Fix python datatable client requiring explicit types (#8086)

* Support arg type decl in postgres

* Python datatable client no longer requires explicit arg typing

* compilation fix

* Set correct type in statement exec

* reset to main

* Explicit pg arg types

* remove code duplication

* update parser js

* FLOAT8 doesn't have space

---------

Co-authored-by: Ruben Fiszel <ruben@windmill.dev>

backend/Cargo.lock

@@ -17023,6 +17023,7 @@ dependencies = [
 name = "windmill-sql-datatype-parser-wasm"
 version = "1.646.0"
 dependencies = [
+ "getrandom 0.3.4",
  "wasm-bindgen",
  "wasm-bindgen-test",
  "windmill-parser",

backend/Cargo.toml

@@ -351,7 +351,7 @@ tower-cookies = "^0.10"
 serde = "=1.0.219"
 serde_json = { version = "^1", features = ["preserve_order", "raw_value"] }
 serde_yml = "0.0.12"
-uuid = { version = "^1", features = ["serde", "v4"] }
+uuid = { version = "^1", features = ["serde", "v4", "js"] }
 thiserror = "^2"
 anyhow = "^1"
 chrono = { version = "^0.4", features = ["serde"] }

backend/parsers/windmill-parser-sql/src/lib.rs

@@ -58,16 +58,23 @@ pub fn parse_oracledb_sig(code: &str) -> anyhow::Result<MainArgSignature> {
 }
 
 pub fn parse_pgsql_sig(code: &str) -> anyhow::Result<MainArgSignature> {
+    let (sig, _) = parse_pgsql_sig_with_typed_schema(code)?;
+    Ok(sig)
+}
+
+pub fn parse_pgsql_sig_with_typed_schema(code: &str) -> anyhow::Result<(MainArgSignature, bool)> {
     let parsed = parse_pg_file(&code)?;
-    if let Some(x) = parsed {
-        let args = x;
-        Ok(MainArgSignature {
-            star_args: false,
-            star_kwargs: false,
-            args,
-            no_main_func: None,
-            has_preprocessor: None,
-        })
+    if let Some((args, typed_schema)) = parsed {
+        Ok((
+            MainArgSignature {
+                star_args: false,
+                star_kwargs: false,
+                args,
+                no_main_func: None,
+                has_preprocessor: None,
+            },
+            typed_schema,
+        ))
     } else {
         Err(anyhow!("Error parsing sql".to_string()))
     }
@@ -216,7 +223,7 @@ lazy_static::lazy_static! {
     static ref RE_ARG_MYSQL: Regex = Regex::new(r#"(?m)^-- \? (\w+) \((\w+)\)(?: ?\= ?(.+))? *(?:\r|\n|$)"#).unwrap();
     pub static ref RE_ARG_MYSQL_NAMED: Regex = Regex::new(r#"(?m)^-- :([a-z_][a-z0-9_]*) \((\w+(?:\([\w, ]+\))?)\)(?: ?\= ?(.+))? *(?:\r|\n|$)"#).unwrap();
 
-    static ref RE_ARG_PGSQL: Regex = Regex::new(r#"(?m)^-- \$(\d+) (\w+)(?: ?\= ?(.+))? *(?:\r|\n|$)"#).unwrap();
+    static ref RE_ARG_PGSQL: Regex = Regex::new(r#"(?m)^-- \$(\d+) (\w+)(?: \(([A-Za-z0-9_\[\]]+)\))?(?: ?\= ?(.+))? *(?:\r|\n|$)"#).unwrap();
 
     // -- @name (type) = default
     static ref RE_ARG_BIGQUERY: Regex = Regex::new(r#"(?m)^-- @(\w+) \((\w+(?:\[\])?)\)(?: ?\= ?(.+))? *(?:\r|\n|$)"#).unwrap();
@@ -478,21 +485,62 @@ pub fn parse_pg_statement_arg_indices(code: &str) -> HashSet<i32> {
     arg_indices
 }
 
