diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..8da0f40f5dff7311d2e4ac7c1e4532821f6d574a 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,10 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +*.axmodel filter=lfs diff=lfs merge=lfs -text +main_api_ax620e filter=lfs diff=lfs merge=lfs -text +main_ax620e filter=lfs diff=lfs merge=lfs -text +*.png filter=lfs diff=lfs merge=lfs -text +*.jpg filter=lfs diff=lfs merge=lfs -text +*.mp4 filter=lfs diff=lfs merge=lfs -text +bin/axllm filter=lfs diff=lfs merge=lfs -text diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..a81a3af42dd34a4e044e743e904abc4c521e8cf0 --- /dev/null +++ b/.gitignore @@ -0,0 +1,3 @@ +__pycache__ +*tmp/ + diff --git a/README.md b/README.md index 555b4aed7fba6658868d69c9844d1dcb224a0d31..48e8f92f79da4611e110620d44402e4d4386e706 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,196 @@ --- +library_name: transformers license: bsd-3-clause +base_model: +- tencent/HY-MT1.5-1.8B +tags: +- HY-MT1.5 +- HY-MT1.5-1.8B +- HY-MT1.5-1.8B_GPTQ_INT4 +- Int4 +- translation +language: +- zh +- en +- fr +- pt +- es +- ja +- tr +- ru +- ar +- ko +- th +- it +- de +- vi +- ms +- id +- tl +- hi +- pl +- cs +- nl +- km +- my +- fa +- gu +- ur +- te +- mr +- he +- bn +- ta +- uk +- bo +- kk +- mn +- ug --- + +# HY-MT1.5-1.8B_GPTQ_INT4-AX620E + +This version of HY-MT1.5-1.8B_GPTQ_INT4 has been converted to run on the Axera NPU using **w4a16** quantization. + +This model has been optimized with the following LoRA: + +Compatible with Pulsar2 version: > 5.1-patch1-dirty. + +Please note that the context of the model is 2k and the maximum prefill length is 1k. + +## Convert tools links: + +For those who are interested in model conversion, you can try to export axmodel through the original repo: + +https://huggingface.co/tencent/HY-MT1.5-1.8B + +[How to Convert LLM from Huggingface to axmodel](https://github.com/AXERA-TECH/HY-MT1.5-1.8B_GPTQ_INT4.axera/tree/main/model_convert) + +[AXera NPU HOST LLM Runtime](https://github.com/AXERA-TECH/ax-llm/tree/ax-internvl) + +[AXera NPU AXCL LLM Runtime](https://github.com/AXERA-TECH/ax-llm/tree/axcl-internvl) + +## Support Platform + +- AX620E + - AX620E DEMO Board + +|Chips|ttft|w4a16| +|--|--|--| +|AX620E| 11538.6 ms (512 prefill) | 4.05 tokens/sec| + + +## How to use + +Download all files from this repository to the device + +```sh +$ tree -L 1 +. +├── assets +├── config.json +├── gradio_demo.py +├── hymt1-5_1k_ax620e_axmodel +├── hymt1-5_tokenizer +├── infer_axmodel.py +├── infer_torch.py +├── README.md +└── utils + +5 directories, 5 files +``` + +### Install transformer + +``` +pip install transformers==4.57.1 +``` + +### Inference with AX620E Demo Board + +Start the OpenAI-compatible API with `axllm serve`: + +```sh +axllm serve . --port 8000 +``` + +本仓库也附带一个 aarch64 `axllm` 二进制，可直接在本仓库目录下尝试运行： + +```sh +chmod +x ./bin/axllm +./bin/axllm serve . --port 8000 +``` + +该二进制与 AX650 仓库中的打包产物同源，来源和校验信息记录在 `bin/axllm.version.json` 中。当前已完成 AX650 上的 HY-MT OpenAI API 验证，AX620E 板端请结合实机环境继续确认。 + +Interactive translation using the `C++ Gradio Demo`: + +```sh +python3 gradio_cpp_backend.py --api_base http://127.0.0.1:8000 --model AXERA-TECH/HY-MT1.5-1.8B_GPTQ_INT4-AX620E +``` + +English Translate to Chinese: + +![demo_1](assets/gradio_cpp_demo_0.png) + +Chinese Translate to Japanese: + +![demo_2](assets/gradio_cpp_demo_1.png) + +If you want to run translation tasks from the command-line terminal, you can run the following command: + +```sh +$ ./run_hymt1-5_1.8b_ax620e.sh +[I][ Init][ 267]: LLM init ok +[I][ Init][ 269]: Left CMM:3711 MB +Type "q" to exit, Ctrl+c to stop current running +prompt(输入q退出) >> 今天是个好日子,适合读书和运动. +[I][ Run][ 349]: input token num : 23, prefill_split_num : 1 +[I][ Run][ 388]: input_num_token:23 +[I][ Run][ 581]: ttft: 157.15 ms +Today is a great day. It’s the perfect time to read and exercise. + +[N][ Run][ 719]: hit eos,avg 13.61 token/s + +[I][ Run][ 724]: decode profile: infer 58.079 ms/token, cache_copy 0.110, post 14.071, callback 0.018, tokens 17 +``` + +--- + +Interactive conversations using the `Python Gradio Demo`: + +```bash +$ python3 gradio_demo.py --axmodel_path hymt1-5_1k_ax620e_axmodel --max_seq_len 1023 +``` + +English Translate to Chinese: + +![demo_1](assets/gradio_demo_0.png) + +Chinese Translate to Japanese: + +![demo_2](assets/gradio_demo_1.png) + +--- + +Run the following command on the Axera board to start a chat conversation: + +```sh +$ python3 infer_axmodel.py -q "It’s on the house." + +# output +Init InferenceSession: 100%|██████████████████████████████████████████████████████████| 32/32 [00:02<00:00, 14.55it/s] +[INFO] Using provider: AxEngineExecutionProvider +[INFO] Model type: 2 (triple core) +[INFO] Compiler version: 5.1-patch1-dirty 43f8606b-dirty +Model loaded successfully! +slice_indices: [0] +Slice prefill done: 0 +answer >> 这是免费的。 +``` + +If you are testing on an `AX620E` demo board, run the command below: + +```sh +python3 gradio_demo.py --axmodel_path hymt1-5_1k_ax620e_axmodel --max_seq_len 1023 +``` diff --git a/assets/gradio_cpp_demo_0.png b/assets/gradio_cpp_demo_0.png new file mode 100644 index 0000000000000000000000000000000000000000..6f78f51ddd9e19e487261ff894e57d55ef359c61 --- /dev/null +++ b/assets/gradio_cpp_demo_0.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:eb7ee3f7a1ecc594a765d3e6620d58df15662a3bf649fafa129482cb0ae3efcd +size 394922 diff --git a/assets/gradio_cpp_demo_1.png b/assets/gradio_cpp_demo_1.png new file mode 100644 index 0000000000000000000000000000000000000000..7f327a7ea6171471092253b830015a9c6388a9f4 --- /dev/null +++ b/assets/gradio_cpp_demo_1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2b50670731bda2f522a6bb989121e5fc15f17a8c37ad34715fe64770fa3a46d3 +size 466964 diff --git a/assets/gradio_demo_0.png b/assets/gradio_demo_0.png new file mode 100644 index 0000000000000000000000000000000000000000..02e9af659bdad61d836bb5c2d0b66311aeb92319 --- /dev/null +++ b/assets/gradio_demo_0.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7a910448fc9aeca15dec24ee8e4afe1329e0114541eab5da1a8a1bf70f40785d +size 383283 diff --git a/assets/gradio_demo_1.png b/assets/gradio_demo_1.png new file mode 100644 index 0000000000000000000000000000000000000000..5141f229f9e71e9bf8e2e68efcd9bf8760f9e558 --- /dev/null +++ b/assets/gradio_demo_1.png @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:930c90c5b19bbc5138178a5a46bad09f378d56d78e5d9308faacd4f63abfa58f +size 424353 diff --git a/bin/axllm b/bin/axllm new file mode 100644 index 0000000000000000000000000000000000000000..24905fb3cf79e9b7d8feafdaa28a0cbb42505e76 --- /dev/null +++ b/bin/axllm @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7c0e4dd81015e3591e46fc4ffca40c0a286bf43d77110fb686d5973ce9bb5749 +size 2265520 diff --git a/bin/axllm.version.json b/bin/axllm.version.json new file mode 100644 index 0000000000000000000000000000000000000000..9ed04d2f248127498f263cdd8479249c481eae26 --- /dev/null +++ b/bin/axllm.version.json @@ -0,0 +1,22 @@ +{ + "binary": "bin/axllm", + "target": "aarch64 binary built from ax-hymt1_5", + "notes": "This is the same packaged axllm binary as the AX650 repository. The binary has been verified on AX650 with HY-MT OpenAI serving. AX620E board validation for axllm serve is still pending.", + "ax_llm_branch": "ax-hymt1_5", + "ax_llm_commit": "53c45c91b6e0fcd2965ab1535a0e29f837665fd4", + "openai_api_cpp_commit": "f56cf8c296d1002f6602226db392325ba42f6775", + "build_command": "cmake --build build --target install -j$(nproc)", + "sha256": "7c0e4dd81015e3591e46fc4ffca40c0a286bf43d77110fb686d5973ce9bb5749", + "verified": { + "date": "2026-05-25", + "board": "AX650", + "command": "./bin/axllm serve . --port 18120", + "api_url": "http://10.168.232.217:18120/v1/chat/completions", + "model": "AXERA-TECH/HY-MT1.5-1.8B_GPTQ_INT4", + "smoke_tests": [ + "GET /v1/models returned AXERA-TECH/HY-MT1.5-1.8B_GPTQ_INT4 only", + "English to Chinese request returned 这是免费的。", + "Natural-language request 请将下面的文字翻译成日文 returned Japanese text without target_language" + ] + } +} diff --git a/config.json b/config.json new file mode 100644 index 0000000000000000000000000000000000000000..5959600a7265e3511e4870f282d39ef5df5a4a8e --- /dev/null +++ b/config.json @@ -0,0 +1,17 @@ +{ + "model_name": "AXERA-TECH/HY-MT1.5-1.8B_GPTQ_INT4-AX620E", + "url_tokenizer_model": "hymt1-5-1.8b_tokenizer.txt", + "tokenizer_type": "HunYuan", + "post_config_path": "post_config.json", + "template_filename_axmodel": "hymt1-5_1k_ax620e_axmodel/hunyuan_v1_dense_p128_l%d_together.axmodel", + "filename_post_axmodel": "hymt1-5_1k_ax620e_axmodel/hunyuan_v1_dense_post.axmodel", + "filename_tokens_embed": "hymt1-5_1k_ax620e_axmodel/model.embed_tokens.weight.bfloat16.bin", + "axmodel_num": 32, + "tokens_embed_num": 120818, + "tokens_embed_size": 2048, + "bos": false, + "eos": false, + "use_mmap_load_embed": true, + "use_mmap_load_layer": false, + "server_timeout_ms": 300000 +} diff --git a/gradio_cpp_backend.py b/gradio_cpp_backend.py new file mode 100644 index 0000000000000000000000000000000000000000..4a981d0ab0c23647ba57fdf7f9efa190a0fca386 --- /dev/null +++ b/gradio_cpp_backend.py @@ -0,0 +1,226 @@ +import argparse +import socket +import json +import requests +import gradio as gr + +DEFAULT_LANGUAGES = [ + "English", + "Chinese", + "Japanese", + "Korean", + "French", + "German", + "Spanish", + "Italian", + "Portuguese", + "Russian", + "Arabic", + "Hindi", + "Bengali", + "Thai", + "Vietnamese", + "Indonesian", + "Turkish", + "Polish", + "Dutch", + "Swedish", + "Danish", + "Norwegian", + "Finnish", + "Greek", + "Czech", + "Hungarian", + "Romanian", + "Ukrainian", + "Malay", + "Filipino", + "Urdu", + "Hebrew", + "Persian", +] + + +def _get_ipv4_address() -> str: + try: + s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) + s.connect(("8.8.8.8", 80)) + ip = s.getsockname()[0] + s.close() + return ip + except Exception: + return "127.0.0.1" + + +def build_prompt(source_text: str, target_language: str, use_zh_template: bool) -> str: + if use_zh_template: + return ( + f"将以下文本翻译为{target_language}，注意只需要输出翻译后的结果，不要额外解释：\n" + f"{source_text}" + ) + return ( + f"Translate the following segment into {target_language}, without additional explanation.