (Json.Object (members, _)) -> (
try Ok (codec.decode_invoke codec.name (params_of members))
with Parse_error m -> Error m)
| Ok _ -> Error "tool arguments are not a JSON object"
| Error _ -> Error "tool arguments are not valid JSON"
type 'b case = {
cname : string;
cdecode : string -> (string * (string * string)) list -> 'b;
cencode : 'b -> string option;
}
let case ~inject ~project c =
{
cname = c.name;
cdecode = (fun n p -> inject (c.decode_invoke n p));
cencode = (fun b -> Option.map c.encode_invoke (project b));
}
let choice ?default cases =
{
name = "";
schema = (match default with Some d -> d.schema | None -> any_schema);
decode_invoke =
(fun n p ->
match List.find_opt (fun c -> c.cname = n) cases with
| Some c -> c.cdecode n p
| None -> (
match default with
| Some d -> d.decode_invoke n p
| None ->
raise
(Parse_error (Printf.sprintf "No codec for tool: '%s'" n))));
encode_invoke =
(fun b ->
let rec go = function
| c :: tl -> ( match c.cencode b with Some s -> s | None -> go tl)
| [] -> (
match default with
| Some d -> d.encode_invoke b
| None -> raise (Parse_error "No codec to encode tool call"))
in
go cases);
}
let decode_block codec text index =
let calls = ref [] and i = ref index and stop = ref false in
while not !stop do
let j, content, st =
read_until_stop text !i [ invoke_start; tool_calls_end ]
in
i := j;
if content <> ">\n" then
raise
(Parse_error
(Printf.sprintf
"Tool call format error: expected '>\\n' but got '%s'" content));
match st with
| Some s when s = tool_calls_end -> stop := true
| None -> raise (Parse_error "Missing special token in tool calls")
| Some _ ->
let name, params, j = read_one_invoke text !i in
i := j;
calls := codec.decode_invoke name params :: !calls
done;
(List.rev !calls, !i)
let encode_block codec calls =
Printf.sprintf "<%stool_calls>\n%s\n</%stool_calls>" dsml_token
(String.concat "\n" (List.map codec.encode_invoke calls))
dsml_token
let decode codec text =
match find_from text 0 tool_calls_open with
| None -> Error "no <|DSML|tool_calls> block"
| Some p -> (
try
Ok (fst (decode_block codec text (p + String.length tool_calls_open)))
with Parse_error m -> Error m)
let encode = encode_block
end
module Tool = struct
let v ~name ?(description = "") ?parameters () : Json.t =
let fields =
[ ("name", Json.Value.string name) ]
@ (if description = "" then []
else [ ("description", Json.Value.string description) ])
@ match parameters with Some p -> [ ("parameters", p) ] | None -> []
in
let mem (k, v) = Json.Value.member (Json.Value.name k) v in
Json.Value.object'
[
mem ("type", Json.Value.string "function");
mem ("function", Json.Value.object' (List.map mem fields));
]
end
module Stream = struct
type event =
| Reasoning of string
| Content of string
| Tool_call of tool_call
| Done
type phase =
| In_reasoning
| In_content
| In_tool_calls
| After_tool_calls
| Ended
type t = { mutable phase : phase; mutable buf : string; mutable tc : string }
let create = function
| Thinking -> { phase = In_reasoning; buf = ""; tc = "" }
| Chat -> { phase = In_content; buf = ""; tc = "" }
let earliest buf needles =
List.fold_left
(fun acc nd ->
match find_from buf 0 nd with
| Some p -> (
match acc with
| Some (bp, _, _) when bp <= p -> acc
| _ -> Some (p, nd, String.length nd))
| None -> acc)
None needles
let held buf needles =
let n = String.length buf in
List.fold_left
(fun acc nd ->
