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#ifndef __PLINK2_GLM_SHARED_H__
#define __PLINK2_GLM_SHARED_H__
// This file is part of PLINK 2.0, copyright (C) 2005-2025 Shaun Purcell,
// Christopher Chang.
//
// This program is free software: you can redistribute it and/or modify it
// under the terms of the GNU General Public License as published by the Free
// Software Foundation, either version 3 of the License, or (at your option)
// any later version.
//
// This program is distributed in the hope that it will be useful, but WITHOUT
// ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
// FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for
// more details.
//
// You should have received a copy of the GNU General Public License
// along with this program. If not, see <http://www.gnu.org/licenses/>.
#include "plink2_common.h"
#include "plink2_matrix.h"
#ifdef __cplusplus
namespace plink2 {
#endif
FLAGSET_DEF_START()
kfGlm0,
kfGlmZs = (1 << 0),
kfGlmOmitRef = (1 << 1),
// mutually exclusive
kfGlmSex = (1 << 2),
kfGlmNoXSex = (1 << 3),
kfGlmLog10 = (1 << 4),
// mutually exclusive
kfGlmGenotypic = (1 << 5),
kfGlmHethom = (1 << 6),
kfGlmDominant = (1 << 7),
kfGlmRecessive = (1 << 8),
kfGlmHetonly = (1 << 9),
kfGlmInteraction = (1 << 10),
kfGlmHideCovar = (1 << 11),
kfGlmIntercept = (1 << 12),
kfGlmSkipInvalidPheno = (1 << 13),
kfGlmNoFirth = (1 << 14),
kfGlmFirth = (1 << 15),
kfGlmPerm = (1 << 16),
kfGlmPermCount = (1 << 17),
kfGlmConditionDominant = (1 << 18),
kfGlmConditionRecessive = (1 << 19),
kfGlmConditionMultiallelic = (1 << 20),
kfGlmLocalOmitLast = (1 << 21),
kfGlmTestsAll = (1 << 22),
kfGlmPhenoIds = (1 << 23),
kfGlmLocalHaps = (1 << 24),
kfGlmLocalCats1based = (1 << 25),
kfGlmFirthResidualize = (1 << 26),
kfGlmCcResidualize = (1 << 27),
kfGlmQtResidualize = (1 << 28),
kfGlmResidualizeMask = (kfGlmFirthResidualize | kfGlmCcResidualize | kfGlmQtResidualize),
kfGlmSinglePrecCc = (1 << 29),
kfGlmAllowNoCovars = (1 << 30)
FLAGSET_DEF_END(GlmFlags);
FLAGSET_DEF_START()
kfGlmCol0,
kfGlmColChrom = (1 << 0),
kfGlmColPos = (1 << 1),
kfGlmColRef = (1 << 2),
kfGlmColAlt1 = (1 << 3),
kfGlmColAlt = (1 << 4),
kfGlmColMaybeprovref = (1 << 5),
kfGlmColProvref = (1 << 6),
kfGlmColOmitted = (1 << 7),
kfGlmColA1count = (1 << 8),
kfGlmColTotallele = (1 << 9),
kfGlmColA1countcc = (1 << 10),
kfGlmColTotallelecc = (1 << 11),
kfGlmColGcountcc = (1 << 12),
kfGlmColA1freq = (1 << 13),
kfGlmColA1freqcc = (1 << 14),
kfGlmColMachR2 = (1 << 15),
kfGlmColFirthYn = (1 << 16),
kfGlmColTest = (1 << 17),
kfGlmColNobs = (1 << 18),
// if beta specified, ignore orbeta
kfGlmColBeta = (1 << 19),
kfGlmColOrbeta = (1 << 20),
kfGlmColSe = (1 << 21),
kfGlmColCi = (1 << 22),
kfGlmColTz = (1 << 23),
kfGlmColP = (1 << 24),
kfGlmColErr = (1 << 25),
kfGlmColAx = (1 << 26),
kfGlmColDefault = (kfGlmColChrom | kfGlmColPos | kfGlmColRef | kfGlmColAlt | kfGlmColProvref | kfGlmColOmitted | kfGlmColA1freq | kfGlmColFirthYn | kfGlmColTest | kfGlmColNobs | kfGlmColOrbeta | kfGlmColSe | kfGlmColCi | kfGlmColTz | kfGlmColP | kfGlmColErr),
kfGlmColGwasSsfReq = (kfGlmColChrom | kfGlmColPos | kfGlmColRef | kfGlmColAlt | kfGlmColOmitted | kfGlmColA1freq | kfGlmColTest | kfGlmColNobs | kfGlmColSe | kfGlmColCi | kfGlmColTz | kfGlmColP)
FLAGSET_DEF_END(GlmColFlags);
typedef struct GlmInfoStruct {
NONCOPYABLE(GlmInfoStruct);
GlmFlags flags;
GlmColFlags cols;
uint32_t mperm_ct;
uint32_t local_cat_ct;
uint32_t local_header_line_ct;
uint32_t local_chrom_col;
uint32_t local_bp_col;
uint32_t local_first_covar_col;
double max_corr;
char* condition_varname;
char* condition_list_fname;
RangeList parameters_range_list;
RangeList tests_range_list;
} GlmInfo;
// Useful precomputed values for linear and logistic regression, for variants
// with no missing genotypes.
