llama : add phi-2 + fix NeoX rope + ggml_mul_mat_set_prec (#4490)
* phi2 implementation * fix breaking change * phi-2 : various fixes * phi-2 : use layer norm eps * py : whitespaces * llama : fix meta KV override bug * convert : phi don't add BOS token * convert : revert "added_tokens_decoder" change * phi-2 : scale Q instead of KQ for better precision * ggml : fix NeoX rope to rotate just first n_dims * cuda : less diff in the rope_neox kernel * ggml : add ggml_mul_mat_set_prec ggml-ci * Update ggml-cuda.cu Co-authored-by: slaren <slarengh@gmail.com> * Update ggml-cuda.cu Co-authored-by: slaren <slarengh@gmail.com> * cuda : ggml_cuda_op_mul_mat_cublas support F32 precision * cuda : remove oboslete comment --------- Co-authored-by: Ebey Abraham <ebeyabraham@microsoft.com> Co-authored-by: Georgi Gerganov <ggerganov@gmail.com> Co-authored-by: slaren <slarengh@gmail.com>
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9 changed files with 463 additions and 76 deletions
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@ -1702,8 +1702,9 @@ kernel void kernel_rope(
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dst_data[1] = x0*sin_theta + x1*cos_theta;
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}
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} else {
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for (int64_t ib = 0; ib < ne0/n_dims; ++ib) {
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for (int64_t ic = 2*tiitg; ic < n_dims; ic += 2*tptg.x) {
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for (int64_t ic = 2*tiitg; ic < ne0; ic += 2*tptg.x) {
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if (ic < n_dims) {
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const int64_t ib = 0;
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// simplified from `(ib * n_dims + ic) * inv_ndims`
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const float cur_rot = inv_ndims*ic - ib;
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@ -1722,6 +1723,14 @@ kernel void kernel_rope(
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dst_data[0] = x0*cos_theta - x1*sin_theta;
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dst_data[n_dims/2] = x0*sin_theta + x1*cos_theta;
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} else {
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const int64_t i0 = ic;
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device const T * const src = (device T *)((device char *) src0 + i3*nb03 + i2*nb02 + i1*nb01 + i0*nb00);
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device T * dst_data = (device T *)((device char *) dst + i3*nb3 + i2*nb2 + i1*nb1 + i0*nb0);
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dst_data[0] = src[0];
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dst_data[1] = src[1];
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}
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}
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}
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