let maxk = min n (String.length nd - 1) in
let rec try_k k =
if k <= acc then acc
else if String.sub buf (n - k) k = String.sub nd 0 k then k
else try_k (k - 1)
in
try_k maxk)
0 needles
let feed t chunk =
t.buf <- t.buf ^ chunk;
let evs = ref [] in
let emit e = evs := e :: !evs in
let emit_text mk s = if s <> "" then emit (mk s) in
let again = ref true in
while !again do
match t.phase with
| Ended -> again := false
| In_reasoning -> (
match earliest t.buf [ thinking_end_token ] with
| Some (p, _, l) ->
emit_text (fun s -> Reasoning s) (String.sub t.buf 0 p);
t.buf <- sub_from t.buf (p + l);
t.phase <- In_content
| None ->
let h = held t.buf [ thinking_end_token ] in
let n = String.length t.buf in
emit_text (fun s -> Reasoning s) (String.sub t.buf 0 (n - h));
t.buf <- String.sub t.buf (n - h) h;
again := false)
| In_content -> (
match earliest t.buf [ tool_calls_start; eos_token ] with
| Some (p, tok, l) ->
emit_text (fun s -> Content s) (String.sub t.buf 0 p);
t.buf <- sub_from t.buf (p + l);
if tok = eos_token then (
emit Done;
t.phase <- Ended)
else (
t.tc <- tool_calls_open;
t.phase <- In_tool_calls)
| None ->
let h = held t.buf [ tool_calls_start; eos_token ] in
let n = String.length t.buf in
emit_text (fun s -> Content s) (String.sub t.buf 0 (n - h));
t.buf <- String.sub t.buf (n - h) h;
again := false)
| In_tool_calls -> (
match earliest t.buf [ tool_calls_end ] with
| Some (p, _, l) ->
let block = t.tc ^ String.sub t.buf 0 p ^ tool_calls_end in
t.buf <- sub_from t.buf (p + l);
t.tc <- "";
(match Codec.decode Codec.dynamic block with
| Ok calls -> List.iter (fun c -> emit (Tool_call c)) calls
| Error _ -> ());
t.phase <- After_tool_calls
| None ->
let h = held t.buf [ tool_calls_end ] in
let n = String.length t.buf in
t.tc <- t.tc ^ String.sub t.buf 0 (n - h);
t.buf <- String.sub t.buf (n - h) h;
again := false)
| After_tool_calls -> (
match earliest t.buf [ eos_token ] with
| Some (p, _, l) ->
t.buf <- sub_from t.buf (p + l);
emit Done;
t.phase <- Ended
| None ->
let h = held t.buf [ eos_token ] in
let n = String.length t.buf in
t.buf <- String.sub t.buf (n - h) h;
again := false)
done;
List.rev !evs
let finish t =
let evs = ref [] in
(match t.phase with
| In_reasoning -> if t.buf <> "" then evs := [ Reasoning t.buf ]
| In_content -> if t.buf <> "" then evs := [ Content t.buf ]
| _ -> ());
let tail = if t.phase = Ended then [] else [ Done ] in
t.buf <- "";
t.phase <- Ended;
!evs @ tail
end
let render_response_format rf =
"## Response Format:\n\n\
You MUST strictly adhere to the following schema to reply:\n"
^ Json.Value.to_string rf
let tools_template_head =
"## Tools\n\n\
You have access to a set of tools to help answer the user's question. You \
can invoke tools by writing a \"<\xef\xbd\x9cDSML\xef\xbd\x9ctool_calls>\" \
block like the following:\n\n\
<\xef\xbd\x9cDSML\xef\xbd\x9ctool_calls>\n\
<\xef\xbd\x9cDSML\xef\xbd\x9cinvoke name=\"$TOOL_NAME\">\n\
<\xef\xbd\x9cDSML\xef\xbd\x9cparameter name=\"$PARAMETER_NAME\" \
string=\"true|false\">$PARAMETER_VALUE</\xef\xbd\x9cDSML\xef\xbd\x9cparameter>\n\
...\n\
</\xef\xbd\x9cDSML\xef\xbd\x9cinvoke>\n\
<\xef\xbd\x9cDSML\xef\xbd\x9cinvoke name=\"$TOOL_NAME2\">\n\
...\n\
</\xef\xbd\x9cDSML\xef\xbd\x9cinvoke>\n\
</\xef\xbd\x9cDSML\xef\xbd\x9ctool_calls>\n\n\
String parameters should be specified as is and set `string=\"true\"`. For \