\n" + f"{source_text}" + ) + + +def create_demo(api_base: str, model_name: str): + def translate_stream( + text, + target_language, + use_zh_template, + temperature, + top_p, + top_k, + repetition_penalty, + max_new_tokens, + ): + if not text or not text.strip(): + yield "" + return + + payload = { + "model": model_name, + "messages": [{"role": "user", "content": text.strip()}], + "stream": True, + "temperature": temperature, + "top_p": top_p, + "top_k": int(top_k), + "repetition_penalty": repetition_penalty, + "max_tokens": int(max_new_tokens), + "target_language": target_language, + "use_zh_template": bool(use_zh_template), + } + + url = f"{api_base}/v1/chat/completions" + with requests.post(url, json=payload, stream=True, timeout=300) as resp: + resp.raise_for_status() + resp.encoding = "utf-8" + buffer = "" + for raw_line in resp.iter_lines(decode_unicode=False): + if not raw_line: + continue + try: + line = raw_line.decode("utf-8") + except Exception: + line = raw_line.decode("utf-8", errors="replace") + + if line.startswith("data: "): + data = line[len("data: "):].strip() + else: + data = line.strip() + if data == "[DONE]": + break + if data: + try: + obj = json.loads(data) + delta = obj.get("choices", [{}])[0].get("delta", {}) + content = delta.get("content", "") + if content: + buffer += content + yield buffer.strip() + except Exception: + continue + + with gr.Blocks(title="HY-MT1.5-1.8B_GPTQ_INT4 Multilingual Translation (C++ Backend)") as demo: + gr.Markdown("## HY-MT1.5-1.8B_GPTQ_INT4 Multilingual Translation (C++ Backend)") + + with gr.Group(): + input_text = gr.Textbox( + label="Input Text", + placeholder="Please enter the text you want to translate...", + lines=6, + ) + + with gr.Group(): + with gr.Row(equal_height=True): + target_language = gr.Dropdown( + choices=DEFAULT_LANGUAGES, + value="English", + label="Target Language", + ) + use_zh_template = gr.Checkbox( + label="Use Chinese Prompt Template", + value=False, + ) + with gr.Group(): + with gr.Row(equal_height=True): + temperature = gr.Slider( + minimum=0.1, + maximum=1.5, + value=0.7, + step=0.05, + label="Temperature", + ) + top_p = gr.Slider( + minimum=0.1, + maximum=1.0, + value=0.6, + step=0.05, + label="Top-p", + ) + top_k = gr.Slider( + minimum=1, + maximum=100, + value=20, + step=1, + label="Top-k", + ) + + with gr.Group(): + with gr.Row(equal_height=True): + repetition_penalty = gr.Slider( + minimum=1.0, + maximum=1.5, + value=1.05, + step=0.01, + label="Repetition Penalty", + ) + max_new_tokens = gr.Slider( + minimum=1, + maximum=1024, + value=512, + step=1, + label="Max New Tokens", + ) + + translate_btn = gr.Button("Translate", variant="primary") + output_text = gr.Textbox( + label="Translation Result", + lines=6, + interactive=False, + ) + + translate_btn.click( + translate_stream, + inputs=[ + input_text, + target_language, + use_zh_template, + temperature, + top_p, + top_k, + repetition_penalty, + max_new_tokens, + ], + outputs=output_text, + ) + + return demo + + +def parse_args(): + parser = argparse.ArgumentParser(description="HY-MT1.5-1.8B_GPTQ_INT4 Gradio Demo (C++ Backend)") + parser.add_argument("--api_base", type=str, default="http://127.0.0.1:8000") + parser.add_argument("--model", type=str, default="AXERA-TECH/HY-MT1.5-1.8B_GPTQ_INT4-AX620E") + parser.add_argument("--server_name", type=str, default="0.0.0.0") + parser.add_argument("--server_port", type=int, default=7860) + return parser.parse_args() + + +if __name__ == "__main__": + args = parse_args() + app = create_demo(args.api_base, args.model) + ipv4 = _get_ipv4_address() + print(f"* Running on local URL: http://{ipv4}:{args.server_port}") + app.launch(server_name=args.server_name, server_port=args.server_port) diff --git a/gradio_demo.py b/gradio_demo.py new file mode 100644 index 0000000000000000000000000000000000000000..c27f48bdc967fc56807a5e6471abfe8b30427656 --- /dev/null +++ b/gradio_demo.py @@ -0,0 +1,304 @@ +import argparse +import os +import socket +import numpy as np +import gradio as gr +from transformers import AutoConfig, AutoTokenizer +from ml_dtypes import bfloat16 + +from utils.infer_func import InferManager + +DEFAULT_LANGUAGES = [ + "English", + "Chinese", + "Japanese", + "Korean", + "French", + "German", + "Spanish", + "Italian", + "Portuguese", + "Russian", + "Arabic", + "Hindi", + "Bengali", + "Thai", + "Vietnamese", + "Indonesian", + "Turkish", + "Polish", + "Dutch", + "Swedish", + "Danish", + "Norwegian", + "Finnish", + "Greek", + "Czech", + "Hungarian", + "Romanian", + "Ukrainian", + "Malay", + "Filipino", + "Urdu", + "Hebrew", + "Persian", +] + + +def build_prompt(source_text: str, target_language: str, use_zh_template: bool) -> str: + if use_zh_template: + return ( + f"将以下文本翻译为{target_language}，注意只需要输出翻译后的结果，不要额外解释：\n" + f"{source_text}" + ) + return ( + f"Translate the following segment into {target_language}, without additional explanation.