-fn parse_pg_file(code: &str) -> anyhow::Result<Option<Vec<Arg>>> {
+fn parse_pg_file(code: &str) -> anyhow::Result<Option<(Vec<Arg>, bool)>> {
     let mut args = vec![];
+
+    // Track which args have explicit types in declaration comments
+    let mut explicitly_typed_args: HashSet<i32> = HashSet::new();
+
+    // First pass: collect args from declaration comments (-- $1 argName (type))
+    for cap in RE_ARG_PGSQL.captures_iter(code) {
+        let idx = cap
+            .get(1)
+            .and_then(|x| x.as_str().parse::<i32>().ok())
+            .ok_or_else(|| anyhow!("Impossible to parse arg digit"))?;
+
+        let name = cap.get(2).map(|x| x.as_str().to_string()).unwrap();
+        let explicit_type = cap.get(3).map(|x| x.as_str().to_string().to_lowercase());
+        let default = cap.get(4).map(|x| x.as_str().to_string());
+        let has_default = default.is_some();
+
+        if let Some(typ) = explicit_type {
+            // If explicitly typed, use that type and don't infer from usage
+            explicitly_typed_args.insert(idx);
+            let parsed_typ = parse_pg_typ(typ.as_str());
+            let parsed_default = default.and_then(|x| parsed_default(&parsed_typ, x));
+
+            args.push(Arg {
+                name,
+                typ: parsed_typ,
+                default: parsed_default,
+                otyp: Some(typ),
+                has_default,
+                oidx: Some(idx),
+            });
+        }
+    }
+
+    // Second pass: infer types from usage for non-explicitly-typed args
     let mut hm: HashMap<i32, String> = HashMap::new();
     for cap in RE_CODE_PGSQL.captures_iter(code) {
+        let idx = cap
+            .get(1)
+            .and_then(|x| x.as_str().parse::<i32>().ok())
+            .ok_or_else(|| anyhow!("Impossible to parse arg digit"))?;
+
+        // Skip if this arg was explicitly typed in declaration
+        if explicitly_typed_args.contains(&idx) {
+            continue;
+        }
+
         let typ = cap
             .get(2)
             .map(|cap| transform_types_with_spaces(&cap, &code))
             .unwrap_or("text");
-        hm.insert(
-            cap.get(1)
-                .and_then(|x| x.as_str().parse::<i32>().ok())
-                .ok_or_else(|| anyhow!("Impossible to parse arg digit"))?,
-            typ.to_string(),
-        );
+        hm.insert(idx, typ.to_string());
     }
+
+    // Add inferred args
     for (i, v) in hm.iter() {
         let typ = v.to_lowercase();
         args.push(Arg {
@@ -504,19 +552,28 @@ fn parse_pg_file(code: &str) -> anyhow::Result<Option<Vec<Arg>>> {
             oidx: Some(*i),
         });
     }
+
+    // Sort by index
     args.sort_by(|a, b| a.oidx.unwrap().cmp(&b.oidx.unwrap()));
+
+    // Third pass: update names and defaults for inferred args
     for cap in RE_ARG_PGSQL.captures_iter(code) {
         let i = cap
             .get(1)
             .and_then(|x| x.as_str().parse::<i32>().ok())
             .map(|x| x);
 
+        // Skip explicitly typed args (already handled)
+        if i.is_some_and(|idx| explicitly_typed_args.contains(&idx)) {
+            continue;
+        }
+
         if let Some(arg_pos) = args
             .iter()
             .position(|x| i.is_some_and(|i| x.oidx.unwrap() == i))
         {
             let name = cap.get(2).map(|x| x.as_str().to_string()).unwrap();
-            let default = cap.get(3).map(|x| x.as_str().to_string());
+            let default = cap.get(4).map(|x| x.as_str().to_string());
             let has_default = default.is_some();
             let oarg = args[arg_pos].clone();
             let parsed_default = default.and_then(|x| parsed_default(&oarg.typ, x));
@@ -532,8 +589,10 @@ fn parse_pg_file(code: &str) -> anyhow::Result<Option<Vec<Arg>>> {
         }
     }
 
+    let typed_schema = !explicitly_typed_args.is_empty();
+
     args.append(&mut parse_sql_sanitized_interpolation(code));
-    Ok(Some(args))
+    Ok(Some((args, typed_schema)))
 }
 
 // The regex doesn't parse types with space such as "character varying"
@@ -1306,4 +1365,186 @@ SELECT * FROM table_name WHERE thing = :name4;
 