all other types (numbers, booleans, arrays, objects), pass the value in \
JSON format and set `string=\"false\"`.\n\n\
If thinking_mode is enabled (triggered by <think>), you MUST output your \
complete reasoning inside <think>...</think> BEFORE any tool calls or final \
response.\n\n\
Otherwise, output directly after </think> with tool calls or final \
response.\n\n\
### Available Tool Schemas\n\n"
let tools_template_tail =
"\n\n\
You MUST strictly follow the above defined tool name and parameter schemas \
to invoke tool calls.\n"
let render_tools (functions : Json.t list) =
tools_template_head
^ String.concat "\n" (List.map Json.Value.to_string functions)
^ tools_template_tail
let find_last_user_index msgs =
let r = ref (-1) in
Array.iteri
(fun i m -> if m.role = User || m.role = Developer then r := i)
msgs;
!r
let render_tool_result_content = function
| Json.String (s, _) -> s
| Json.Array (items, _) ->
String.concat "\n\n"
(List.map
(fun b ->
match json_member "type" b with
| Some (Json.String ("text", _)) -> (
match json_member "text" b with
| Some (Json.String (t, _)) -> t
| _ -> "")
| Some (Json.String (ty, _)) ->
Printf.sprintf "[Unsupported %s]" ty
| Some other ->
Printf.sprintf "[Unsupported %s]" (Json.Value.to_string other)
| None -> "[Unsupported None]")
items)
| other -> Json.Value.to_string other
let render_message msgs index ~thinking_mode ~drop_thinking ~reasoning_effort =
let n = Array.length msgs in
let msg = msgs.(index) in
let last_user_idx = find_last_user_index msgs in
let b = Buffer.create 256 in
if index = 0 && thinking_mode = Thinking && reasoning_effort = Some Max then
Buffer.add_string b reasoning_effort_max;
(match msg.role with
| System -> (
Buffer.add_string b msg.content;
if msg.tools <> [] then (
Buffer.add_string b "\n\n";
Buffer.add_string b (render_tools (tools_from_openai msg.tools)));
match msg.response_format with
| Some rf -> Buffer.add_string b ("\n\n" ^ render_response_format rf)
| None -> ())
| Developer -> (
Buffer.add_string b user_token;
Buffer.add_string b msg.content;
if msg.tools <> [] then (
Buffer.add_string b "\n\n";
Buffer.add_string b (render_tools (tools_from_openai msg.tools)));
match msg.response_format with
| Some rf -> Buffer.add_string b ("\n\n" ^ render_response_format rf)
| None -> ())
| User -> (
Buffer.add_string b user_token;
match msg.content_blocks with
| Some blocks ->
Buffer.add_string b
(String.concat "\n\n"
(List.map
(function
| Text t -> t
| Tool_result { content; _ } ->
"<tool_result>"
^ render_tool_result_content content
^ "</tool_result>")
blocks))
| None -> Buffer.add_string b msg.content)
| Latest_reminder ->
Buffer.add_string b latest_reminder_token;
Buffer.add_string b msg.content
| Tool_role ->
raise
(Failure
"Dsml: tool messages must be merged into user messages before \
rendering (use encode_messages)")
| Assistant ->
let tc_content =
if msg.tool_calls <> [] then
"\n\n" ^ Codec.encode Codec.dynamic msg.tool_calls
else ""
in
let prev_has_task = index - 1 >= 0 && msgs.(index - 1).task <> None in
let thinking_part =
if thinking_mode = Thinking && not prev_has_task then
if (not drop_thinking) || index > last_user_idx then
msg.reasoning_content ^ thinking_end_token
else ""
else ""
in
Buffer.add_string b thinking_part;
Buffer.add_string b msg.content;
Buffer.add_string b tc_content;
if not msg.wo_eos then Buffer.add_string b eos_token);
let early_return =
index + 1 < n