typedef struct {
double* xtx_image; // (covar_ct + domdev_present + 2)^2, genotype cols empty
double* covarx_dotprod_inv; // (covar_ct + 1) x (covar_ct + 1), reflected
double* corr_inv; // covar_ct x covar_ct, reflected
double* corr_image; // (covar_ct + domdev_present_p1)^2, genotype cols empty
double* corr_inv_sqrts; // covar_ct x 1
double* xt_y_image; // (covar_ct + domdev_present + 2) x 1
} RegressionNmPrecomp;
typedef struct GlmCtxStruct {
const uintptr_t* variant_include;
const ChrInfo* cip;
const uintptr_t* allele_idx_offsets;
const AlleleCode* omitted_alleles;
const uint32_t* subset_chr_fo_vidx_start;
const uintptr_t* sample_include;
const uintptr_t* sample_include_x;
const uintptr_t* sample_include_y;
uint32_t* sample_include_cumulative_popcounts;
const uint32_t* sample_include_x_cumulative_popcounts;
const uint32_t* sample_include_y_cumulative_popcounts;
const uintptr_t* sex_male_collapsed;
uintptr_t* parameter_subset;
uintptr_t* parameter_subset_x;
uintptr_t* parameter_subset_y;
uintptr_t* joint_test_params;
uintptr_t* joint_test_params_x;
uintptr_t* joint_test_params_y;
uint32_t variant_ct;
uint32_t sample_ct;
uint32_t sample_ct_x;
uint32_t sample_ct_y;
uint32_t max_extra_allele_ct;
uint32_t covar_ct;
uint32_t local_covar_ct;
uint32_t covar_ct_x;
uint32_t covar_ct_y;
uint32_t constraint_ct;
uint32_t constraint_ct_x;
uint32_t constraint_ct_y;
uint32_t tests_flag;
GlmFlags glm_flags;
uint32_t is_xchr_model_1;
double max_corr;
double vif_thresh;
uintptr_t max_reported_test_ct;
#ifndef NDEBUG
// temporary debug
const char* outname;
#endif
RegressionNmPrecomp* nm_precomp;
RegressionNmPrecomp* nm_precomp_x;
RegressionNmPrecomp* nm_precomp_y;
uint32_t cur_block_variant_ct;
PgenReader** pgr_ptrs;
uintptr_t** genovecs;
uintptr_t** thread_mhc;
uintptr_t** dosage_presents;
Dosage** dosage_mains;
uint32_t* read_variant_uidx_starts;
unsigned char** workspace_bufs;
double* block_beta_se;
uint64_t err_info;
} GlmCtx;
// may want to try to identify a specific linear dependency in rank-deficient
// case
ENUM_U31_DEF_START()
kGlmErrcodeNone,
kGlmErrcodeSampleCtLtePredictorCt,
kGlmErrcodeConstOmittedAllele,
kGlmErrcodeConstAllele,
kGlmErrcodeCorrTooHigh, // 2 predictor args
kGlmErrcodeVifInfinite,
kGlmErrcodeVifTooHigh, // 1 predictor arg
kGlmErrcodeSeparation, // 1 allele arg
kGlmErrcodeRankDeficient,
kGlmErrcodeLogisticConvergeFail,
kGlmErrcodeFirthConvergeFail,
kGlmErrcodeInvalidResult,
// no codes for logistic-unfinished and firth-unfinished for now since we
// still report results there
// only during initial scan
kGlmErrcodeUnstableScale
ENUM_U31_DEF_END(GlmErrcode);
#if __cplusplus >= 201103L
// see IntErr in plink2_base.h
struct GlmErr {
GlmErr() {}
GlmErr(uint64_t source) : value_(source) {}
explicit operator uint64_t() const {
return value_;
}
explicit operator uint32_t() const {
return static_cast<uint32_t>(value_);
}
explicit operator bool() const {
return (value_ != 0);
}
private:
uint64_t value_;
};
#else
typedef uint64_t GlmErr;
#endif
// The error code, along with up to two predictor/allele-index arguments, must
// fit in 8 bytes for now. Since kMaxPhenoCt is larger than 2^16, we need a
// custom encoding.
// Current encoding has GlmErrcode in bits 0..7, the first argument in bits
// 8..31, the second argument in bits 32..55, and the top 8 bits are guaranteed
// to be zero.