         Ok(())
     }
+
+    #[test]
+    fn test_parse_pgsql_explicit_type_at_declaration() -> anyhow::Result<()> {
+        let code = r#"
+-- $1 user_id (bigint)
+-- $2 email
+SELECT * FROM users WHERE id = $1 AND email = $2::text;
+"#;
+        assert_eq!(
+            parse_pgsql_sig(code)?,
+            MainArgSignature {
+                star_args: false,
+                star_kwargs: false,
+                args: vec![
+                    Arg {
+                        otyp: Some("bigint".to_string()),
+                        name: "user_id".to_string(),
+                        typ: Typ::Int,
+                        default: None,
+                        has_default: false,
+                        oidx: Some(1),
+                    },
+                    Arg {
+                        otyp: Some("text".to_string()),
+                        name: "email".to_string(),
+                        typ: Typ::Str(None),
+                        default: None,
+                        has_default: false,
+                        oidx: Some(2),
+                    },
+                ],
+                no_main_func: None,
+                has_preprocessor: None
+            }
+        );
+
+        Ok(())
+    }
+
+    #[test]
+    fn test_parse_pgsql_explicit_type_with_default() -> anyhow::Result<()> {
+        let code = r#"
+-- $1 limit (integer) = 10
+-- $2 offset (bigint) = 0
+SELECT * FROM users LIMIT $1 OFFSET $2;
+"#;
+        assert_eq!(
+            parse_pgsql_sig(code)?,
+            MainArgSignature {
+                star_args: false,
+                star_kwargs: false,
+                args: vec![
+                    Arg {
+                        otyp: Some("integer".to_string()),
+                        name: "limit".to_string(),
+                        typ: Typ::Int,
+                        default: Some(json!(10)),
+                        has_default: true,
+                        oidx: Some(1),
+                    },
+                    Arg {
+                        otyp: Some("bigint".to_string()),
+                        name: "offset".to_string(),
+                        typ: Typ::Int,
+                        default: Some(json!(0)),
+                        has_default: true,
+                        oidx: Some(2),
+                    },
+                ],
+                no_main_func: None,
+                has_preprocessor: None
+            }
+        );
+
+        Ok(())
+    }
+
+    #[test]
+    fn test_parse_pgsql_mixed_explicit_and_inferred() -> anyhow::Result<()> {
+        let code = r#"
+-- $1 user_id (bigint)
+-- $2 status
+-- $3 created_at (timestamptz)
+SELECT * FROM users
+WHERE id = $1
+  AND status = $2::text
+  AND created_at > $3;
+"#;
+        assert_eq!(
+            parse_pgsql_sig(code)?,
+            MainArgSignature {
+                star_args: false,
+                star_kwargs: false,
+                args: vec![
+                    Arg {
+                        otyp: Some("bigint".to_string()),
+                        name: "user_id".to_string(),
+                        typ: Typ::Int,
+                        default: None,
+                        has_default: false,
+                        oidx: Some(1),
+                    },
+                    Arg {
+                        otyp: Some("text".to_string()),
+                        name: "status".to_string(),
+                        typ: Typ::Str(None),
+                        default: None,
+                        has_default: false,
+                        oidx: Some(2),
+                    },
+                    Arg {
+                        otyp: Some("timestamptz".to_string()),
+                        name: "created_at".to_string(),
+                        typ: Typ::Datetime,
+                        default: None,
+                        has_default: false,
+                        oidx: Some(3),
+                    },
+                ],
+                no_main_func: None,
+                has_preprocessor: None
+            }
+        );
+
+        Ok(())
+    }
+
+    #[test]
+    fn test_parse_pgsql_explicit_type_array() -> anyhow::Result<()> {
+        let code = r#"
+-- $1 ids (bigint[])
+SELECT * FROM users WHERE id = ANY($1);
+"#;
+        assert_eq!(
+            parse_pgsql_sig(code)?,
+            MainArgSignature {
+                star_args: false,
+                star_kwargs: false,
+                args: vec![Arg {
+                    otyp: Some("bigint[]".to_string()),
+                    name: "ids".to_string(),
+                    typ: Typ::List(Box::new(Typ::Int)),
+                    default: None,
+                    has_default: false,
+                    oidx: Some(1),
+                },],
+                no_main_func: None,
+                has_preprocessor: None
+            }
+        );
+
+        Ok(())
+    }
+
+    #[test]
+    fn test_parse_pgsql_explicit_type_does_not_infer_from_usage() -> anyhow::Result<()> {
+        // Even though $1 is used as ::integer in the query,
+        // the explicit type (text) should take precedence
+        let code = r#"
+-- $1 value (text)
+SELECT $1::integer;
+"#;
+        assert_eq!(
+            parse_pgsql_sig(code)?,
+            MainArgSignature {
+                star_args: false,
+                star_kwargs: false,
+                args: vec![Arg {
+                    otyp: Some("text".to_string()),
+                    name: "value".to_string(),
+                    typ: Typ::Str(None),
+                    default: None,
+                    has_default: false,
+                    oidx: Some(1),
+                },],
+                no_main_func: None,
+                has_preprocessor: None
+            }
+        );
+
+        Ok(())
+    }
 }

backend/parsers/windmill-sql-datatype-parser-wasm/Cargo.toml

@@ -16,4 +16,7 @@ wasm-bindgen-test.workspace = true
 [dependencies]
 windmill-parser.workspace = true
 windmill-parser-sql.workspace = true
-wasm-bindgen.workspace = true
+wasm-bindgen.workspace = true
+# getrandom 0.3 is pulled in transitively by rand 0.9 (via windmill-types).
+# It requires the "wasm_js" feature to work on wasm32-unknown-unknown.
+getrandom3 = { package = "getrandom", version = "0.3", features = ["wasm_js"] }

backend/windmill-worker/src/pg_executor.rs

@@ -24,16 +24,16 @@ use tokio_postgres::{
 use uuid::Uuid;
 use windmill_common::error::to_anyhow;
 use windmill_common::error::{self, Error};
-use windmill_object_store::convert_json_line_stream;
 use windmill_common::worker::{
     to_raw_value, Connection, SqlResultCollectionStrategy, CLOUD_HOSTED,
 };
 use windmill_common::workspaces::get_datatable_resource_from_db_unchecked;
 use windmill_common::{PgDatabase, PrepareQueryColumnInfo, PrepareQueryResult};
+use windmill_object_store::convert_json_line_stream;
 use windmill_parser::{Arg, Typ};
 use windmill_parser_sql::{
-    parse_db_resource, parse_pg_statement_arg_indices, parse_pgsql_sig, parse_s3_mode,
-    parse_sql_blocks,
+    parse_db_resource, parse_pg_statement_arg_indices, parse_pgsql_sig_with_typed_schema,
+    parse_s3_mode, parse_sql_blocks,
 };
 use windmill_queue::{CanceledBy, MiniPulledJob};
 