&&
let r = msgs.(index + 1).role in
r <> Assistant && r <> Latest_reminder
in
if not early_return then
begin match msg.task with
| Some t ->
if t <> Action then Buffer.add_string b (task_token t)
else begin
Buffer.add_string b assistant_token;
Buffer.add_string b
(if thinking_mode <> Thinking then thinking_end_token
else thinking_start_token);
Buffer.add_string b (task_token t)
end
| None -> (
match msg.role with
| User | Developer ->
Buffer.add_string b assistant_token;
if (not drop_thinking) && thinking_mode = Thinking then
Buffer.add_string b thinking_start_token
else if
drop_thinking && thinking_mode = Thinking
&& index >= last_user_idx
then Buffer.add_string b thinking_start_token
else Buffer.add_string b thinking_end_token
| _ -> ())
end;
Buffer.contents b
let merge_tool_messages (messages : message list) : message list =
let merged = ref [] in
List.iter
(fun msg ->
match msg.role with
| Tool_role -> (
let block =
Tool_result
{
tool_use_id =
(match msg.tool_call_id with Some s -> s | None -> "");
content = Json.Value.string msg.content;
}
in
match !merged with
| prev :: rest when prev.role = User && prev.content_blocks <> None ->
let blocks =
match prev.content_blocks with Some b -> b | None -> []
in
merged :=
{ prev with content_blocks = Some (blocks @ [ block ]) } :: rest
| _ ->
merged :=
{ (base User) with content_blocks = Some [ block ] } :: !merged)
| User -> (
let block = Text msg.content in
match !merged with
| prev :: rest
when prev.role = User
&& prev.content_blocks <> None
&& prev.task = None ->
let blocks =
match prev.content_blocks with Some b -> b | None -> []
in
merged :=
{ prev with content_blocks = Some (blocks @ [ block ]) } :: rest
| _ ->
merged :=
{
(base User) with
content = msg.content;
content_blocks = Some [ block ];
task = msg.task;
wo_eos = msg.wo_eos;
}
:: !merged)
| _ -> merged := msg :: !merged)
messages;
List.rev !merged
let sort_tool_results_by_call_order (messages : message list) : message list =
let last_order : (string, int) Hashtbl.t = Hashtbl.create 8 in
let rec go acc = function
| [] -> List.rev acc
| msg :: tl ->
let msg =
match msg.role with
| Assistant when msg.tool_calls <> [] ->
Hashtbl.reset last_order;
List.iteri
(fun idx tc ->
match tc.id with
| Some id when id <> "" -> Hashtbl.replace last_order id idx
| _ -> ())
msg.tool_calls;
msg
| User -> (
match msg.content_blocks with
| Some blocks ->
let tool_blocks =
List.filter
(function Tool_result _ -> true | _ -> false)
blocks
in
if
List.length tool_blocks > 1 && Hashtbl.length last_order > 0
then begin
let key = function
| Tool_result { tool_use_id; _ } -> (
match Hashtbl.find_opt last_order tool_use_id with
| Some i -> i
| None -> 0)
| _ -> 0
in
let sorted =
List.stable_sort
(fun a b -> compare (key a) (key b))
tool_blocks
in
let arr = Array.of_list sorted in
let i = ref 0 in
let new_blocks =
List.map
(function
| Tool_result _ ->
let blk = arr.(!i) in
incr i;
blk
| other -> other)
blocks
in
{ msg with content_blocks = Some new_blocks }
end
else msg
| None -> msg)
| _ -> msg
in
go (msg :: acc) tl
in
go [] messages
let drop_thinking_messages (messages : message list) : message list =
let arr = Array.of_list messages in
let last_user_idx = find_last_user_index arr in
let keep = function
| User | System | Tool_role | Latest_reminder -> true
| _ -> false
in
let out = ref [] in
Array.iteri
(fun idx msg ->
