From e19dab9043ce70ff6df8b3c4a8b9b83dfbc5c9a6 Mon Sep 17 00:00:00 2001 From: "yi.chu" Date: Sun, 1 Dec 2024 23:41:14 +0800 Subject: [PATCH] [MiniCPM/Qwen2_VL] 1. rename --tokenizer to --tokenizer_path 2. add run_compile.sh file in MiniCPM/Qwen2 3. fix some precision bug in MiniCPM such as dynamic input image size and multi image patch(not single) 4. load eager model in Qwen2_VL (not modify source code) --- docs/FAQ.md | 11 +- models/MiniCPM-V-2_6/README.md | 4 +- models/MiniCPM-V-2_6/compile/README.md | 6 +- models/MiniCPM-V-2_6/compile/compile.sh | 55 ++++-- models/MiniCPM-V-2_6/compile/export_onnx.py | 169 +++++++++++------- .../files/{ => MiniCPM-V-2_6}/config.json | 0 .../modeling_navit_siglip.py | 59 ++++-- .../{ => MiniCPM-V-2_6}/modeling_qwen2.py | 6 +- .../modeling_qwen2_backup.py | 0 .../files/{ => MiniCPM-V-2_6}/resampler.py | 106 ++++++----- models/MiniCPM-V-2_6/compile/run_compile.sh | 104 +++++++++++ .../MiniCPM-V-2_6/compile/torch_inference.py | 29 +++ models/MiniCPM-V-2_6/python_demo/README.md | 33 +--- models/MiniCPM-V-2_6/python_demo/pipeline.py | 29 ++- models/MiniCPM-V-2_6/python_demo/test0.jpg | Bin 0 -> 1773761 bytes models/MiniCPM-V-2_6/python_demo/test1.png | Bin 0 -> 343776 bytes models/MiniCPM-V-2_6/run_demo.sh | 2 +- models/Qwen2/compile/run_compile.sh | 109 +++++++++++ models/Qwen2/lora_demo/run_compile.sh | 3 +- models/Qwen2/lora_demo/test_onnx.py | 41 +++++ models/Qwen2_VL/compile/export_onnx.py | 6 +- .../Qwen2-VL-2B-Instruct/modeling_qwen2_vl.py | 1 - 22 files changed, 584 insertions(+), 189 deletions(-) rename models/MiniCPM-V-2_6/compile/files/{ => MiniCPM-V-2_6}/config.json (100%) rename models/MiniCPM-V-2_6/compile/files/{ => MiniCPM-V-2_6}/modeling_navit_siglip.py (94%) rename models/MiniCPM-V-2_6/compile/files/{ => MiniCPM-V-2_6}/modeling_qwen2.py (99%) rename models/MiniCPM-V-2_6/compile/files/{ => MiniCPM-V-2_6}/modeling_qwen2_backup.py (100%) rename models/MiniCPM-V-2_6/compile/files/{ => MiniCPM-V-2_6}/resampler.py (96%) create mode 100644 models/MiniCPM-V-2_6/compile/run_compile.sh create mode 100644 models/MiniCPM-V-2_6/compile/torch_inference.py create mode 100644 models/MiniCPM-V-2_6/python_demo/test0.jpg create mode 100644 models/MiniCPM-V-2_6/python_demo/test1.png create mode 100644 models/Qwen2/compile/run_compile.sh create mode 100644 models/Qwen2/lora_demo/test_onnx.py diff --git a/docs/FAQ.md b/docs/FAQ.md index 8ad0788..ef016b0 100755 --- a/docs/FAQ.md +++ b/docs/FAQ.md @@ -241,4 +241,13 @@ cd build && cmake .. && make ``` shell pip3 install git+https://github.com/huggingface/transformers -``` \ No newline at end of file +``` + +### Q18 `torch.onnx.errors.UnsupportedOperatorError` + +完全报错为:`torch.onnx.errors.UnsupportedOperatorError: Exporting the operator 'aten::_convolution_mode' to ONNX opset version 15 is not supported. Please feel free to request support or submit a pull request on PyTorch GitHub: https://github.com/pytorch/pytorch/issues` + +一般见于多模态模型的Conv算子,torch版本太低,更新torch版本 +``` shell +pip install torch==2.5.1 --index-url https://download.pytorch.org/whl/cpu +``` diff --git a/models/MiniCPM-V-2_6/README.md b/models/MiniCPM-V-2_6/README.md index b27e4b5..22090ce 100755 --- a/models/MiniCPM-V-2_6/README.md +++ b/models/MiniCPM-V-2_6/README.md @@ -81,9 +81,9 @@ cd build && cmake .. && make && cp *cpython* .. && cd .. 执行程序,如下: ``` -python3 pipeline.py --model_path minicpmv26_bm1684x_int4.bmodel --tokenizer ../support/token_config --devid 0 +python3 pipeline.py --model_path minicpmv26_bm1684x_int4.bmodel --tokenizer_path ../support/token_config --devid 0 ``` -model为实际的model储存路径;tokenizer_path为实际的tokenizer配置的储存路径 +model_path为实际的model储存路径;tokenizer_path为实际的tokenizer配置的储存路径 * 运行效果 diff --git a/models/MiniCPM-V-2_6/compile/README.md b/models/MiniCPM-V-2_6/compile/README.md index b78ff83..43370b2 100755 --- a/models/MiniCPM-V-2_6/compile/README.md +++ b/models/MiniCPM-V-2_6/compile/README.md @@ -4,7 +4,9 @@ ```shell pip install transformers_stream_generator einops tiktoken accelerate torch==2.0.1+cpu torchvision==0.15.2 transformers==4.40.0 -cp files/openbmb-MiniCPM-V-2_6/modeling_qwen2.py /usr/local/lib/python3.10/dist-packages/transformers/models/qwen2/ +cp files/MiniCPM-V-2_6/modeling_qwen2.py /usr/local/lib/python3.10/dist-packages/transformers/models/qwen2/ +cp files/MiniCPM-V-2_6/resampler.py your_torch_model +cp files/MiniCPM-V-2_6/modeling_navit_siglip.py your_torch_model ``` your_torch_model是你模型的位置 ```shell @@ -14,7 +16,7 @@ python3 export_onnx.py --model_path your_torch_model --seq_length 512 --device c ## Compile bmodel 使用io_alone ``` -./compile.sh --mode int4 --name qwen2-7b --addr_mode io_alone --seq_length 512 +./compile.sh --mode int4 --name minicpmv26 --seq_length 512 ``` ### 下载迁移好的模型 diff --git a/models/MiniCPM-V-2_6/compile/compile.sh b/models/MiniCPM-V-2_6/compile/compile.sh index cc5cf2a..fa48865 100755 --- a/models/MiniCPM-V-2_6/compile/compile.sh +++ b/models/MiniCPM-V-2_6/compile/compile.sh @@ -6,7 +6,7 @@ quantize_args="" name="minicpmv26" chip="bm1684x" -num_layers=28 +num_layers= out_model=$name.bmodel while [[ $# -gt 0 ]]; do @@ -21,6 +21,10 @@ while [[ $# -gt 0 ]]; do name="$2" shift 2 ;; + --seq_length) + seq_length="$2" + shift 2 + ;; *) echo "Invalid option: $key" >&2 exit 1 @@ -32,6 +36,15 @@ while [[ $# -gt 0 ]]; do esac done +if [ "$name" = "minicpmv26" ]; then + num_layers=28 + hidden_size=3584 + echo "Compile MiniCPM-V-2_6" +else + echo -e "Error: Invalid name $name, the input name must be \033[31mminicpmv26\033[0m" + exit 1 +fi + if [ x$mode == x"int8" ]; then quantize_args="--quantize W8BF16" elif [ x$mode == x"bf16" ]; then @@ -45,14 +58,17 @@ fi onnx_dir=$PWD/tmp/onnx