From c7330c66db5dd027dd668d64afa1beee0c4c2eb0 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:37:59 -0700 Subject: [PATCH 001/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index 612c85964..eca081760 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 18637, 29892, 526, 366, 1136, 455, 2470, 29973, 1815, 366, 5193, 304, 592, 29973 +1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 1525, 1254, 3960, 9838, 29903, 29918, 3217, 3904, 5659, 29979, 584, 4810, 3904, 5659, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 15233, 29918, 6248, 518, 20231, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29896, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 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3267, 29925, 1806, 1964, 29918, 29933, 3352, 29903, 29918, 13171, 29918, 29896, 29900, 29900, 29900, 29918, 29925, 4590, 13309, 8098, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 1919, 13756, 29963, 1177, 4741, 29918, 19713, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 323, 2891, 1964, 29918, 3210, 9295, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 1919, 323, 2891, 1964, 29918, 29950, 3267, 29925, 1806, 1964, 29918, 29933, 3352, 29903, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 891, 5012, 6720, 14345, 3301, 29950, 2965, 29903, 584, 21122, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 383, 5690, 29903, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29896, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 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29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 20231, 518, 20231, 4514, 1919, 5012, 7534, 29903, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29896, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29906, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17900, 1254, 29918, 14474, 29928, 29918, 6248, 518, 323, 8890, 1254, 19297, 29918, 20321, 29999, 4514, 1919, 5195, 29954, 2725, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 3725, 29990, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 891, 317, 9295, 29918, 15349, 29918, 2287, 6040, 29902, 20566, 29918, 18267, 29903, 584, 20231, 518, 20231, 4514, 1919, 17900, 1254, 29918, 14474, 29928, 29918, 6248, 518, 323, 8890, 1254, 19297, 29918, 20321, 29999, 4514, 1919, 17067, 1254, 29903, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 891, 379, 29903, 29918, 7838, 29931, 29968, 29918, 14573, 584, 350, 3352, 29903, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 1919, 17714, 1964, 4690, 5454, 1525, 29918, 8618, 13044, 1001, 29918, 11116, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 365, 1299, 518, 383, 3927, 1299, 4514, 1919, 365, 20614, 518, 383, 3927, 1299, 4514, 1919, 27085, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 6418, 1001, 1299, 1955, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 317, 6040, 4198, 29918, 2303, 29928, 2965, 1964, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 1919, 317, 6040, 4198, 29918, 29940, 4574, 29903, 4214, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 18283, 29876, 12148, 2436, 263, 2323, 24392, 29888, 433, 446, 3758, 3229, 363, 445, 2566, 393, 6089, 278, 1494, 1139, 3583, 29876, 5618, 4234, 756, 278, 1556, 18838, 333, 29973, 29905, 29876, 6132, 451, 3867, 738, 3440, 653, 470, 8252, 310, 825, 278, 775, 947, 29892, 925, 278, 3758, 3229, 17140, 297, 263, 3031, 5283, 265, 29889, 518, 29914, 25580, 29962 From d5fc856da4535f6dedc9db219d61cdf53b40d0bc Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:38:53 -0700 Subject: [PATCH 002/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index ce761f75f..a5da3c565 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -44,7 +44,7 @@ int main(int argc, char* argv[]) ini_name = std::string(argv[1]); } else { - ini_name = "/notebooks/FasterTransformer/examples/cpp/llama/llama_config.ini"; + ini_name = "/notebooks/tmp/FasterTransformer/examples/cpp/llama/llama_config.ini"; } INIReader reader = INIReader(ini_name); From 5baf8d6250a246a22999000dad46323d85441850 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:39:04 -0700 Subject: [PATCH 003/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index ef789d35d..9c8bad9c0 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -6,7 +6,7 @@ tensor_para_size=1 pipeline_para_size=1 model_name=llama_7b -model_dir=/notebooks/llama-2-70b-hf-ft-tp-1_llama_decoder/1/1-gpu/ +model_dir=/notebooks/code-llama-34b_llama_decoder/1/1-gpu/ [request] beam_width=1 # beam width for beam search From 138a883744fca5ea392dace9b7b2a583e23cbf53 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:39:58 -0700 Subject: [PATCH 004/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index a5da3c565..ac3de3bcb 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -196,7 +196,7 @@ void llama_example(const INIReader reader) max_input_len, end_id, 1, - "/notebooks/FasterTransformer/examples/cpp/llama/start_ids.csv"); + "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); int* d_input_ids; From 88398e2acfaf56017affd2565d0c71ab0d4c2831 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:41:20 -0700 Subject: [PATCH 005/178] commit --- examples/cpp/llama/llama_config.ini | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index 9c8bad9c0..802b03878 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -24,11 +24,12 @@ request_output_len=32 # determine by the request head_num = 64 kv_head_num = 8 size_per_head = 128 -inter_size = 28672 +inter_size = 22016 num_layer = 3 rotary_embedding = 128 layernorm_eps = 1e-05 vocab_size = 32000 +rope_theta = 1000000 start_id = 1 end_id = 2 weight_data_type = fp16 From f1de67fa81b13f2215a4d1cd8215f5db0cd05207 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:43:18 -0700 Subject: [PATCH 006/178] commit --- examples/cpp/multi_gpu_gpt/gpt_example_utils.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/multi_gpu_gpt/gpt_example_utils.cc b/examples/cpp/multi_gpu_gpt/gpt_example_utils.cc index fc24fd26f..8557c1c87 100644 --- a/examples/cpp/multi_gpu_gpt/gpt_example_utils.cc +++ b/examples/cpp/multi_gpu_gpt/gpt_example_utils.cc @@ -45,7 +45,7 @@ int read_start_ids(size_t batch_size, int i1 = 0; std::vector tmp_vec; while (std::getline(lineStream, vals, ',')) { - printf("vals: %s\n", vals.c_str()); + // printf("vals: %s\n", vals.c_str()); tmp_vec.push_back(std::stoi(vals)); i1++; } From 98ac852a11033cb84f4f912240fb49fb7c4f2df3 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:48:24 -0700 Subject: [PATCH 007/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index 802b03878..d86ae5933 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -25,7 +25,7 @@ head_num = 64 kv_head_num = 8 size_per_head = 128 inter_size = 22016 -num_layer = 3 +num_layer = 1 rotary_embedding = 128 layernorm_eps = 1e-05 vocab_size = 32000 From 3d967154358109c0a713f6a589b9c87d95fa7917 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:52:12 -0700 Subject: [PATCH 008/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index 977216650..39d8cdd36 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -747,6 +747,7 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq else { allocator_->free((void**)(&qk_buf_)); } + printf("local_hidden_units_: %d\n", local_hidden_units_); qkv_buf_2_ = (T*)allocator_->reMalloc(qkv_buf_2_, sizeof(T) * batch_size * seq_len * local_hidden_units_, true); qkv_buf_3_ = (T*)allocator_->reMalloc(qkv_buf_3_, type_size * batch_size * seq_len * local_hidden_units_, true); From 811b19fe9ef8270ed419df61991ad322186c22d7 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:53:04 -0700 Subject: [PATCH 009/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index 39d8cdd36..4181d9caf 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -728,6 +728,8 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq FT_LOG_DEBUG(__PRETTY_FUNCTION__); // const auto type_size = int8_mode_ == 2 ? sizeof(int8_t) : sizeof(T); // NOTE (perkzz): use sizeof(T) here for cutlass int8 kernels. + printf("local_hidden_units_: %d\n", local_hidden_units_); + printf("%d\n", type_size * 3 * batch_size * seq_len * local_hidden_units_); const auto type_size = sizeof(T); qkv_buf_ = (T*)allocator_->reMalloc(qkv_buf_, type_size * 3 * batch_size * seq_len * local_hidden_units_, true); if (local_kv_head_num_ != local_head_num_) { @@ -747,7 +749,6 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq else { allocator_->free((void**)(&qk_buf_)); } - printf("local_hidden_units_: %d\n", local_hidden_units_); qkv_buf_2_ = (T*)allocator_->reMalloc(qkv_buf_2_, sizeof(T) * batch_size * seq_len * local_hidden_units_, true); qkv_buf_3_ = (T*)allocator_->reMalloc(qkv_buf_3_, type_size * batch_size * seq_len * local_hidden_units_, true); From 120f46c2f1f227356948e81d91f7ec4fd25c317d Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:53:33 -0700 Subject: [PATCH 010/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index 4181d9caf..e0ed480b3 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -729,8 +729,8 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq // const auto type_size = int8_mode_ == 2 ? sizeof(int8_t) : sizeof(T); // NOTE (perkzz): use sizeof(T) here for cutlass int8 kernels. printf("local_hidden_units_: %d\n", local_hidden_units_); - printf("%d\n", type_size * 3 * batch_size * seq_len * local_hidden_units_); const auto type_size = sizeof(T); + printf("%d\n", type_size * 3 * batch_size * seq_len * local_hidden_units_); qkv_buf_ = (T*)allocator_->reMalloc(qkv_buf_, type_size * 3 * batch_size * seq_len * local_hidden_units_, true); if (local_kv_head_num_ != local_head_num_) { size_t local_qkv_size = local_hidden_units_ + 2 * local_kv_head_num_ * size_per_head_; From d850e491cdfb86fdc9cb3e265617561da2496203 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:54:23 -0700 Subject: [PATCH 011/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index e0ed480b3..949fc5daa 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -730,7 +730,7 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq // NOTE (perkzz): use sizeof(T) here for cutlass int8 kernels. printf("local_hidden_units_: %d\n", local_hidden_units_); const auto type_size = sizeof(T); - printf("%d\n", type_size * 3 * batch_size * seq_len * local_hidden_units_); + printf("%d\n", type_size * 30 * batch_size * seq_len * local_hidden_units_); qkv_buf_ = (T*)allocator_->reMalloc(qkv_buf_, type_size * 3 * batch_size * seq_len * local_hidden_units_, true); if (local_kv_head_num_ != local_head_num_) { size_t local_qkv_size = local_hidden_units_ + 2 * local_kv_head_num_ * size_per_head_; From 751b7fcb867af6f973177c05f4ed9ccfe61c43ee Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:54:51 -0700 Subject: [PATCH 012/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index 949fc5daa..9a9b41131 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -731,6 +731,7 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq printf("local_hidden_units_: %d\n", local_hidden_units_); const auto type_size = sizeof(T); printf("%d\n", type_size * 30 * batch_size * seq_len * local_hidden_units_); + printf("%d\n", type_size * 3 * batch_size * seq_len * local_hidden_units_); qkv_buf_ = (T*)allocator_->reMalloc(qkv_buf_, type_size * 3 * batch_size * seq_len * local_hidden_units_, true); if (local_kv_head_num_ != local_head_num_) { size_t local_qkv_size = local_hidden_units_ + 2 * local_kv_head_num_ * size_per_head_; From d2946ee8774aacfb723231e686a6abe0930950dd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 11:57:23 -0700 Subject: [PATCH 013/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index 9a9b41131..a44700830 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -730,8 +730,8 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq // NOTE (perkzz): use sizeof(T) here for cutlass int8 kernels. printf("local_hidden_units_: %d\n", local_hidden_units_); const auto type_size = sizeof(T); - printf("%d\n", type_size * 30 * batch_size * seq_len * local_hidden_units_); - printf("%d\n", type_size * 3 * batch_size * seq_len * local_hidden_units_); + printf("%ld\n", type_size * 30 * batch_size * seq_len * local_hidden_units_); + printf("%ld\n", type_size * 3 * batch_size * seq_len * local_hidden_units_); qkv_buf_ = (T*)allocator_->reMalloc(qkv_buf_, type_size * 3 * batch_size * seq_len * local_hidden_units_, true); if (local_kv_head_num_ != local_head_num_) { size_t local_qkv_size = local_hidden_units_ + 2 * local_kv_head_num_ * size_per_head_; From d0cb0a5534fd006b44fabd0f6890aee1658893c8 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:00:04 -0700 Subject: [PATCH 014/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index a44700830..5dc8412e4 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -733,6 +733,7 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq printf("%ld\n", type_size * 30 * batch_size * seq_len * local_hidden_units_); printf("%ld\n", type_size * 3 * batch_size * seq_len * local_hidden_units_); qkv_buf_ = (T*)allocator_->reMalloc(qkv_buf_, type_size * 3 * batch_size * seq_len * local_hidden_units_, true); + printf("qkv_buf_\n"); if (local_kv_head_num_ != local_head_num_) { size_t local_qkv_size = local_hidden_units_ + 2 * local_kv_head_num_ * size_per_head_; qkv_buf_tmp_ = (T*)allocator_->reMalloc(qkv_buf_tmp_, type_size * batch_size * seq_len * local_qkv_size, true); From 9297c435a933d69d0d5bd25e7449de665211ed81 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:00:34 -0700 Subject: [PATCH 015/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index 5dc8412e4..1d935fcb8 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -741,6 +741,7 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq qkv_buf_tmp_ = qkv_buf_; } q_buf_2_ = (T*)allocator_->reMalloc(q_buf_2_, sizeof(T) * batch_size * seq_len * 3 * local_hidden_units_, true); + printf("qkv_buf_2\n"); k_buf_2_ = q_buf_2_ + batch_size * seq_len * local_hidden_units_; v_buf_2_ = k_buf_2_ + batch_size * seq_len * local_hidden_units_; From f92c38409e8a1c658e607d32d6cdb59bf80c64bd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:01:37 -0700 Subject: [PATCH 016/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index 1d935fcb8..8735e81d4 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -741,19 +741,22 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq qkv_buf_tmp_ = qkv_buf_; } q_buf_2_ = (T*)allocator_->reMalloc(q_buf_2_, sizeof(T) * batch_size * seq_len * 3 * local_hidden_units_, true); - printf("qkv_buf_2\n"); + printf("q_buf_2_\n"); k_buf_2_ = q_buf_2_ + batch_size * seq_len * local_hidden_units_; v_buf_2_ = k_buf_2_ + batch_size * seq_len * local_hidden_units_; // save memory usage when using fmha if (allocate_qk_buf) { qk_buf_ = (T*)allocator_->reMalloc(qk_buf_, sizeof(T) * batch_size * local_head_num_ * seq_len * seq_len, true); + printf("allocate_qk_buf\n"); } else { allocator_->free((void**)(&qk_buf_)); } qkv_buf_2_ = (T*)allocator_->reMalloc(qkv_buf_2_, sizeof(T) * batch_size * seq_len * local_hidden_units_, true); + printf("qkv_buf_2_\n"); qkv_buf_3_ = (T*)allocator_->reMalloc(qkv_buf_3_, type_size * batch_size * seq_len * local_hidden_units_, true); + printf("qkv_buf_3_\n"); if (is_qk_buf_float_ == true) { if (allocate_qk_buf) { From 5330e280022c83f9c034177c796f6352e4729d4f Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:02:11 -0700 Subject: [PATCH 017/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index 8735e81d4..a8b906120 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -753,6 +753,7 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq else { allocator_->free((void**)(&qk_buf_)); } + printf("qkv_buf_2_\n"); qkv_buf_2_ = (T*)allocator_->reMalloc(qkv_buf_2_, sizeof(T) * batch_size * seq_len * local_hidden_units_, true); printf("qkv_buf_2_\n"); qkv_buf_3_ = (T*)allocator_->reMalloc(qkv_buf_3_, type_size * batch_size * seq_len * local_hidden_units_, true); From e0b452af9ba0eb5ab0f63a84ed65fe62fa56359e Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:03:29 -0700 Subject: [PATCH 018/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index a8b906120..d0db55d3e 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -747,8 +747,8 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq // save memory usage when using fmha if (allocate_qk_buf) { - qk_buf_ = (T*)allocator_->reMalloc(qk_buf_, sizeof(T) * batch_size * local_head_num_ * seq_len * seq_len, true); printf("allocate_qk_buf\n"); + qk_buf_ = (T*)allocator_->reMalloc(qk_buf_, sizeof(T) * batch_size * local_head_num_ * seq_len * seq_len, true); } else { allocator_->free((void**)(&qk_buf_)); From 4785e3dd4b41cca3a03fde1c5970973e3ed516aa Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:04:15 -0700 Subject: [PATCH 019/178] commit --- .../layers/attention_layers/LlamaContextAttentionLayer.cc | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc index d0db55d3e..6c2877789 100644 --- a/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc +++ b/src/fastertransformer/layers/attention_layers/LlamaContextAttentionLayer.cc @@ -748,6 +748,8 @@ void LlamaContextAttentionLayer::allocateBuffer(size_t batch_size, size_t seq // save memory usage when using fmha if (allocate_qk_buf) { printf("allocate_qk_buf\n"); + auto x = sizeof(T) * batch_size * local_head_num_ * seq_len * seq_len; + printf("%ld\n", x); qk_buf_ = (T*)allocator_->reMalloc(qk_buf_, sizeof(T) * batch_size * local_head_num_ * seq_len * seq_len, true); } else { From 5e5c611bbc6117c9602e5cbd675b5b8871a72d49 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:10:57 -0700 Subject: [PATCH 020/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index eca081760..19f70b213 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 1525, 1254, 3960, 9838, 29903, 29918, 3217, 3904, 5659, 29979, 584, 4810, 3904, 5659, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 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18166, 2725, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 21122, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 383, 5690, 29903, 518, 21748 From 8cda3abc9a01810fc81ee5225ad139491b2c051f Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:12:26 -0700 Subject: [PATCH 021/178] commit --- .../layers/attention_layers/BaseAttentionLayer.h | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h b/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h index a3d58fbd4..9a9dc6335 100644 --- a/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h +++ b/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h @@ -71,6 +71,7 @@ AttentionType getAttentionType(size_t size_per_head, // FMHA_ENABLE only affects gpt-style models (causal-mask) char * fused_qkv = std::getenv("FMHA_ENABLE"); if (fused_qkv != nullptr && std::string(fused_qkv) == "ON") { + printf("flash attention"); if ((sm == kSM_70 || sm == kSM_72 || sm == kSM_75 || sm == kSM_80 || sm == kSM_86 || sm == kSM_89) && (size_per_head == 32 || size_per_head == 40 || size_per_head == 64 || size_per_head == 80 || size_per_head == 128 || size_per_head == 144 || size_per_head == 160 || size_per_head == 256)) { From d05cc0572f4c4859902e509a8c974caa0ed8121f Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:12:55 -0700 Subject: [PATCH 022/178] commit --- .../layers/attention_layers/BaseAttentionLayer.