From 7a11a33db4ebec24120eccedb9bdd5062307d851 Mon Sep 17 00:00:00 2001 From: Huiqiang Jiang Date: Thu, 1 Aug 2024 16:23:57 +0800 Subject: [PATCH] Feature(MInference): support LLaMA-3-70B-1M and multi-gpu PP (#59) Co-authored-by: Yucheng Li Co-authored-by: Chengruidong Zhang Co-authored-by: Yuqing Yang --- README.md | 2 +- .../infinite_bench/run_infinitebench.py | 2 +- ...ct_262k_kv_out_v32_fit_o_best_pattern.json | 1 + minference/configs/model2path.py | 6 ++++ minference/modules/inf_llm.py | 35 ++++++++++++------- minference/modules/minference_forward.py | 17 ++++----- minference/patch.py | 6 ++++ 7 files changed, 46 insertions(+), 23 deletions(-) create mode 100644 minference/configs/Llama_3_70B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json diff --git a/README.md b/README.md index 2904eba..7e6f0a3 100644 --- a/README.md +++ b/README.md @@ -62,7 +62,7 @@ get_support_models() Currently, we support the following LLMs: - LLaMA-3.1: [meta-llama/Meta-Llama-3.1-8B-Instruct](https://huggingface.co/meta-llama/Meta-Llama-3.1-8B-Instruct) -- LLaMA-3: [gradientai/Llama-3-8B-Instruct-262k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-262k), [gradientai/Llama-3-8B-Instruct-Gradient-1048k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-Gradient-1048k), [gradientai/Llama-3-8B-Instruct-Gradient-4194k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-Gradient-4194k) +- LLaMA-3: [gradientai/Llama-3-8B-Instruct-262k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-262k), [gradientai/Llama-3-8B-Instruct-Gradient-1048k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-Gradient-1048k), [gradientai/Llama-3-8B-Instruct-Gradient-4194k](https://huggingface.co/gradientai/Llama-3-8B-Instruct-Gradient-4194k), [gradientai/Llama-3-70B-Instruct-Gradient-262k](https://huggingface.co/gradientai/Llama-3-70B-Instruct-Gradient-262k), [gradientai/Llama-3-70B-Instruct-Gradient-1048k](https://huggingface.co/gradientai/Llama-3-70B-Instruct-Gradient-1048k) - GLM-4: [THUDM/glm-4-9b-chat-1m](https://huggingface.co/THUDM/glm-4-9b-chat-1m) - Yi: [01-ai/Yi-9B-200K](https://huggingface.co/01-ai/Yi-9B-200K) - Phi-3: [microsoft/Phi-3-mini-128k-instruct](https://huggingface.co/microsoft/Phi-3-mini-128k-instruct) diff --git a/experiments/infinite_bench/run_infinitebench.py b/experiments/infinite_bench/run_infinitebench.py index 4842367..4ca1a57 100644 --- a/experiments/infinite_bench/run_infinitebench.py +++ b/experiments/infinite_bench/run_infinitebench.py @@ -166,7 +166,7 @@ def load_model( model_name, config=config, torch_dtype="auto", - device_map="cuda", + device_map="auto", resume_download=None, trust_remote_code=trust_remote_code, ) diff --git a/minference/configs/Llama_3_70B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json b/minference/configs/Llama_3_70B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json new file mode 100644 index 0000000..224fbb7 --- /dev/null +++ b/minference/configs/Llama_3_70B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json @@ -0,0 +1 @@ +[{"0": ["vertical_and_slash", 1000, 6096, 0.3707059621810913], "1": ["vertical_and_slash", 1000, 6096, 0.3784049451351166], "2": ["vertical_and_slash", 1000, 6096, 0.3851565420627594], "3": ["vertical_and_slash", 1000, 6096, 0.3960057199001312], "4": ["vertical_and_slash", 1000, 6096, 0.3781062960624695], "5": ["vertical_and_slash", 1000, 6096, 0.3783987760543823], "6": ["vertical_and_slash", 1000, 6096, 0.3826044499874115], "7": ["vertical_and_slash", 