@@ -58,6 +58,42 @@ lazy_static! {
     pub static ref LAST_QUERY: AtomicU64 = AtomicU64::new(0);
 }
 
+fn otyp_to_pg_type(otyp: &str) -> error::Result<Type> {
+    let base = otyp.trim_end_matches("[]");
+    let is_array = otyp.ends_with("[]");
+
+    let (scalar, array) = match base {
+        "bool" | "boolean" => (Type::BOOL, Type::BOOL_ARRAY),
+        "char" | "character" => (Type::CHAR, Type::CHAR_ARRAY),
+        "smallint" | "smallserial" | "int2" | "serial2" => (Type::INT2, Type::INT2_ARRAY),
+        "int" | "integer" | "int4" | "serial" => (Type::INT4, Type::INT4_ARRAY),
+        "bigint" | "bigserial" | "int8" | "serial8" => (Type::INT8, Type::INT8_ARRAY),
+        "real" | "float4" => (Type::FLOAT4, Type::FLOAT4_ARRAY),
+        "double" | "float8" => (Type::FLOAT8, Type::FLOAT8_ARRAY),
+        "numeric" | "decimal" => (Type::NUMERIC, Type::NUMERIC_ARRAY),
+        "text" => (Type::TEXT, Type::TEXT_ARRAY),
+        "varchar" | "character varying" => (Type::VARCHAR, Type::VARCHAR_ARRAY),
+        "uuid" => (Type::UUID, Type::UUID_ARRAY),
+        "date" => (Type::DATE, Type::DATE_ARRAY),
+        "time" => (Type::TIME, Type::TIME_ARRAY),
+        "timetz" => (Type::TIMETZ, Type::TIMETZ_ARRAY),
+        "timestamp" => (Type::TIMESTAMP, Type::TIMESTAMP_ARRAY),
+        "timestamptz" => (Type::TIMESTAMPTZ, Type::TIMESTAMPTZ_ARRAY),
+        "json" => (Type::JSON, Type::JSON_ARRAY),
+        "jsonb" => (Type::JSONB, Type::JSONB_ARRAY),
+        "bytea" => (Type::BYTEA, Type::BYTEA_ARRAY),
+        "oid" => (Type::OID, Type::OID_ARRAY),
+        _ => {
+            return Err(Error::ExecutionErr(format!(
+                "Unsupported PostgreSQL type for typed schema: {}",
+                otyp
+            )))
+        }
+    };
+
+    Ok(if is_array { array } else { scalar })
+}
+
 fn do_postgresql_inner<'a>(
     mut query: String,
     param_idx_to_arg_and_value: &HashMap<i32, (&Arg, Option<&Value>)>,
@@ -67,8 +103,10 @@ fn do_postgresql_inner<'a>(
     skip_collect: bool,
     first_row_only: bool,
     s3: Option<S3ModeWorkerData>,
+    typed_schema: bool,
 ) -> error::Result<BoxFuture<'a, error::Result<Vec<Box<RawValue>>>>> {
     let mut query_params = vec![];
+    let mut param_types = vec![];
 
     let arg_indices = parse_pg_statement_arg_indices(&query);
 
@@ -86,13 +124,14 @@ fn do_postgresql_inner<'a>(
             let typ = &arg.typ;
             let param = convert_val(value, arg_t, typ)?;
             query_params.push(param);
+            if typed_schema {
+                param_types.push(otyp_to_pg_type(arg_t)?);
+            }
             i += 1;
         }
     }
 
     let result_f = async move {
-        // Now we can execute a simple statement that just returns its parameter.
-
         let mut res: Vec<Box<serde_json::value::RawValue>> = vec![];
 
         let query_params = query_params
@@ -100,14 +139,23 @@ fn do_postgresql_inner<'a>(
             .map(|p| &**p as &(dyn ToSql + Sync))
             .collect_vec();
 
+        let statement = if typed_schema {
+            client
+                .prepare_typed(&query, &param_types)
+                .await
+                .map_err(to_anyhow)?
+        } else {
+            client.prepare(&query).await.map_err(to_anyhow)?
+        };
+
         if skip_collect {
             client
-                .execute_raw(&query, query_params)
+                .execute_raw(&statement, query_params)
                 .await
                 .map_err(to_anyhow)?;
         } else if let Some(ref s3) = s3 {
             let rows_stream = client
-                .query_raw(&query, query_params)
+                .query_raw(&statement, query_params)
                 .map_err(to_anyhow)
                 .await?
                 .map_err(to_anyhow)
@@ -121,7 +169,7 @@ fn do_postgresql_inner<'a>(
             return Ok(vec![to_raw_value(&s3.to_return_s3_obj())]);
         } else {
             let rows = client
-                .query_raw(&query, query_params)
+                .query_raw(&statement, query_params)
                 .await
                 .map_err(to_anyhow)?;
 