\n" + f"{source_text}" + ) + + +def _get_ipv4_address() -> str: + try: + s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) + s.connect(("8.8.8.8", 80)) + ip = s.getsockname()[0] + s.close() + return ip + except Exception: + return "127.0.0.1" + + +def create_demo(hf_model: str, axmodel_path: str, max_seq_len=2047): + embeds_path = os.path.join(axmodel_path, "model.embed_tokens.weight.npy") + if not os.path.exists(embeds_path): + raise FileNotFoundError(f"Missing embeddings file: {embeds_path}") + + tokenizer = AutoTokenizer.from_pretrained(hf_model) + config = AutoConfig.from_pretrained(hf_model, trust_remote_code=True) + embeds = np.load(embeds_path) + + eos_token_id = None + if isinstance(config.eos_token_id, list) and len(config.eos_token_id) > 1: + eos_token_id = config.eos_token_id + + imer = InferManager(config, axmodel_path, max_seq_len=max_seq_len) + + def translate( + text, + target_language, + use_zh_template, + temperature, + top_p, + top_k, + repetition_penalty, + max_new_tokens, + ): + if not text or not text.strip(): + return "" + + prompt = build_prompt(text.strip(), target_language, use_zh_template) + messages = [{"role": "user", "content": prompt}] + input_ids = tokenizer.apply_chat_template( + messages, + tokenize=True, + add_generation_prompt=False, + return_tensors="pt", + ) + token_ids = input_ids[0].cpu().numpy().tolist() + prefill_data = np.take(embeds, token_ids, axis=0).astype(bfloat16) + + slice_len = 128 + token_ids = imer.prefill( + tokenizer, + token_ids, + prefill_data, + slice_len=slice_len, + top_k=top_k, + top_p=top_p, + temperature=temperature, + repetition_penalty=repetition_penalty, + ) + output = imer.decode( + tokenizer, + token_ids, + embeds, + slice_len=slice_len, + eos_token_id=eos_token_id, + stream=False, + top_k=top_k, + top_p=top_p, + temperature=temperature, + repetition_penalty=repetition_penalty, + max_new_tokens=max_new_tokens, + ) + return output.strip() + + def translate_stream( + text, + target_language, + use_zh_template, + temperature, + top_p, + top_k, + repetition_penalty, + max_new_tokens, + ): + if not text or not text.strip(): + yield "" + return + + prompt = build_prompt(text.strip(), target_language, use_zh_template) + messages = [{"role": "user", "content": prompt}] + input_ids = tokenizer.apply_chat_template( + messages, + tokenize=True, + add_generation_prompt=False, + return_tensors="pt", + ) + token_ids = input_ids[0].cpu().numpy().tolist() + prefill_data = np.take(embeds, token_ids, axis=0).astype(bfloat16) + + slice_len = 128 + token_ids = imer.prefill( + tokenizer, + token_ids, + prefill_data, + slice_len=slice_len, + top_k=top_k, + top_p=top_p, + temperature=temperature, + repetition_penalty=repetition_penalty, + ) + + for text_so_far in imer.decode_stream( + tokenizer, + token_ids, + embeds, + slice_len=slice_len, + eos_token_id=eos_token_id, + top_k=top_k, + top_p=top_p, + temperature=temperature, + repetition_penalty=repetition_penalty, + max_new_tokens=max_new_tokens, + ): + yield text_so_far + + with gr.Blocks(title="HY-MT1.5-1.8B_GPTQ_INT4 Multilingual Translation") as demo: + gr.Markdown("## HY-MT1.5-1.8B_GPTQ_INT4 Multilingual Translation") + + with gr.Group(): + input_text = gr.Textbox( + label="Input Text", + placeholder="Please enter the text you want to translate...", + lines=6, + ) + + with gr.Group(): + with gr.Row(equal_height=True): + target_language = gr.Dropdown( + choices=DEFAULT_LANGUAGES, + value="English", + label="Target Language", + ) + use_zh_template = gr.Checkbox( + label="Use Chinese Prompt Template", + value=False, + ) + with gr.Group(): + with gr.Row(equal_height=True): + temperature = gr.Slider( + minimum=0.1, + maximum=1.5, + value=0.7, + step=0.05, + label="Temperature", + ) + top_p = gr.Slider( + minimum=0.1, + maximum=1.0, + value=0.6, + step=0.05, + label="Top-p", + ) + top_k = gr.Slider( + minimum=1, + maximum=100, + value=20, + step=1, + label="Top-k", + ) + + with gr.Group(): + with gr.Row(equal_height=True): + repetition_penalty = gr.Slider( + minimum=1.0, + maximum=1.5, + value=1.05, + step=0.01, + label="Repetition Penalty", + ) + max_new_tokens = gr.Slider( + minimum=1, + maximum=1024, + value=512, + step=1, + label="Max New Tokens", + ) + + translate_btn = gr.Button("Translate", variant="primary") + output_text = gr.Textbox( + label="Translation Result", + lines=6, + interactive=False, + ) + + translate_btn.click( + translate_stream, + inputs=[ + input_text, + target_language, + use_zh_template, + temperature, + top_p, + top_k, + repetition_penalty, + max_new_tokens, + ], + outputs=output_text, + ) + + return demo + + +def parse_args(): + parser = argparse.ArgumentParser(description="HY-MT1.5-1.8B_GPTQ_INT4 