folder='tmp/'$name'_'$chip'_'$mode -out_model=$name'_'$chip'_'$mode'.bmodel' +out_model=$name'_'$chip'_'$mode'_seq'${seq_length}'.bmodel' # Convert block outdir=${folder}/block mkdir -p $outdir pushd $outdir -for ((i = 0; i < $num_layers; i++)); do +process_block() +{ + i=$1 + model_transform.py \ --model_name block_$i \ --model_def ${onnx_dir}/block_$i.onnx \ @@ -64,6 +80,7 @@ for ((i = 0; i < $num_layers; i++)); do --quant_input \ --quant_output \ --chip ${chip} \ + $device_args \ --model block_$i.bmodel model_transform.py \ @@ -77,14 +94,23 @@ for ((i = 0; i < $num_layers; i++)); do --quant_input \ --quant_output \ --chip ${chip} \ + $device_args \ --addr_mode io_alone \ --model block_cache_$i.bmodel rm *.npz *.onnx -f +} - models=${models}${outdir}'/block_'$i'.bmodel '$outdir'/block_cache_'$i'.bmodel ' - +# Process each block +for ((i=0; i<$num_layers; i++)); do + process_block $i & + models="${models}${outdir}/block_${i}.bmodel ${outdir}/block_cache_${i}.bmodel " + sleep 60 done + +wait # Wait for all background processes to finish +rm *.npz *.onnx -f + popd echo $models @@ -95,7 +121,9 @@ pushd $outdir model_transform.py \ --model_name embedding \ - --model_def ${onnx_dir}/embedding.onnx \ + --model_def ${onnx_dir}/embedding.pt \ + --input_shapes "[[1,$seq_length]]" \ + --input_types "int32" \ --mlir embedding.mlir model_deploy.py \ @@ -104,12 +132,14 @@ model_deploy.py \ --quant_input \ --quant_output \ --chip ${chip} \ + $device_args \ --model embedding.bmodel model_transform.py \ --model_name embedding_cache \ - --model_def ${onnx_dir}/embedding.onnx \ - --input_shapes [[1,1]] \ + --model_def ${onnx_dir}/embedding.pt \ + --input_shapes "[[1,1]]" \ + --input_types "int32" \ --mlir embedding_cache.mlir model_deploy.py \ @@ -118,9 +148,10 @@ model_deploy.py \ --quant_input \ --quant_output \ --chip ${chip} \ + $device_args \ --model embedding_cache.bmodel -rm *.npz *.onnx -f +rm *.npz *.onnx *.pt -f models=$models' '$outdir'/embedding.bmodel '$outdir'/embedding_cache.bmodel ' @@ -134,7 +165,8 @@ pushd $outdir model_transform.py \ --model_name lm_head \ - --model_def ${onnx_dir}/lm_head.onnx \ + --model_def ${onnx_dir}/lm_head.pt \ + --input_shapes "[[1,${hidden_size}]]" \ --mlir lm_head.mlir model_deploy.py \ @@ -142,9 +174,10 @@ model_deploy.py \ $quantize_args \ --quant_input \ --chip ${chip} \ + $device_args \ --model lm_head.bmodel -rm *.npz *.onnx -f +rm *.npz *.onnx *.pt -f models=${models}${outdir}'/lm_head.bmodel ' popd diff --git a/models/MiniCPM-V-2_6/compile/export_onnx.py b/models/MiniCPM-V-2_6/compile/export_onnx.py index 7750ed1..ee8b36a 100755 --- a/models/MiniCPM-V-2_6/compile/export_onnx.py +++ b/models/MiniCPM-V-2_6/compile/export_onnx.py @@ -12,7 +12,7 @@ import torch import argparse from tqdm import tqdm -from transformers import AutoTokenizer, AutoModelForCausalLM +from transformers import AutoTokenizer, AutoProcessor, AutoModelForCausalLM import torchvision.transforms as T from PIL import Image from torchvision.transforms.functional import InterpolationMode @@ -23,19 +23,32 @@ MiniCPMV_PATH = "{}/../../../../MiniCPM-V-2_6".format(PWD) parser = argparse.ArgumentParser(description='export onnx') -parser.add_argument('--model_path', type=str, +parser.add_argument('-m', '--model_path', type=str, default=MiniCPMV_PATH, help='path to the torch model') +parser.add_argument('-s', '--seq_length', type=int, default=512, help="sequence length") +parser.add_argument('-d', '--device', type=str, choices=["cpu", "cuda"], default="cpu") +parser.add_argument('-n', '--num_threads', type=int, default=1, help='The number of threads used for torch if device is cpu') +parser.add_argument('-i', '--image_file', type=str, required=True, help='the size of the input for ViT will be based on the image file') args = parser.parse_args() model_path = args.model_path folder = f"./tmp/onnx" +# set +device = torch.device(args.device) +if args.device == "cpu": + dtype = torch.float + torch.set_num_threads(args.num_threads) +else: + dtype = torch.bfloat16 + origin_model = AutoModelForCausalLM.from_pretrained( model_path, trust_remote_code=True, attn_implementation='eager', - torch_dtype=torch.bfloat16, device_map="cuda").eval() + torch_dtype=dtype, device_map=args.device).eval() tokenizer = AutoTokenizer.from_pretrained(model_path, trust_remote_code=True) +processor = AutoProcessor.from_pretrained(model_path, trust_remote_code=True) for param in origin_model.parameters(): param.requires_grad = False @@ -44,14 +57,15 @@ transformer = origin_model.llm.model layers = transformer.layers -SEQ_LENGTH = config.max_position_embeddings +SEQ_LENGTH = args.seq_length NUM_LAYERS = config.num_hidden_layers HIDDEN_SIZE = config.hidden_size NUM_ATTENTION_HEADS = config.num_attention_heads NUM_KEY_VALUE_HEADS = config.num_key_value_heads HEAD_DIM = HIDDEN_SIZE // NUM_ATTENTION_HEADS ID_EOS = config.eos_token_id -IMAGE_SIZE = config.image_size +MAX_SLICE_NUMS = config.slice_config.max_slice_nums +image_file = args.image_file print(f'Layers: {NUM_LAYERS}\nHidden size: {HIDDEN_SIZE}\n') @@ -74,7 +88,7 @@ def __init__(self, layer_id): self.layer_id = layer_id self.layer = layers[layer_id] value_states = torch.randn( - (1, SEQ_LENGTH, NUM_KEY_VALUE_HEADS, HEAD_DIM)).bfloat16().cuda() + (1, SEQ_LENGTH, NUM_KEY_VALUE_HEADS, HEAD_DIM)).to(dtype).to(device) self.rotary_emb = self.layer.self_attn.rotary_emb self.cos, self.sin = self.rotary_emb(value_states, SEQ_LENGTH) self.cos = self.cos.view(SEQ_LENGTH, HEAD_DIM) @@ -99,7 +113,7 @@ def __init__(self, layer_id): self.layer_id = layer_id self.layer = layers[layer_id] value_states = torch.randn( - (1, SEQ_LENGTH, NUM_KEY_VALUE_HEADS, HEAD_DIM)).bfloat16().cuda() + (1, SEQ_LENGTH, NUM_KEY_VALUE_HEADS, HEAD_DIM)).to(dtype).to(device) self.rotary_emb = self.layer.self_attn.rotary_emb self.cos, self.sin = self.rotary_emb(value_states, SEQ_LENGTH) self.cos = self.cos.view(SEQ_LENGTH, HEAD_DIM) @@ -133,22 +147,39 @@ def forward(self, hidden_states): class VisionTransformer(torch.nn.Module): - def __init__(self): + def __init__(self, pixel_values, tgt_sizes): super().