@@ -272,7 +320,8 @@ pub async fn do_postgresql(
         (Some((client, handle)), None)
     };
 
-    let sig = parse_pgsql_sig(&query).map_err(|x| Error::ExecutionErr(x.to_string()))?;
+    let (sig, typed_schema) = parse_pgsql_sig_with_typed_schema(&query)
+        .map_err(|x| Error::ExecutionErr(x.to_string()))?;
 
     let reserved_variables =
         get_reserved_variables(job, &client.token, conn, parent_runnable_path).await?;
@@ -346,6 +395,7 @@ pub async fn do_postgresql(
                     && i < queries.len() - 1,
                 collection_strategy.collect_first_row_only(),
                 s3.clone(),
+                typed_schema,
             )?
             .await?;
             results.push(result);

frontend/package-lock.json

@@ -260,7 +260,6 @@
 			"integrity": "sha512-cjQ7ZlQ0Mv3b47hABuTevyTuYN4i+loJKGeV9flcCgIK37cCXRh+L1bd3iBHlynerhQ7BhCkn2BPbQUL+rGqFg==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"@babel/helper-validator-identifier": "^7.27.1",
 				"js-tokens": "^4.0.0",
@@ -276,7 +275,6 @@
 			"integrity": "sha512-qSs4ifwzKJSV39ucNjsvc6WVHs6b7S03sOh2OcHF9UHfVPqWWALUsNUVzhSBiItjRZoLHx7nIarVjqKVusUZ1Q==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"engines": {
 				"node": ">=6.9.0"
 			}
@@ -822,7 +820,6 @@
 				}
 			],
 			"license": "MIT",
-			"peer": true,
 			"engines": {
 				"node": "^14 || ^16 || >=18"
 			},
@@ -1332,6 +1329,7 @@
 			"integrity": "sha512-Jer+M7DgIwT5IHfTayb4Iw/fkkxWNmC/mqn/nMh9JrbPbkxmyabfLQnhJ+JDn5HK77f84j34lubO3iqFtYAfMg==",
 			"dev": true,
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"@floating-ui/core": "^1.3.1",
 				"@floating-ui/dom": "^1.4.5",
@@ -2107,6 +2105,7 @@
 			"integrity": "sha512-M+MqAvFve12T1HWws/2npP/s3hFtyjw3GB/OXW/8a1jZBk48qnvPJrtgE+VOMc3RnjUMxc4mv/vQ73nvj2uNMg==",
 			"devOptional": true,
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"@standard-schema/spec": "^1.0.0",
 				"@sveltejs/acorn-typescript": "^1.0.5",
@@ -2202,6 +2201,7 @@
 			"integrity": "sha512-ou/d51QSdTyN26D7h6dSpusAKaZkAiGM55/AKYi+9AGZw7q85hElbjK3kEyzXHhLSnRISHOYzVge6x0jRZ7DXA==",
 			"devOptional": true,
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"@sveltejs/vite-plugin-svelte-inspector": "^5.0.0",
 				"deepmerge": "^4.3.1",
@@ -2728,8 +2728,7 @@
 			"resolved": "https://registry.npmjs.org/@types/minimist/-/minimist-1.2.5.tgz",
 			"integrity": "sha512-hov8bUuiLiyFPGyFPE1lwWhmzYbirOXQNNo40+y3zow8aFVTeyn3VWL0VFFfdNddA8S4Vf0Tc062rzyNr7Paag==",
 			"dev": true,
-			"license": "MIT",
-			"peer": true
+			"license": "MIT"
 		},
 		"node_modules/@types/ms": {
 			"version": "2.1.0",
@@ -2742,8 +2741,7 @@
 			"resolved": "https://registry.npmjs.org/@types/normalize-package-data/-/normalize-package-data-2.4.4.tgz",
 			"integrity": "sha512-37i+OaWTh9qeK4LSHPsyRC7NahnGotNuZvjLSgcPzblpHB3rrCJxAOgI5gCdKm7coonsaX1Of0ILiTcnZjbfxA==",
 			"dev": true,
-			"license": "MIT",
-			"peer": true
+			"license": "MIT"
 		},
 		"node_modules/@types/semver": {
 			"version": "7.7.1",
@@ -2812,6 +2810,7 @@
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 				"@babel/code-frame": "^7.0.0",
 				"error-ex": "^1.3.1",
@@ -10084,6 +10051,7 @@
 				}
 			],
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"nanoid": "^3.3.11",
 				"picocolors": "^1.1.1",
@@ -10272,6 +10240,7 @@
 				}
 			],
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"lilconfig": "^3.0.0",
 				"yaml": "^2.3.4"
@@ -10661,8 +10630,7 @@
 			"resolved": "https://registry.npmjs.org/postcss-resolve-nested-selector/-/postcss-resolve-nested-selector-0.1.6.tgz",
