Source file cross_decomposition.ml

let () = Wrap_utils.init ();;
let ns = Py.import "sklearn.cross_decomposition"

module CCA = struct
type t = Py.Object.t
let of_pyobject x = x
let to_pyobject x = x
let create ?n_components ?scale ?max_iter ?tol ?copy () =
   Py.Module.get_function_with_keywords ns "CCA"
     [||]
     (Wrap_utils.keyword_args [("n_components", Wrap_utils.Option.map n_components Py.Int.of_int); ("scale", Wrap_utils.Option.map scale Py.Bool.of_bool); ("max_iter", max_iter); ("tol", tol); ("copy", Wrap_utils.Option.map copy Py.Bool.of_bool)])

let fit ~x ~y self =
   Py.Module.get_function_with_keywords self "fit"
     [||]
     (Wrap_utils.keyword_args [("X", Some(x |> Ndarray.to_pyobject)); ("Y", Some(y |> Ndarray.to_pyobject))])

let fit_transform ?y ~x self =
   Py.Module.get_function_with_keywords self "fit_transform"
     [||]
     (Wrap_utils.keyword_args [("y", Wrap_utils.Option.map y Ndarray.to_pyobject); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let get_params ?deep self =
   Py.Module.get_function_with_keywords self "get_params"
     [||]
     (Wrap_utils.keyword_args [("deep", Wrap_utils.Option.map deep Py.Bool.of_bool)])

let inverse_transform ~x self =
   Py.Module.get_function_with_keywords self "inverse_transform"
     [||]
     (Wrap_utils.keyword_args [("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let predict ?copy ~x self =
   Py.Module.get_function_with_keywords self "predict"
     [||]
     (Wrap_utils.keyword_args [("copy", Wrap_utils.Option.map copy Py.Bool.of_bool); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let score ?sample_weight ~x ~y self =
   Py.Module.get_function_with_keywords self "score"
     [||]
     (Wrap_utils.keyword_args [("sample_weight", Wrap_utils.Option.map sample_weight Ndarray.to_pyobject); ("X", Some(x |> Ndarray.to_pyobject)); ("y", Some(y |> Ndarray.to_pyobject))])
     |> Py.Float.to_float
let set_params ?params self =
   Py.Module.get_function_with_keywords self "set_params"
     [||]
     (match params with None -> [] | Some x -> x)

let transform ?y ?copy ~x self =
   Py.Module.get_function_with_keywords self "transform"
     [||]
     (Wrap_utils.keyword_args [("Y", Wrap_utils.Option.map y Ndarray.to_pyobject); ("copy", Wrap_utils.Option.map copy Py.Bool.of_bool); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let x_weights_ self =
  match Py.Object.get_attr_string self "x_weights_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_weights_")
| Some x -> Ndarray.of_pyobject x
let y_weights_ self =
  match Py.Object.get_attr_string self "y_weights_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_weights_")
| Some x -> Ndarray.of_pyobject x
let x_loadings_ self =
  match Py.Object.get_attr_string self "x_loadings_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_loadings_")
| Some x -> Ndarray.of_pyobject x
let y_loadings_ self =
  match Py.Object.get_attr_string self "y_loadings_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_loadings_")
| Some x -> Ndarray.of_pyobject x
let x_scores_ self =
  match Py.Object.get_attr_string self "x_scores_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_scores_")
| Some x -> Ndarray.of_pyobject x
let y_scores_ self =
  match Py.Object.get_attr_string self "y_scores_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_scores_")
| Some x -> Ndarray.of_pyobject x
let x_rotations_ self =
  match Py.Object.get_attr_string self "x_rotations_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_rotations_")
| Some x -> Ndarray.of_pyobject x
let y_rotations_ self =
  match Py.Object.get_attr_string self "y_rotations_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_rotations_")
| Some x -> Ndarray.of_pyobject x
let n_iter_ self =
  match Py.Object.get_attr_string self "n_iter_" with
| None -> raise (Wrap_utils.Attribute_not_found "n_iter_")
| Some x -> Ndarray.of_pyobject x
let to_string self = Py.Object.to_string self
let show self = to_string self
let pp formatter self = Format.fprintf formatter "%s" (show self)

end
module PLSCanonical = struct
type t = Py.Object.t
let of_pyobject x = x
let to_pyobject x = x
                  let create ?n_components ?scale ?algorithm ?max_iter ?tol ?copy () =
                     Py.Module.get_function_with_keywords ns "PLSCanonical"
                       [||]
                       (Wrap_utils.keyword_args [("n_components", Wrap_utils.Option.map n_components Py.Int.of_int); ("scale", Wrap_utils.Option.map scale Py.Bool.of_bool); ("algorithm", Wrap_utils.Option.map algorithm (function
| `Nipals -> Py.String.of_string "nipals"
| `Svd -> Py.String.of_string "svd"
)); ("max_iter", max_iter); ("tol", tol); ("copy", Wrap_utils.Option.map copy Py.Bool.of_bool)])