__init__() self.vpm = origin_model.vpm self.resampler = origin_model.resampler - self.tgt_sizes = torch.Tensor([[32, 32]]).type(torch.int32) + self.position_ids = self.vpm.embeddings.compute_position_ids(pixel_values, tgt_sizes) + self.pos_embed = self.resampler.compute_pos_embed(pixel_values, tgt_sizes) def forward(self, pixel_values): - vit_embeds = self.vpm(pixel_values).last_hidden_state - vit_embeds = self.resampler(vit_embeds, self.tgt_sizes) + hidden_states = self.vpm.embeddings(pixel_values, self.position_ids) + encoder_outputs = self.vpm.encoder( + inputs_embeds=hidden_states, + attention_mask=None, + output_attentions=None, + output_hidden_states=None, + return_dict="pt", + ) + last_hidden_state = encoder_outputs[0] + last_hidden_state = self.vpm.post_layernorm(last_hidden_state) + vit_embeds = self.resampler(last_hidden_state, self.pos_embed) return vit_embeds def convert_vision_transformer(): - model = VisionTransformer() - pixel_values = torch.randn( - (1, 3, IMAGE_SIZE, IMAGE_SIZE)).bfloat16().cuda() + image = Image.open(image_file).convert('RGB') + inputs = processor.image_processor([image], do_pad=True, max_slice_nums=MAX_SLICE_NUMS, return_tensors="pt") + pixel_values = inputs["pixel_values"][0] + for i in range(len(pixel_values)): + pixel_values[i] = pixel_values[i].unsqueeze(0) + pixel_values = torch.cat(pixel_values, dim=0).to(dtype).to(device) + tgt_sizes = inputs["tgt_sizes"][0].to(dtype).to(device) + + model = VisionTransformer(pixel_values, tgt_sizes) + torch.onnx.export(model, pixel_values, f'{folder}/vision_transformer.onnx', verbose=False, @@ -160,10 +191,10 @@ def convert_vision_transformer(): def convert_block(layer_id): model = Block(layer_id) - hidden_states = torch.randn((1, SEQ_LENGTH, HIDDEN_SIZE)).bfloat16().cuda() - position_ids = torch.tensor([range(SEQ_LENGTH)], dtype=torch.long).cuda() + hidden_states = torch.randn((1, SEQ_LENGTH, HIDDEN_SIZE)).to(dtype).to(device) + position_ids = torch.tensor([range(SEQ_LENGTH)], dtype=torch.long).to(device) attention_mask = torch.ones( - (1, 1, SEQ_LENGTH, SEQ_LENGTH)).bfloat16().cuda() + (1, 1, SEQ_LENGTH, SEQ_LENGTH)).to(dtype).to(device) torch.onnx.export( model, (hidden_states, position_ids, attention_mask), f'{folder}/block_{layer_id}.onnx', @@ -176,13 +207,13 @@ def convert_block(layer_id): def convert_block_cache(layer_id): model = BlockCache(layer_id) - hidden_states = torch.randn((1, 1, HIDDEN_SIZE)).bfloat16().cuda() - position_ids = torch.tensor([range(1)], dtype=torch.long).cuda() - attention_mask = torch.ones((1, 1, 1, SEQ_LENGTH + 1)).bfloat16().cuda() + hidden_states = torch.randn((1, 1, HIDDEN_SIZE)).to(dtype).to(device) + position_ids = torch.tensor([range(1)], dtype=torch.long).to(device) + attention_mask = torch.ones((1, 1, 1, SEQ_LENGTH + 1)).to(dtype).to(device) past_k = torch.randn( - (1, SEQ_LENGTH, NUM_KEY_VALUE_HEADS, HEAD_DIM)).bfloat16().cuda() + (1, SEQ_LENGTH, NUM_KEY_VALUE_HEADS, HEAD_DIM)).to(dtype).to(device) past_v = torch.randn( - (1, SEQ_LENGTH, NUM_KEY_VALUE_HEADS, HEAD_DIM)).bfloat16().cuda() + (1, SEQ_LENGTH, NUM_KEY_VALUE_HEADS, HEAD_DIM)).to(dtype).to(device) torch.onnx.export( model, (hidden_states, position_ids, attention_mask, past_k, past_v), @@ -199,28 +230,18 @@ def convert_block_cache(layer_id): def convert_embedding(): model = Embedding() - input_ids = torch.tensor([range(SEQ_LENGTH)]).cuda() + input_ids = torch.tensor([range(SEQ_LENGTH)], dtype=torch.int32).to(device) - torch.onnx.export(model, (input_ids), - f'{folder}/embedding.onnx', - verbose=False, - input_names=['input_ids'], - output_names=['input_embed'], - do_constant_folding=True, - opset_version=15) + module = torch.jit.trace(model.forward, input_ids) + torch.jit.save(module, f'{folder}/embedding.pt') def convert_lm_head(): model = LmHead() - input = torch.randn(1, HIDDEN_SIZE).bfloat16().cuda() + hidden_states = torch.randn(1, HIDDEN_SIZE).to(dtype).to(device) - torch.onnx.export(model, (input), - f'{folder}/lm_head.onnx', - verbose=False, - input_names=['hidden_states'], - output_names=['m_logits'], - do_constant_folding=True, - opset_version=15) + module = torch.jit.trace(model.forward, hidden_states) + torch.jit.save(module, f'{folder}/lm_head.pt') # create folder to store onnx @@ -255,39 +276,55 @@ def test_net_with_mask(): embed = Embedding() blocks = [Block(i) for i in range(NUM_LAYERS)] block_kvs = [BlockCache(i) for i in range(NUM_LAYERS)] - vit_infer = VisionTransformer() - prefix = "<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n<|im_start|>user\n" - prefix_ids = tokenizer.encode(prefix) - query = "\nWhat is in the image?