* spec : add DFlash2 support (local convolution + candidate selector) (#27342) * support DFlash2 * Add p_min in DFlash2 Assisted-by: Claude Opus 5 * Revert unnecessary changes Assisted-by: Claude Opus 5 * Revert draft sampling in rejection sampling Assisted-by: Claude Opus 5 * Refactor code structure Assisted-by: Claude Opus 5 * Delete embedding scaling Assisted-by: Claude Opus 5 * Gate output transforms on DFlash2 Assisted-by: Claude Opus 5 * Optimize Dflash 2 cost Assisted-by: Claude Opus 5 * Avoid using atoi Assisted-by: Claude Opus 5 * Modify comments Assisted-by: Claude Opus 5 * Move llama_model_dflash_selector_top_k to llama-ext.h Assisted-by: Claude Opus 5 * Formatting Assisted-by: Claude Opus 5 * Apply patch to fix the mrope bug Assisted-by: Claude Opus 5 * fix ci Assisted-by: Claude Opus 5 * Fix graph number calculation Assisted-by: Claude Opus 5 * rename hid and unary Assisted-by: Claude Opus 5 --------- Co-authored-by: Jian Chen <jianchen0311@gmail.com> Co-authored-by: Xuan-Son Nguyen <son@huggingface.co> * revert top-k.cu changes --------- Co-authored-by: Zihan Zhang <tiancaizhangdaxian@sjtu.edu.cn> Co-authored-by: Jian Chen <jianchen0311@gmail.com>
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Jian Chen
Zihan Zhang
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@@ -9717,6 +9717,17 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_eval() {
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}
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}
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}
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for (int k : {4, 8, 16, 32}) {
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for (int nrows : {1, 8, 16}) {
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {202048, nrows, 1, 1}, k));
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {151936, nrows, 1, 1}, k));
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {8192, nrows, 1, 1}, k));
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {8193, nrows, 1, 1}, k));
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {8192, nrows, 1, 1}, k, true));
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {202048, nrows, 1, 1}, k, true));
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}
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}
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for (int k : {1, 2, 3, 7, 15}) {
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {16, 10, 10, 10}, k));
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {60, 10, 10, 10}, k));
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@@ -10454,7 +10465,13 @@ static std::vector<std::unique_ptr<test_case>> make_test_cases_perf() {
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test_cases.emplace_back(new test_argsort(GGML_TYPE_F32, {200000, 16, 1, 1}));
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {2, 1, 1, 1}, 1));
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for (auto k : {1, 10, 40, 400}) {
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// widths around the tiling threshold
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for (auto cols : {4096, 8192, 12288, 16384, 24576, 32768, 65536, 131072}) {
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for (auto nrows : {1, 16}) {
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {cols, nrows, 1, 1}, 16));
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}
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}
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for (auto k : {1, 4, 8, 10, 16, 32, 40, 400}) {
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for (auto nrows : {1, 16}) {
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for (auto cols : {k, 1000, 65000, 200000}) {
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test_cases.emplace_back(new test_top_k(GGML_TYPE_F32, {cols, nrows, 1, 1}, k));
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