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h b/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h index 9a9dc6335..1989c593f 100644 --- a/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h +++ b/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h @@ -70,7 +70,7 @@ AttentionType getAttentionType(size_t size_per_head, else { // FMHA_ENABLE only affects gpt-style models (causal-mask) char * fused_qkv = std::getenv("FMHA_ENABLE"); - if (fused_qkv != nullptr && std::string(fused_qkv) == "ON") { + if (fused_qkv != nullptr && std::string(fused_qkv) == "ON" || true) { printf("flash attention"); if ((sm == kSM_70 || sm == kSM_72 || sm == kSM_75 || sm == kSM_80 || sm == kSM_86 || sm == kSM_89) && (size_per_head == 32 || size_per_head == 40 || size_per_head == 64 || size_per_head == 80 From fb89e18ea143fe2f11bec8042c7d4d4773d84f38 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:15:17 -0700 Subject: [PATCH 023/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index 19f70b213..eca081760 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 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29897, 4514, 1919, 317, 6040, 4198, 29918, 29940, 4574, 29903, 4214, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 18283, 29876, 12148, 2436, 263, 2323, 24392, 29888, 433, 446, 3758, 3229, 363, 445, 2566, 393, 6089, 278, 1494, 1139, 3583, 29876, 5618, 4234, 756, 278, 1556, 18838, 333, 29973, 29905, 29876, 6132, 451, 3867, 738, 3440, 653, 470, 8252, 310, 825, 278, 775, 947, 29892, 925, 278, 3758, 3229, 17140, 297, 263, 3031, 5283, 265, 29889, 518, 29914, 25580, 29962 From 5429b2c820a614a41bdab83acb25ee5daf331563 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:17:08 -0700 Subject: [PATCH 024/178] commit --- .../layers/attention_layers/BaseAttentionLayer.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h b/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h index 1989c593f..9a9dc6335 100644 --- a/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h +++ b/src/fastertransformer/layers/attention_layers/BaseAttentionLayer.h @@ -70,7 +70,7 @@ AttentionType getAttentionType(size_t size_per_head, else { // FMHA_ENABLE only affects gpt-style models (causal-mask) char * fused_qkv = std::getenv("FMHA_ENABLE"); - if (fused_qkv != nullptr && std::string(fused_qkv) == "ON" || true) { + if (fused_qkv != nullptr && std::string(fused_qkv) == "ON") { printf("flash attention"); if ((sm == kSM_70 || sm == kSM_72 || sm == kSM_75 || sm == kSM_80 || sm == kSM_86 || sm == kSM_89) && (size_per_head == 32 || size_per_head == 40 || size_per_head == 64 || size_per_head == 80 From fb72ca1f7548090311fa315ac9233d65e2dc4991 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:17:28 -0700 Subject: [PATCH 025/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index d86ae5933..5a2ab8c3d 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -17,7 +17,7 @@ repetition_penalty=1.0 ; Use for sampling presence_penalty=0.0 ; Only one of repetition_penalty and presence_penalty are allowed. len_penalty=0.0 beam_search_diversity_rate=0.0 -request_batch_size=8 # determine by the request +request_batch_size=1 # determine by the request request_output_len=32 # determine by the request [llama_7b] From aa9f3893a583bfd4eb1d50f75b3adb570861cf74 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:23:54 -0700 Subject: [PATCH 026/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index eca081760..c3670a1b4 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 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4514, 1919, 27085, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 6418, 1001, 1299, 1955, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 317, 6040, 4198, 29918, 2303, 29928, 2965, 1964, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 1919, 317, 6040, 4198, 29918, 29940, 4574, 29903, 4214, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 18283, 29876, 12148, 2436, 263, 2323, 24392, 29888, 433, 446, 3758, 3229, 363, 445, 2566, 393, 6089, 278, 1494, 1139, 3583, 29876, 5618, 4234, 756, 278, 1556, 18838, 333, 29973, 29905, 29876, 6132, 451, 3867, 738, 3440, 653, 470, 8252, 310, 825, 278, 775, 947, 29892, 925, 278, 3758, 3229, 17140, 297, 263, 3031, 5283, 265, 29889, 518, 29914, 25580, 29962 +1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989 From ef1c1e3e5beab2c3075f711b2b9aebb44967acdc Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 12:27:59 -0700 Subject: [PATCH 027/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index 5a2ab8c3d..50c73b722 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -25,7 +25,7 @@ head_num = 64 kv_head_num = 8 size_per_head = 128 inter_size = 22016 -num_layer = 1 +num_layer = 3 rotary_embedding = 128 layernorm_eps = 1e-05 vocab_size = 32000 From 7aa5709bd8d9fc19c1b1efbc6d9121a15523e066 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 13:01:03 -0700 Subject: [PATCH 028/178] commit --- examples/cpp/llama/llama_example.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index ac3de3bcb..46357162d 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -90,6 +90,7 @@ void llama_example(const INIReader reader) const size_t decoder_layers = reader.GetInteger(model_name, "num_layer"); const size_t rotary_embedding_dim = reader.GetInteger(model_name, "rotary_embedding"); const float rope_theta = reader.GetFloat(model_name, "rope_theta", 10000.f); + printf("rope_theta: %f\n", rope_theta); const float layernorm_eps = reader.GetFloat(model_name, "layernorm_eps"); const int start_id = reader.GetInteger(model_name, "start_id"); const int end_id = reader.GetInteger(model_name, "end_id"); From 7918ff1942d5dc3bee41902190cc834699367acd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 13:24:59 -0700 Subject: [PATCH 029/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index 50c73b722..5a2ab8c3d 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -25,7 +25,7 @@ head_num = 64 kv_head_num = 8 size_per_head = 128 inter_size = 22016 -num_layer = 3 +num_layer = 1 rotary_embedding = 128 layernorm_eps = 1e-05 vocab_size = 32000 From 2c835da6ea60f126cebbd72c8ac9ca878d629a0e Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 13:56:40 -0700 Subject: [PATCH 030/178] commit --- .../kernels/decoder_masked_multihead_attention_utils.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h b/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h index 1e32d3d22..5da6823ba 100644 --- a/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h +++ b/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h @@ -1326,7 +1326,7 @@ inline __device__ void zero(T& dst) inline __device__ float2 rotary_embedding_coefficient(const int zid, const int rot_embed_dim, const float rope_theta, const float t_step) { - const float inv_freq = t_step / pow(rope_theta, zid / (float)rot_embed_dim); + const float inv_freq = t_step / pow(1000000.f, zid / (float)rot_embed_dim); return {cos(inv_freq), sin(inv_freq)}; } From 7f32af32307b8bb0f4f8186ea82b7bdae7dbac65 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 15:21:39 -0700 Subject: [PATCH 031/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index c3670a1b4..612c85964 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989 +1, 18637, 29892, 526, 366, 1136, 455, 2470, 29973, 1815, 366, 5193, 304, 592, 29973 From 6a2c0ef1cae21e1f8f1c0a93d88ebafb786f9938 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 15:22:52 -0700 Subject: [PATCH 032/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index 5a2ab8c3d..50c73b722 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -25,7 +25,7 @@ head_num = 64 kv_head_num = 8 size_per_head = 128 inter_size = 22016 -num_layer = 1 +num_layer = 3 rotary_embedding = 128 layernorm_eps = 1e-05 vocab_size = 32000 From bc3e0cdbc325a54f00dfd581498c38b0876fdc7d Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 15:43:20 -0700 Subject: [PATCH 033/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index 612c85964..c3670a1b4 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 18637, 29892, 526, 366, 1136, 455, 2470, 29973, 1815, 366, 5193, 304, 592, 29973 +1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989 From 4fc436a085e9d4522cfcb5fc39901b10274ccdfc Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 15:45:22 -0700 Subject: [PATCH 034/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index c3670a1b4..eca081760 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989 +1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 1525, 1254, 3960, 9838, 29903, 29918, 3217, 3904, 5659, 29979, 584, 4810, 3904, 5659, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 15233, 29918, 6248, 518, 20231, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 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29918, 29940, 4574, 29903, 4214, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 18283, 29876, 12148, 2436, 263, 2323, 24392, 29888, 433, 446, 3758, 3229, 363, 445, 2566, 393, 6089, 278, 1494, 1139, 3583, 29876, 5618, 4234, 756, 278, 1556, 18838, 333, 29973, 29905, 29876, 6132, 451, 3867, 738, 3440, 653, 470, 8252, 310, 825, 278, 775, 947, 29892, 925, 278, 3758, 3229, 17140, 297, 263, 3031, 5283, 265, 29889, 518, 29914, 25580, 29962 From ff1342b8ccc16b806fc55b974c0ea307a431cacd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:08:30 -0700 Subject: [PATCH 035/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index 50c73b722..5a2ab8c3d 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -25,7 +25,7 @@ head_num = 64 kv_head_num = 8 size_per_head = 128 inter_size = 22016 -num_layer = 3 +num_layer = 1 rotary_embedding = 128 layernorm_eps = 1e-05 vocab_size = 32000 From 37ece5d6098c9af30fe54b149182bc9606e858aa Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:11:33 -0700 Subject: [PATCH 036/178] commit --- examples/cpp/llama/llama_example.cc | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 46357162d..4c6336de5 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -476,7 +476,9 @@ void llama_example(const INIReader reader) if ((i + 1) % (total_output_len) == 0) { outFile << std::endl; } - printf("%5d ", hBuf[i]); + if (i+40 > outCount) { + printf("%d ", hBuf[i]); + } // if (i < 10) { // printf("%5d ", hBuf[i]); // } From 5382b4761b95be7e4111370e18ec118a2bb23788 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:32:23 -0700 Subject: [PATCH 037/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index 5a2ab8c3d..fdb8c52d6 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -25,7 +25,7 @@ head_num = 64 kv_head_num = 8 size_per_head = 128 inter_size = 22016 -num_layer = 1 +num_layer = 2 rotary_embedding = 128 layernorm_eps = 1e-05 vocab_size = 32000 From 7bbc5c3e75291d6a599a5a06fe5de191f4c04f4c Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:32:51 -0700 Subject: [PATCH 038/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 4c6336de5..69ce64eb0 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -477,7 +477,7 @@ void llama_example(const INIReader reader) outFile << std::endl; } if (i+40 > outCount) { - printf("%d ", hBuf[i]); + printf("%d, ", hBuf[i]); } // if (i < 10) { // printf("%5d ", hBuf[i]); From d81dbc6b898a6a566238ed6ec8728965cf8e5b0c Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:34:45 -0700 Subject: [PATCH 039/178] commit --- src/fastertransformer/utils/allocator.h | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/utils/allocator.h b/src/fastertransformer/utils/allocator.h index e3b833db1..7db3927c5 100644 --- a/src/fastertransformer/utils/allocator.h +++ b/src/fastertransformer/utils/allocator.h @@ -74,6 +74,7 @@ class IAllocator { template void* reMalloc(T* ptr, size_t size, const bool is_set_zero = true, bool is_host = false) { + printf("reMalloc: %ld\n", size); FT_LOG_DEBUG(__PRETTY_FUNCTION__); size = ((size + 31) / 32) * 32; // make the buffer align with 32 bytes void* void_ptr = (void*)ptr; From fcea4c984c4bccee07568aae74bc337a7a4f82fd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:42:12 -0700 Subject: [PATCH 040/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 1 + src/fastertransformer/utils/allocator.h | 1 - 2 files changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index fca2cc6b3..72b770660 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1168,6 +1168,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // The number of elements per vector. constexpr int QK_VEC_SIZE = sizeof(Qk_vec_m) / sizeof(T); + printf("QK_VEC_SIZE: %d\n", QK_VEC_SIZE); // Make sure the hidden size per head is a multiple of the vector size. static_assert(Dh_MAX % QK_VEC_SIZE == 0, ""); // We will use block wide reduction if needed diff --git a/src/fastertransformer/utils/allocator.h b/src/fastertransformer/utils/allocator.h index 7db3927c5..e3b833db1 100644 --- a/src/fastertransformer/utils/allocator.h +++ b/src/fastertransformer/utils/allocator.h @@ -74,7 +74,6 @@ class IAllocator { template void* reMalloc(T* ptr, size_t size, const bool is_set_zero = true, bool is_host = false) { - printf("reMalloc: %ld\n", size); FT_LOG_DEBUG(__PRETTY_FUNCTION__); size = ((size + 31) / 32) * 32; // make the buffer align with 32 bytes void* void_ptr = (void*)ptr; From c6aa32aec804861d10eb769e7708c3b7688ed509 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:49:40 -0700 Subject: [PATCH 041/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 72b770660..31df36581 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1063,6 +1063,7 @@ inline size_t smem_size_in_bytes(const GroupedQuery_attention_params& { using Tk = typename kernel_type_t::Type; // The amount of shared memory needed to store the Q*K^T values in float. + printf("params.memory_max_len: %d\n", params.memory_max_len); const int max_timesteps = min(params.timestep, params.memory_max_len); size_t qk_sz = div_up(max_timesteps + 1, 4) * 16; From 4467d8f306efd57c3ac48cec2e690fe63ca903f8 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:52:22 -0700 Subject: [PATCH 042/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 31df36581..a358bb76f 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1388,7 +1388,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // int offset = bhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // // params.timestep*QK_ELTS_IN_16B + // tlength_circ * QK_ELTS_IN_16B + ci; - int offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + + size_t offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; From 06fea964abb78e91dbf83f308f029c9538a19397 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:55:32 -0700 Subject: [PATCH 043/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index a358bb76f..9ce53aaee 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1391,6 +1391,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para size_t offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; + printf("offset: %ld\n", offset); if (handle_kv && bhi%head_n_rep==0) { // Trigger the stores to global memory. From 0935a9b120189f9c692b3a80a6aa0cf49024cd6a Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:57:44 -0700 Subject: [PATCH 044/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 9ce53aaee..3304a65f5 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1206,6 +1206,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Combine the "beam-aware" batch idx and the head indices. const int bbhi = bbi * params.beam_width * params.num_heads + hi; const int bbkvhi = bbi * params.beam_width * params.num_kv_heads + kvhi; + printf("%ld\n", bbkvhi); // The thread in the block. const int tidx = threadIdx.x; From fcc7de44a353ce496c851216c3a44e165433c333 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 16:59:18 -0700 Subject: [PATCH 045/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 3304a65f5..581beb472 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1676,9 +1676,9 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const int min_length = min(tlength, params.memory_max_len); for (int ti = first_step + vo; ti < min_length; ti += V_PER_ITER) { // Fetch offset based on cache_indir when beam sampling - const int beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti] : 0; + const size_t beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti] : 0; // const int beam_offset = HAS_BEAMS ? beam_src * params.num_heads * params.memory_max_len * Dh : 0; - const int beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; + const size_t beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; // Load the values from the cache. V_vec_k v = vec_conversion( *reinterpret_cast(&v_cache_batch[beam_offset + ti * Dh])); @@ -1713,8 +1713,8 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const int ti_circ = ti % params.memory_max_len; // Fetch offset based on cache_indir when beam sampling - const int beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti_circ] : 0; - const int beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; + const size_t beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti_circ] : 0; + const size_t beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; // Load the values from the cache. V_vec_k v = vec_conversion( *reinterpret_cast(&v_cache_batch[beam_offset + ti_circ * Dh])); From b7aa0aa8dad4c38ad77e2612f8e6084ac6419e44 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:02:24 -0700 Subject: [PATCH 046/178] commit --- .../kernels/decoder_masked_multihead_attention.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/decoder_masked_multihead_attention.h b/src/fastertransformer/kernels/decoder_masked_multihead_attention.h index 5a768184c..c59480edd 100644 --- a/src/fastertransformer/kernels/decoder_masked_multihead_attention.h +++ b/src/fastertransformer/kernels/decoder_masked_multihead_attention.h @@ -81,7 +81,7 @@ struct Multihead_attention_params_base { // The beam width int beam_width = 0; // The sequence length. - int memory_max_len = 0; + size_t memory_max_len = 0; // The number of heads (H). int num_heads = 0; // The hidden dimension per head (Dh). From a38721d9c5be5c12b3b9bcb5a5add33f07d6dfba Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:02:52 -0700 Subject: [PATCH 047/178] commit --- .../kernels/decoder_masked_multihead_attention.