<|im_end|>\n<|im_start|>assistant\n" - query_ids = tokenizer.encode(query) - image_ids = [0] * 64 - prefix_len = len(prefix_ids) - ids = prefix_ids + image_ids + query_ids - jpg = "../python_demo/dog.jpg" - pixel_values = load_image(jpg).view(1, 3, IMAGE_SIZE, IMAGE_SIZE).to(torch.bfloat16).cuda() # [1, 3, 448, 448] + + image = Image.open(image_file).convert('RGB') + inputs = processor.image_processor([image], do_pad=True, max_slice_nums=MAX_SLICE_NUMS, return_tensors="pt") + pixel_values = inputs["pixel_values"][0] + for i in range(len(pixel_values)): + pixel_values[i] = pixel_values[i].unsqueeze(0) + pixel_values = torch.cat(pixel_values, dim=0).to(dtype).to(device) + tgt_sizes = inputs["tgt_sizes"][0].to(dtype).to(device) + vit_infer = VisionTransformer(pixel_values, tgt_sizes) vit_embeds = vit_infer(pixel_values) # [1, 64, 3584] + vit_token_length = vit_embeds.shape[1] + + msgs = [{'role': 'user', 'content': '(./)\n请详细描述一下图片内容'}] + prompts_lists = processor.tokenizer.apply_chat_template(msgs, tokenize=False, add_generation_prompt=True) + inputs = processor( + prompts_lists, + [[image]], + max_slice_nums=MAX_SLICE_NUMS, + use_image_id=None, + return_tensors="pt", + max_length=8192 + ).to(device) + ids = inputs.input_ids[0] + first_offset = int(torch.where(ids==128244)[0][0]) + ids = ids.tolist() ID_IM_END = tokenizer.convert_tokens_to_ids("<|im_end|>") token_len = len(ids) ids = ids + (SEQ_LENGTH - token_len) * [0] - input_ids = torch.tensor(ids).view(SEQ_LENGTH).cuda() + input_ids = torch.tensor(ids).view(SEQ_LENGTH).to(device) out = embed(input_ids).view(1, SEQ_LENGTH, HIDDEN_SIZE) # [1, 512, 3584] - out[:, prefix_len:prefix_len+64, :] = vit_embeds + + for i in range(vit_embeds.shape[0]): + out[:, first_offset+i*vit_token_length:first_offset+(i+1)*vit_token_length, :] = vit_embeds[i] position_ids = list(range(token_len)) + (SEQ_LENGTH - token_len) * [0] - position_ids = torch.tensor([position_ids]).cuda() + position_ids = torch.tensor([position_ids]).to(device) attention_mask = torch.ones((SEQ_LENGTH, SEQ_LENGTH)).float() * -10000.0 for i in range(token_len): for j in range(token_len): if j <= i: attention_mask[i][j] = 0.0 attention_mask = attention_mask.view( - 1, 1, SEQ_LENGTH, SEQ_LENGTH).cuda() + 1, 1, SEQ_LENGTH, SEQ_LENGTH).to(device) k_cache = [] v_cache = [] for i in range(NUM_LAYERS): - out, k, v = blocks[i](out.bfloat16(), position_ids, - attention_mask.bfloat16()) + out, k, v = blocks[i](out.to(dtype), position_ids, + attention_mask.to(dtype)) k[:, :, token_len:, :] = 0 v[:, :, token_len:, :] = 0 k_cache.append(k) @@ -295,23 +332,23 @@ def test_net_with_mask(): out = out[:, token_len - 1:token_len].view(1, 1, HIDDEN_SIZE) lm = LmHead() - token = lm(out.bfloat16()).view(1) + token = lm(out.to(dtype)).view(1) out_ids = [int(token)] while int(token) not in [ID_EOS, ID_IM_END] and token_len < SEQ_LENGTH: token_len += 1 - input_ids = torch.tensor([token]).cuda() + input_ids = torch.tensor([token]).to(device) out = embed(input_ids).view(1, 1, HIDDEN_SIZE) - position_ids = torch.tensor([[token_len - 1]]).cuda() + position_ids = torch.tensor([[token_len - 1]]).to(device) attention_mask = torch.zeros( - (1, 1, 1, SEQ_LENGTH + 1)).float().cuda() + (1, 1, 1, SEQ_LENGTH + 1)).float().to(device) attention_mask[:, :, :, token_len-1:SEQ_LENGTH] = -10000.0 for i in range(NUM_LAYERS): - out, k, v = block_kvs[i](out.bfloat16(), position_ids, - attention_mask.bfloat16(), - k_cache[i].bfloat16(), v_cache[i].bfloat16()) + out, k, v = block_kvs[i](out.to(dtype), position_ids, + attention_mask.to(dtype), + k_cache[i].to(dtype), v_cache[i].to(dtype)) k_cache[i][:, token_len-1:token_len, :, :] = k[:, :, :, :] v_cache[i][:, token_len-1:token_len, :, :] = v[:, :, :, :] - token = lm(out.bfloat16()).view(1) + token = lm(out.to(dtype)).view(1) out_ids.append(int(token)) words = tokenizer.decode(out_ids) print(words) @@ -322,18 +359,18 @@ def test_net_with_mask(): # exit() # export models -print(f'Convert block & block_cache') +print('Convert block & block_cache') for i in tqdm(range(NUM_LAYERS)): convert_block_cache(i) convert_block(i) -print(f'Convert embedding') +print('Convert embedding') convert_embedding() -print(f'Convert lm_head') +print('Convert lm_head') convert_lm_head() print("Done!") -print(f'Convert Vision Transformer') +print('Convert Vision Transformer') convert_vision_transformer() print("Done!") diff --git a/models/MiniCPM-V-2_6/compile/files/config.json b/models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/config.json similarity index 100% rename from models/MiniCPM-V-2_6/compile/files/config.json rename to models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/config.json diff --git a/models/MiniCPM-V-2_6/compile/files/modeling_navit_siglip.py b/models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/modeling_navit_siglip.py similarity index 94% rename from models/MiniCPM-V-2_6/compile/files/modeling_navit_siglip.py rename to models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/modeling_navit_siglip.py index 44961e9..0a9013b 100644 --- a/models/MiniCPM-V-2_6/compile/files/modeling_navit_siglip.py +++ b/models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/modeling_navit_siglip.py @@ -133,7 +133,7 @@ def from_pretrained(cls, pretrained_model_name_or_path: Union[str, os.PathLike], ) return cls.from_dict(config_dict, **kwargs) - + _CHECKPOINT_FOR_DOC = "google/siglip-base-patch16-224" @@ -314,24 +314,55 @@ def __init__(self, config: SiglipVisionConfig): self.num_positions = self.num_patches self.position_embedding = nn.Embedding(self.num_positions, self.embed_dim) + def compute_position_ids(self, pixel_values: torch.FloatTensor, tgt_sizes: torch.IntTensor) -> torch.Tensor: + batch_size = pixel_values.size(0) + patch_attention_mask = torch.ones( + size=( + batch_size, + pixel_values.size(2) // self.config.patch_size, + pixel_values.size(3) // self.config.patch_size, + ), + dtype=torch.bool, + device=pixel_values.device, + ) + + max_im_h, max_im_w = pixel_values.size(2), pixel_values.size(3) + max_nb_patches_h, max_nb_patches_w = max_im_h // self.patch_size, max_im_w // self.patch_size boundaries = torch.arange(1 / self.num_patches_per_side, 1.0, 1 / self.num_patches_per_side) + position_ids = torch.full( + size=( + batch_size, + max_nb_patches_h * max_nb_patches_w, + ), + fill_value=0, + ) + + for