let fit ~x ~y self =
   Py.Module.get_function_with_keywords self "fit"
     [||]
     (Wrap_utils.keyword_args [("X", Some(x |> Ndarray.to_pyobject)); ("Y", Some(y |> Ndarray.to_pyobject))])

let fit_transform ?y ~x self =
   Py.Module.get_function_with_keywords self "fit_transform"
     [||]
     (Wrap_utils.keyword_args [("y", Wrap_utils.Option.map y Ndarray.to_pyobject); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let get_params ?deep self =
   Py.Module.get_function_with_keywords self "get_params"
     [||]
     (Wrap_utils.keyword_args [("deep", Wrap_utils.Option.map deep Py.Bool.of_bool)])

let inverse_transform ~x self =
   Py.Module.get_function_with_keywords self "inverse_transform"
     [||]
     (Wrap_utils.keyword_args [("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let predict ?copy ~x self =
   Py.Module.get_function_with_keywords self "predict"
     [||]
     (Wrap_utils.keyword_args [("copy", Wrap_utils.Option.map copy Py.Bool.of_bool); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let score ?sample_weight ~x ~y self =
   Py.Module.get_function_with_keywords self "score"
     [||]
     (Wrap_utils.keyword_args [("sample_weight", Wrap_utils.Option.map sample_weight Ndarray.to_pyobject); ("X", Some(x |> Ndarray.to_pyobject)); ("y", Some(y |> Ndarray.to_pyobject))])
     |> Py.Float.to_float
let set_params ?params self =
   Py.Module.get_function_with_keywords self "set_params"
     [||]
     (match params with None -> [] | Some x -> x)

let transform ?y ?copy ~x self =
   Py.Module.get_function_with_keywords self "transform"
     [||]
     (Wrap_utils.keyword_args [("Y", Wrap_utils.Option.map y Ndarray.to_pyobject); ("copy", Wrap_utils.Option.map copy Py.Bool.of_bool); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let x_weights_ self =
  match Py.Object.get_attr_string self "x_weights_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_weights_")
| Some x -> Ndarray.of_pyobject x
let y_weights_ self =
  match Py.Object.get_attr_string self "y_weights_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_weights_")
| Some x -> Ndarray.of_pyobject x
let x_loadings_ self =
  match Py.Object.get_attr_string self "x_loadings_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_loadings_")
| Some x -> Ndarray.of_pyobject x
let y_loadings_ self =
  match Py.Object.get_attr_string self "y_loadings_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_loadings_")
| Some x -> Ndarray.of_pyobject x
let x_scores_ self =
  match Py.Object.get_attr_string self "x_scores_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_scores_")
| Some x -> Ndarray.of_pyobject x
let y_scores_ self =
  match Py.Object.get_attr_string self "y_scores_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_scores_")
| Some x -> Ndarray.of_pyobject x
let x_rotations_ self =
  match Py.Object.get_attr_string self "x_rotations_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_rotations_")
| Some x -> Ndarray.of_pyobject x
let y_rotations_ self =
  match Py.Object.get_attr_string self "y_rotations_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_rotations_")
| Some x -> Ndarray.of_pyobject x
let n_iter_ self =
  match Py.Object.get_attr_string self "n_iter_" with
| None -> raise (Wrap_utils.Attribute_not_found "n_iter_")
| Some x -> Ndarray.of_pyobject x
let to_string self = Py.Object.to_string self
let show self = to_string self
let pp formatter self = Format.fprintf formatter "%s" (show self)

end
module PLSRegression = struct
type t = Py.Object.t
let of_pyobject x = x
let to_pyobject x = x
let create ?n_components ?scale ?max_iter ?tol ?copy () =
   Py.Module.get_function_with_keywords ns "PLSRegression"
     [||]
     (Wrap_utils.keyword_args [("n_components", Wrap_utils.Option.map n_components Py.Int.of_int); ("scale", Wrap_utils.Option.map scale Py.Bool.of_bool); ("max_iter", max_iter); ("tol", tol); ("copy", Wrap_utils.Option.map copy Py.Bool.of_bool)])

let fit ~x ~y self =
   Py.Module.get_function_with_keywords self "fit"
     [||]
     (Wrap_utils.keyword_args [("X", Some(x |> Ndarray.to_pyobject)); ("Y", Some(y |> Ndarray.to_pyobject))])

let fit_transform ?y ~x self =
   Py.Module.get_function_with_keywords self "fit_transform"
     [||]
     (Wrap_utils.keyword_args [("y", Wrap_utils.Option.map y Ndarray.to_pyobject); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let get_params ?deep self =
   Py.Module.get_function_with_keywords self "get_params"
     [||]
     (Wrap_utils.keyword_args [("deep", Wrap_utils.Option.map deep Py.Bool.of_bool)])

