#include "quant_ops.h" #include PYBIND11_MODULE(TORCH_EXTENSION_NAME, m) { // Aphrodite quantization ops pybind11::module quant_ops = m.def_submodule("quant_ops", "Aphrodite custom quant operators"); #ifndef USE_ROCM // AQLM quant_ops.def("aqlm_gemm", &aqlm_gemm, "Quantized GEMM for AQLM"); // AWQ quant_ops.def("awq_gemm", &awq_gemm, "Quantized GEMM for AWQ"); quant_ops.def("awq_dequantize", &awq_dequantize, "Dequantization for AWQ"); quant_ops.def("awq_group_gemm", &awq_group_gemm, "Grouped Quantized GEMM for AWQ"); // GGUF quant_ops.def("ggml_dequantize", &ggml_dequantize, "ggml_dequantize"); quant_ops.def("ggml_mul_mat_vec", &ggml_mul_mat_vec, "ggml_mul_mat_vec"); quant_ops.def("ggml_mul_mat_vec_a8", &ggml_mul_mat_vec_a8, "ggml_mul_mat_vec_a8"); quant_ops.def("ggml_mul_mat_a8", &ggml_mul_mat_a8, "ggml_mul_mat_a8"); // Marlin quant_ops.def("marlin_gemm", &marlin_gemm, "Marlin Optimized Quantized GEMM for GPTQ"); quant_ops.def("autoquant_convert_s4_k_m8", &autoquant_convert_s4_k_m8, "convert kernel."); quant_ops.def("autoquant_s4_f16_gemm", &autoquant_s4_f16_gemm, "weight int4 activation float16 gemm kernel."); quant_ops.def("quip_decompress", &decompress_e8p_origorder, "decompress_packed_e8p"); quant_ops.def("quip_gemv", &e8p_mm_origorder, "e8p_mm_origorder"); #endif quant_ops.def("gptq_gemm", &gptq_gemm, "Quantized GEMM for GPTQ"); quant_ops.def("gptq_shuffle", &gptq_shuffle, "Post processing for GPTQ"); quant_ops.def("group_gptq_gemm", &group_gptq_gemm, "Grouped Quantized GEMM for GPTQ"); quant_ops.def("dequant_gptq", &dequant_gptq, "Dequantize gptq weight to half"); quant_ops.def("squeezellm_gemm", &squeezellm_gemm, "Quantized GEMM for SqueezeLLM"); quant_ops.def("exl2_make_q_matrix",&make_q_matrix, "preprocess for exl2"); quant_ops.def("exl2_gemm", &exl2_gemm, "exl2 gemm"); quant_ops.def("scaled_fp8_quant", &scaled_fp8_quant, "Compute FP8 quantized tensor and scaling factor"); }