 			"integrity": "sha512-0sglIs9Wmkzbr8lQwEyIzlDOOC9bGmfVKcJTaxv3vMmd3uo4o4DerC3En0bnmgceeql9BfC8hRkp7cg0fjdVqw==",
 			"dev": true,
-			"license": "MIT",
-			"peer": true
+			"license": "MIT"
 		},
 		"node_modules/postcss-safe-parser": {
 			"version": "6.0.0",
@@ -10838,6 +10806,7 @@
 			"integrity": "sha512-I7AIg5boAr5R0FFtJ6rCfD+LFsWHp81dolrFD8S79U9tb8Az2nGrJncnMSnys+bpQJfRUzqs9hnA81OAA3hCuQ==",
 			"dev": true,
 			"license": "MIT",
+			"peer": true,
 			"bin": {
 				"prettier": "bin/prettier.cjs"
 			},
@@ -11148,7 +11117,6 @@
 			"integrity": "sha512-X1Fu3dPuk/8ZLsMhEj5f4wFAF0DWoK7qhGJvgaijocXxBmSToKfbFtqbxMO7bVjNA1dmE5huAzjXj/ey86iw9Q==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"@types/normalize-package-data": "^2.4.0",
 				"normalize-package-data": "^3.0.2",
@@ -11168,7 +11136,6 @@
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 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"find-up": "^5.0.0",
 				"read-pkg": "^6.0.0",
@@ -11187,7 +11154,6 @@
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 			"dev": true,
 			"license": "(MIT OR CC0-1.0)",
-			"peer": true,
 			"engines": {
 				"node": ">=10"
 			},
@@ -11201,7 +11167,6 @@
 			"integrity": "sha512-yGSza74xk0UG8k+pLh5oeoYirvIiWo5t0/o3zHHAO2tRDiZcxWP7fywNlXhqb6/r6sWvwi+RsyQMWhVLe4BVuA==",
 			"dev": true,
 			"license": "(MIT OR CC0-1.0)",
-			"peer": true,
 			"engines": {
 				"node": ">=10"
 			},
@@ -11244,7 +11209,6 @@
 			"integrity": "sha512-tYkDkVVtYkSVhuQ4zBgfvciymHaeuel+zFKXShfDnFP5SyVEP7qo70Rf1jTOTCx3vGNAbnEi/xFkcfQVMIBWag==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"indent-string": "^5.0.0",
 				"strip-indent": "^4.0.0"
@@ -11887,7 +11851,6 @@
 			"integrity": "sha512-qMCMfhY040cVHT43K9BFygqYbUPFZKHOg7K73mtTWJRb8pyP3fzf4Ixd5SzdEJQ6MRUg/WBnOLxghZtKKurENQ==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"ansi-styles": "^4.0.0",
 				"astral-regex": "^2.0.0",
@@ -11964,7 +11927,6 @@
 			"integrity": "sha512-kN9dJbvnySHULIluDHy32WHRUu3Og7B9sbY7tsFLctQkIqnMh3hErYgdMjTYuqmcXX+lK5T1lnUt3G7zNswmZA==",
 			"dev": true,
 			"license": "Apache-2.0",
-			"peer": true,
 			"dependencies": {
 				"spdx-expression-parse": "^3.0.0",
 				"spdx-license-ids": "^3.0.0"
@@ -11975,8 +11937,7 @@
 			"resolved": "https://registry.npmjs.org/spdx-exceptions/-/spdx-exceptions-2.5.0.tgz",
 			"integrity": "sha512-PiU42r+xO4UbUS1buo3LPJkjlO7430Xn5SVAhdpzzsPHsjbYVflnnFdATgabnLude+Cqu25p6N+g2lw/PFsa4w==",
 			"dev": true,
-			"license": "CC-BY-3.0",
-			"peer": true
+			"license": "CC-BY-3.0"
 		},
 		"node_modules/spdx-expression-parse": {
 			"version": "3.0.1",
@@ -11984,7 +11945,6 @@
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 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"spdx-exceptions": "^2.1.0",
 				"spdx-license-ids": "^3.0.0"
@@ -11995,8 +11955,7 @@
 			"resolved": "https://registry.npmjs.org/spdx-license-ids/-/spdx-license-ids-3.0.22.tgz",
 			"integrity": "sha512-4PRT4nh1EImPbt2jASOKHX7PB7I+e4IWNLvkKFDxNhJlfjbYlleYQh285Z/3mPTHSAK/AvdMmw5BNNuYH8ShgQ==",
 			"dev": true,
-			"license": "CC0-1.0",
-			"peer": true
+			"license": "CC0-1.0"
 		},
 		"node_modules/sprintf-js": {
 			"version": "1.0.3",
@@ -12090,7 +12049,6 @@
 			"integrity": "sha512-SlyRoSkdh1dYP0PzclLE7r0M9sgbFKKMFXpFRUMNuKhQSbC6VQIGzq3E0qsfvGJaUFJPGv6Ws1NZ/haTAjfbMA==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"engines": {
 				"node": ">=12"
 			},
@@ -12116,8 +12074,7 @@
 			"resolved": "https://registry.npmjs.org/style-search/-/style-search-0.1.0.tgz",
 			"integrity": "sha512-Dj1Okke1C3uKKwQcetra4jSuk0DqbzbYtXipzFlFMZtowbF1x7BKJwB9AayVMyFARvU8EDrZdcax4At/452cAg==",