let inverse_transform ~x self =
   Py.Module.get_function_with_keywords self "inverse_transform"
     [||]
     (Wrap_utils.keyword_args [("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let predict ?copy ~x self =
   Py.Module.get_function_with_keywords self "predict"
     [||]
     (Wrap_utils.keyword_args [("copy", Wrap_utils.Option.map copy Py.Bool.of_bool); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let score ?sample_weight ~x ~y self =
   Py.Module.get_function_with_keywords self "score"
     [||]
     (Wrap_utils.keyword_args [("sample_weight", Wrap_utils.Option.map sample_weight Ndarray.to_pyobject); ("X", Some(x |> Ndarray.to_pyobject)); ("y", Some(y |> Ndarray.to_pyobject))])
     |> Py.Float.to_float
let set_params ?params self =
   Py.Module.get_function_with_keywords self "set_params"
     [||]
     (match params with None -> [] | Some x -> x)

let transform ?y ?copy ~x self =
   Py.Module.get_function_with_keywords self "transform"
     [||]
     (Wrap_utils.keyword_args [("Y", Wrap_utils.Option.map y Ndarray.to_pyobject); ("copy", Wrap_utils.Option.map copy Py.Bool.of_bool); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let x_weights_ self =
  match Py.Object.get_attr_string self "x_weights_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_weights_")
| Some x -> Ndarray.of_pyobject x
let y_weights_ self =
  match Py.Object.get_attr_string self "y_weights_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_weights_")
| Some x -> Ndarray.of_pyobject x
let x_loadings_ self =
  match Py.Object.get_attr_string self "x_loadings_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_loadings_")
| Some x -> Ndarray.of_pyobject x
let y_loadings_ self =
  match Py.Object.get_attr_string self "y_loadings_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_loadings_")
| Some x -> Ndarray.of_pyobject x
let x_scores_ self =
  match Py.Object.get_attr_string self "x_scores_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_scores_")
| Some x -> Ndarray.of_pyobject x
let y_scores_ self =
  match Py.Object.get_attr_string self "y_scores_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_scores_")
| Some x -> Ndarray.of_pyobject x
let x_rotations_ self =
  match Py.Object.get_attr_string self "x_rotations_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_rotations_")
| Some x -> Ndarray.of_pyobject x
let y_rotations_ self =
  match Py.Object.get_attr_string self "y_rotations_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_rotations_")
| Some x -> Ndarray.of_pyobject x
let coef_ self =
  match Py.Object.get_attr_string self "coef_" with
| None -> raise (Wrap_utils.Attribute_not_found "coef_")
| Some x -> Ndarray.of_pyobject x
let n_iter_ self =
  match Py.Object.get_attr_string self "n_iter_" with
| None -> raise (Wrap_utils.Attribute_not_found "n_iter_")
| Some x -> Ndarray.of_pyobject x
let to_string self = Py.Object.to_string self
let show self = to_string self
let pp formatter self = Format.fprintf formatter "%s" (show self)

end
module PLSSVD = struct
type t = Py.Object.t
let of_pyobject x = x
let to_pyobject x = x
let create ?n_components ?scale ?copy () =
   Py.Module.get_function_with_keywords ns "PLSSVD"
     [||]
     (Wrap_utils.keyword_args [("n_components", Wrap_utils.Option.map n_components Py.Int.of_int); ("scale", Wrap_utils.Option.map scale Py.Bool.of_bool); ("copy", Wrap_utils.Option.map copy Py.Bool.of_bool)])

let fit ~x ~y self =
   Py.Module.get_function_with_keywords self "fit"
     [||]
     (Wrap_utils.keyword_args [("X", Some(x |> Ndarray.to_pyobject)); ("Y", Some(y |> Ndarray.to_pyobject))])

let fit_transform ?y ~x self =
   Py.Module.get_function_with_keywords self "fit_transform"
     [||]
     (Wrap_utils.keyword_args [("y", Wrap_utils.Option.map y Ndarray.to_pyobject); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let get_params ?deep self =
   Py.Module.get_function_with_keywords self "get_params"
     [||]
     (Wrap_utils.keyword_args [("deep", Wrap_utils.Option.map deep Py.Bool.of_bool)])

let set_params ?params self =
   Py.Module.get_function_with_keywords self "set_params"
     [||]
     (match params with None -> [] | Some x -> x)

let transform ?y ~x self =
   Py.Module.get_function_with_keywords self "transform"
     [||]
     (Wrap_utils.keyword_args [("Y", Wrap_utils.Option.map y Ndarray.to_pyobject); ("X", Some(x |> Ndarray.to_pyobject))])
     |> Ndarray.of_pyobject
let x_weights_ self =
  match Py.Object.get_attr_string self "x_weights_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_weights_")
| Some x -> Ndarray.of_pyobject x
let y_weights_ self =
  match Py.Object.get_attr_string self "y_weights_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_weights_")
| Some x -> Ndarray.of_pyobject x
let x_scores_ self =
  match Py.Object.get_attr_string self "x_scores_" with
| None -> raise (Wrap_utils.Attribute_not_found "x_scores_")
| Some x -> Ndarray.of_pyobject x
let y_scores_ self =
  match Py.Object.get_attr_string self "y_scores_" with
| None -> raise (Wrap_utils.Attribute_not_found "y_scores_")
| Some x -> Ndarray.of_pyobject x
let to_string self = Py.Object.to_string self
let show self = to_string self
let pp formatter self = Format.fprintf formatter "%s" (show self)

end