1000, 6096, 0.38684889674186707], "8": ["vertical_and_slash", 1000, 6096, 0.36647775769233704], "9": ["vertical_and_slash", 1000, 6096, 0.3679102659225464], "10": ["vertical_and_slash", 1000, 6096, 0.3662223815917969], "11": ["vertical_and_slash", 1000, 6096, 0.3603297173976898], "12": ["vertical_and_slash", 1000, 6096, 0.36078017950057983], "13": ["vertical_and_slash", 1000, 6096, 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--- a/minference/configs/model2path.py +++ b/minference/configs/model2path.py @@ -29,6 +29,12 @@ "meta-llama/Meta-Llama-3.1-8B-Instruct": os.path.join( BASE_DIR, "Llama_3.1_8B_Instruct_128k_kv_out_v32_fit_o_best_pattern.json" ), + "gradientai/Llama-3-70B-Instruct-Gradient-262k": os.path.join( + BASE_DIR, "Llama_3_70B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json" + ), + "gradientai/Llama-3-70B-Instruct-Gradient-1048k": os.path.join( + BASE_DIR, "Llama_3_70B_Instruct_262k_kv_out_v32_fit_o_best_pattern.json" + ), } diff --git a/minference/modules/inf_llm.py b/minference/modules/inf_llm.py index 52c7d63..e2ce23b 100644 --- a/minference/modules/inf_llm.py +++ b/minference/modules/inf_llm.py @@ -149,6 +149,7 @@ def append(self, tensor: torch.Tensor): self.append_cache() self.data[self.length : self.length + append_l, ...].copy_(tensor) + self.data = self.data.to(tensor.device) self.length += append_l @@ -567,9 +568,14 @@ def _append(self, local_q, local_k, local_v, global_q): # calc local result first to overlap host-device communication attn = self.Attn(local_h_q.shape, local_h_q.dtype, local_h_q.device) - attn.append( - local_h_q, local_h_k, local_h_v, get_score=True, sliding_window=self.n_local - ) + with torch.cuda.device(local_h_k.device): + attn.append( + local_h_q, + local_h_k, + local_h_v, + get_score=True, + sliding_window=self.n_local, + ) # calc topk global repr k and load cache with torch.cuda.stream(GLOBAL_STREAM): @@ -612,15 +618,16 @@ def _append(self, local_q, local_k, local_v, global_q): torch.cuda.current_stream().wait_stream(GLOBAL_STREAM) # calc global result - attn.append( - global_h_q, - global_h_k, - global_h_v, - end=True, - get_score=self.calc_block_score, - sliding_window=global_sliding_window, - complement_sliding_window=True, - ) + with torch.cuda.device(global_h_q.device): + attn.append( + global_h_q, + global_h_k, + global_h_v, + end=True, + get_score=self.calc_block_score, + sliding_window=global_sliding_window, + complement_sliding_window=True, + ) o, score_list = attn.get_result() loc_score = score_list[0] @@ -1238,7 +1245,9 @@ def _decode( if word.item() in end_token_ids or i == max_length: break - input_ids = torch.cat((input_ids, word.view(1, 1)), dim=-1) + input_ids = torch.cat( + (input_ids, word.view(1, 1).to(input_ids.device)), dim=-1 + ) attention_mask = torch.cat( ( attention_mask, diff --git a/minference/modules/minference_forward.py b/minference/modules/minference_forward.py index 3acd18f..fdb46f5 100644 --- a/minference/modules/minference_forward.py +++ b/minference/modules/minference_forward.py @@ -187,10 +187,10 @@ def block_sparse(topk_ratio, slash_size=None): attention_mask = torch.full((q_len, q_len), torch.finfo(q.dtype).min, device="cuda") mask_cond = torch.arange(attention_mask.size(-1), device="cuda") attention_mask.masked_fill_(mask_cond < (mask_cond + 1).view(attention_mask.size(-1), 1), 0) - attention_mask = attention_mask[None, None, :] + attention_mask = attention_mask[None, None, :].to(q.device) SEARCH_MASK = attention_mask else: - attention_mask = SEARCH_MASK + attention_mask = SEARCH_MASK.to(q.device) attn_weights = torch.matmul(q, k.transpose(2, 3)) / math.sqrt(head_dim) + attention_mask attn_weights = torch.nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(q.dtype) best_s, best_v, best_score, best_ty = 0, 0, 0, "" @@ -531,7 +531,7 @@ def forward( if self.is_search: if os.path.exists(self.config_path): config_list = json.load(open(self.config_path)) - if self.layer_idx < len(config_list): + if self.config.num_hidden_layers == len(config_list): assert False, f"Search completed. The config is located in {self.config_path}." else: config_list = [] @@ -543,7 +543,7 @@ def forward( q = query_states[:, head, :, :].unsqueeze(1) k = key_states[:, head, :, :].unsqueeze(1) v = value_states[:, head, :, :].unsqueeze(1) - if self.is_search: + if self.is_search and self.layer_idx >= len(config_list): config[head] = search_pattern(q, k, head) if self.layer_idx >= self.starting_layer and not self.is_search: attn_output = self.gather_last_q_vertical_slash_topk_v4(q, k, v, head) @@ -553,13 +553,14 @@ def forward( attn_output = gather_qkv(q, k, v, attention_mask) output[:, head:head + 1] = attn_output if self.is_search: - config_list.append(config) + if len(config): + config_list.append(config) with open(self.config_path, 'w') as json_file: json.dump(config_list, json_file) else: output = flash_attn_func(query_states.transpose(1, 2), key_states.transpose(1, 2), value_states.transpose(1,2), 0.0, softmax_scale=None, causal=q_len != 1).view(bsz, query_states.size(1), q_len, self.head_dim) attn_output = output.transpose(1, 2).contiguous() - attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) + attn_output = attn_output.reshape(bsz, q_len, self.num_heads * self.head_dim) attn_output = self.o_proj(attn_output) return attn_output, None, past_key_value @@ -741,7 +742,7 @@ def forward( output[:, head:head + 1] = self.gather_last_q_vertical_slash_topk_v4(q, k, v, head) attn_output = output.transpose(1, 2).contiguous() - attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) + attn_output = attn_output.reshape(bsz, q_len, self.num_heads * self.head_dim) attn_output = self.o_proj(attn_output) return attn_output, None, past_key_value @@ -757,7 +758,7 @@ def forward( attn_output = gather_qkv(q, k, v, attention_mask) output[:, head:head + 1] = attn_output attn_output = output.transpose(1, 2).contiguous() - attn_output = attn_output.reshape(bsz, q_len, self.hidden_size) + attn_output = attn_output.reshape(bsz, q_len, self.num_heads * self.head_dim) attn_output = self.o_proj(attn_output) return attn_output, None, past_key_value diff --git a/minference/patch.py b/minference/patch.py index 69873aa..8f1e4cf 100644 --- a/minference/patch.py +++ b/minference/patch.py @@ -75,6 +75,9 @@ def apply_rotary_pos_emb(self, x, length, right, cos, sin): cos = cos[:, :, right - length : right, :] sin = sin[:, :, right - length : right, :] + if cos.device != x.device: + cos, sin = cos.to(x.device), sin.to(x.device) + return ((x.float() * cos) + (self.rotate_half(x).float() * sin)).to(dtype) def _update_cos_sin_tables(self, x, seq_dim): @@ -144,6 +147,9 @@ def apply_rotary_pos_emb_one_angle(self, x: torch.Tensor, index): cos = cos[:, :, index - 1 : index, :] sin = sin[:, :, index - 1 : index, :] + if cos.device != x.device: + cos, sin = cos.to(x.device), sin.to(x.device) + return ((x.float() * cos) + (self.rotate_half(x).float() * sin)).to(dtype) def forward(