 			"dev": true,
-			"license": "ISC",
-			"peer": true
+			"license": "ISC"
 		},
 		"node_modules/style-to-object": {
 			"version": "0.4.4",
@@ -12166,7 +12123,6 @@
 			"integrity": "sha512-78O4c6IswZ9TzpcIiQJIN49K3qNoXTM8zEJzhaTE/xRTCZswaovSEVIa/uwbOltZrk16X4jAxjaOhzz/hTm1Kw==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"@csstools/css-parser-algorithms": "^2.3.1",
 				"@csstools/css-tokenizer": "^2.2.0",
@@ -12249,7 +12205,6 @@
 				}
 			],
 			"license": "MIT-0",
-			"peer": true,
 			"engines": {
 				"node": "^14 || ^16 || >=18"
 			},
@@ -12263,7 +12218,6 @@
 			"integrity": "sha512-TfW7/1iI4Cy7Y8L6iqNdZQVvdXn0f8B4QcIXmkIbtTIe/Okm/nSlHb4IwGzRVOd3WfSieCgvf5cMzEfySAIl0g==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"flat-cache": "^3.2.0"
 			},
@@ -12276,8 +12230,7 @@
 			"resolved": "https://registry.npmjs.org/known-css-properties/-/known-css-properties-0.29.0.tgz",
 			"integrity": "sha512-Ne7wqW7/9Cz54PDt4I3tcV+hAyat8ypyOGzYRJQfdxnnjeWsTxt1cy8pjvvKeI5kfXuyvULyeeAvwvvtAX3ayQ==",
 			"dev": true,
-			"license": "MIT",
-			"peer": true
+			"license": "MIT"
 		},
 		"node_modules/stylelint/node_modules/postcss-selector-parser": {
 			"version": "6.1.2",
@@ -12300,7 +12253,6 @@
 			"integrity": "sha512-qYg9KP24dD5qka9J47d0aVky0N+b4fTU89LN9iDnjB5waksiC49rvMB0PrUJQGoTmH50XPiqOvAjDfaijGxYZw==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"engines": {
 				"node": ">=8"
 			}
@@ -12435,7 +12387,6 @@
 			"integrity": "sha512-zFObLMyZeEwzAoKCyu1B91U79K2t7ApXuQfo8OuxwXLDgcKxuwM+YvcbIhm6QWqz7mHUH1TVytR1PwVVjEuMig==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"dependencies": {
 				"has-flag": "^4.0.0",
 				"supports-color": "^7.0.0"
@@ -12465,6 +12416,7 @@
 			"resolved": "https://registry.npmjs.org/svelte/-/svelte-5.53.5.tgz",
 			"integrity": "sha512-YkqERnF05g8KLdDZwZrF8/i1eSbj6Eoat8Jjr2IfruZz9StLuBqo8sfCSzjosNKd+ZrQ8DkKZDjpO5y3ht1Pow==",
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"@jridgewell/remapping": "^2.3.4",
 				"@jridgewell/sourcemap-codec": "^1.5.0",
@@ -12562,21 +12514,6 @@
 				}
 			}
 		},
-		"node_modules/svelte-check/node_modules/picomatch": {
-			"version": "4.0.3",
-			"resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
-			"integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
-			"dev": true,
-			"license": "MIT",
-			"optional": true,
-			"peer": true,
-			"engines": {
-				"node": ">=12"
-			},
-			"funding": {
-				"url": "https://github.com/sponsors/jonschlinkert"
-			}
-		},
 		"node_modules/svelte-eslint-parser": {
 			"version": "0.43.0",
 			"resolved": "https://registry.npmjs.org/svelte-eslint-parser/-/svelte-eslint-parser-0.43.0.tgz",
@@ -12806,8 +12743,7 @@
 			"version": "1.0.0",
 			"resolved": "https://registry.npmjs.org/svg-tags/-/svg-tags-1.0.0.tgz",
 			"integrity": "sha512-ovssysQTa+luh7A5Weu3Rta6FJlFBBbInjOh722LIt6klpU2/HtdUbszju/G4devcvk8PGt7FCLv5wftu3THUA==",
-			"dev": true,
-			"peer": true
+			"dev": true
 		},
 		"node_modules/svgo": {
 			"version": "3.3.2",
@@ -12858,7 +12794,6 @@
 			"integrity": "sha512-9kY+CygyYM6j02t5YFHbNz2FN5QmYGv9zAjVp4lCDjlCw7amdckXlEt/bjMhUIfj4ThGRE4gCUH5+yGnNuPo5A==",
 			"dev": true,
 			"license": "BSD-3-Clause",
-			"peer": true,
 			"dependencies": {
 				"ajv": "^8.0.1",
 				"lodash.truncate": "^4.4.2",
@@ -12886,6 +12821,7 @@
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 			"dev": true,
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"@alloc/quick-lru": "^5.2.0",
 				"arg": "^5.0.2",
@@ -13138,6 +13074,7 @@