Gradio Demo") + parser.add_argument( + "--hf_model", + type=str, + default="./hymt1-5_tokenizer", + help="Path to HuggingFace model", + ) + parser.add_argument( + "--axmodel_path", + type=str, + default="./hymt1-5_2k_ax650n_axmodel/", + help="Path to compiled axmodel directory", + ) + parser.add_argument( + "--max_seq_len", + type=int, + default=2047, + help="Maximum sequence length for model inference", + ) + parser.add_argument("--server_name", type=str, default="0.0.0.0") + parser.add_argument("--server_port", type=int, default=7860) + return parser.parse_args() + + +if __name__ == "__main__": + args = parse_args() + app = create_demo(args.hf_model, args.axmodel_path, args.max_seq_len) + ipv4 = _get_ipv4_address() + print(f"* Running on local URL: http://{ipv4}:{args.server_port}") + app.launch(server_name=args.server_name, server_port=args.server_port) diff --git a/hymt1-5-1.8b_tokenizer.txt b/hymt1-5-1.8b_tokenizer.txt new file mode 100644 index 0000000000000000000000000000000000000000..e9144c433b26a03f118636cac86bd0707ed0fabb --- /dev/null +++ b/hymt1-5-1.8b_tokenizer.txt @@ -0,0 +1,120822 @@ +430 1 +818 1 0 +120000 120001 120002 120003 120004 120005 120006 120007 120008 120009 120010 120011 120012 120013 120014 120015 120016 120017 120018 120019 120020 120021 120022 120023 120024 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To engage in the unauthorized or unlicensed practice of any profession including, but not limited to, financial, legal, medical/health, or other professional practices. diff --git a/hymt1-5_tokenizer/README.md b/hymt1-5_tokenizer/README.md new file mode 100644 index 0000000000000000000000000000000000000000..22a6e0634690d52953bbb53a2c775528a9f08ff6 --- /dev/null +++ b/hymt1-5_tokenizer/README.md @@ -0,0 +1,254 @@ +--- +library_name: transformers +tags: +- translation +language: +- zh +- en +- fr +- pt +- es +- ja +- tr +- ru +- ar +- ko +- th +- it +- de +- vi +- ms +- id +- tl +- hi +- pl +- cs +- nl +- km +- my +- fa +- gu +- ur +- te +- mr +- he +- bn +- ta +- uk +- bo +- kk +- mn +- ug +--- + + +

+
+

+ + +

+ 🤗 Hugging Face  |   + 🕹️ Demo     + 🤖 ModelScope  |   +

+ +

+ 🖥️ Official Website  |   + Github +

+ + +## Model Introduction + +Hunyuan Translation Model Version 1.5 includes a 1.8B translation model, HY-MT1.5-1.8B, and a 7B translation model, HY-MT1.5-7B. Both models focus on supporting mutual translation across 33 languages and incorporating 5 ethnic and dialect variations. Among them, HY-MT1.5-7B is an upgraded version of our WMT25 championship model, optimized for explanatory translation and mixed-language scenarios, with newly added support for terminology intervention, contextual translation, and formatted translation. Despite having less than one-third the parameters of HY-MT1.5-7B, HY-MT1.5-1.8B delivers translation performance comparable to its larger counterpart, achieving both high speed and high quality. After quantization, the 1.8B model can be deployed on edge devices and support real-time translation scenarios, making it widely applicable. + +## Key Features and Advantages + +- HY-MT1.5-1.8B achieves the industry-leading performance among models of the same size, surpassing most commercial translation APIs. +- HY-MT1.5-1.8B supports deployment on edge devices and real-time translation scenarios, offering broad applicability. +- HY-MT1.5-7B, compared to its September open-source version, has been optimized for annotated and mixed-language scenarios. +- Both models support terminology intervention, contextual translation, and formatted translation. + +## Related News +* 2025.12.30, we have open-sourced **HY-MT1.5-1.8B** and **HY-MT1.5-7B** on Hugging Face. +* 2025.9.1, we have open-sourced **Hunyuan-MT-7B** , **Hunyuan-MT-Chimera-7B** on Hugging Face. +
+ + +## Performance + +
+ +
+You can refer to our technical report for more experimental results and analysis. + +Technical Report + +  + +## Model Links +| Model Name | Description | Download | +| ----------- | ----------- |----------- +| HY-MT1.5-1.8B | Hunyuan 1.8B translation model |🤗 [Model](https://huggingface.co/tencent/HY-MT1.5-1.8B)| +| HY-MT1.5-1.8B-FP8 | Hunyuan 1.8B translation model, fp8 quant | 🤗 [Model](https://huggingface.co/tencent/HY-MT1.5-1.8B-FP8)| +| HY-MT1.5-1.8B-GPTQ-Int4 | Hunyuan 1.8B translation model, int4 quant | 🤗 [Model](https://huggingface.co/tencent/HY-MT1.5-1.8B-GPTQ-Int4)| +| HY-MT1.5-7B | Hunyuan 7B translation model | 🤗 [Model](https://huggingface.co/tencent/HY-MT1.5-7B)| +| HY-MT1.5-7B-FP8 | Hunyuan 7B translation model, fp8 quant | 🤗 [Model](https://huggingface.co/tencent/HY-MT1.5-7B-FP8)| +| HY-MT1.5-7B-GPTQ-Int4 | Hunyuan 7B translation model, int4 quant | 🤗 [Model](https://huggingface.co/tencent/HY-MT1.5-7B-GPTQ-Int4)| + +## Prompts + +### Prompt Template for ZH<=>XX Translation. +--- +``` +将以下文本翻译为{target_language}，注意只需要输出翻译后的结果，不要额外解释： + +{source_text} +``` +--- + +### Prompt Template for XX<=>XX Translation, excluding ZH<=>XX. +--- +``` +Translate the following segment into {target_language}, without additional explanation. + +{source_text} +``` +--- + +### Prompt Template for terminology intervention. +--- +``` +参考下面的翻译： +{source_term} 翻译成 {target_term} + +将以下文本翻译为{target_language}，注意只需要输出翻译后的结果，不要额外解释： +{source_text} +``` +--- + +### Prompt Template for contextual translation. +--- +``` +{context} +参考上面的信息，把下面的文本翻译成{target_language}，注意不需要翻译上文，也不要额外解释： +{source_text} + +``` +--- + +### Prompt Template for formatted translation. +--- +``` +将以下之间的文本翻译为中文，注意只需要输出翻译后的结果，不要额外解释，原文中的标签表示标签内文本包含格式信息，需要在译文中相应的位置尽量保留该标签。