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* cpu: add GGML_OP_COL2IM_1D Add the overlap-add (scatter-add) step of a 1D transposed convolution. A ConvTranspose1d factorizes as a GEMM followed by col2im: a weight pre-permuted to [IC, K*OC] is contracted against the [IC, T_in] input with mul_mat to produce a column matrix [K*OC, T_in], and col2im_1d scatters those columns back into the [T_out, OC] signal, with T_out = (T_in - 1)*s0 + K - 2*p0. Keeping the contraction as a plain mul_mat leaves the heavy work on the optimized (and quantizable) matmul kernels, so col2im_1d only does the cheap overlap-add. CPU uses a gather formulation parallelized over output channels, supporting F32, F16 and BF16 with an F32 accumulator. * tests: add backend coverage for GGML_OP_COL2IM_1D Add test_col2im_1d next to the conv_transpose_1d cases, covering F32, F16 and BF16 across eight geometries: the canonical kernel = 2*stride DAC upsampling shape, overlap, no overlap, cropping (p0 = 1 and p0 = stride/2), kernel < stride with zeroed gaps, kernel not a multiple of stride, and a single column unfold. Perf mode gets three real vocoder stage shapes reporting memory bandwidth. max_nmse_err relaxes to 5e-4 for F16 and BF16. * cpu: harden GGML_OP_COL2IM_1D ggml_col2im_1d validates s0, oc, p0 and input contiguity at graph build time, before the oc division, protecting every backend at once. The kernel asserts the contiguity its flat indexing assumes and its doc states the full output length including the crop term. The kernel parallelizes over the time axis: the split stays balanced down to OC = 1, where the previous channel split was single threaded. Values are bit identical on the three real vocoder chains, two out of three improve. * tests: extend the GGML_OP_COL2IM_1D grid The eval grid grows to eleven geometries: OC = 1 (mono output stage), K = 1 with stride > 1 (sparse scatter, every gap position zeroed) and a crop down to T_out = 2 where all the gather bounds act at once. * tests: add col2im_1d equivalence test tests/test-col2im-1d.cpp proves mul_mat + col2im_1d matches the native ggml_conv_transpose_1d on the CPU backend, F32 bit exact, F16 and BF16 through casts of the column matrix. test-backend-ops cannot cover this for a CPU only op since the CPU backend is its own reference there. * rpc: bump protocol patch version for GGML_OP_COL2IM_1D GGML_OP_COUNT goes from 96 to 97 with the new op, which trips the static_assert in ggml-rpc.h. Bump RPC_PROTO_PATCH_VERSION since the op is appended and no existing op code shifts. |
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| .. | ||
| peg-parser | ||
| snapshots | ||
| .gitignore | ||
| CMakeLists.txt | ||
| export-graph-ops.cpp | ||
| get-model.cpp | ||
| get-model.h | ||
| gguf-model-data.cpp | ||
| gguf-model-data.h | ||
| test-alloc.cpp | ||
| test-arg-parser.cpp | ||
| test-autorelease.cpp | ||
| test-backend-ops.cpp | ||
| test-backend-sampler.cpp | ||
| test-barrier.cpp | ||
| test-c.c | ||
| test-chat-auto-parser.cpp | ||
| test-chat-peg-parser.cpp | ||
| test-chat-template.cpp | ||
| test-chat.cpp | ||
| test-col2im-1d.cpp | ||
| test-double-float.cpp | ||
| test-gbnf-validator.cpp | ||
| test-gguf-model-data.cpp | ||
| test-gguf.cpp | ||
| test-grammar-integration.cpp | ||
| test-grammar-llguidance.cpp | ||
| test-grammar-parser.cpp | ||
| test-jinja.cpp | ||
| test-json-partial.cpp | ||
| test-json-schema-to-grammar.cpp | ||
| test-llama-archs.cpp | ||
| test-llama-grammar.cpp | ||
| test-log.cpp | ||
| test-lora-conversion-inference.sh | ||
| test-model-load-cancel.cpp | ||
| test-mtmd-c-api.c | ||
| test-opt.cpp | ||
| test-peg-parser.cpp | ||
| test-quant-type-selection.cpp | ||
| test-quantize-fns.cpp | ||
| test-quantize-perf.cpp | ||
| test-quantize-stats.cpp | ||
| test-reasoning-budget.cpp | ||
| test-recurrent-state-rollback.cpp | ||
| test-regex-partial.cpp | ||
| test-rope.cpp | ||
| test-sampling.cpp | ||
| test-save-load-state.cpp | ||
| test-state-restore-fragmented.cpp | ||
| test-thread-safety.cpp | ||
| test-tokenizer-0.cpp | ||
| test-tokenizer-0.py | ||
| test-tokenizer-0.sh | ||
| test-tokenizer-1-bpe.cpp | ||
| test-tokenizer-1-spm.cpp | ||
| test-tokenizer-random.py | ||
| test-tokenizers-repo.sh | ||
| testing.h | ||