batch_idx, p_attn_mask in enumerate(patch_attention_mask): + if tgt_sizes is not None: + nb_patches_h = tgt_sizes[batch_idx][0] + nb_patches_w = tgt_sizes[batch_idx][1] + else: + nb_patches_h = p_attn_mask[:, 0].sum() + nb_patches_w = p_attn_mask[0].sum() + + fractional_coords_h = torch.arange(0, 1 - 1e-6, 1 / nb_patches_h) + fractional_coords_w = torch.arange(0, 1 - 1e-6, 1 / nb_patches_w) + + bucket_coords_h = torch.bucketize(fractional_coords_h, boundaries, right=True) + bucket_coords_w = torch.bucketize(fractional_coords_w, boundaries, right=True) - nb_patches_h = 32 - nb_patches_w = 32 - fractional_coords_h = torch.arange(0, 1 - 1e-6, 1 / nb_patches_h) - fractional_coords_w = torch.arange(0, 1 - 1e-6, 1 / nb_patches_w) + pos_ids = (bucket_coords_h[:, None] * self.num_patches_per_side + bucket_coords_w).flatten() + position_ids[batch_idx][p_attn_mask.view(-1).cpu()] = pos_ids - bucket_coords_h = torch.bucketize(fractional_coords_h, boundaries, right=True) - bucket_coords_w = torch.bucketize(fractional_coords_w, boundaries, right=True) + position_ids = position_ids.to(self.position_embedding.weight.device) + return position_ids - position_ids = (bucket_coords_h[:, None] * self.num_patches_per_side + bucket_coords_w).flatten() - self.position_ids = position_ids.to("cuda") - def forward(self, pixel_values: torch.FloatTensor, patch_attention_mask: torch.BoolTensor=None, tgt_sizes: Optional[torch.IntTensor]=None) -> torch.Tensor: + def forward(self, pixel_values: torch.FloatTensor, position_ids: torch.IntTensor) -> torch.Tensor: - patch_embeds = self.patch_embedding(pixel_values).view(1, 1152, 1024) + patch_embeds = self.patch_embedding(pixel_values).squeeze(2) embeddings = patch_embeds.transpose(1, 2) - embeddings = embeddings + self.position_embedding(self.position_ids) + embeddings = embeddings + self.position_embedding(position_ids) return embeddings @@ -366,7 +397,7 @@ def forward( ) -> Tuple[torch.Tensor, Optional[torch.Tensor], Optional[Tuple[torch.Tensor]]]: """Input shape: Batch x Time x Channel""" - batch_size, q_len = 1, 1024 + batch_size, q_len, _ = hidden_states.size() query_states = self.q_proj(hidden_states) key_states = self.k_proj(hidden_states) @@ -376,7 +407,7 @@ def forward( key_states = key_states.view(batch_size, q_len, self.num_heads, self.head_dim).transpose(1, 2) value_states = value_states.view(batch_size, q_len, self.num_heads, self.head_dim).transpose(1, 2) - k_v_seq_len = 1024 + k_v_seq_len = key_states.shape[-2] attn_weights = torch.matmul(query_states, key_states.transpose(2, 3)) * self.scale if attn_weights.size() != (batch_size, self.num_heads, q_len, k_v_seq_len): diff --git a/models/MiniCPM-V-2_6/compile/files/modeling_qwen2.py b/models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/modeling_qwen2.py similarity index 99% rename from models/MiniCPM-V-2_6/compile/files/modeling_qwen2.py rename to models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/modeling_qwen2.py index 77c6d13..93287d4 100644 --- a/models/MiniCPM-V-2_6/compile/files/modeling_qwen2.py +++ b/models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/modeling_qwen2.py @@ -180,7 +180,7 @@ def rotate_half(x): # Copied from transformers.models.mixtral.modeling_mixtral.apply_rotary_pos_emb -def apply_rotary_pos_emb(q, k, cos, sin, position_ids, unsqueeze_dim=1): +def apply_rotary_pos_emb(q, k, cos, sin, position_ids, unsqueeze_dim=2): """Applies Rotary Position Embedding to the query and key tensors. Args: @@ -316,8 +316,8 @@ def forward( attn_weights = torch.matmul(query_states.transpose(1,2), key_states.transpose(1, 2).transpose(2, 3)) / math.sqrt(self.head_dim) if attention_mask is not None: # no matter the length, we just slice it - causal_mask = attention_mask[:, :, :, : key_states.shape[-2]] - attn_weights = attn_weights + causal_mask + # causal_mask = attention_mask[:, :, :, : key_states.shape[-2]] + attn_weights = attn_weights + attention_mask # upcast attention to fp32 attn_weights = nn.functional.softmax(attn_weights, dim=-1, dtype=torch.float32).to(query_states.dtype) diff --git a/models/MiniCPM-V-2_6/compile/files/modeling_qwen2_backup.py b/models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/modeling_qwen2_backup.py similarity index 100% rename from models/MiniCPM-V-2_6/compile/files/modeling_qwen2_backup.py rename to models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/modeling_qwen2_backup.py diff --git a/models/MiniCPM-V-2_6/compile/files/resampler.py b/models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/resampler.py similarity index 96% rename from models/MiniCPM-V-2_6/compile/files/resampler.py rename to models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/resampler.py index ef785ad..5448821 100644 --- a/models/MiniCPM-V-2_6/compile/files/resampler.py +++ b/models/MiniCPM-V-2_6/compile/files/MiniCPM-V-2_6/resampler.py @@ -104,14 +104,6 @@ def __init__( self.proj = nn.Parameter((embed_dim ** -0.5) * torch.randn(embed_dim, embed_dim)) self._set_2d_pos_cache(self.max_size) - self._adjust_pos_cache([32,32], device="cuda") - pos_embed = [] - # for i in range(bs): - tgt_h, tgt_w = 32, 32 - pos_embed.append(self.pos_embed[:tgt_h, :tgt_w, :].reshape((tgt_h * tgt_w, -1))) # patches * D - # key_padding_mask[:, patch_len:] = True - self.pos_embed = torch.nn.utils.rnn.pad_sequence( - pos_embed, batch_first=True, padding_value=0.0).permute(1, 0, 2) # BLD => L * B * D def _set_2d_pos_cache(self, max_size, device='cpu'): if is_deepspeed_zero3_enabled(): @@ -120,8 +112,8 @@ def _set_2d_pos_cache(self, max_size, device='cpu'): self.register_buffer("pos_embed", pos_embed, persistent=False) def _adjust_pos_cache(self, tgt_sizes, device): - max_h = 