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/decoder_masked_multihead_attention.h b/src/fastertransformer/kernels/decoder_masked_multihead_attention.h index c59480edd..5a768184c 100644 --- a/src/fastertransformer/kernels/decoder_masked_multihead_attention.h +++ b/src/fastertransformer/kernels/decoder_masked_multihead_attention.h @@ -81,7 +81,7 @@ struct Multihead_attention_params_base { // The beam width int beam_width = 0; // The sequence length. - size_t memory_max_len = 0; + int memory_max_len = 0; // The number of heads (H). int num_heads = 0; // The hidden dimension per head (Dh). From d809108ba80be8fe0c3bf64df2f5bc5ca36aace6 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:03:40 -0700 Subject: [PATCH 048/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 581beb472..aaab28841 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1221,7 +1221,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para int qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; - const size_t bi_seq_len_offset = bi * params.memory_max_len; + const size_t bi_seq_len_offset = bi * (size_t)params.memory_max_len; int tlength = (params.length_per_sample == nullptr) ? params.timestep : From 8ca884c1011e20242c022af91eb6c4e6939785f7 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:04:45 -0700 Subject: [PATCH 049/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index aaab28841..5f1a5ff2a 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1476,7 +1476,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // The base pointer for the key in the cache buffer. // T* k_cache = ¶ms.k_cache[bkvhi * params.memory_max_len * Dh + ki]; // Base pointer for the beam's batch, before offsetting with indirection buffer - T* k_cache_batch = ¶ms.k_cache[bbkvhi * params.memory_max_len * Dh + ki]; + T* k_cache_batch = ¶ms.k_cache[bbkvhi * (size_t)params.memory_max_len * Dh + ki]; // Pick a number of keys to make sure all the threads of a warp enter (due to shfl_sync). // int ti_end = div_up(params.timestep, K_PER_WARP) * K_PER_WARP; From 958c727063b0324f741c70e74d566e4d555369f8 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:05:16 -0700 Subject: [PATCH 050/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 5f1a5ff2a..56145dbd5 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1508,7 +1508,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para else { if (HAS_BEAMS) { // const int beam_offset = beam_indices[ti_circ] * params.num_heads * params.memory_max_len * Dh; - const int beam_offset = beam_indices[ti_circ] * params.num_kv_heads * params.memory_max_len * Dh; + const int beam_offset = beam_indices[ti_circ] * params.num_kv_heads * (size_t)params.memory_max_len * Dh; k[ii] = vec_conversion( (*reinterpret_cast(&k_cache_batch[beam_offset + jj * QK_ELTS_IN_16B]))); } From 4d107833b013c3c7a67f8550137a5b98b1856ee1 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:07:46 -0700 Subject: [PATCH 051/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 56145dbd5..ec7ffe9da 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1498,7 +1498,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para zero(k_vec_zero); #pragma unroll for (int ii = 0; ii < K_VECS_PER_THREAD; ++ii) { - int jj = ii * params.memory_max_len + ti_circ; + size_t jj = ii * (size_t)params.memory_max_len + ti_circ; // if( ti < params.timestep ) { const bool within_bounds = (Dh == Dh_MAX || jj * QK_ELTS_IN_16B < Dh * params.memory_max_len); if (ti < tlength) { From 37267d57c8c8d38b5252ec4a9f5f9d5a93881cb0 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:08:47 -0700 Subject: [PATCH 052/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index ec7ffe9da..e6f1758bb 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1508,7 +1508,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para else { if (HAS_BEAMS) { // const int beam_offset = beam_indices[ti_circ] * params.num_heads * params.memory_max_len * Dh; - const int beam_offset = beam_indices[ti_circ] * params.num_kv_heads * (size_t)params.memory_max_len * Dh; + const size_it beam_offset = beam_indices[ti_circ] * params.num_kv_heads * (size_t)params.memory_max_len * Dh; k[ii] = vec_conversion( (*reinterpret_cast(&k_cache_batch[beam_offset + jj * QK_ELTS_IN_16B]))); } From e16111b168092c0efa31beaca0cb6eae1dccc8db Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:09:00 -0700 Subject: [PATCH 053/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index e6f1758bb..83536486a 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1508,7 +1508,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para else { if (HAS_BEAMS) { // const int beam_offset = beam_indices[ti_circ] * params.num_heads * params.memory_max_len * Dh; - const size_it beam_offset = beam_indices[ti_circ] * params.num_kv_heads * (size_t)params.memory_max_len * Dh; + const size_t beam_offset = beam_indices[ti_circ] * params.num_kv_heads * (size_t)params.memory_max_len * Dh; k[ii] = vec_conversion( (*reinterpret_cast(&k_cache_batch[beam_offset + jj * QK_ELTS_IN_16B]))); } From ca4e51432856648cc9617ea319c1e9b13bd16aff Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:11:51 -0700 Subject: [PATCH 054/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- src/fastertransformer/models/llama/LlamaDecoder.cc | 5 +++++ 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 83536486a..e9e7e508f 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1541,7 +1541,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // ti : 0 1 2 3 4 5 6 7 8 9(tlength) // token: i i i i p p p o o o where i=input, p=pad, o=output. // e.g. ti = 2, dist = (9 - 3) - 2 = 4. - int max_context_length = params.max_prefix_prompt_length + params.max_input_length; + size_t max_context_length = params.max_prefix_prompt_length + params.max_input_length; float dist = (ti < max_context_length ? ti + padd_len : ti) - tlength; qk += mul(params.linear_bias_slopes[hi], dist); diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index 0aaee41f5..bd8547be0 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -242,9 +242,14 @@ void LlamaDecoder::forward(std::unordered_map* Tensor& v_cache = output_tensors->at("value_cache"); std::vector self_k_cache_size; self_k_cache_size.push_back(local_batch_size); + size_t a = 1; + int b = 1; for (auto t = k_cache.shape.begin() + 2; t != k_cache.shape.end(); ++t) { self_k_cache_size.push_back(*t); + a *= *t; + b *= *t; } + printf("a b: %ld %d\n", a, b); std::vector self_v_cache_size; self_v_cache_size.push_back(local_batch_size); for (auto t = v_cache.shape.begin() + 2; t != v_cache.shape.end(); ++t) { From a03b8f6a729e27ac7063e435062ea45b15f731ed Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:17:43 -0700 Subject: [PATCH 055/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index e9e7e508f..b91dc9867 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1064,7 +1064,7 @@ inline size_t smem_size_in_bytes(const GroupedQuery_attention_params& using Tk = typename kernel_type_t::Type; // The amount of shared memory needed to store the Q*K^T values in float. printf("params.memory_max_len: %d\n", params.memory_max_len); - const int max_timesteps = min(params.timestep, params.memory_max_len); + const size_t max_timesteps = min(params.timestep, params.memory_max_len); size_t qk_sz = div_up(max_timesteps + 1, 4) * 16; // The extra memory needed if we are not using floats for the final logits. From 606e8e2ab59d2f89de4948edae548f3415250a69 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:18:07 -0700 Subject: [PATCH 056/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index b91dc9867..e9e7e508f 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1064,7 +1064,7 @@ inline size_t smem_size_in_bytes(const GroupedQuery_attention_params& using Tk = typename kernel_type_t::Type; // The amount of shared memory needed to store the Q*K^T values in float. printf("params.memory_max_len: %d\n", params.memory_max_len); - const size_t max_timesteps = min(params.timestep, params.memory_max_len); + const int max_timesteps = min(params.timestep, params.memory_max_len); size_t qk_sz = div_up(max_timesteps + 1, 4) * 16; // The extra memory needed if we are not using floats for the final logits. From 7b31bd638544add45076c72be64d1b3f2c4c83ba Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:19:23 -0700 Subject: [PATCH 057/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index e9e7e508f..6cc531b67 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1205,8 +1205,8 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const int bkvhi = bi * params.num_kv_heads + kvhi; // Combine the "beam-aware" batch idx and the head indices. const int bbhi = bbi * params.beam_width * params.num_heads + hi; - const int bbkvhi = bbi * params.beam_width * params.num_kv_heads + kvhi; - printf("%ld\n", bbkvhi); + const size_t bbkvhi = bbi * params.beam_width * params.num_kv_heads + kvhi; + printf("bbkvhi: %ld\n", bbkvhi); // The thread in the block. const int tidx = threadIdx.x; From 5e64f57402c96fb76853703246a6cc4135b5a3cd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:20:56 -0700 Subject: [PATCH 058/178] commit --- src/fastertransformer/models/llama/LlamaDecoder.cc | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index bd8547be0..5a446fbd5 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -246,6 +246,8 @@ void LlamaDecoder::forward(std::unordered_map* int b = 1; for (auto t = k_cache.shape.begin() + 2; t != k_cache.shape.end(); ++t) { self_k_cache_size.push_back(*t); + } + for (auto t = k_cache.shape.begin(); t != k_cache.shape.end(); ++t) { a *= *t; b *= *t; } From f8d10819e74838b13e462f06b32996d3b14a0cbf Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:24:23 -0700 Subject: [PATCH 059/178] commit --- .../kernels/decoder_masked_multihead_attention_utils.h | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h b/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h index 5da6823ba..f1271926e 100644 --- a/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h +++ b/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h @@ -1326,6 +1326,7 @@ inline __device__ void zero(T& dst) inline __device__ float2 rotary_embedding_coefficient(const int zid, const int rot_embed_dim, const float rope_theta, const float t_step) { + printf("zid: %d\n", zid); const float inv_freq = t_step / pow(1000000.f, zid / (float)rot_embed_dim); return {cos(inv_freq), sin(inv_freq)}; } From 78d2e2c4d67d0acfb36499044b81a81763997e45 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:28:10 -0700 Subject: [PATCH 060/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 6cc531b67..2b6d2f66d 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1585,7 +1585,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Compute the logits and start the sum. float sum = 0.f; // for( int ti = tidx; ti <= params.timestep; ti += THREADS_PER_BLOCK ) { - for (int ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { + for (size_t ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { bool is_mask = (params.masked_tokens != nullptr) && params.masked_tokens[bi_seq_len_offset + ti]; #ifdef FP8_MHA float logit = 0.f; From b550406bdbd8a35a15fed6267ced8512eb80b6d4 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:28:17 -0700 Subject: [PATCH 061/178] commit --- .../kernels/decoder_masked_multihead_attention_utils.h | 1 - 1 file changed, 1 deletion(-) diff --git a/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h b/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h index f1271926e..5da6823ba 100644 --- a/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h +++ b/src/fastertransformer/kernels/decoder_masked_multihead_attention_utils.h @@ -1326,7 +1326,6 @@ inline __device__ void zero(T& dst) inline __device__ float2 rotary_embedding_coefficient(const int zid, const int rot_embed_dim, const float rope_theta, const float t_step) { - printf("zid: %d\n", zid); const float inv_freq = t_step / pow(1000000.f, zid / (float)rot_embed_dim); return {cos(inv_freq), sin(inv_freq)}; } From 0cbfc56cad79b374e362513a16b475da1751e2dd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:29:16 -0700 Subject: [PATCH 062/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 2b6d2f66d..393e562eb 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1631,9 +1631,9 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // if (bkvhi == 63) { // printf("%d %d %d %d %d\n", bkvhi, params.memory_max_len, Dh, vi, (bkvhi * params.memory_max_len * Dh + vi)); // } - T* v_cache = ¶ms.v_cache[bkvhi * params.memory_max_len * Dh + vi]; + T* v_cache = ¶ms.v_cache[bkvhi * (size_t)params.memory_max_len * Dh + vi]; // Base pointer for the beam's batch, before offsetting with indirection buffer - T* v_cache_batch = ¶ms.v_cache[bbkvhi * params.memory_max_len * Dh + vi]; + T* v_cache_batch = ¶ms.v_cache[bbkvhi * (size_t)params.memory_max_len * Dh + vi]; // The number of values processed per iteration of the loop. constexpr int V_PER_ITER = THREADS_PER_BLOCK / THREADS_PER_VALUE; From 680007022dbf44c3e7d24ddf5c1e70fb8b84d98c Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:30:09 -0700 Subject: [PATCH 063/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 393e562eb..2e438227a 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1227,7 +1227,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para params.timestep : params.length_per_sample[bi] + params.max_prefix_prompt_length; const int first_step = max(0, tlength + 1 - params.memory_max_len); - const int tlength_circ = tlength % params.memory_max_len; + const size_t tlength_circ = tlength % params.memory_max_len; // First QK_VECS_PER_WARP load Q and K + the bias values for the current timestep. const bool is_masked = tidx >= QK_VECS_PER_WARP; From 1407bbb05e29302b366f5dc115825caf4781b345 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:30:15 -0700 Subject: [PATCH 064/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 2e438227a..168d1fe75 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1223,7 +1223,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const size_t bi_seq_len_offset = bi * (size_t)params.memory_max_len; - int tlength = (params.length_per_sample == nullptr) ? + size_t tlength = (params.length_per_sample == nullptr) ? params.timestep : params.length_per_sample[bi] + params.max_prefix_prompt_length; const int first_step = max(0, tlength + 1 - params.memory_max_len); From 51081e0064ad88abb61fbd5aefa27e4b724e935c Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:30:20 -0700 Subject: [PATCH 065/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 168d1fe75..fe4fb0e9e 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1219,7 +1219,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para float qk = 0.0F; - int qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; + size_t qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; const size_t bi_seq_len_offset = bi * (size_t)params.memory_max_len; From 0189fe0e61620c1eb847d5c3c4b77f73737f4d21 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:31:08 -0700 Subject: [PATCH 066/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index fe4fb0e9e..b18ae07c9 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1471,7 +1471,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // The number of timesteps loaded per iteration. constexpr int K_PER_ITER = THREADS_PER_BLOCK / THREADS_PER_KEY; // The number of keys per warp. - constexpr int K_PER_WARP = WARP_SIZE / THREADS_PER_KEY; + constexpr size_t K_PER_WARP = WARP_SIZE / THREADS_PER_KEY; // The base pointer for the key in the cache buffer. // T* k_cache = ¶ms.k_cache[bkvhi * params.memory_max_len * Dh + ki]; From 507efd6e24c4c6d917df21316f83b408c4020e66 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:31:47 -0700 Subject: [PATCH 067/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index b18ae07c9..c317e69c1 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1226,7 +1226,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para size_t tlength = (params.length_per_sample == nullptr) ? params.timestep : params.length_per_sample[bi] + params.max_prefix_prompt_length; - const int first_step = max(0, tlength + 1 - params.memory_max_len); + const size_t first_step = max((size_t)0, tlength + 1 - params.memory_max_len); const size_t tlength_circ = tlength % params.memory_max_len; // First QK_VECS_PER_WARP load Q and K + the bias values for the current timestep. From 68acfc70f258bdad405b84beac26d3f73dc991a6 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:32:12 -0700 Subject: [PATCH 068/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index c317e69c1..b3e16ce2f 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1673,7 +1673,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Separate the ti < memory_max_len and ti > memory_max_len // to prevent ti % memory_len when ti < memory_len, and // the compiler cannot optimize the codes automatically. - const int min_length = min(tlength, params.memory_max_len); + const size_t min_length = min(tlength, (size_t)params.memory_max_len); for (int ti = first_step + vo; ti < min_length; ti += V_PER_ITER) { // Fetch offset based on cache_indir when beam sampling const size_t beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti] : 0; From af9f946d6c763c8a8ac6eb5c22f661d363b88b10 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:40:37 -0700 Subject: [PATCH 069/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index eca081760..fca5df7a3 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 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29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29896, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17900, 1254, 29918, 14474, 29918, 6248, 518, 323, 8890, 1254, 19297, 29918, 20321, 29999, 4514, 1919, 365, 1299, 518, 383, 3927, 1299, 4514, 1919, 365, 20614, 518, 383, 3927, 1299, 4514, 1919, 349, 7466, 29931, 3235, 29950, 3352, 518, 20231, 4514, 1919, 16759, 3960, 9838, 29918, 16975, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 7791, 4574, 27266, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 891, 23526, 29911, 29918, 3308, 29918, 3217, 13044, 29896, 29929, 584, 29134, 29903, 518, 28019, 13635, 29898, 29941, 29947, 29892, 29871, 29900, 29897, 4514, 1919, 29134, 29903, 29918, 29903, 1177, 4741 From 4914ae84941aa7ee7aca242964a33e4c46a81a84 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:50:18 -0700 Subject: [PATCH 070/178] commit --- src/fastertransformer/models/llama/Llama.cc | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 82630079d..64b4ca3fe 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1064,7 +1064,17 @@ void Llama::forward(std::unordered_map* output_ten } dynamic_decode_output_tensors.insert(*t); } - + { + float* buf; + int st = vocab_size_padded_; + buf = new T[st]; + cudaMemcpy(buf, logits_buf_, sizeof(float) * st, cudaMemcpyDeviceToHost); + printf("cudaMemcpy\n"); + for (int i=0; iforward(&dynamic_decode_output_tensors, &dynamic_decode_input_tensors); *generation_should_stop_ &= subbatch_should_stop; } From b6e316c627a02de05d17f3e264a1356c666b9494 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 17:50:30 -0700 Subject: [PATCH 071/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 64b4ca3fe..d8f7d8a5e 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1067,7 +1067,7 @@ void Llama::forward(std::unordered_map* output_ten { float* buf; int st = vocab_size_padded_; - buf = new T[st]; + buf = new float[st]; cudaMemcpy(buf, logits_buf_, sizeof(float) * st, cudaMemcpyDeviceToHost); printf("cudaMemcpy\n"); for (int i=0; i Date: Fri, 6 Oct 2023 17:51:38 -0700 Subject: [PATCH 072/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index d8f7d8a5e..66af82538 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1070,7 +1070,7 @@ void Llama::forward(std::unordered_map* output_ten buf = new float[st]; cudaMemcpy(buf, logits_buf_, sizeof(float) * st, cudaMemcpyDeviceToHost); printf("cudaMemcpy\n"); - for (int i=0; i Date: Fri, 6 Oct 2023 17:51:58 -0700 Subject: [PATCH 073/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 66af82538..20b301413 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1069,7 +1069,7 @@ void Llama::forward(std::unordered_map* output_ten int st = vocab_size_padded_; buf = new float[st]; cudaMemcpy(buf, logits_buf_, sizeof(float) * st, cudaMemcpyDeviceToHost); - printf("cudaMemcpy\n"); + printf("logits_buf_ at step: %d\n", step); for (int i=0; i<10; i++) { printf("%f ", double(buf[i])); } From 0354934a53001930ea85f8e92bfc091392a99281 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:08:21 -0700 Subject: [PATCH 074/178] commit --- examples/cpp/llama/start_ids.csv | 2 +- examples/pytorch/bart/utils/ft_encoder.