if keep msg.role || idx >= last_user_idx then out := msg :: !out
else
match msg.role with
| Assistant -> out := { msg with reasoning_content = "" } :: !out
| _ -> ())
arr;
List.rev !out
let drop_n k lst =
let rec go k = function
| l when k <= 0 -> l
| _ :: tl -> go (k - 1) tl
| [] -> []
in
go k lst
let encode_messages ?(context = []) ?(drop_thinking = true)
?(add_default_bos_token = true) ?reasoning_effort thinking_mode messages =
let messages = merge_tool_messages messages in
let messages =
drop_n (List.length context)
(sort_tool_results_by_call_order (context @ messages))
in
let context =
if context <> [] then
sort_tool_results_by_call_order (merge_tool_messages context)
else context
in
let full_messages = context @ messages in
let b = Buffer.create 1024 in
if add_default_bos_token && context = [] then Buffer.add_string b bos_token;
let effective_drop =
if List.exists (fun m -> m.tools <> []) full_messages then false
else drop_thinking
in
let full_arr, num_to_render, context_len =
if thinking_mode = Thinking && effective_drop then begin
let fm = drop_thinking_messages full_messages in
let num = List.length fm - List.length (drop_thinking_messages context) in
(Array.of_list fm, num, List.length fm - num)
end
else (Array.of_list full_messages, List.length messages, List.length context)
in
for idx = 0 to num_to_render - 1 do
Buffer.add_string b
(render_message full_arr (idx + context_len) ~thinking_mode
~drop_thinking:effective_drop ~reasoning_effort)
done;
Buffer.contents b
let parse_message_from_completion_text thinking_mode text =
let n = String.length text in
let index = ref 0 and stop = ref None in
let reasoning = ref "" and summary = ref "" and calls = ref [] in
if thinking_mode = Thinking then begin
let i, content, st =
read_until_stop text !index [ thinking_end_token; tool_calls_start ]
in
index := i;
reasoning := content;
stop := st;
if st <> Some thinking_end_token then
raise (Parse_error "Invalid thinking format: missing </think>")
end;
let i, content, st =
read_until_stop text !index [ eos_token; tool_calls_start ]
in
index := i;
summary := content;
stop := st;
let is_tool_calling = st = Some tool_calls_start in
if (not is_tool_calling) && st <> Some eos_token then
raise (Parse_error "Invalid format: missing EOS token");
if is_tool_calling then begin
let tcs, j = Codec.decode_block Codec.dynamic text !index in
index := j;
calls := tcs;
let k, tail, st3 = read_until_stop text !index [ eos_token ] in
index := k;
stop := st3;
if tail <> "" then raise (Parse_error "Unexpected content after tool calls")
end;
if not (!index = n && (!stop = Some eos_token || !stop = None)) then
raise (Parse_error "Unexpected content at end");
List.iter
(fun sp ->
if contains !summary sp || contains !reasoning sp then
raise (Parse_error "Unexpected special token in content"))
[
bos_token; eos_token; thinking_start_token; thinking_end_token; dsml_token;
];
{ content = !summary; reasoning_content = !reasoning; tool_calls = !calls }
let encode_messages_to_writer w ?context ?drop_thinking ?add_default_bos_token
?reasoning_effort thinking_mode messages =
let s =
encode_messages ?context ?drop_thinking ?add_default_bos_token
?reasoning_effort thinking_mode messages
in
Bytesrw.Bytes.Writer.write_string w s
let parse_message_from_reader thinking_mode r =
parse_message_from_completion_text thinking_mode
(Bytesrw.Bytes.Reader.to_string r)