输出格式为：str + +{src_text_with_format} +``` +--- + +  + +### Use with transformers +First, please install transformers, recommends v4.56.0 +```SHELL +pip install transformers==4.56.0 +``` + +*!!! If you want to load fp8 model with transformers, you need to change the name"ignored_layers" in config.json to "ignore" and upgrade the compressed-tensors to compressed-tensors-0.11.0.* + +The following code snippet shows how to use the transformers library to load and apply the model. + +we use tencent/HY-MT1.5-1.8B for example + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +import os + +model_name_or_path = "tencent/HY-MT1.5-1.8B" + +tokenizer = AutoTokenizer.from_pretrained(model_name_or_path) +model = AutoModelForCausalLM.from_pretrained(model_name_or_path, device_map="auto") # You may want to use bfloat16 and/or move to GPU here +messages = [ + {"role": "user", "content": "Translate the following segment into Chinese, without additional explanation.\n\nIt’s on the house."}, +] +tokenized_chat = tokenizer.apply_chat_template( + messages, + tokenize=True, + add_generation_prompt=False, + return_tensors="pt" +) + +outputs = model.generate(tokenized_chat.to(model.device), max_new_tokens=2048) +output_text = tokenizer.decode(outputs[0]) +``` + +We recommend using the following set of parameters for inference. Note that our model does not have the default system_prompt. + +```json +{ + "top_k": 20, + "top_p": 0.6, + "repetition_penalty": 1.05, + "temperature": 0.7 +} +``` + +  + +Supported languages: +| Languages | Abbr. | Chinese Names | +|-------------------|---------|-----------------| +| Chinese | zh | 中文 | +| English | en | 英语 | +| French | fr | 法语 | +| Portuguese | pt | 葡萄牙语 | +| Spanish | es | 西班牙语 | +| Japanese | ja | 日语 | +| Turkish | tr | 土耳其语 | +| Russian | ru | 俄语 | +| Arabic | ar | 阿拉伯语 | +| Korean | ko | 韩语 | +| Thai | th | 泰语 | +| Italian | it | 意大利语 | +| German | de | 德语 | +| Vietnamese | vi | 越南语 | +| Malay | ms | 马来语 | +| Indonesian | id | 印尼语 | +| Filipino | tl | 菲律宾语 | +| Hindi | hi | 印地语 | +| Traditional Chinese | zh-Hant| 繁体中文 | +| Polish | pl | 波兰语 | +| Czech | cs | 捷克语 | +| Dutch | nl | 荷兰语 | +| Khmer | km | 高棉语 | +| Burmese | my | 缅甸语 | +| Persian | fa | 波斯语 | +| Gujarati | gu | 古吉拉特语 | +| Urdu | ur | 乌尔都语 | +| Telugu | te | 泰卢固语 | +| Marathi | mr | 马拉地语 | +| Hebrew | he | 希伯来语 | +| Bengali | bn | 孟加拉语 | +| Tamil | ta | 泰米尔语 | +| Ukrainian | uk | 乌克兰语 | +| Tibetan | bo | 藏语 | +| Kazakh | kk | 哈萨克语 | +| Mongolian | mn | 蒙古语 | +| Uyghur | ug | 维吾尔语 | +| Cantonese | yue | 粤语 | + + +Citing HY-MT1.5: + +```bibtex +@misc{hy-mt1.5, + title={HY-MT1.5 Technical Report}, + author={Mao Zheng and Zheng Li and Tao Chen and Mingyang Song and Di Wang}, + year={2025}, + eprint={2512.24092}, + archivePrefix={arXiv}, + primaryClass={cs.CL}, + url={https://arxiv.org/abs/2512.24092}, +} +``` \ No newline at end of file diff --git a/hymt1-5_tokenizer/chat_template.jinja b/hymt1-5_tokenizer/chat_template.jinja new file mode 100644 index 0000000000000000000000000000000000000000..11f06996e3fdef5fc75a350af36dc9862e34cbde --- /dev/null +++ b/hymt1-5_tokenizer/chat_template.jinja @@ -0,0 +1 @@ +{% if messages[0]['role'] == 'system' %}{% set loop_messages = messages[1:] %}{% set system_message = messages[0]['content'] %}<｜hy_begin▁of▁sentence｜>{{ system_message }}<｜hy_place▁holder▁no▁3｜>{% else %}{% set loop_messages = messages %}<｜hy_begin▁of▁sentence｜>{% endif %}{% for message in loop_messages %}{% if message['role'] == 'user' %}<｜hy_User｜>{{ message['content'] }}{% elif message['role'] == 'assistant' %}<｜hy_Assistant｜>{{ message['content'] }}<｜hy_place▁holder▁no▁2｜>{% endif %}{% endfor %}{% if add_generation_prompt %}<｜hy_Assistant｜>{% else %}<｜hy_place▁holder▁no▁8｜>{% endif %} \ No newline at end of file diff --git a/hymt1-5_tokenizer/config.json b/hymt1-5_tokenizer/config.json new file mode 100644 index 0000000000000000000000000000000000000000..86cc52f2b149938fea6fa30dbc14c33ccbc30990 --- /dev/null +++ b/hymt1-5_tokenizer/config.json @@ -0,0 +1,60 @@ +{ + "add_classification_head": false, + "architectures": [ + "HunYuanDenseV1ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "attention_head_dim": 128, + "bos_token_id": 120000, + "cla_share_factor": 2, + "class_num": 0, + "dense_list": [ + 2048, + 0 + ], + "dtype": "bfloat16", + "eos_token_id": 