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/cpp/llama/start_ids.csv b/examples/cpp/llama/start_ids.csv index fca5df7a3..c3670a1b4 100644 --- a/examples/cpp/llama/start_ids.csv +++ b/examples/cpp/llama/start_ids.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 1525, 1254, 3960, 9838, 29903, 29918, 3217, 3904, 5659, 29979, 584, 4810, 3904, 5659, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 15233, 29918, 6248, 518, 20231, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29896, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17900, 1254, 29918, 14474, 29918, 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as dist import numpy as np -from transformers import MBartForConditionalGeneration, BartModel +from transformers import MBartForConditionalGeneration, BartModel, LlamaForCausalLM class FTBartEncoderWeight(object): def __init__( From 0f8342b6a8dfa0ea18126675fac000cffae7f5ea Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:10:53 -0700 Subject: [PATCH 075/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index b3e16ce2f..1a257b716 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1169,7 +1169,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // The number of elements per vector. constexpr int QK_VEC_SIZE = sizeof(Qk_vec_m) / sizeof(T); - printf("QK_VEC_SIZE: %d\n", QK_VEC_SIZE); + // printf("QK_VEC_SIZE: %d\n", QK_VEC_SIZE); // Make sure the hidden size per head is a multiple of the vector size. static_assert(Dh_MAX % QK_VEC_SIZE == 0, ""); // We will use block wide reduction if needed @@ -1392,7 +1392,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para size_t offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; - printf("offset: %ld\n", offset); + // printf("offset: %ld\n", offset); if (handle_kv && bhi%head_n_rep==0) { // Trigger the stores to global memory. From b64e55f3281242a4b8908beb6feac5e122aed9bb Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:13:51 -0700 Subject: [PATCH 076/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 20b301413..8d17fea12 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1064,7 +1064,7 @@ void Llama::forward(std::unordered_map* output_ten } dynamic_decode_output_tensors.insert(*t); } - { + if (step == 1) { float* buf; int st = vocab_size_padded_; buf = new float[st]; From b9af95630f36ccc546a67d38bc0451b9ed3a0fda Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:14:59 -0700 Subject: [PATCH 077/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 1a257b716..cc5455c30 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1206,7 +1206,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Combine the "beam-aware" batch idx and the head indices. const int bbhi = bbi * params.beam_width * params.num_heads + hi; const size_t bbkvhi = bbi * params.beam_width * params.num_kv_heads + kvhi; - printf("bbkvhi: %ld\n", bbkvhi); + // printf("bbkvhi: %ld\n", bbkvhi); // The thread in the block. const int tidx = threadIdx.x; From bbfe4c0dbc776afe7fe88fea9c485e119855cdf3 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:15:18 -0700 Subject: [PATCH 078/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index cc5455c30..413d96feb 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1063,7 +1063,7 @@ inline size_t smem_size_in_bytes(const GroupedQuery_attention_params& { using Tk = typename kernel_type_t::Type; // The amount of shared memory needed to store the Q*K^T values in float. - printf("params.memory_max_len: %d\n", params.memory_max_len); + // printf("params.memory_max_len: %d\n", params.memory_max_len); const int max_timesteps = min(params.timestep, params.memory_max_len); size_t qk_sz = div_up(max_timesteps + 1, 4) * 16; From 247b86cc66deb212186390175b73d2eb298a4801 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:15:59 -0700 Subject: [PATCH 079/178] commit --- src/fastertransformer/models/llama/LlamaDecoder.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index 5a446fbd5..480031e32 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -251,7 +251,7 @@ void LlamaDecoder::forward(std::unordered_map* a *= *t; b *= *t; } - printf("a b: %ld %d\n", a, b); + // printf("a b: %ld %d\n", a, b); std::vector self_v_cache_size; self_v_cache_size.push_back(local_batch_size); for (auto t = v_cache.shape.begin() + 2; t != v_cache.shape.end(); ++t) { From f53f732faf45051db750778904b66b7a3ce8cd43 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:16:45 -0700 Subject: [PATCH 080/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 8d17fea12..6ca5dba73 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1064,7 +1064,7 @@ void Llama::forward(std::unordered_map* output_ten } dynamic_decode_output_tensors.insert(*t); } - if (step == 1) { + if (step == max_input_length) { float* buf; int st = vocab_size_padded_; buf = new float[st]; From 59f7e4588cd5acf0c838ae7249113935ee72c5de Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:28:08 -0700 Subject: [PATCH 081/178] commit --- .../models/llama/LlamaContextDecoder.cc | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index 59919e9d4..28dc13abb 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -593,6 +593,18 @@ void LlamaContextDecoder::forward(std::unordered_map* request_batch_size, hidden_units_, stream_); + + { + T* buf; + int st = 12*8192; + buf = new float[st]; + cudaMemcpy(buf, output_tensors->at("decoder_output").getPtr(), sizeof(T) * st, cudaMemcpyDeviceToHost); + printf("decoder_output at step: %d\n", step); + for (int i=0; i<10; i++) { + printf("%f ", double(buf[i])); + } + printf("\n"); + } sync_check_cuda_error(); if (is_free_buffer_after_forward_ == true) { freeBuffer(); From e51c6e42f349e7b54e3ddec569a4b7f36d613274 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Fri, 6 Oct 2023 18:28:31 -0700 Subject: [PATCH 082/178] commit --- src/fastertransformer/models/llama/LlamaContextDecoder.cc | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index 28dc13abb..0fbd81073 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -597,9 +597,9 @@ void LlamaContextDecoder::forward(std::unordered_map* { T* buf; int st = 12*8192; - buf = new float[st]; + buf = new T[st]; cudaMemcpy(buf, output_tensors->at("decoder_output").getPtr(), sizeof(T) * st, cudaMemcpyDeviceToHost); - printf("decoder_output at step: %d\n", step); + printf("decoder_output at step\n"); for (int i=0; i<10; i++) { printf("%f ", double(buf[i])); } From 20f3cd75108dcf6e98ed989614a2512334e535d9 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 14:08:34 -0700 Subject: [PATCH 083/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 69ce64eb0..82dbbf31b 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -476,7 +476,7 @@ void llama_example(const INIReader reader) if ((i + 1) % (total_output_len) == 0) { outFile << std::endl; } - if (i+40 > outCount) { + if (i+40 > outCount || true) { printf("%d, ", hBuf[i]); } // if (i < 10) { From e1f02f501d0f4bb60abe8c412ee8fd0ed1dbd605 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 14:09:38 -0700 Subject: [PATCH 084/178] commit --- ...masked_groupedquery_attention_template.hpp | 44 +++++++++---------- 1 file changed, 20 insertions(+), 24 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 413d96feb..fca2cc6b3 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1063,7 +1063,6 @@ inline size_t smem_size_in_bytes(const GroupedQuery_attention_params& { using Tk = typename kernel_type_t::Type; // The amount of shared memory needed to store the Q*K^T values in float. - // printf("params.memory_max_len: %d\n", params.memory_max_len); const int max_timesteps = min(params.timestep, params.memory_max_len); size_t qk_sz = div_up(max_timesteps + 1, 4) * 16; @@ -1169,7 +1168,6 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // The number of elements per vector. constexpr int QK_VEC_SIZE = sizeof(Qk_vec_m) / sizeof(T); - // printf("QK_VEC_SIZE: %d\n", QK_VEC_SIZE); // Make sure the hidden size per head is a multiple of the vector size. static_assert(Dh_MAX % QK_VEC_SIZE == 0, ""); // We will use block wide reduction if needed @@ -1205,8 +1203,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const int bkvhi = bi * params.num_kv_heads + kvhi; // Combine the "beam-aware" batch idx and the head indices. const int bbhi = bbi * params.beam_width * params.num_heads + hi; - const size_t bbkvhi = bbi * params.beam_width * params.num_kv_heads + kvhi; - // printf("bbkvhi: %ld\n", bbkvhi); + const int bbkvhi = bbi * params.beam_width * params.num_kv_heads + kvhi; // The thread in the block. const int tidx = threadIdx.x; @@ -1219,15 +1216,15 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para float qk = 0.0F; - size_t qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; + int qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; - const size_t bi_seq_len_offset = bi * (size_t)params.memory_max_len; + const size_t bi_seq_len_offset = bi * params.memory_max_len; - size_t tlength = (params.length_per_sample == nullptr) ? + int tlength = (params.length_per_sample == nullptr) ? params.timestep : params.length_per_sample[bi] + params.max_prefix_prompt_length; - const size_t first_step = max((size_t)0, tlength + 1 - params.memory_max_len); - const size_t tlength_circ = tlength % params.memory_max_len; + const int first_step = max(0, tlength + 1 - params.memory_max_len); + const int tlength_circ = tlength % params.memory_max_len; // First QK_VECS_PER_WARP load Q and K + the bias values for the current timestep. const bool is_masked = tidx >= QK_VECS_PER_WARP; @@ -1389,10 +1386,9 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // int offset = bhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // // params.timestep*QK_ELTS_IN_16B + // tlength_circ * QK_ELTS_IN_16B + ci; - size_t offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + + int offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; - // printf("offset: %ld\n", offset); if (handle_kv && bhi%head_n_rep==0) { // Trigger the stores to global memory. @@ -1471,12 +1467,12 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // The number of timesteps loaded per iteration. constexpr int K_PER_ITER = THREADS_PER_BLOCK / THREADS_PER_KEY; // The number of keys per warp. - constexpr size_t K_PER_WARP = WARP_SIZE / THREADS_PER_KEY; + constexpr int K_PER_WARP = WARP_SIZE / THREADS_PER_KEY; // The base pointer for the key in the cache buffer. // T* k_cache = ¶ms.k_cache[bkvhi * params.memory_max_len * Dh + ki]; // Base pointer for the beam's batch, before offsetting with indirection buffer - T* k_cache_batch = ¶ms.k_cache[bbkvhi * (size_t)params.memory_max_len * Dh + ki]; + T* k_cache_batch = ¶ms.k_cache[bbkvhi * params.memory_max_len * Dh + ki]; // Pick a number of keys to make sure all the threads of a warp enter (due to shfl_sync). // int ti_end = div_up(params.timestep, K_PER_WARP) * K_PER_WARP; @@ -1498,7 +1494,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para zero(k_vec_zero); #pragma unroll for (int ii = 0; ii < K_VECS_PER_THREAD; ++ii) { - size_t jj = ii * (size_t)params.memory_max_len + ti_circ; + int jj = ii * params.memory_max_len + ti_circ; // if( ti < params.timestep ) { const bool within_bounds = (Dh == Dh_MAX || jj * QK_ELTS_IN_16B < Dh * params.memory_max_len); if (ti < tlength) { @@ -1508,7 +1504,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para else { if (HAS_BEAMS) { // const int beam_offset = beam_indices[ti_circ] * params.num_heads * params.memory_max_len * Dh; - const size_t beam_offset = beam_indices[ti_circ] * params.num_kv_heads * (size_t)params.memory_max_len * Dh; + const int beam_offset = beam_indices[ti_circ] * params.num_kv_heads * params.memory_max_len * Dh; k[ii] = vec_conversion( (*reinterpret_cast(&k_cache_batch[beam_offset + jj * QK_ELTS_IN_16B]))); } @@ -1541,7 +1537,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // ti : 0 1 2 3 4 5 6 7 8 9(tlength) // token: i i i i p p p o o o where i=input, p=pad, o=output. // e.g. ti = 2, dist = (9 - 3) - 2 = 4. - size_t max_context_length = params.max_prefix_prompt_length + params.max_input_length; + int max_context_length = params.max_prefix_prompt_length + params.max_input_length; float dist = (ti < max_context_length ? ti + padd_len : ti) - tlength; qk += mul(params.linear_bias_slopes[hi], dist); @@ -1585,7 +1581,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Compute the logits and start the sum. float sum = 0.f; // for( int ti = tidx; ti <= params.timestep; ti += THREADS_PER_BLOCK ) { - for (size_t ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { + for (int ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { bool is_mask = (params.masked_tokens != nullptr) && params.masked_tokens[bi_seq_len_offset + ti]; #ifdef FP8_MHA float logit = 0.f; @@ -1631,9 +1627,9 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // if (bkvhi == 63) { // printf("%d %d %d %d %d\n", bkvhi, params.memory_max_len, Dh, vi, (bkvhi * params.memory_max_len * Dh + vi)); // } - T* v_cache = ¶ms.v_cache[bkvhi * (size_t)params.memory_max_len * Dh + vi]; + T* v_cache = ¶ms.v_cache[bkvhi * params.memory_max_len * Dh + vi]; // Base pointer for the beam's batch, before offsetting with indirection buffer - T* v_cache_batch = ¶ms.v_cache[bbkvhi * (size_t)params.memory_max_len * Dh + vi]; + T* v_cache_batch = ¶ms.v_cache[bbkvhi * params.memory_max_len * Dh + vi]; // The number of values processed per iteration of the loop. constexpr int V_PER_ITER = THREADS_PER_BLOCK / THREADS_PER_VALUE; @@ -1673,12 +1669,12 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Separate the ti < memory_max_len and ti > memory_max_len // to prevent ti % memory_len when ti < memory_len, and // the compiler cannot optimize the codes automatically. - const size_t min_length = min(tlength, (size_t)params.memory_max_len); + const int min_length = min(tlength, params.memory_max_len); for (int ti = first_step + vo; ti < min_length; ti += V_PER_ITER) { // Fetch offset based on cache_indir when beam sampling - const size_t beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti] : 0; + const int beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti] : 0; // const int beam_offset = HAS_BEAMS ? beam_src * params.num_heads * params.memory_max_len * Dh : 0; - const size_t beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; + const int beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; // Load the values from the cache. V_vec_k v = vec_conversion( *reinterpret_cast(&v_cache_batch[beam_offset + ti * Dh])); @@ -1713,8 +1709,8 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const int ti_circ = ti % params.memory_max_len; // Fetch offset based on cache_indir when beam sampling - const size_t beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti_circ] : 0; - const size_t beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; + const int beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti_circ] : 0; + const int beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; // Load the values from the cache. V_vec_k v = vec_conversion( *reinterpret_cast(&v_cache_batch[beam_offset + ti_circ * Dh])); From ac281b698f13c049d3cfc59e2e46d216015144fa Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 14:18:35 -0700 Subject: [PATCH 085/178] commit --- src/fastertransformer/models/llama/LlamaContextDecoder.cc | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index 0fbd81073..9ebfc6b0b 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -600,8 +600,8 @@ void LlamaContextDecoder::forward(std::unordered_map* buf = new T[st]; cudaMemcpy(buf, output_tensors->at("decoder_output").getPtr(), sizeof(T) * st, cudaMemcpyDeviceToHost); printf("decoder_output at step\n"); - for (int i=0; i<10; i++) { - printf("%f ", double(buf[i])); + for (int i=0; i<20; i++) { + printf("%f ", buf[i]); } printf("\n"); } From 132bcb7b102574f7e7e1ebf9e462562c56252dfd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 14:19:01 -0700 Subject: [PATCH 086/178] commit --- src/fastertransformer/models/llama/LlamaContextDecoder.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index 9ebfc6b0b..711228535 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -601,7 +601,7 @@ void LlamaContextDecoder::forward(std::unordered_map* cudaMemcpy(buf, output_tensors->at("decoder_output").getPtr(), sizeof(T) * st, cudaMemcpyDeviceToHost); printf("decoder_output at step\n"); for (int i=0; i<20; i++) { - printf("%f ", buf[i]); + printf("%f ", double(buf[i])); } printf("\n"); } From 2f8d384d8d8ce379249b5f22636d7d3b3ce08c5a Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 14:21:34 -0700 Subject: [PATCH 087/178] commit --- src/fastertransformer/models/llama/LlamaContextDecoder.