32 - max_w = 32 + max_h = torch.max(tgt_sizes[:, 0]) + max_w = torch.max(tgt_sizes[:, 1]) if max_h > self.max_size[0] or max_w > self.max_size[1]: self.max_size = [max(max_h, self.max_size[0]), max(max_w, self.max_size[1])] self._set_2d_pos_cache(self.max_size, device) @@ -135,18 +127,38 @@ def _init_weights(self, m): nn.init.constant_(m.bias, 0) nn.init.constant_(m.weight, 1.0) - def forward(self, x, tgt_sizes=None): + def compute_pos_embed(self, x, tgt_sizes=None): + assert x.shape[0] == tgt_sizes.shape[0] + bs = x.shape[0] + + device = x.device dtype = x.dtype + patch_len = (tgt_sizes[:, 0] * tgt_sizes[:, 1]).int().tolist() + + self._adjust_pos_cache(tgt_sizes, device=device) + max_patch_len = max(patch_len) + key_padding_mask = torch.zeros((bs, max_patch_len), dtype=torch.bool, device=device) + + pos_embed = [] + for i in range(bs): + tgt_h, tgt_w = tgt_sizes[i].int().tolist() + pos_embed.append(self.pos_embed[:tgt_h, :tgt_w, :].reshape((tgt_h * tgt_w, -1)).to(dtype)) # patches * D + key_padding_mask[i, patch_len[i]:] = True + + pos_embed = torch.nn.utils.rnn.pad_sequence( + pos_embed, batch_first=True, padding_value=0.0).permute(1, 0, 2) # BLD => L * B * D + return pos_embed + def forward(self, x, pos_embed): + bs = x.shape[0] x = self.kv_proj(x) # B * L * D x = self.ln_kv(x).permute(1, 0, 2) # L * B * D q = self.ln_q(self.query) # Q * D - out = self.attn( - q.unsqueeze(1), # Q * B * D - x + self.pos_embed.to(dtype), # L * B * D + L * B * D + self._repeat(q, bs), # Q * B * D + x + pos_embed, # L * B * D + L * B * D x, key_padding_mask=None)[0] # out: Q * B * D @@ -161,7 +173,7 @@ def _repeat(self, query, N: int): class MultiheadAttention(nn.MultiheadAttention): - def __init__(self, embed_dim, num_heads, dropout=0., bias=True, add_bias_kv=False, + def __init__(self, embed_dim, num_heads, dropout=0., bias=True, add_bias_kv=False, add_zero_attn=False, kdim=None, vdim=None, batch_first=False, device=None, dtype=None): super().__init__(embed_dim, num_heads, dropout, bias, add_bias_kv, add_zero_attn, kdim, vdim, batch_first, device, dtype) @@ -292,7 +304,7 @@ def forward( value = key else: query, key, value = (x.transpose(1, 0) for x in (query, key, value)) - + if not self._qkv_same_embed_dim: attn_output, attn_output_weights = self.multi_head_attention_forward( query, key, value, self.embed_dim, self.num_heads, @@ -323,7 +335,7 @@ def forward( return attn_output.transpose(1, 0), attn_output_weights else: return attn_output, attn_output_weights - + def multi_head_attention_forward( self, query: Tensor, @@ -353,9 +365,9 @@ def multi_head_attention_forward( is_causal: bool = False, ) -> Tuple[Tensor, Optional[Tensor]]: tens_ops = (query, key, value, in_proj_weight, in_proj_bias, bias_k, bias_v, out_proj_weight, out_proj_bias) - + is_batched = _mha_shape_check(query, key, value, key_padding_mask, attn_mask, num_heads) - + # For unbatched input, we unsqueeze at the expected batch-dim to pretend that the input # is batched, run the computation and before returning squeeze the # batch dimension so that the output doesn't carry this temporary batch dimension. @@ -366,11 +378,11 @@ def multi_head_attention_forward( value = value.unsqueeze(1) if key_padding_mask is not None: key_padding_mask = key_padding_mask.unsqueeze(0) - + # set up shape vars tgt_len, bsz, embed_dim = query.shape src_len, _, _ = key.shape - + key_padding_mask = _canonical_mask( mask=key_padding_mask, mask_name="key_padding_mask", @@ -378,14 +390,14 @@ def multi_head_attention_forward( other_name="attn_mask", target_type=query.dtype ) - + if is_causal and attn_mask is None: raise RuntimeError( "Need attn_mask if specifying the is_causal hint. " "You may use the Transformer module method " "`generate_square_subsequent_mask` to create this mask." ) - + if is_causal and key_padding_mask is None and not need_weights: # when we have a kpm or need weights, we need attn_mask # Otherwise, we use the is_causal hint go as is_causal @@ -400,13 +412,13 @@ def multi_head_attention_forward( target_type=query.dtype, check_other=False, ) - + if key_padding_mask is not None: # We have the attn_mask, and use that to merge kpm into it. # Turn off use of is_causal hint, as the merged mask is no # longer causal. is_causal = False - + assert embed_dim == embed_dim_to_check, \ f"was expecting embedding dimension of {embed_dim_to_check}, but got {embed_dim}" if isinstance(embed_dim, torch.Tensor): @@ -421,7 +433,7 @@ def multi_head_attention_forward( f"key's sequence and batch dims {key.shape[:2]} do not match value's {value.shape[:2]}" else: assert key.shape == value.shape, f"key shape {key.shape} does not match value shape {value.shape}" - + # # compute in-projection # @@ -437,9 +449,9 @@ def multi_head_attention_forward( else: b_q, b_k, b_v = in_proj_bias.chunk(3) q, k, v = _in_projection(query, key, value, q_proj_weight, k_proj_weight, v_proj_weight, b_q, b_k, b_v) - + # prep attention mask - + if attn_mask is not None: # ensure attn_mask's dim is 3 if attn_mask.dim() == 2: @@ -453,7 +465,7 @@ def multi_head_attention_forward( raise RuntimeError(f"The shape of the 3D attn_mask is {attn_mask.shape}, but should be {correct_3d_size}.") else: raise RuntimeError(f"attn_mask's dimension {attn_mask.dim()} is not supported") - + # add bias along batch dimension (currently second) if bias_k is not None and bias_v is not None: assert static_k is None, "bias cannot be added to static key." @@ -467,7 +479,7 @@ def multi_head_attention_forward( else: assert bias_k is None assert bias_v is None - + # # reshape q, k, v for multihead attention and make em batch first # @@ -490,7 +502,7 @@ def multi_head_attention_forward( assert static_v.size(2) == head_dim, \ f"expecting static_v.size(2) of {head_dim}, but got {static_v.size(2)}" v = static_v - + # add zero attention along batch dimension (now first) if add_zero_attn: zero_attn_shape = (bsz * num_heads, 1, head_dim) @@ -500,10 +512,10 @@ def multi_head_attention_forward( attn_mask = pad(attn_mask, (0, 1)) if key_padding_mask is not None: key_padding_mask = pad(key_padding_mask, (0, 1)) - + # update source sequence length after adjustments src_len = k.size(1) - + # merge key padding and attention masks if key_padding_mask is not None: assert key_padding_mask.shape == (bsz, src_len), \ @@ -514,21 +526,21 @@ def multi_head_attention_forward( attn_mask = key_padding_mask else: attn_mask = attn_mask + key_padding_mask - + # adjust dropout probability if not training: dropout_p = 0.0 - + # # (deep breath) calculate attention and out projection # - + if need_weights: - B, Nt, E = 28, 64, 128 + B, Nt, E = q.shape q_scaled = q / math.sqrt(E) - + assert not (is_causal and attn_mask is None), "FIXME: is_causal not implemented for need_weights" - + if attn_mask is not None: attn_output_weights = torch.baddbmm(attn_mask, q_scaled, k.transpose(-2, -1)) else: @@ -536,18 +548,18 @@ def multi_head_attention_forward( attn_output_weights = softmax(attn_output_weights, dim=-1) if dropout_p > 0.0: attn_output_weights = dropout(attn_output_weights, p=dropout_p) - + attn_output = torch.bmm(attn_output_weights, v) - + attn_output = attn_output.transpose(0, 1).contiguous().view(tgt_len * bsz, embed_dim) attn_output = self.out_proj(attn_output) attn_output = attn_output.view(tgt_len, bsz, attn_output.size(1)) - + # optionally average attention weights over heads attn_output_weights = attn_output_weights.view(bsz, num_heads, tgt_len, src_len) if average_attn_weights: attn_output_weights = attn_output_weights.mean(dim=1) - + if not is_batched: # squeeze the output if input was unbatched attn_output = attn_output.squeeze(1) @@ -562,14 +574,14 @@ def multi_head_attention_forward( attn_mask = attn_mask.unsqueeze(0) else: attn_mask = attn_mask.view(bsz, num_heads, -1, src_len) - + q = q.view(bsz, num_heads, tgt_len, head_dim) k = k.view(bsz, num_heads, src_len, head_dim) v = v.view(bsz, num_heads, src_len, head_dim) - + attn_output = F.scaled_dot_product_attention(q, k, v, attn_mask, dropout_p, is_causal) attn_output = attn_output.permute(2, 0, 1, 3).contiguous().view(bsz * tgt_len, embed_dim) - + attn_output = self.out_proj(attn_output) attn_output = attn_output.view(tgt_len, bsz, attn_output.size(1)) if not is_batched: @@ -768,4 +780,4 @@ def _in_projection( assert b_q is None or b_q.shape == (Eq,), f"expecting query bias shape of {(Eq,)}, but got {b_q.shape}" assert b_k is None or b_k.shape == (Eq,), f"expecting key bias shape of {(Eq,)}, but got {b_k.shape}" assert b_v is None or b_v.shape == (Eq,), f"expecting value bias shape of {(Eq,)}, but got {b_v.shape}" - return linear(q, w_q, b_q), linear(k, w_k, b_k), linear(v, w_v, b_v) \ No newline at end of file + return linear(q, w_q, b_q), linear(k, w_k, b_k), linear(v, w_v, b_v) \ No newline at end of file diff --git a/models/MiniCPM-V-2_6/compile/run_compile.sh b/models/MiniCPM-V-2_6/compile/run_compile.sh new file mode 100644 index 0000000..78c7967 --- /dev/null +++ b/models/MiniCPM-V-2_6/compile/run_compile.sh @@ -0,0 +1,104 @@ +#!/bin/bash +set -ex + +# 默认参数设置 +model_path="" +tpu_mlir_path="" +mode="int4" +seq_length= +model_name="" +model_name_upper="" +num_device=1 +config_file="../../../config.json" +tpu_mlir_name="" + +read_config() { + python3 -c "import json; print(json.load(open('${config_file}'))['tpu_mlir_name'])" +} + +# 参数解析 +while [[ $# -gt 0 ]]; do + key="$1" + + case $key in + --model_name) + model_name="$2" + shift 2 + ;; + --model_path) + model_path="$2" + shift 2 + ;; + --mode) + mode="$2" + shift 2 + ;; + --seq_length) + seq_length="$2" + shift 2 + ;; + --tpu_mlir_path) + tpu_mlir_path="$2" + shift 2 + ;; + *) + echo "Invalid option: $key" >&2 + exit 1 + ;; + esac +done + +# 检查必要参数 +if [[ -z "$model_name" ]]; then + echo "Model name is required." + exit 1 +fi +if [[ -z "$seq_length" ]]; then + echo "Error: --seq_length is required." >&2 + exit 1 +fi + +if [ "$model_name" = "minicpmv26" ]; then + model_name_upper="MiniCPM-V-2_6" + echo "Compile MiniCPM-V-2_6" +else + >&2 echo -e "Error: Invalid name $name, the input name must be \033[31mminicpmv26\033[0m" + exit 1 +fi + +echo "Install the required Python lib..." +pip install torch==2.5.1 --index-url https://download.pytorch.org/whl/cpu +pip install transformers_stream_generator einops accelerate transformers==4.40.0 + +# 根据 model_path 的值决定是否下载模型 +if [[ -z "$model_path" ]]; then + pip3 install modelscope + echo "Download model..." + python3 -c "from modelscope import snapshot_download; snapshot_download('OpenBMB/${model_name_upper}', local_dir='./${model_name_upper}')" + model_path="../${model_name_upper}" +fi + +if [[ -z "$tpu_mlir_path" ]]; then + tpu_mlir_name=$(read_config "$config_file" "tpu_mlir_name") + pip3 install dfss + python3 -m dfss --url=open@sophgo.com:/ext_model_information/LLM/mlir_club/${tpu_mlir_name}.tar.gz + tar -xf ${tpu_mlir_name}.tar.gz + tpu_mlir_path="./${tpu_mlir_name}" +fi + +echo "Replace the files in the transformers lib..." +pkg_path=$(pip show transformers | grep Location | cut -d ' ' -f2) +cp ${pkg_path}/transformers/models/qwen2/modeling_qwen2.py modeling_qwen2_backup.py +sudo cp files/${model_name_upper}/modeling_qwen2.py ${pkg_path}/transformers/models/qwen2/modeling_qwen2.py +sudo cp files/${model_name_upper}/resampler.py ${model_path} +sudo cp files/${model_name_upper}/modeling_navit_siglip.py ${model_path} + +echo "export onnx..." +python