120020, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 2048, + "im_end_id": 5, + "im_newline_id": 11, + "im_start_id": 4, + "initializer_range": 0.02, + "intermediate_size": 6144, + "mask_init_id": 12, + "max_position_embeddings": 262144, + "mlp_bias": false, + "model_type": "hunyuan_v1_dense", + "norm_type": "rms", + "num_attention_heads": 16, + "num_hidden_layers": 32, + "num_key_value_heads": 4, + "org_vocab_size": 120818, + "pad_id": 120002, + "pad_token_id": 120002, + "pool_type": "last", + "pretraining_tp": 1, + "rms_norm_eps": 1e-05, + "rope_scaling": { + "alpha": 1000.0, + "beta_fast": 32, + "beta_slow": 1, + "factor": 1.0, + "mscale": 1.0, + "mscale_all_dim": 1.0, + "type": "dynamic" + }, + "rope_theta": 10000.0, + "sep_token_id": 120007, + "text_end_id": 7, + "text_start_id": 6, + "tie_word_embeddings": true, + "transformers_version": "4.56.1", + "use_cache": true, + "use_cla": false, + "use_qk_norm": true, + "use_rotary_pos_emb": true, + "vocab_size": 120818 +} diff --git a/hymt1-5_tokenizer/generation_config.json b/hymt1-5_tokenizer/generation_config.json new file mode 100644 index 0000000000000000000000000000000000000000..9ce2ba135ca6ce1eb0758c7fb452c470bbafd86a --- /dev/null +++ b/hymt1-5_tokenizer/generation_config.json @@ -0,0 +1,11 @@ +{ + "bos_token_id": 120000, + "do_sample": true, + "eos_token_id": 120020, + "pad_token_id": 120002, + "repetition_penalty": 1.05, + "temperature": 0.7, + "top_k": 20, + "top_p": 0.8, + "transformers_version": "4.56.1" +} diff --git a/hymt1-5_tokenizer/special_tokens_map.json b/hymt1-5_tokenizer/special_tokens_map.json new file mode 100644 index 0000000000000000000000000000000000000000..ede21e29cb7086f12a84eca01cda0a448e368772 --- /dev/null +++ b/hymt1-5_tokenizer/special_tokens_map.json @@ -0,0 +1,23 @@ +{ + "bos_token": { + "content": "<｜hy_begin▁of▁sentence｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "eos_token": { + "content": "<｜hy_place▁holder▁no▁2｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + }, + "pad_token": { + "content": "<｜hy_▁pad▁｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false + } +} diff --git a/hymt1-5_tokenizer/tokenizer.json b/hymt1-5_tokenizer/tokenizer.json new file mode 100644 index 0000000000000000000000000000000000000000..bc8fca20a7f6dbb3c6a6d9e814c6efc999ec80fe --- /dev/null +++ b/hymt1-5_tokenizer/tokenizer.json @@ -0,0 +1,606466 @@ +{ + "version": "1.0", + "truncation": null, + "padding": null, + "added_tokens": [ + { + "id": 120000, + "content": "<｜hy_begin▁of▁sentence｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120001, + "content": "<｜hy_end▁of▁sentence｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120002, + "content": "<｜hy_▁pad▁｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120003, + "content": "<｜hy_fim▁hole｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120004, + "content": "<｜hy_fim▁begin｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120005, + "content": "<｜hy_fim▁end｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120006, + "content": "<｜hy_User｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120007, + "content": "<｜hy_Assistant｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120008, + "content": "<｜hy_EOT｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120009, + "content": "<｜hy_place▁holder▁no▁11｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120010, + "content": "<｜hy_place▁holder▁no▁12｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120011, + "content": "<｜hy_place▁holder▁no▁13｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120012, + "content": "<｜hy_place▁holder▁no▁14｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120013, + "content": "<｜hy_place▁holder▁no▁15｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120014, + "content": "<｜hy_place▁holder▁no▁16｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120015, + "content": "<｜hy_place▁holder▁no▁17｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120016, + "content": "<｜hy_place▁holder▁no▁18｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120017, + "content": "<｜hy_place▁holder▁no▁19｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120018, + "content": "<｜hy_place▁holder▁no▁0｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120019, + "content": "<｜hy_place▁holder▁no▁1｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120020, + "content": "<｜hy_place▁holder▁no▁2｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120021, + "content": "<｜hy_place▁holder▁no▁3｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120022, + "content": "<｜hy_place▁holder▁no▁4｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120023, + "content": "<｜hy_place▁holder▁no▁5｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120024, + "content": "<｜hy_place▁holder▁no▁6｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120025, + "content": "<｜hy_place▁holder▁no▁7｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120026, + "content": "<｜hy_place