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index 711228535..9e1f792b4 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -596,6 +596,7 @@ void LlamaContextDecoder::forward(std::unordered_map* { T* buf; + printf("seq_len: %d\n", seq_len); int st = 12*8192; buf = new T[st]; cudaMemcpy(buf, output_tensors->at("decoder_output").getPtr(), sizeof(T) * st, cudaMemcpyDeviceToHost); From 0a90c3087c071bca83164fa7cb310f5e6c42c26b Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 14:22:41 -0700 Subject: [PATCH 088/178] commit --- .../models/llama/LlamaContextDecoder.cc | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index 9e1f792b4..a41dafc36 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -596,13 +596,15 @@ void LlamaContextDecoder::forward(std::unordered_map* { T* buf; - printf("seq_len: %d\n", seq_len); - int st = 12*8192; + int st = seq_len*8192; buf = new T[st]; cudaMemcpy(buf, output_tensors->at("decoder_output").getPtr(), sizeof(T) * st, cudaMemcpyDeviceToHost); printf("decoder_output at step\n"); - for (int i=0; i<20; i++) { - printf("%f ", double(buf[i])); + for (int s=0; s Date: Sat, 7 Oct 2023 14:22:53 -0700 Subject: [PATCH 089/178] commit --- src/fastertransformer/models/llama/LlamaContextDecoder.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index a41dafc36..d44da2a2e 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -603,7 +603,7 @@ void LlamaContextDecoder::forward(std::unordered_map* for (int s=0; s Date: Sat, 7 Oct 2023 14:23:57 -0700 Subject: [PATCH 090/178] commit --- src/fastertransformer/models/llama/LlamaContextDecoder.cc | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index d44da2a2e..9a0a6bc4d 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -602,9 +602,10 @@ void LlamaContextDecoder::forward(std::unordered_map* printf("decoder_output at step\n"); for (int s=0; s Date: Sat, 7 Oct 2023 14:27:05 -0700 Subject: [PATCH 091/178] commit --- src/fastertransformer/models/llama/LlamaContextDecoder.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index 9a0a6bc4d..a9624468f 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -607,6 +607,7 @@ void LlamaContextDecoder::forward(std::unordered_map* } printf("\n"); } + printf("last: %f\n", double(buf[st-1])); printf("\n"); } sync_check_cuda_error(); From 4b0ad70a183010d52aa884bac9d81a4b22f6f3bd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:08:32 -0700 Subject: [PATCH 092/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 6ca5dba73..99cc222f1 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1064,7 +1064,7 @@ void Llama::forward(std::unordered_map* output_ten } dynamic_decode_output_tensors.insert(*t); } - if (step == max_input_length) { + if (step == max_input_length || true) { float* buf; int st = vocab_size_padded_; buf = new float[st]; From 84e236ca819bf08cee6c82dfc4228b35905c9aa8 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:15:37 -0700 Subject: [PATCH 093/178] commit --- examples/cpp/llama/start_ids_real.csv | 1 + 1 file changed, 1 insertion(+) create mode 100644 examples/cpp/llama/start_ids_real.csv diff --git a/examples/cpp/llama/start_ids_real.csv b/examples/cpp/llama/start_ids_real.csv new file mode 100644 index 000000000..fca5df7a3 --- /dev/null +++ b/examples/cpp/llama/start_ids_real.csv @@ -0,0 +1 @@ +1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 1525, 1254, 3960, 9838, 29903, 29918, 3217, 3904, 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3d3e290a8ccf3245320b64c59c988452c71e37df Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:15:57 -0700 Subject: [PATCH 094/178] commit --- examples/cpp/llama/llama_example.cc | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 82dbbf31b..5ae402c10 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -197,7 +197,8 @@ void llama_example(const INIReader reader) max_input_len, end_id, 1, - "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); + // "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); + "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); int* d_input_ids; From 196b145adf183747b25008f74af9c4d0e0d7c0cb Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:18:47 -0700 Subject: [PATCH 095/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 5ae402c10..78b8341c1 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -477,7 +477,7 @@ void llama_example(const INIReader reader) if ((i + 1) % (total_output_len) == 0) { outFile << std::endl; } - if (i+40 > outCount || true) { + if (i+32 > outCount) { printf("%d, ", hBuf[i]); } // if (i < 10) { From ba68c745cf0f3c55f91c44f749ff89e0627d093e Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:19:17 -0700 Subject: [PATCH 096/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 78b8341c1..eb4cd243f 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -477,7 +477,7 @@ void llama_example(const INIReader reader) if ((i + 1) % (total_output_len) == 0) { outFile << std::endl; } - if (i+32 > outCount) { + if (i+32 >= outCount) { printf("%d, ", hBuf[i]); } // if (i < 10) { From f3cefd8066f71d61dc26478efe123d5c9f50d443 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:20:02 -0700 Subject: [PATCH 097/178] commit --- .../models/llama/LlamaContextDecoder.cc | 32 +++++++++---------- 1 file changed, 16 insertions(+), 16 deletions(-) diff --git a/src/fastertransformer/models/llama/LlamaContextDecoder.cc b/src/fastertransformer/models/llama/LlamaContextDecoder.cc index a9624468f..0d7f1e515 100644 --- a/src/fastertransformer/models/llama/LlamaContextDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaContextDecoder.cc @@ -594,22 +594,22 @@ void LlamaContextDecoder::forward(std::unordered_map* hidden_units_, stream_); - { - T* buf; - int st = seq_len*8192; - buf = new T[st]; - cudaMemcpy(buf, output_tensors->at("decoder_output").getPtr(), sizeof(T) * st, cudaMemcpyDeviceToHost); - printf("decoder_output at step\n"); - for (int s=0; sat("decoder_output").getPtr(), sizeof(T) * st, cudaMemcpyDeviceToHost); + // printf("decoder_output at step\n"); + // for (int s=0; s Date: Sat, 7 Oct 2023 15:21:00 -0700 Subject: [PATCH 098/178] commit --- examples/cpp/llama/llama_example.cc | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index eb4cd243f..3645e67b5 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -197,8 +197,8 @@ void llama_example(const INIReader reader) max_input_len, end_id, 1, - // "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); - "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); + "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); + // "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); int* d_input_ids; From cad0392be55dbddadad19007b6b8b2d5d569cb6f Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:27:06 -0700 Subject: [PATCH 099/178] commit --- src/fastertransformer/models/llama/Llama.cc | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 99cc222f1..187a50b19 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -934,6 +934,18 @@ void Llama::forward(std::unordered_map* output_ten stream_); sync_check_cuda_error(); + if (step == max_input_length || true) { + T* buf; + int st = hidden_units_; + buf = new T[st]; + cudaMemcpy(buf, normed_decoder_output_buf_, sizeof(T) * st, cudaMemcpyDeviceToHost); + printf("normed_decoder_output_buf_ at step: %d\n", step); + for (int i=0; i<10; i++) { + printf("%f ", double(buf[i])); + } + printf("\n"); + } + if (tensor_para_.world_size_ == 1) { float alpha = 1.0f; From 20d16a2143385e61e64675577c0b716616e813b7 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:29:43 -0700 Subject: [PATCH 100/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 187a50b19..19d7d07a6 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1076,7 +1076,7 @@ void Llama::forward(std::unordered_map* output_ten } dynamic_decode_output_tensors.insert(*t); } - if (step == max_input_length || true) { + if (step == max_input_length && 0) { float* buf; int st = vocab_size_padded_; buf = new float[st]; From 513f227b353fa85e3a8adc88af28ca9b5b70d231 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:31:36 -0700 Subject: [PATCH 101/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 3645e67b5..6d360e73d 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -197,7 +197,7 @@ void llama_example(const INIReader reader) max_input_len, end_id, 1, - "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); + "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); // "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); From 15a2323e1902b166e6e686d3c841fc82fe2f7f24 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:35:48 -0700 Subject: [PATCH 102/178] commit --- src/fastertransformer/models/llama/Llama.cc | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 19d7d07a6..66c37c87c 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1134,14 +1134,14 @@ void Llama::forward(std::unordered_map* output_ten * total_padding_count += (max_input_length - input_lengths) * if has prefix prompts, += (max_prefix_prompt_length - prompt_length) */ - invokeUpdatePaddingCount(tiled_total_padding_count_, - input_tensors->at("input_lengths").getPtr(), // not_tiled - has_prefix_prompt_ ? tiled_prompt_lengths_buf_ : (const int*)nullptr, - max_input_length, - has_prefix_prompt_ ? max_prefix_prompt_length : 0, - batch_size, - beam_width, - stream_); + // invokeUpdatePaddingCount(tiled_total_padding_count_, + // input_tensors->at("input_lengths").getPtr(), // not_tiled + // has_prefix_prompt_ ? tiled_prompt_lengths_buf_ : (const int*)nullptr, + // max_input_length, + // has_prefix_prompt_ ? max_prefix_prompt_length : 0, + // batch_size, + // beam_width, + // stream_); } } From f4c97116179022057d91b776051895aad18873b1 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:36:21 -0700 Subject: [PATCH 103/178] commit --- src/fastertransformer/models/llama/Llama.cc | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 66c37c87c..19d7d07a6 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -1134,14 +1134,14 @@ void Llama::forward(std::unordered_map* output_ten * total_padding_count += (max_input_length - input_lengths) * if has prefix prompts, += (max_prefix_prompt_length - prompt_length) */ - // invokeUpdatePaddingCount(tiled_total_padding_count_, - // input_tensors->at("input_lengths").getPtr(), // not_tiled - // has_prefix_prompt_ ? tiled_prompt_lengths_buf_ : (const int*)nullptr, - // max_input_length, - // has_prefix_prompt_ ? max_prefix_prompt_length : 0, - // batch_size, - // beam_width, - // stream_); + invokeUpdatePaddingCount(tiled_total_padding_count_, + input_tensors->at("input_lengths").getPtr(), // not_tiled + has_prefix_prompt_ ? tiled_prompt_lengths_buf_ : (const int*)nullptr, + max_input_length, + has_prefix_prompt_ ? max_prefix_prompt_length : 0, + batch_size, + beam_width, + stream_); } } From 44aac65101f4402b00e9ef5aea87c1de58129d8b Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:39:15 -0700 Subject: [PATCH 104/178] commit --- src/fastertransformer/models/llama/Llama.cc | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 19d7d07a6..f95383b4e 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -919,6 +919,9 @@ void Llama::forward(std::unordered_map* output_ten decoder_output_buf_ + hidden_units_offset}}, {"key_cache", Tensor{MEMORY_GPU, data_type, self_k_cache_shape, key_cache_}}, {"value_cache", Tensor{MEMORY_GPU, data_type, self_v_cache_shape, value_cache_}}}; + for (int i=0; i< self_k_cache_shape.size(); i++) { + printf("self_k_cache_shape: %d\n", self_k_cache_shape[i]); + } gpt_decoder_->forward( &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); } From 09fca7dccf64f92bc1cc0d2f794b07a44eaac00a Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:39:52 -0700 Subject: [PATCH 105/178] commit --- src/fastertransformer/models/llama/Llama.cc | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index f95383b4e..e98f69df3 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -922,6 +922,9 @@ void Llama::forward(std::unordered_map* output_ten for (int i=0; i< self_k_cache_shape.size(); i++) { printf("self_k_cache_shape: %d\n", self_k_cache_shape[i]); } + for (int i=0; i< self_v_cache_shape.size(); i++) { + printf("self_v_cache_shape: %d\n", self_v_cache_shape[i]); + } gpt_decoder_->forward( &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); } From e631fd704a4e966766c037242784e894e424c561 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:40:59 -0700 Subject: [PATCH 106/178] commit --- src/fastertransformer/models/llama/LlamaDecoder.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index 480031e32..97650d4e2 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -304,6 +304,7 @@ void LlamaDecoder::forward(std::unordered_map* ite_cache_offset *= *t; } cache_offset += ite_cache_offset; + printf("%ld %ld\n", cache_offset, ite_cache_offset)) TensorMap self_attention_output_tensors{ {"hidden_features", Tensor{MEMORY_GPU, data_type, {local_batch_size, hidden_units_}, self_attn_output_}}, From e5f14d9fe4053c5768eb67a99fef36218c6efd90 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:41:13 -0700 Subject: [PATCH 107/178] commit --- src/fastertransformer/models/llama/LlamaDecoder.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index 97650d4e2..75a75da0a 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -304,7 +304,7 @@ void LlamaDecoder::forward(std::unordered_map* ite_cache_offset *= *t; } cache_offset += ite_cache_offset; - printf("%ld %ld\n", cache_offset, ite_cache_offset)) + printf("%ld %ld\n", cache_offset, ite_cache_offset); TensorMap self_attention_output_tensors{ {"hidden_features", Tensor{MEMORY_GPU, data_type, {local_batch_size, hidden_units_}, self_attn_output_}}, From a38772c0c36775b137a2c6db2481f3f3c6bb0ec4 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:42:07 -0700 Subject: [PATCH 108/178] commit --- src/fastertransformer/models/llama/LlamaDecoder.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index 75a75da0a..969388c5e 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -304,7 +304,7 @@ void LlamaDecoder::forward(std::unordered_map* ite_cache_offset *= *t; } cache_offset += ite_cache_offset; - printf("%ld %ld\n", cache_offset, ite_cache_offset); + printf("cache_offset %ld ite_cache_offset %ld\n", cache_offset, ite_cache_offset); TensorMap self_attention_output_tensors{ {"hidden_features", Tensor{MEMORY_GPU, data_type, {local_batch_size, hidden_units_}, self_attn_output_}}, From b85faeee96153f8685236af2eaa65e7f3cb5d120 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:42:58 -0700 Subject: [PATCH 109/178] commit --- src/fastertransformer/models/llama/LlamaDecoder.cc | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index 969388c5e..73c776586 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -298,6 +298,7 @@ void LlamaDecoder::forward(std::unordered_map* size_t cache_offset = l - getFirstLayerParallelId(); for (auto t = k_cache.shape.begin() + 1; t != k_cache.shape.end(); ++t) { cache_offset *= *t; + printf("cache_offset: %d\n", cache_offset); }; size_t ite_cache_offset = ite * local_batch_size; for (auto t = k_cache.shape.begin() + 2; t != k_cache.shape.end(); ++t) { From c3601b7d4c599e473a6cbc8d7f3c7d68c4df1d12 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:51:34 -0700 Subject: [PATCH 110/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index fca2cc6b3..9cba3d7c9 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1581,7 +1581,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Compute the logits and start the sum. float sum = 0.f; // for( int ti = tidx; ti <= params.timestep; ti += THREADS_PER_BLOCK ) { - for (int ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { + for (size_t ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { bool is_mask = (params.masked_tokens != nullptr) && params.masked_tokens[bi_seq_len_offset + ti]; #ifdef FP8_MHA float logit = 0.f; From ac51023f0f9b5ddf5d1f7c4b4a1888da1090202b Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:53:05 -0700 Subject: [PATCH 111/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 9cba3d7c9..d0912cdec 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1605,7 +1605,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Normalize the logits. float inv_sum = __fdividef(1.f, sum + 1.e-6f); - for (int ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { + for (size_t ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { float logit = qk_smem[ti - first_step] * inv_sum; convert_from_float(logits_smem[ti - first_step], logit); } @@ -1627,9 +1627,9 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // if (bkvhi == 63) { // printf("%d %d %d %d %d\n", bkvhi, params.memory_max_len, Dh, vi, (bkvhi * params.memory_max_len * Dh + vi)); // } - T* v_cache = ¶ms.v_cache[bkvhi * params.memory_max_len * Dh + vi]; + T* v_cache = ¶ms.v_cache[(size_t)bkvhi * (size_t)params.memory_max_len * Dh + (size_t)vi]; // Base pointer for the beam's batch, before offsetting with indirection buffer - T* v_cache_batch = ¶ms.v_cache[bbkvhi * params.memory_max_len * Dh + vi]; + T* v_cache_batch = ¶ms.v_cache[(size_t)bbkvhi * (size_t)params.memory_max_len * Dh + (size_t)vi]; // The number of values processed per iteration of the loop. constexpr int V_PER_ITER = THREADS_PER_BLOCK / THREADS_PER_VALUE; From cc25af6d2610043e00204c02e305596dee4d60f4 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:54:29 -0700 Subject: [PATCH 112/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index d0912cdec..5524c3918 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1669,12 +1669,12 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Separate the ti < memory_max_len and ti > memory_max_len // to prevent ti % memory_len when ti < memory_len, and // the compiler cannot optimize the codes automatically. - const int min_length = min(tlength, params.memory_max_len); - for (int ti = first_step + vo; ti < min_length; ti += V_PER_ITER) { + const size_t min_length = min(tlength, params.memory_max_len); + for (size_t ti = first_step + vo; ti < min_length; ti += V_PER_ITER) { // Fetch offset based on cache_indir when beam sampling - const int beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti] : 0; + const size_t beam_src = HAS_BEAMS ? (size_t)params.cache_indir[bi_seq_len_offset + ti] : (size_t)0; // const int beam_offset = HAS_BEAMS ? beam_src * params.num_heads * params.memory_max_len * Dh : 0; - const int beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; + const size_t beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * (size_t)params.memory_max_len * Dh : (size_t)0; // Load the values from the cache. V_vec_k v = vec_conversion( *reinterpret_cast(&v_cache_batch[beam_offset + ti * Dh])); From f18b378b1c59bafbfa2592780737ab261045dbe6 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:54:35 -0700 Subject: [PATCH 113/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 5524c3918..2439f70c3 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1677,7 +1677,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const size_t beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * (size_t)params.memory_max_len * Dh : (size_t)0; // Load the values from the cache. V_vec_k v = vec_conversion( - *reinterpret_cast(&v_cache_batch[beam_offset + ti * Dh])); + *reinterpret_cast(&v_cache_batch[beam_offset + (size_t)ti * Dh])); // Load the logits from shared memory. #if defined(MMHA_USE_FP32_ACUM_FOR_LOGITS) float logit = logits_smem[ti - first_step]; From ccbcc088af8cdb5aabcedf09ccd688f13f2f5f3a Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:55:30 -0700 Subject: [PATCH 114/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 2439f70c3..76bc12e30 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1701,16 +1701,16 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para #endif // FP8_MHA #endif // MMHA_USE_FP32_ACUM_FOR_LOGITS } - for (int ti = first_step + vo; ti < tlength; ti += V_PER_ITER) { + for (size_t ti = first_step + vo; ti < tlength; ti += V_PER_ITER) { if (ti < params.memory_max_len) { // handled by previous loop continue; } - const int ti_circ = ti % params.memory_max_len; + const size_t ti_circ = ti % params.memory_max_len; // Fetch offset based on cache_indir when beam sampling - const int beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti_circ] : 0; - const int beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; + const size_t beam_src = HAS_BEAMS ? (size_t)params.cache_indir[bi_seq_len_offset + ti_circ] : 0; + const size_t beam_offset = HAS_BEAMS ? beam_src * (size_t)params.num_kv_heads * (size_t)params.memory_max_len * (size_t)Dh : 0; // Load the values from the cache. V_vec_k v = vec_conversion( *reinterpret_cast(&v_cache_batch[beam_offset + ti_circ * Dh])); From db2295dcec8967ee4129d62655a64b94c1a56e3e Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:56:24 -0700 Subject: [PATCH 115/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 76bc12e30..5337a4498 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1216,7 +1216,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para float qk = 0.0F; - int qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; + size_t qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; const size_t bi_seq_len_offset = bi * params.memory_max_len; @@ -1745,7 +1745,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para V_vec_k v; // Trigger the loads from the V buffer. - const auto v_offset = qkv_base_offset + vi; + const size_t v_offset = qkv_base_offset + vi; if (params.int8_mode == 2) { using Packed_Int8_t = typename packed_type::value>::type; using Packed_Float_t = typename packed_type::value>::type; From ba0d4aab2399f081b4f67261a5f39fd87249f4b4 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:56:50 -0700 Subject: [PATCH 116/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 5337a4498..067cd2363 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1220,19 +1220,19 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const size_t bi_seq_len_offset = bi * params.memory_max_len; - int tlength = (params.length_per_sample == nullptr) ? + size_t tlength = (params.length_per_sample == nullptr) ? params.timestep : params.length_per_sample[bi] + params.max_prefix_prompt_length; const int first_step = max(0, tlength + 1 - params.memory_max_len); - const int tlength_circ = tlength % params.memory_max_len; + const size_t tlength_circ = tlength % params.memory_max_len; // First QK_VECS_PER_WARP load Q and K + the bias values for the current timestep. const bool is_masked = tidx >= QK_VECS_PER_WARP; // The offset in the Q and K buffer also accounts for the batch. - int qk_offset = qkv_base_offset + tidx * QK_VEC_SIZE; + size_t qk_offset = qkv_base_offset + tidx * QK_VEC_SIZE; // The offset in the bias buffer. - int qk_bias_offset = hi * Dh + tidx * QK_VEC_SIZE; + size_t qk_bias_offset = hi * Dh + tidx * QK_VEC_SIZE; const bool do_ia3 = handle_kv && params.ia3_tasks != nullptr; const int ia3_task_id = do_ia3 ? params.ia3_tasks[bbi] : 0; From ea56edf5985f1481e9f9e6d44e79151058dec826 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:57:27 -0700 Subject: [PATCH 117/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 067cd2363..ac60ad5de 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1467,7 +1467,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // The number of timesteps loaded per iteration. constexpr int K_PER_ITER = THREADS_PER_BLOCK / THREADS_PER_KEY; // The number of keys per warp. - constexpr int K_PER_WARP = WARP_SIZE / THREADS_PER_KEY; + constexpr size_t K_PER_WARP = WARP_SIZE / THREADS_PER_KEY; // The base pointer for the key in the cache buffer. // T* k_cache = ¶ms.k_cache[bkvhi * params.memory_max_len * Dh + ki]; From 52da87be72d5a44852e1b10cf8e4f43544ed4309 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:57:55 -0700 Subject: [PATCH 118/178] commit --- .../kernels/decoder_masked_multihead_attention.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/decoder_masked_multihead_attention.h b/src/fastertransformer/kernels/decoder_masked_multihead_attention.h index 5a768184c..c59480edd 100644 --- a/src/fastertransformer/kernels/decoder_masked_multihead_attention.h +++ b/src/fastertransformer/kernels/decoder_masked_multihead_attention.h @@ -81,7 +81,7 @@ struct Multihead_attention_params_base { // The beam width int beam_width = 0; // The sequence length. - int memory_max_len = 0; + size_t memory_max_len = 0; // The number of heads (H). int num_heads = 0; // The hidden dimension per head (Dh). From 1d248c55483867bff4131b15241545f1e4f382bd Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 15:58:52 -0700 Subject: [PATCH 119/178] commit --- .../kernels/decoder_masked_multihead_attention.h | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/decoder_masked_multihead_attention.h b/src/fastertransformer/kernels/decoder_masked_multihead_attention.h index c59480edd..5a768184c 100644 --- a/src/fastertransformer/kernels/decoder_masked_multihead_attention.h +++ b/src/fastertransformer/kernels/decoder_masked_multihead_attention.h @@ -81,7 +81,7 @@ struct Multihead_attention_params_base { // The beam width int beam_width = 0; // The sequence length. - size_t memory_max_len = 0; + int memory_max_len = 0; // The number of heads (H). int num_heads = 0; // The hidden dimension per head (Dh). From 56275c3d1ff92f0cd37a8704d5ad8d2079843be0 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:00:58 -0700 Subject: [PATCH 120/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index ac60ad5de..b35a49d7e 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1669,7 +1669,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Separate the ti < memory_max_len and ti > memory_max_len // to prevent ti % memory_len when ti < memory_len, and // the compiler cannot optimize the codes automatically. - const size_t min_length = min(tlength, params.memory_max_len); + const size_t min_length = min(tlength, (size_t)params.memory_max_len); for (size_t ti = first_step + vo; ti < min_length; ti += V_PER_ITER) { // Fetch offset based on cache_indir when beam sampling const size_t beam_src = HAS_BEAMS ? (size_t)params.cache_indir[bi_seq_len_offset + ti] : (size_t)0; From b6f984e41316b0c099accbeaff175d6721f34cae Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:01:24 -0700 Subject: [PATCH 121/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index b35a49d7e..ed1d9e5a2 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1223,7 +1223,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para size_t tlength = (params.length_per_sample == nullptr) ? params.timestep : params.length_per_sample[bi] + params.max_prefix_prompt_length; - const int first_step = max(0, tlength + 1 - params.memory_max_len); + const size_t first_step = max((size_t)0, tlength + 1 - params.memory_max_len); const size_t tlength_circ = tlength % params.memory_max_len; // First QK_VECS_PER_WARP load Q and K + the bias values for the current timestep. From 5b3bd2f55f9f3f9174c05b0ecffd386783e2ea91 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:05:45 -0700 Subject: [PATCH 122/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index ed1d9e5a2..08d9d9309 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1205,7 +1205,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const int bbhi = bbi * params.beam_width * params.num_heads + hi; const int bbkvhi = bbi * params.beam_width * params.num_kv_heads + kvhi; // The thread in the block. - const int tidx = threadIdx.x; + const size_t tidx = threadIdx.x; constexpr bool handle_kv = true; @@ -1620,9 +1620,9 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para using V_vec_m = typename V_vec_m_::Type; // The value computed by this thread. - int vo = tidx / THREADS_PER_VALUE; + size_t vo = tidx / THREADS_PER_VALUE; // The hidden dimensions computed by this particular thread. - int vi = tidx % THREADS_PER_VALUE * V_VEC_SIZE; + size_t vi = tidx % THREADS_PER_VALUE * V_VEC_SIZE; // The base pointer for the value in the cache buffer. // if (bkvhi == 63) { // printf("%d %d %d %d %d\n", bkvhi, params.memory_max_len, Dh, vi, (bkvhi * params.memory_max_len * Dh + vi)); @@ -1773,7 +1773,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para if (bhi % head_n_rep == 0) { // Store the values with bias back to global memory in the cache for V. //*reinterpret_cast(&v_cache[params.timestep*Dh]) = v; - *reinterpret_cast(&v_cache[tlength_circ * Dh]) = vec_conversion(v); + *reinterpret_cast(&v_cache[tlength_circ * (size_t)Dh]) = vec_conversion(v); } // Initialize the output value with the current timestep. From 427182690b0c665c7c035e344e0e9377e2ea75e0 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:07:16 -0700 Subject: [PATCH 123/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 08d9d9309..c86e3688c 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1844,11 +1844,11 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para else if (params.int8_mode == 2) { using Packed_Int8_t = typename packed_type::value>::type; out = mul(*params.attention_out_scale, out); - *reinterpret_cast(&(reinterpret_cast(params.out)[bhi * Dh + vi])) = + *reinterpret_cast(&(reinterpret_cast(params.out)[bhi * (size_t)Dh + vi])) = cast_to_int8(out); } else { - convert_from_float(*reinterpret_cast(¶ms.out[bhi * Dh + vi]), out); + convert_from_float(*reinterpret_cast(¶ms.out[bhi * (size_t)Dh + vi]), out); } #else // MMHA_USE_FP32_ACUM_FOR_OUT // TODO: support int8_mode? From b3343d1035b47aa034eac23aae6b44acc83b82f9 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:07:21 -0700 Subject: [PATCH 124/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index c86e3688c..2f7998942 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1852,7 +1852,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para } #else // MMHA_USE_FP32_ACUM_FOR_OUT // TODO: support int8_mode? - *reinterpret_cast(¶ms.out[bhi * Dh + vi]) = vec_conversion(out); + *reinterpret_cast(¶ms.out[bhi * (size_t)Dh + vi]) = vec_conversion(out); #endif // MMHA_USE_FP32_ACUM_FOR_OUT } } From d64fb07205b388165f6caf2ff740a25cdfd89c29 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:08:43 -0700 Subject: [PATCH 125/178] commit --- examples/cpp/llama/start_ids_real.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids_real.csv b/examples/cpp/llama/start_ids_real.csv index fca5df7a3..a8335ccd7 100644 --- a/examples/cpp/llama/start_ids_real.csv +++ b/examples/cpp/llama/start_ids_real.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 1525, 1254, 3960, 9838, 29903, 29918, 3217, 3904, 5659, 29979, 584, 4810, 3904, 5659, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 15233, 29918, 6248, 518, 20231, 4514, 1919, 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29918, 14474, 29928, 29918, 6248, 518, 323, 8890, 1254, 19297, 29918, 20321, 29999, 4514, 1919, 13756, 29963, 1177, 4741, 29918, 19713, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 891, 317, 9295, 29918, 15349, 29918, 2287, 6040, 29902, 20566, 29918, 8618, 29963, 1177, 4741, 29918, 23487, 29918, 3217, 3904 From 8c591a73396d37d4368e2de9284e38f4704a71a9 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:10:06 -0700 Subject: [PATCH 126/178] commit --- src/fastertransformer/models/llama/Llama.cc | 12 ++++++------ src/fastertransformer/models/llama/LlamaDecoder.cc | 1 - 2 files changed, 6 insertions(+), 7 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index e98f69df3..9b8247191 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -919,12 +919,12 @@ void Llama::forward(std::unordered_map* output_ten decoder_output_buf_ + hidden_units_offset}}, {"key_cache", Tensor{MEMORY_GPU, data_type, self_k_cache_shape, key_cache_}}, {"value_cache", Tensor{MEMORY_GPU, data_type, self_v_cache_shape, value_cache_}}}; - for (int i=0; i< self_k_cache_shape.size(); i++) { - printf("self_k_cache_shape: %d\n", self_k_cache_shape[i]); - } - for (int i=0; i< self_v_cache_shape.size(); i++) { - printf("self_v_cache_shape: %d\n", self_v_cache_shape[i]); - } + // for (int i=0; i< self_k_cache_shape.size(); i++) { + // printf("self_k_cache_shape: %d\n", self_k_cache_shape[i]); + // } + // for (int i=0; i< self_v_cache_shape.size(); i++) { + // printf("self_v_cache_shape: %d\n", self_v_cache_shape[i]); + // } gpt_decoder_->forward( &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); } diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index 73c776586..969388c5e 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -298,7 +298,6 @@ void LlamaDecoder::forward(std::unordered_map* size_t cache_offset = l - getFirstLayerParallelId(); for (auto t = k_cache.shape.begin() + 1; t != k_cache.shape.end(); ++t) { cache_offset *= *t; - printf("cache_offset: %d\n", cache_offset); }; size_t ite_cache_offset = ite * local_batch_size; for (auto t = k_cache.shape.begin() + 2; t != k_cache.shape.end(); ++t) { From dd1ad8ed9de1cad831ca97ca211c293a5ddcae3e Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:10:40 -0700 Subject: [PATCH 127/178] commit --- src/fastertransformer/models/llama/LlamaDecoder.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/LlamaDecoder.cc b/src/fastertransformer/models/llama/LlamaDecoder.cc index 969388c5e..9eb40b710 100644 --- a/src/fastertransformer/models/llama/LlamaDecoder.cc +++ b/src/fastertransformer/models/llama/LlamaDecoder.cc @@ -304,7 +304,7 @@ void LlamaDecoder::forward(std::unordered_map* ite_cache_offset *= *t; } cache_offset += ite_cache_offset; - printf("cache_offset %ld ite_cache_offset %ld\n", cache_offset, ite_cache_offset); + // printf("cache_offset %ld ite_cache_offset %ld\n", cache_offset, ite_cache_offset); TensorMap self_attention_output_tensors{ {"hidden_features", Tensor{MEMORY_GPU, data_type, {local_batch_size, hidden_units_}, self_attn_output_}}, From 16ed12bf0db51451e408a2735191c1e9fba10ca0 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:10:56 -0700 Subject: [PATCH 128/178] commit --- examples/cpp/llama/start_ids_real.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids_real.csv b/examples/cpp/llama/start_ids_real.csv index a8335ccd7..517bee293 100644 --- a/examples/cpp/llama/start_ids_real.csv +++ b/examples/cpp/llama/start_ids_real.csv @@ -1 +1 @@ -1, 518, 25580, 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6040, 29902, 20566, 29918, 8618, 29963, 1177, 4741, 29918, 23487, 29918, 3217, 3904, 2722 From d73ba7c4acd61c684621a667d0996f7b1530c30f Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:11:21 -0700 Subject: [PATCH 129/178] commit --- examples/cpp/llama/start_ids_real.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids_real.csv b/examples/cpp/llama/start_ids_real.csv index 517bee293..e2af29683 100644 --- a/examples/cpp/llama/start_ids_real.csv +++ b/examples/cpp/llama/start_ids_real.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 1525, 1254, 3960, 9838, 29903, 29918, 3217, 3904, 5659, 29979, 584, 4810, 3904, 5659, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 15233, 29918, 6248, 518, 20231, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29896, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 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29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29906, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17900, 1254, 29918, 1525, 15082, 3352, 29918, 26516, 518, 16437, 29949, 1307, 2190, 4514, 1919, 17900, 1254, 29918, 14474, 29928, 29918, 6248, 518, 323, 8890, 1254, 19297, 29918, 20321, 29999, 4514, 1919, 13756, 29963, 1177, 4741, 29918, 19713, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 891, 317, 9295, 29918, 15349, 29918, 2287, 6040, 29902, 20566, 29918, 8618, 29963, 1177, 4741, 29918, 23487, 29918, 3217, 3904, 2722, 27888 From 24dd7809ba6f04c3c0dc27f4cd4654b9d059433d Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:11:38 -0700 Subject: [PATCH 130/178] commit --- examples/cpp/llama/start_ids_real.