HEADER_INLINE GlmErr SetGlmErr0(GlmErrcode errcode) {
return errcode;
}
HEADER_INLINE GlmErr SetGlmErr1(GlmErrcode errcode, uint32_t arg1) {
return errcode | (arg1 << 8);
}
HEADER_INLINE GlmErr SetGlmErr2(GlmErrcode errcode, uint32_t arg1, uint32_t arg2) {
return S_CAST(uint64_t, errcode) | (arg1 << 8) | (S_CAST(uint64_t, arg2) << 32);
}
HEADER_INLINE GlmErrcode GetGlmErrCode(GlmErr glm_err) {
return S_CAST(GlmErrcode, S_CAST(uint64_t, glm_err) & 255);
}
HEADER_INLINE uint32_t GetGlmErrArg1(GlmErr glm_err) {
return S_CAST(uint32_t, glm_err) >> 8;
}
HEADER_INLINE uint32_t GetGlmErrArg2(GlmErr glm_err) {
return S_CAST(uint64_t, glm_err) >> 32;
}
char* AppendGlmErrstr(GlmErr glm_err, char* write_iter);
GlmErr CheckMaxCorrAndVif(const double* predictor_dotprods, uint32_t first_predictor_idx, uint32_t predictor_ct, uintptr_t sample_ct, double max_corr, double vif_thresh, double* dbl_2d_buf, double* corr_buf, double* inverse_corr_buf, MatrixInvertBuf1* matrix_invert_buf1);
GlmErr CheckMaxCorrAndVifNm(const double* predictor_dotprods, const double* corr_inv, uint32_t predictor_ct, uint32_t geno_pred_ct, double sample_ct_recip, double sample_ct_m1_recip, double max_corr, double vif_thresh, double* __restrict semicomputed_corr_matrix, double* __restrict semicomputed_inv_corr_sqrts, double* __restrict corr_row_buf, double* __restrict inverse_corr_diag, double* __restrict ainv_b_buf);
PglErr GlmFillAndTestCovars(const uintptr_t* sample_include, const uintptr_t* covar_include, const PhenoCol* covar_cols, const char* covar_names, uintptr_t sample_ct, uintptr_t covar_ct, uint32_t local_covar_ct, uint32_t covar_max_nonnull_cat_ct, uintptr_t extra_cat_ct, uintptr_t max_covar_name_blen, double max_corr, double vif_thresh, double* covar_dotprod, double* corr_buf, double* inverse_corr_buf, double* covars_cmaj, const char** cur_covar_names, GlmErr* glm_err_ptr);
BoolErr InitNmPrecomp(const double* covars_cmaj, const double* covar_dotprod, const double* corr_buf, const double* corr_inv_tri, uint32_t sample_ct, uint32_t is_qt, uintptr_t new_covar_ct, uintptr_t xtx_state, RegressionNmPrecomp* nm_precomp);
uint32_t DosageIsConstant(uint64_t dosage_sum, uint64_t dosage_ssq, uint32_t nm_sample_ct);
uint32_t GetBiallelicReportedTestCt(const uintptr_t* parameter_subset, GlmFlags glm_flags, uint32_t covar_ct, uint32_t tests_flag);
PglErr ReadLocalCovarBlock(const GlmCtx* common, const uint32_t* local_sample_uidx_order, const uintptr_t* local_variant_include, uint32_t variant_uidx_start, uint32_t variant_uidx_end, uint32_t cur_block_variant_ct, uint32_t local_sample_ct, uint32_t local_cat_ct, TextStream* local_covar_txsp, uint32_t* local_line_idx_ptr, uint32_t* local_xy_ptr, float* local_covars_vcmaj_f_iter, double* local_covars_vcmaj_d_iter, uint32_t* local_sample_idx_order);
PglErr ReadRfmix2Block(const GlmCtx* common, const uint32_t* variant_bps, const uint32_t* local_sample_uidx_order, const float* prev_local_covar_row_f, const double* prev_local_covar_row_d, uint32_t variant_uidx_start, uint32_t variant_uidx_end, uint32_t cur_block_variant_ct, uint32_t local_sample_ct, uint32_t local_cat_ct, uint32_t local_chrom_col, uint32_t local_bp_col, uint32_t local_first_covar_col, TextStream* local_covar_txsp, const char** local_line_iterp, uint32_t* local_line_idx_ptr, uint32_t* local_prev_chr_code_ptr, uint32_t* local_chr_code_ptr, uint32_t* local_bp_ptr, uint32_t* local_skip_chr_ptr, float* local_covars_vcmaj_f_iter, double* local_covars_vcmaj_d_iter, uint32_t* local_sample_idx_order);
extern const double kSmallDoublePairs[32];
extern const double kSmallInvDoublePairs[32];
extern const double kSmallInvDoubles[4];
uint32_t GenoarrToDoublesRemoveMissing(const uintptr_t* genoarr, const double* __restrict table, uint32_t sample_ct, double* __restrict dst);
BoolErr LinearHypothesisChisq(const double* coef, const double* constraints_con_major, const double* cov_matrix, uintptr_t constraint_ct, uintptr_t predictor_ct, uintptr_t cov_stride, double* chisq_ptr, double* tmphxs_buf, double* h_transpose_buf, double* inner_buf, MatrixInvertBuf1* mi_buf, double* outer_buf);
#ifdef __cplusplus
} // namespace plink2
#endif
#endif // __PLINK2_GLM_SHARED_H__
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