export_onnx.py --model_path ${model_path} --seq_length ${seq_length} + +echo "compile model..." +source ${tpu_mlir_path}/envsetup.sh +source ./compile.sh --mode ${mode} --name ${model_name} --seq_length ${seq_length} +echo "compile model success" + +echo "all done" diff --git a/models/MiniCPM-V-2_6/compile/torch_inference.py b/models/MiniCPM-V-2_6/compile/torch_inference.py new file mode 100644 index 0000000..e5a8d25 --- /dev/null +++ b/models/MiniCPM-V-2_6/compile/torch_inference.py @@ -0,0 +1,29 @@ +import torch +from PIL import Image +from transformers import AutoModel, AutoTokenizer + +model = AutoModel.from_pretrained('./MiniCPM-V-2_6', trust_remote_code=True, + attn_implementation='eager', torch_dtype=torch.float) # sdpa or flash_attention_2, no eager +model = model.eval() +tokenizer = AutoTokenizer.from_pretrained('./MiniCPM-V-2_6', trust_remote_code=True) + +image = Image.open('../python_demo/test0.jpg').convert('RGB') +question = '请详细描述一下图片内容' +msgs = [{'role': 'user', 'content': [image, question]}] + + +## if you want to use streaming, please make sure sampling=True and stream=True +## the model.chat will return a generator +res = model.chat( + image=None, + msgs=msgs, + tokenizer=tokenizer, + sampling=False, + do_sample=False, + num_beams=1, +) + +generated_text = "" +for new_text in res: + generated_text += new_text + print(new_text, flush=True, end='') diff --git a/models/MiniCPM-V-2_6/python_demo/README.md b/models/MiniCPM-V-2_6/python_demo/README.md index 5141af9..cc0d2cb 100755 --- a/models/MiniCPM-V-2_6/python_demo/README.md +++ b/models/MiniCPM-V-2_6/python_demo/README.md @@ -3,13 +3,13 @@ ``` sudo apt-get update sudo apt-get install pybind11-dev -pip3 install sentencepiece transformers==4.42.3 +pip3 install sentencepiece transformers==4.40.0 pip3 install gradio==3.39.0 mdtex2html==1.2.0 dfss ``` 如果不打算自己编译模型,可以直接用下载好的模型 ``` -python3 -m dfss --url=open@sophgo.com:/ext_model_information/LLM/LLM-TPU/llama3.1-8b_int8_1dev_seq512.bmodel +python3 -m dfss --url=open@sophgo.com:/ext_model_information/LLM/LLM-TPU/minicpmv26_bm1684x_int4.bmodel ``` 编译库文件 @@ -20,30 +20,5 @@ cd build && cmake .. && make && cp *cpython* .. && cd .. # python demo ``` -python3 pipeline.py --model_path llama3.1-8b_int8_1dev_seq512.bmodel --tokenizer_path ../support/token_config/ --devid 0 --generation_mode greedy -``` - - -## 常见问题 -### Could not create share link. Missing file: /usr/local/lib/python3.10/dist-packages/gradio/frpc_linux_amd64_v0.2. - -AMD / PCIE -``` -1. Download this file: https://cdn-media.huggingface.co/frpc-gradio-0.2/frpc_linux_amd64 -2. Rename the downloaded file to: frpc_linux_amd64_v0.2 -3. Move the file to this location: /usr/local/lib/python3.10/dist-packages/gradio -``` - -ARM / SOC - -### ImportError:/home/linaro/.local/lib/python3.8/site-packages/torch/libs/libgomp-6e1a1d1b.so.1.0.0: cannot allocate memory in static TLs block - -``` -export LD_PRELOAD=/home/linaro/.local/lib/python3.8/site-packages/torch/lib/libgomp-d22c30c5.so.1 -``` - -### OSError: /home/linaro/.local/lib/python3.8/site-packages/torch/lib/libgomp-d22c30c5.so.1: cannotallocate memoryin staticTLS block - -``` -export LD_PRELOAD=/home/linaro/.local/lib/python3.8/site-packages/torch/lib/libgomp-d22c30c5.so.1 -``` +python3 pipeline.py --model_path minicpmv26_bm1684x_int4.bmodel --tokenizer_path ../support/token_config/ --devid 0 +``` \ No newline at end of file diff --git a/models/MiniCPM-V-2_6/python_demo/pipeline.py b/models/MiniCPM-V-2_6/python_demo/pipeline.py index fe2a1a4..6fe66a9 100755 --- a/models/MiniCPM-V-2_6/python_demo/pipeline.py +++ b/models/MiniCPM-V-2_6/python_demo/pipeline.py @@ -38,15 +38,18 @@ def __init__(self, args): self.device = args.devid # load tokenizer - print("Load " + args.tokenizer + " ...") + print("Load " + args.tokenizer_path + " ...") self.tokenizer = AutoTokenizer.from_pretrained( - args.tokenizer, trust_remote_code=True + args.tokenizer_path, trust_remote_code=True ) self.tokenizer.decode([0]) # warm up + self.processor = AutoProcessor.from_pretrained( + args.tokenizer_path, trust_remote_code=True + ) + # preprocess parameters, such as prompt & tokenizer self.system_prompt = '<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n<|im_start|>user\n' - self.image_ids = [0] * 64 # load model self.model = chat.MiniCPMV() @@ -57,17 +60,25 @@ def __init__(self, args): def encode(self): if not self.image_str: + inserted_image_str = "" + self.pixel_values = [] + else: + inserted_image_str = "(./)\n" + image = Image.open(sample_image_file).convert('RGB') + inputs = processor.image_processor([image], do_pad=True, max_slice_nums=MAX_SLICE_NUMS, return_tensors="pt") + pixel_values = inputs["pixel_values"][0] + + msgs = [{'role': 'user', 'content': '{}{}'.format(self.inserted_image_str, self.input_str)}] prompt = self.system_prompt + self.input_str + "<|im_end|>\n<|im_start|>assistant\n" self.input_ids = self.tokenizer.encode(prompt) self.image_offset = 0 self.pixel_values = [] return self.pixel_values = load_image(self.image_str).flatten().tolist() - system_ids = self.tokenizer.encode(self.system_prompt + "") - self.image_offset = len(system_ids) - prompt_ids = self.tokenizer.encode( - "\n{}<|im_end|>\n<|im_start|>assistant\n".format(self.input_str)) - self.input_ids = system_ids + self.image_ids + prompt_ids + msgs = [{'role': 'user', 'content': '(./)\n{}'.format(self.input_str)}] + self.input_ids = processor.tokenizer.apply_chat_template(msgs, tokenize=False, add_generation_prompt=True)[0] + self.image_offset = 0 + breakpoint() def chat(self): """ @@ -131,7 +142,7 @@ def main(args): parser = argparse.ArgumentParser() 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