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/start_ids_real.csv b/examples/cpp/llama/start_ids_real.csv index e2af29683..a8335ccd7 100644 --- a/examples/cpp/llama/start_ids_real.csv +++ b/examples/cpp/llama/start_ids_real.csv @@ -1 +1 @@ -1, 518, 25580, 29962, 2266, 338, 263, 2566, 10938, 3583, 29876, 29989, 379, 5005, 29918, 1525, 1254, 3960, 9838, 29903, 29918, 3217, 3904, 5659, 29979, 584, 4810, 3904, 5659, 29979, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 15233, 29918, 6248, 518, 20231, 4514, 1919, 17723, 29941, 29896, 29953, 29953, 29918, 29896, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 1919, 17900, 1254, 29918, 14474, 29918, 6248, 518, 323, 8890, 1254, 19297, 29918, 20321, 29999, 4514, 1919, 365, 1299, 518, 383, 3927, 1299, 4514, 1919, 365, 20614, 518, 383, 3927, 1299, 4514, 1919, 349, 7466, 29931, 3235, 29950, 3352, 518, 20231, 4514, 1919, 660, 29965, 1718, 13566, 8895, 29918, 16975, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 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20321, 29999, 4514, 1919, 13756, 29963, 1177, 4741, 29918, 19713, 518, 21748, 29898, 29896, 29953, 29955, 29955, 29955, 29906, 29896, 29953, 29897, 4514, 891, 317, 9295, 29918, 15349, 29918, 2287, 6040, 29902, 20566, 29918, 8618, 29963, 1177, 4741, 29918, 23487, 29918, 3217, 3904 From 5123c23332149d80155d00154e394da98ff32748 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:13:39 -0700 Subject: [PATCH 131/178] commit --- examples/cpp/llama/llama_config.ini | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_config.ini b/examples/cpp/llama/llama_config.ini index fdb8c52d6..5a2ab8c3d 100644 --- a/examples/cpp/llama/llama_config.ini +++ b/examples/cpp/llama/llama_config.ini @@ -25,7 +25,7 @@ head_num = 64 kv_head_num = 8 size_per_head = 128 inter_size = 22016 -num_layer = 2 +num_layer = 1 rotary_embedding = 128 layernorm_eps = 1e-05 vocab_size = 32000 From c5b57160205661f5c8a3b5d7dbdbc98fd23bcfc5 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:18:44 -0700 Subject: [PATCH 132/178] commit --- src/fastertransformer/models/llama/Llama.cc | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 9b8247191..4c96044f7 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -940,13 +940,13 @@ void Llama::forward(std::unordered_map* output_ten stream_); sync_check_cuda_error(); - if (step == max_input_length || true) { + if (step == max_input_length) { T* buf; int st = hidden_units_; buf = new T[st]; cudaMemcpy(buf, normed_decoder_output_buf_, sizeof(T) * st, cudaMemcpyDeviceToHost); printf("normed_decoder_output_buf_ at step: %d\n", step); - for (int i=0; i<10; i++) { + for (int i=0; i Date: Sat, 7 Oct 2023 16:29:59 -0700 Subject: [PATCH 133/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 6d360e73d..3645e67b5 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -197,7 +197,7 @@ void llama_example(const INIReader reader) max_input_len, end_id, 1, - "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); + "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); // "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); From 078a3169aea0621c2ea584751f7b8ae1d2a06eae Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:43:33 -0700 Subject: [PATCH 134/178] commit --- src/fastertransformer/models/llama/Llama.cc | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 4c96044f7..28af6edd0 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -761,6 +761,20 @@ void Llama::forward(std::unordered_map* output_ten gpt_context_decoder_->forward( &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); + { + T* buf; + int st = 1; + for (int k=0; k Date: Sat, 7 Oct 2023 16:43:47 -0700 Subject: [PATCH 135/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 28af6edd0..7ff6d1a13 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -769,7 +769,7 @@ void Llama::forward(std::unordered_map* output_ten } buf = new T[st]; cudaMemcpy(buf, key_cache_, sizeof(T) * st, cudaMemcpyDeviceToHost); - printf("key_cache_ at step: %d\n", step); + printf("key_cache_\n"); for (int i=0; i Date: Sat, 7 Oct 2023 16:50:58 -0700 Subject: [PATCH 136/178] commit --- src/fastertransformer/models/llama/Llama.cc | 29 +++++++++++---------- 1 file changed, 15 insertions(+), 14 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 7ff6d1a13..0c448e69c 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -761,20 +761,6 @@ void Llama::forward(std::unordered_map* output_ten gpt_context_decoder_->forward( &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); - { - T* buf; - int st = 1; - for (int k=0; k::forward(std::unordered_map* output_ten &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); } + if (step == max_input_length) { + T* buf; + int st = 1; + for (int k=0; k Date: Sat, 7 Oct 2023 16:53:00 -0700 Subject: [PATCH 137/178] commit --- src/fastertransformer/models/llama/Llama.cc | 3 +++ 1 file changed, 3 insertions(+) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 0c448e69c..52dbad810 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -940,6 +940,9 @@ void Llama::forward(std::unordered_map* output_ten printf("key_cache_\n"); for (int i=0; i<1280; i++) { printf("%f ", double(buf[i])); + if ((i+1)%8 == 0) { + printf("\n"); + } } printf("\n"); } From 1a84d8d4ce5958e6f12a0a09882bb8a6ae9c221e Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:55:44 -0700 Subject: [PATCH 138/178] commit --- src/fastertransformer/models/llama/Llama.cc | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 52dbad810..c01dd4d67 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -929,7 +929,7 @@ void Llama::forward(std::unordered_map* output_ten &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); } - if (step == max_input_length) { + if (step <= max_input_length + 1) { T* buf; int st = 1; for (int k=0; k::forward(std::unordered_map* output_ten } buf = new T[st]; cudaMemcpy(buf, key_cache_, sizeof(T) * st, cudaMemcpyDeviceToHost); - printf("key_cache_\n"); - for (int i=0; i<1280; i++) { + printf("key_cache_ at step: %d\n", step); + for (int i=0; i<13 * 8; i++) { printf("%f ", double(buf[i])); if ((i+1)%8 == 0) { printf("\n"); From 3d3296d658a49e3cf097d4419de4b9811fef4960 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 16:56:42 -0700 Subject: [PATCH 139/178] commit --- src/fastertransformer/models/llama/Llama.cc | 22 ++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index c01dd4d67..64533795f 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -958,17 +958,17 @@ void Llama::forward(std::unordered_map* output_ten stream_); sync_check_cuda_error(); - if (step == max_input_length) { - T* buf; - int st = hidden_units_; - buf = new T[st]; - cudaMemcpy(buf, normed_decoder_output_buf_, sizeof(T) * st, cudaMemcpyDeviceToHost); - printf("normed_decoder_output_buf_ at step: %d\n", step); - for (int i=0; i Date: Sat, 7 Oct 2023 18:05:44 -0700 Subject: [PATCH 140/178] commit --- src/fastertransformer/models/llama/Llama.cc | 17 +++++++++++++++++ 1 file changed, 17 insertions(+) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 64533795f..6f57d7b0f 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -762,6 +762,23 @@ void Llama::forward(std::unordered_map* output_ten gpt_context_decoder_->forward( &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); sync_check_cuda_error(); + if { + T* buf; + int st = 1; + for (int k=0; k Date: Sat, 7 Oct 2023 18:05:55 -0700 Subject: [PATCH 141/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 6f57d7b0f..b918603ca 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -762,7 +762,7 @@ void Llama::forward(std::unordered_map* output_ten gpt_context_decoder_->forward( &decoder_output_tensors, &decoder_input_tensors, &gpt_weights->decoder_layer_weights); sync_check_cuda_error(); - if { + { T* buf; int st = 1; for (int k=0; k Date: Sat, 7 Oct 2023 18:08:39 -0700 Subject: [PATCH 142/178] commit --- src/fastertransformer/models/llama/Llama.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index b918603ca..d0ca1af73 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -771,7 +771,7 @@ void Llama::forward(std::unordered_map* output_ten buf = new T[st]; cudaMemcpy(buf, key_cache_, sizeof(T) * st, cudaMemcpyDeviceToHost); printf("key_cache_ at gpt_context_decoder_\n"); - for (int i=0; i<13 * 8; i++) { + for (int i=max_input_length-1; i<(max_input_length+1) * 8; i++) { printf("%f ", double(buf[i])); if ((i+1)%8 == 0) { printf("\n"); From 40dffedd7f2a810a476df2b2ae400ef8ba258e77 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:10:03 -0700 Subject: [PATCH 143/178] commit --- src/fastertransformer/models/llama/Llama.cc | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index d0ca1af73..59b49a8df 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -771,11 +771,11 @@ void Llama::forward(std::unordered_map* output_ten buf = new T[st]; cudaMemcpy(buf, key_cache_, sizeof(T) * st, cudaMemcpyDeviceToHost); printf("key_cache_ at gpt_context_decoder_\n"); - for (int i=max_input_length-1; i<(max_input_length+1) * 8; i++) { - printf("%f ", double(buf[i])); - if ((i+1)%8 == 0) { - printf("\n"); + for (int i=max_input_length-10; i Date: Sat, 7 Oct 2023 18:10:44 -0700 Subject: [PATCH 144/178] commit --- src/fastertransformer/models/llama/Llama.cc | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 59b49a8df..8d5a9a441 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -955,11 +955,11 @@ void Llama::forward(std::unordered_map* output_ten buf = new T[st]; cudaMemcpy(buf, key_cache_, sizeof(T) * st, cudaMemcpyDeviceToHost); printf("key_cache_ at step: %d\n", step); - for (int i=0; i<13 * 8; i++) { - printf("%f ", double(buf[i])); - if ((i+1)%8 == 0) { - printf("\n"); + for (int i=max_input_length-10; i Date: Sat, 7 Oct 2023 18:11:16 -0700 Subject: [PATCH 145/178] commit --- src/fastertransformer/models/llama/Llama.cc | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/models/llama/Llama.cc b/src/fastertransformer/models/llama/Llama.cc index 8d5a9a441..269087216 100644 --- a/src/fastertransformer/models/llama/Llama.cc +++ b/src/fastertransformer/models/llama/Llama.cc @@ -771,7 +771,7 @@ void Llama::forward(std::unordered_map* output_ten buf = new T[st]; cudaMemcpy(buf, key_cache_, sizeof(T) * st, cudaMemcpyDeviceToHost); printf("key_cache_ at gpt_context_decoder_\n"); - for (int i=max_input_length-10; i::forward(std::unordered_map* output_ten buf = new T[st]; cudaMemcpy(buf, key_cache_, sizeof(T) * st, cudaMemcpyDeviceToHost); printf("key_cache_ at step: %d\n", step); - for (int i=max_input_length-10; i Date: Sat, 7 Oct 2023 18:16:13 -0700 Subject: [PATCH 146/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 3645e67b5..6d360e73d 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -197,7 +197,7 @@ void llama_example(const INIReader reader) max_input_len, end_id, 1, - "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); + "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); // "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); From 9fee4c19e8b4f6a7198043bc7debc6ea36c39953 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:22:26 -0700 Subject: [PATCH 147/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 3a673d3e3..20d6044b2 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -44,6 +44,7 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st constexpr int THREADS_PER_VALUE = threads_per_value_t::value; int tlength = params.timestep; // printf("tlength, CROSS_ATTENTION = %d, %d\n", tlength); + printf("mgqa_launch_kernel\n"); if (params.cache_indir == nullptr) { if (tlength < 32) { MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); From 708cab6bc2afd8f9774b54cec84292e66b4a4bc9 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:23:06 -0700 Subject: [PATCH 148/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 20d6044b2..f915cb323 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -44,7 +44,7 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st constexpr int THREADS_PER_VALUE = threads_per_value_t::value; int tlength = params.timestep; // printf("tlength, CROSS_ATTENTION = %d, %d\n", tlength); - printf("mgqa_launch_kernel\n"); + printf("mgqa_launch_kernel, tlength: %d\n", tlength); if (params.cache_indir == nullptr) { if (tlength < 32) { MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); From 6ac423ff9c11bbb8d12778abbf366d67aed3c71e Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:23:46 -0700 Subject: [PATCH 149/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index f915cb323..41c504484 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -44,7 +44,7 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st constexpr int THREADS_PER_VALUE = threads_per_value_t::value; int tlength = params.timestep; // printf("tlength, CROSS_ATTENTION = %d, %d\n", tlength); - printf("mgqa_launch_kernel, tlength: %d\n", tlength); + printf("mgqa_launch_kernel, tlength: %d params.cache_indir: %d\n", tlength, params.cache_indir == nullptr); if (params.cache_indir == nullptr) { if (tlength < 32) { MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); From 354f1944f37f04cd96cd8866e8aacc87925e9842 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:24:32 -0700 Subject: [PATCH 150/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 41c504484..d9ceab19e 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -49,7 +49,7 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st if (tlength < 32) { MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); } - else if (tlength < 2048) { + else if (tlength < 22048) { MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 2, THREADS_PER_VALUE, 128, false, stream); } else { From 1ac63ecafef0eb0733341bb4cc5e34630ef152f9 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:25:14 -0700 Subject: [PATCH 151/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index d9ceab19e..725586aca 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -46,7 +46,8 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st // printf("tlength, CROSS_ATTENTION = %d, %d\n", tlength); printf("mgqa_launch_kernel, tlength: %d params.cache_indir: %d\n", tlength, params.cache_indir == nullptr); if (params.cache_indir == nullptr) { - if (tlength < 32) { + if (tlength < 22048) { + printf("here\n"); MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); } else if (tlength < 22048) { From 245fed471ddff2e15f44ed76f7fceb7da87c0360 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:25:54 -0700 Subject: [PATCH 152/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 725586aca..41c504484 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -46,11 +46,10 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st // printf("tlength, CROSS_ATTENTION = %d, %d\n", tlength); printf("mgqa_launch_kernel, tlength: %d params.cache_indir: %d\n", tlength, params.cache_indir == nullptr); if (params.cache_indir == nullptr) { - if (tlength < 22048) { - printf("here\n"); + if (tlength < 32) { MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); } - else if (tlength < 22048) { + else if (tlength < 2048) { MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 2, THREADS_PER_VALUE, 128, false, stream); } else { From 199c598a75357e291bdae61ba76b20fa15dfdd9c Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:28:59 -0700 Subject: [PATCH 153/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 2f7998942..5773084f0 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1389,6 +1389,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para int offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; + printf("offset: %d\n", offset); if (handle_kv && bhi%head_n_rep==0) { // Trigger the stores to global memory. From a181428c74a6211340b90b7d86dba3e964ef437f Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:30:21 -0700 Subject: [PATCH 154/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- .../decoder_masked_groupedquery_attention_template.hpp | 1 + 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 6d360e73d..3645e67b5 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -197,7 +197,7 @@ void llama_example(const INIReader reader) max_input_len, end_id, 1, - "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); + "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); // "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 5773084f0..2ea2d28c4 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1390,6 +1390,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; printf("offset: %d\n", offset); + printf("offset: %d\n", offset); if (handle_kv && bhi%head_n_rep==0) { // Trigger the stores to global memory. From 74a34061942bed864ba959d048ed8bd179d86dd9 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:31:06 -0700 Subject: [PATCH 155/178] commit --- examples/cpp/llama/llama_example.cc | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/cpp/llama/llama_example.cc b/examples/cpp/llama/llama_example.cc index 3645e67b5..6d360e73d 100644 --- a/examples/cpp/llama/llama_example.cc +++ b/examples/cpp/llama/llama_example.cc @@ -197,7 +197,7 @@ void llama_example(const INIReader reader) max_input_len, end_id, 1, - "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids.csv"); + "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); // "/notebooks/tmp/FasterTransformer/examples/cpp/llama/start_ids_real.csv"); From 4c69b5ca471b931b0675f7220bac457ba4c0f3a8 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:31:38 -0700 Subject: [PATCH 156/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 1 - 1 file changed, 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 2ea2d28c4..5773084f0 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1390,7 +1390,6 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; printf("offset: %d\n", offset); - printf("offset: %d\n", offset); if (handle_kv && bhi%head_n_rep==0) { // Trigger the stores to global memory. From 5f385c840d1d1e199ca1180a4c6b1b03cf3866f5 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:32:14 -0700 Subject: [PATCH 157/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 5773084f0..4d1742a87 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1228,6 +1228,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // First QK_VECS_PER_WARP load Q and K + the bias values for the current timestep. const bool is_masked = tidx >= QK_VECS_PER_WARP; + printf("is_masked: %d\n", is_masked); // The offset in the Q and K buffer also accounts for the batch. size_t qk_offset = qkv_base_offset + tidx * QK_VEC_SIZE; From 60ba99876f7d2469e8acf110821666dc4f81625d Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:33:52 -0700 Subject: [PATCH 158/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 4d1742a87..32123392d 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1116,6 +1116,7 @@ template< bool HAS_BEAMS> __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_params params) { + printf("masked_groupedquery_attention_kernel\n"); using Tk = typename kernel_type_t::Type; #ifdef ENABLE_FP8 // FP8 MHA Scales From 559a41e776e37131f42a65f4757e38f0d451d7a7 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:35:53 -0700 Subject: [PATCH 159/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 41c504484..72bffe233 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -46,7 +46,7 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st // printf("tlength, CROSS_ATTENTION = %d, %d\n", tlength); printf("mgqa_launch_kernel, tlength: %d params.cache_indir: %d\n", tlength, params.cache_indir == nullptr); if (params.cache_indir == nullptr) { - if (tlength < 32) { + if (tlength < 32000) { MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); } else if (tlength < 2048) { From 56a27f59e3398c96712ca7b7e390c16c18356a32 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:36:45 -0700 Subject: [PATCH 160/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 72bffe233..74c9898a9 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -44,9 +44,9 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st constexpr int THREADS_PER_VALUE = threads_per_value_t::value; int tlength = params.timestep; // printf("tlength, CROSS_ATTENTION = %d, %d\n", tlength); - printf("mgqa_launch_kernel, tlength: %d params.cache_indir: %d\n", tlength, params.cache_indir == nullptr); if (params.cache_indir == nullptr) { if (tlength < 32000) { + printf("mgqa_launch_kernel, tlength: %d params.cache_indir: %d\n", tlength, params.cache_indir == nullptr); MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); } else if (tlength < 2048) { From 5838707b47bf5431bd16ca107aeb511a249c511c Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:37:50 -0700 Subject: [PATCH 161/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 1 + 1 file changed, 1 insertion(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 74c9898a9..b810b2d3b 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -27,6 +27,7 @@ #define MGQA_LAUNCH_KERNEL( \ T, Dh, Dh_MAX, THDS_PER_KEY, THDS_PER_VALUE, THDS_PER_BLOCK, HAS_BEAMS, stream) \ size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ + printf("smem_sz: %d\n", smem_sz); dim3 grid(params.num_heads, params.batch_size); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:38:02 -0700 Subject: [PATCH 162/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index b810b2d3b..14ea64d06 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -27,7 +27,7 @@ #define MGQA_LAUNCH_KERNEL( \ T, Dh, Dh_MAX, THDS_PER_KEY, THDS_PER_VALUE, THDS_PER_BLOCK, HAS_BEAMS, stream) \ size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ - printf("smem_sz: %d\n", smem_sz); + printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:46:23 -0700 Subject: [PATCH 163/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 14ea64d06..722720447 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -29,6 +29,8 @@ size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ + + cudaFuncSetAttribute(func, mmha::masked_multihead_attention_kernel, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:47:35 -0700 Subject: [PATCH 164/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 722720447..e9fcf9bb5 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -30,7 +30,7 @@ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(func, mmha::masked_multihead_attention_kernel, smem_sz); \ + cudaFuncSetAttribute(func, mmha::masked_multihead_attention_kernel, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:48:18 -0700 Subject: [PATCH 165/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index e9fcf9bb5..e25b7b66d 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -30,7 +30,7 @@ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(func, mmha::masked_multihead_attention_kernel, smem_sz); \ + cudaFuncSetAttribute(func, mmha::masked_multihead_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:48:26 -0700 Subject: [PATCH 166/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index e25b7b66d..b346f2a17 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -30,7 +30,7 @@ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(func, mmha::masked_multihead_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ + cudaFuncSetAttribute(mmha::masked_multihead_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:48:39 -0700 Subject: [PATCH 167/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index b346f2a17..508c31809 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -30,7 +30,7 @@ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(mmha::masked_multihead_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ + cudaFuncSetAttribute(mmha::masked_multihead_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:49:20 -0700 Subject: [PATCH 168/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 1 - 1 file changed, 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 508c31809..d39c39e6d 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -29,7 +29,6 @@ size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(mmha::masked_multihead_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:49:35 -0700 Subject: [PATCH 169/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index d39c39e6d..b726a1721 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -29,7 +29,7 @@ size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(mmha::masked_multihead_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ + cudaFuncSetAttribute(mmha::masked_groupedquery_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:50:03 -0700 Subject: [PATCH 170/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index b726a1721..f5d7d7939 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -29,7 +29,7 @@ size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(mmha::masked_groupedquery_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ + cudaFuncSetAttribute(mmha::masked_groupedquery_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 18:50:59 -0700 Subject: [PATCH 171/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 32123392d..dbc2d15fc 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1391,7 +1391,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para int offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; - printf("offset: %d\n", offset); + // printf("offset: %d\n", offset); if (handle_kv && bhi%head_n_rep==0) { // Trigger the stores to global memory. From 7b836e932e5e019c6b8db2b90885fb5098223255 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:51:38 -0700 Subject: [PATCH 172/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index dbc2d15fc..0997dc561 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1116,7 +1116,7 @@ template< bool HAS_BEAMS> __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_params params) { - printf("masked_groupedquery_attention_kernel\n"); + // printf("masked_groupedquery_attention_kernel\n"); using Tk = typename kernel_type_t::Type; #ifdef ENABLE_FP8 // FP8 MHA Scales @@ -1229,7 +1229,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // First QK_VECS_PER_WARP load Q and K + the bias values for the current timestep. const bool is_masked = tidx >= QK_VECS_PER_WARP; - printf("is_masked: %d\n", is_masked); + // printf("is_masked: %d\n", is_masked); // The offset in the Q and K buffer also accounts for the batch. size_t qk_offset = qkv_base_offset + tidx * QK_VEC_SIZE; From 53bb8b30198b39d72b64ade8ae584d3e5f06e91a Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:57:42 -0700 Subject: [PATCH 173/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index f5d7d7939..8c44ae2f7 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -47,7 +47,7 @@ void mgqa_launch_kernel(const KERNEL_PARAMS_TYPE& params, const cudaStream_t& st int tlength = params.timestep; // printf("tlength, CROSS_ATTENTION = %d, %d\n", tlength); if (params.cache_indir == nullptr) { - if (tlength < 32000) { + if (tlength < 32) { printf("mgqa_launch_kernel, tlength: %d params.cache_indir: %d\n", tlength, params.cache_indir == nullptr); MGQA_LAUNCH_KERNEL(T, Dh, Dh_MAX, 4, THREADS_PER_VALUE, 64, false, stream); } From 1078dbb084eb763db3628556b9cf167a26ebbbc4 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:58:55 -0700 Subject: [PATCH 174/178] commit --- .../decoder_masked_groupedquery_attention_template.hpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 0997dc561..1a8ef1bc5 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1388,7 +1388,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // int offset = bhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // // params.timestep*QK_ELTS_IN_16B + // tlength_circ * QK_ELTS_IN_16B + ci; - int offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + + size_t offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; // printf("offset: %d\n", offset); From 80cc0bba62e6f4999610029ca3b5d0f14c860ad9 Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 18:59:55 -0700 Subject: [PATCH 175/178] commit --- ...masked_groupedquery_attention_template.hpp | 61 +++++++++---------- 1 file changed, 29 insertions(+), 32 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp index 1a8ef1bc5..fca2cc6b3 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_template.hpp @@ -1116,7 +1116,6 @@ template< bool HAS_BEAMS> __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_params params) { - // printf("masked_groupedquery_attention_kernel\n"); using Tk = typename kernel_type_t::Type; #ifdef ENABLE_FP8 // FP8 MHA Scales @@ -1206,7 +1205,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para const int bbhi = bbi * params.beam_width * params.num_heads + hi; const int bbkvhi = bbi * params.beam_width * params.num_kv_heads + kvhi; // The thread in the block. - const size_t tidx = threadIdx.x; + const int tidx = threadIdx.x; constexpr bool handle_kv = true; @@ -1217,24 +1216,23 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para float qk = 0.0F; - size_t qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; + int qkv_base_offset = (params.stride == 0) ? bhi * Dh : bi * params.stride + hi * Dh; const size_t bi_seq_len_offset = bi * params.memory_max_len; - size_t tlength = (params.length_per_sample == nullptr) ? + int tlength = (params.length_per_sample == nullptr) ? params.timestep : params.length_per_sample[bi] + params.max_prefix_prompt_length; - const size_t first_step = max((size_t)0, tlength + 1 - params.memory_max_len); - const size_t tlength_circ = tlength % params.memory_max_len; + const int first_step = max(0, tlength + 1 - params.memory_max_len); + const int tlength_circ = tlength % params.memory_max_len; // First QK_VECS_PER_WARP load Q and K + the bias values for the current timestep. const bool is_masked = tidx >= QK_VECS_PER_WARP; - // printf("is_masked: %d\n", is_masked); // The offset in the Q and K buffer also accounts for the batch. - size_t qk_offset = qkv_base_offset + tidx * QK_VEC_SIZE; + int qk_offset = qkv_base_offset + tidx * QK_VEC_SIZE; // The offset in the bias buffer. - size_t qk_bias_offset = hi * Dh + tidx * QK_VEC_SIZE; + int qk_bias_offset = hi * Dh + tidx * QK_VEC_SIZE; const bool do_ia3 = handle_kv && params.ia3_tasks != nullptr; const int ia3_task_id = do_ia3 ? params.ia3_tasks[bbi] : 0; @@ -1388,10 +1386,9 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // int offset = bhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // // params.timestep*QK_ELTS_IN_16B + // tlength_circ * QK_ELTS_IN_16B + ci; - size_t offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + + int offset = bkvhi * params.memory_max_len * Dh + co * params.memory_max_len * QK_ELTS_IN_16B + // params.timestep*QK_ELTS_IN_16B + tlength_circ * QK_ELTS_IN_16B + ci; - // printf("offset: %d\n", offset); if (handle_kv && bhi%head_n_rep==0) { // Trigger the stores to global memory. @@ -1470,7 +1467,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // The number of timesteps loaded per iteration. constexpr int K_PER_ITER = THREADS_PER_BLOCK / THREADS_PER_KEY; // The number of keys per warp. - constexpr size_t K_PER_WARP = WARP_SIZE / THREADS_PER_KEY; + constexpr int K_PER_WARP = WARP_SIZE / THREADS_PER_KEY; // The base pointer for the key in the cache buffer. // T* k_cache = ¶ms.k_cache[bkvhi * params.memory_max_len * Dh + ki]; @@ -1584,7 +1581,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Compute the logits and start the sum. float sum = 0.f; // for( int ti = tidx; ti <= params.timestep; ti += THREADS_PER_BLOCK ) { - for (size_t ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { + for (int ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { bool is_mask = (params.masked_tokens != nullptr) && params.masked_tokens[bi_seq_len_offset + ti]; #ifdef FP8_MHA float logit = 0.f; @@ -1608,7 +1605,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Normalize the logits. float inv_sum = __fdividef(1.f, sum + 1.e-6f); - for (size_t ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { + for (int ti = first_step + tidx; ti <= tlength; ti += THREADS_PER_BLOCK) { float logit = qk_smem[ti - first_step] * inv_sum; convert_from_float(logits_smem[ti - first_step], logit); } @@ -1623,16 +1620,16 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para using V_vec_m = typename V_vec_m_::Type; // The value computed by this thread. - size_t vo = tidx / THREADS_PER_VALUE; + int vo = tidx / THREADS_PER_VALUE; // The hidden dimensions computed by this particular thread. - size_t vi = tidx % THREADS_PER_VALUE * V_VEC_SIZE; + int vi = tidx % THREADS_PER_VALUE * V_VEC_SIZE; // The base pointer for the value in the cache buffer. // if (bkvhi == 63) { // printf("%d %d %d %d %d\n", bkvhi, params.memory_max_len, Dh, vi, (bkvhi * params.memory_max_len * Dh + vi)); // } - T* v_cache = ¶ms.v_cache[(size_t)bkvhi * (size_t)params.memory_max_len * Dh + (size_t)vi]; + T* v_cache = ¶ms.v_cache[bkvhi * params.memory_max_len * Dh + vi]; // Base pointer for the beam's batch, before offsetting with indirection buffer - T* v_cache_batch = ¶ms.v_cache[(size_t)bbkvhi * (size_t)params.memory_max_len * Dh + (size_t)vi]; + T* v_cache_batch = ¶ms.v_cache[bbkvhi * params.memory_max_len * Dh + vi]; // The number of values processed per iteration of the loop. constexpr int V_PER_ITER = THREADS_PER_BLOCK / THREADS_PER_VALUE; @@ -1672,15 +1669,15 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para // Separate the ti < memory_max_len and ti > memory_max_len // to prevent ti % memory_len when ti < memory_len, and // the compiler cannot optimize the codes automatically. - const size_t min_length = min(tlength, (size_t)params.memory_max_len); - for (size_t ti = first_step + vo; ti < min_length; ti += V_PER_ITER) { + const int min_length = min(tlength, params.memory_max_len); + for (int ti = first_step + vo; ti < min_length; ti += V_PER_ITER) { // Fetch offset based on cache_indir when beam sampling - const size_t beam_src = HAS_BEAMS ? (size_t)params.cache_indir[bi_seq_len_offset + ti] : (size_t)0; + const int beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti] : 0; // const int beam_offset = HAS_BEAMS ? beam_src * params.num_heads * params.memory_max_len * Dh : 0; - const size_t beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * (size_t)params.memory_max_len * Dh : (size_t)0; + const int beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; // Load the values from the cache. V_vec_k v = vec_conversion( - *reinterpret_cast(&v_cache_batch[beam_offset + (size_t)ti * Dh])); + *reinterpret_cast(&v_cache_batch[beam_offset + ti * Dh])); // Load the logits from shared memory. #if defined(MMHA_USE_FP32_ACUM_FOR_LOGITS) float logit = logits_smem[ti - first_step]; @@ -1704,16 +1701,16 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para #endif // FP8_MHA #endif // MMHA_USE_FP32_ACUM_FOR_LOGITS } - for (size_t ti = first_step + vo; ti < tlength; ti += V_PER_ITER) { + for (int ti = first_step + vo; ti < tlength; ti += V_PER_ITER) { if (ti < params.memory_max_len) { // handled by previous loop continue; } - const size_t ti_circ = ti % params.memory_max_len; + const int ti_circ = ti % params.memory_max_len; // Fetch offset based on cache_indir when beam sampling - const size_t beam_src = HAS_BEAMS ? (size_t)params.cache_indir[bi_seq_len_offset + ti_circ] : 0; - const size_t beam_offset = HAS_BEAMS ? beam_src * (size_t)params.num_kv_heads * (size_t)params.memory_max_len * (size_t)Dh : 0; + const int beam_src = HAS_BEAMS ? params.cache_indir[bi_seq_len_offset + ti_circ] : 0; + const int beam_offset = HAS_BEAMS ? beam_src * params.num_kv_heads * params.memory_max_len * Dh : 0; // Load the values from the cache. V_vec_k v = vec_conversion( *reinterpret_cast(&v_cache_batch[beam_offset + ti_circ * Dh])); @@ -1748,7 +1745,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para V_vec_k v; // Trigger the loads from the V buffer. - const size_t v_offset = qkv_base_offset + vi; + const auto v_offset = qkv_base_offset + vi; if (params.int8_mode == 2) { using Packed_Int8_t = typename packed_type::value>::type; using Packed_Float_t = typename packed_type::value>::type; @@ -1776,7 +1773,7 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para if (bhi % head_n_rep == 0) { // Store the values with bias back to global memory in the cache for V. //*reinterpret_cast(&v_cache[params.timestep*Dh]) = v; - *reinterpret_cast(&v_cache[tlength_circ * (size_t)Dh]) = vec_conversion(v); + *reinterpret_cast(&v_cache[tlength_circ * Dh]) = vec_conversion(v); } // Initialize the output value with the current timestep. @@ -1847,15 +1844,15 @@ __global__ void masked_groupedquery_attention_kernel(GroupedQuery_attention_para else if (params.int8_mode == 2) { using Packed_Int8_t = typename packed_type::value>::type; out = mul(*params.attention_out_scale, out); - *reinterpret_cast(&(reinterpret_cast(params.out)[bhi * (size_t)Dh + vi])) = + *reinterpret_cast(&(reinterpret_cast(params.out)[bhi * Dh + vi])) = cast_to_int8(out); } else { - convert_from_float(*reinterpret_cast(¶ms.out[bhi * (size_t)Dh + vi]), out); + convert_from_float(*reinterpret_cast(¶ms.out[bhi * Dh + vi]), out); } #else // MMHA_USE_FP32_ACUM_FOR_OUT // TODO: support int8_mode? - *reinterpret_cast(¶ms.out[bhi * (size_t)Dh + vi]) = vec_conversion(out); + *reinterpret_cast(¶ms.out[bhi * Dh + vi]) = vec_conversion(out); #endif // MMHA_USE_FP32_ACUM_FOR_OUT } } From aebe64425612896f2fa2583da58c971aa699713c Mon Sep 17 00:00:00 2001 From: sfc-gh-zhwang Date: Sat, 7 Oct 2023 19:02:08 -0700 Subject: [PATCH 176/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 8c44ae2f7..d9ca8c5c4 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -29,7 +29,7 @@ size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ printf("smem_sz: %d\n", smem_sz); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(mmha::masked_groupedquery_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ + cudaFuncSetAttribute(mmha::masked_groupedquery_attention_kernel, \cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 19:03:47 -0700 Subject: [PATCH 177/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 10 ++++------ 1 file changed, 4 insertions(+), 6 deletions(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index d9ca8c5c4..9bd52fb07 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -25,12 +25,11 @@ //////////////////////////////////////////////////////////////////////////////////////////////////// #define MGQA_LAUNCH_KERNEL( \ - T, Dh, Dh_MAX, THDS_PER_KEY, THDS_PER_VALUE, THDS_PER_BLOCK, HAS_BEAMS, stream) \ - size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ - printf("smem_sz: %d\n", smem_sz); \ + T, Dh, Dh_MAX, THDS_PER_KEY, THDS_PER_VALUE, THDS_PER_BLOCK, HAS_BEAMS, stream) \ + size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(mmha::masked_groupedquery_attention_kernel, \cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ - mmha::masked_groupedquery_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ + mmha::masked_groupedquery_attention_kernel Date: Sat, 7 Oct 2023 19:04:57 -0700 Subject: [PATCH 178/178] commit --- .../decoder_masked_groupedquery_attention_128.cu | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu index 9bd52fb07..2c972b411 100644 --- a/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu +++ b/src/fastertransformer/kernels/llama/decoder_masked_groupedquery_attention/decoder_masked_groupedquery_attention_128.cu @@ -28,7 +28,9 @@ T, Dh, Dh_MAX, THDS_PER_KEY, THDS_PER_VALUE, THDS_PER_BLOCK, HAS_BEAMS, stream) \ size_t smem_sz = mmha::smem_size_in_bytes(params, THDS_PER_VALUE, THDS_PER_BLOCK); \ dim3 grid(params.num_heads, params.batch_size); \ - cudaFuncSetAttribute(mmha::masked_groupedquery_attention_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ + cudaFuncSetAttribute(mmha::masked_groupedquery_attention_kernel, \ + cudaFuncAttributeMaxDynamicSharedMemorySize, smem_sz); \ mmha::masked_groupedquery_attention_kernel