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 			"devOptional": true,
 			"license": "MIT",
+			"peer": true,
 			"engines": {
 				"node": ">=12"
 			},
@@ -13200,7 +13137,6 @@
 			"integrity": "sha512-jRKj0n0jXWo6kh62nA5TEh3+4igKDXLvzBJcPpiizP7oOolUrYIxmVBG9TOtHYFHoddUk6YvAkGeGoSVTXfQXQ==",
 			"dev": true,
 			"license": "MIT",
-			"peer": true,
 			"engines": {
 				"node": ">=12"
 			},
@@ -13309,6 +13245,7 @@
 			"integrity": "sha512-jl1vZzPDinLr9eUt3J/t7V6FgNEw9QjvBPdysz9KfQDD41fQrC2Y4vKQdiaUpFT4bXlb1RHhLpp8wtm6M5TgSw==",
 			"dev": true,
 			"license": "Apache-2.0",
+			"peer": true,
 			"bin": {
 				"tsc": "bin/tsc",
 				"tsserver": "bin/tsserver"
@@ -13522,7 +13459,6 @@
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 			"dev": true,
 			"license": "Apache-2.0",
-			"peer": true,
 			"dependencies": {
 				"spdx-correct": "^3.0.0",
 				"spdx-expression-parse": "^3.0.0"
@@ -13577,6 +13513,7 @@
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 			"devOptional": true,
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"@oxc-project/runtime": "0.101.0",
 				"fdir": "^6.5.0",
@@ -13689,6 +13626,7 @@
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 			"devOptional": true,
 			"license": "MIT",
+			"peer": true,
 			"engines": {
 				"node": ">=12"
 			},
@@ -14330,6 +14268,7 @@
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 			"dev": true,
 			"license": "MIT",
+			"peer": true,
 			"engines": {
 				"node": ">=12"
 			},
@@ -14353,6 +14292,7 @@
 			"integrity": "sha512-dZwN5L1VlUBewiP6H9s2+B3e3Jg96D0vzN+Ry73sOefebhYr9f94wwkMNN/9ouoU8pV1BqA1d1zGk8928cx0rg==",
 			"dev": true,
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"esbuild": "^0.27.0",
 				"fdir": "^6.5.0",
@@ -14852,7 +14792,6 @@
 			"integrity": "sha512-+QU2zd6OTD8XWIJCbffaiQeH9U73qIqafo1x6V1snCWYGJf6cVE0cDR4D8xRzcEnfI21IFrUPzPGtcPf8AC+Rw==",
 			"dev": true,
 			"license": "ISC",
-			"peer": true,
 			"dependencies": {
 				"imurmurhash": "^0.1.4",
 				"signal-exit": "^4.0.1"
@@ -15048,7 +14987,6 @@
 			"integrity": "sha512-y11nGElTIV+CT3Zv9t7VKl+Q3hTQoT9a1Qzezhhl6Rp21gJ/IVTW7Z3y9EWXhuUBC2Shnf+DX0antecpAwSP8w==",
 			"dev": true,
 			"license": "ISC",
-			"peer": true,
 			"engines": {
 				"node": ">=10"
 			}
@@ -15068,6 +15006,7 @@
 			"resolved": "https://registry.npmjs.org/yjs/-/yjs-13.6.27.tgz",
 			"integrity": "sha512-OIDwaflOaq4wC6YlPBy2L6ceKeKuF7DeTxx+jPzv1FHn9tCZ0ZwSRnUBxD05E3yed46fv/FWJbvR+Ud7x0L7zw==",
 			"license": "MIT",
+			"peer": true,
 			"dependencies": {
 				"lib0": "^0.2.99"
 			},
@@ -15103,6 +15042,7 @@
 			"resolved": "https://registry.npmjs.org/zod/-/zod-4.1.12.tgz",
 			"integrity": "sha512-JInaHOamG8pt5+Ey8kGmdcAcg3OL9reK8ltczgHTAwNhMys/6ThXHityHxVV2p3fkw/c+MAvBHFVYHFZDmjMCQ==",
 			"license": "MIT",
+			"peer": true,
 			"funding": {
 				"url": "https://github.com/sponsors/colinhacks"
 			}

python-client/wmill/wmill/client.py

@@ -2228,7 +2228,7 @@ class DataTableClient:
         args_def = ""
         for i, arg in enumerate(args):
             args_dict[f"arg{i+1}"] = arg
-            args_def += f"-- ${i+1} arg{i+1}\n"
+            args_def += f"-- ${i+1} arg{i+1} ({infer_sql_type(arg)})\n"
         sql = args_def + sql
         return SqlQuery(
             sql,
@@ -2338,7 +2338,7 @@ def infer_sql_type(value) -> str:
     elif isinstance(value, int):
         return "BIGINT"
     elif isinstance(value, float):
-        return "DOUBLE PRECISION"
+        return "FLOAT8"
     elif value is None:
         return "TEXT"
     elif isinstance(value, str):