▁holder▁no▁8｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120027, + "content": "<｜hy_place▁holder▁no▁9｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120028, + "content": "<｜hy_place▁holder▁no▁10｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120029, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120030, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120031, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120032, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120033, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120034, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120035, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120036, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120037, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120038, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120039, + "content": "/think", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120040, + "content": "/no_think", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120041, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120042, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120043, + "content": "", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": false + }, + { + "id": 120044, + "content": "<｜hy_place▁holder▁no▁26｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120045, + "content": "<｜hy_place▁holder▁no▁27｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120046, + "content": "<｜hy_place▁holder▁no▁28｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120047, + "content": "<｜hy_place▁holder▁no▁29｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120048, + "content": "<｜hy_place▁holder▁no▁30｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120049, + "content": "<｜hy_place▁holder▁no▁31｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120050, + "content": "<｜hy_place▁holder▁no▁32｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120051, + "content": "<｜hy_place▁holder▁no▁33｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120052, + "content": "<｜hy_place▁holder▁no▁34｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120053, + "content": "<｜hy_place▁holder▁no▁35｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120054, + "content": "<｜hy_place▁holder▁no▁36｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120055, + "content": "<｜hy_place▁holder▁no▁37｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120056, + "content": "<｜hy_place▁holder▁no▁38｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120057, + "content": "<｜hy_place▁holder▁no▁39｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120058, + "content": "<｜hy_place▁holder▁no▁40｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120059, + "content": "<｜hy_place▁holder▁no▁41｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120060, + "content": "<｜hy_place▁holder▁no▁42｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120061, + "content": "<｜hy_place▁holder▁no▁43｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120062, + "content": "<｜hy_place▁holder▁no▁44｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120063, + "content": "<｜hy_place▁holder▁no▁45｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120064, + "content": "<｜hy_place▁holder▁no▁46｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120065, + "content": "<｜hy_place▁holder▁no▁47｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120066, + "content": "<｜hy_place▁holder▁no▁48｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120067, + "content": "<｜hy_place▁holder▁no▁49｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120068, + "content": "<｜hy_place▁holder▁no▁50｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120069, + "content": "<｜hy_place▁holder▁no▁51｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120070, + "content": "<｜hy_place▁holder▁no▁52｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120071, + "content": "<｜hy_place▁holder▁no▁53｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120072, + "content": "<｜hy_place▁holder▁no▁54｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120073, + "content": "<｜hy_place▁holder▁no▁55｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": false, + "special": true + }, + { + "id": 120074, + "content": "<｜hy_place▁holder▁no▁56｜>", + "single_word": false, + "lstrip": false, + "rstrip": false, + "normalized": 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17430, + "åºķéĿ¢": 17431, + "å½ĵ代": 17432, + "æij©æĵ¦": 17433, + "ì¹": 17434, + "è¯ģå®ŀ": 17435, + "nab": 17436, + "STR": 17437, + "Ġowners": 17438, + "ĨĮ": 17439, + "/T": 17440, + "Ġgut": 17441, + "æ´»åĬĽ": 17442, + "åįģä¸Ģ": 17443, + "çļĦç»ĵæŀĦ": 17444, + "Av": 17445, + "åį¸": 17446, + "å®ŀä¹ł": 17447, + "Ġdetermines": 17448, + "igenous": 17449, + "Icon": 17450, + "ĠFlorida": 17451, + "æĽ´é«ĺ": 17452, + "飦": 17453, + "Ġseparately": 17454, + "è¾¾æĪIJ": 17455, + "oor": 17456, + "é»Ħèī²": 17457, + "è¿Ľè¡Įæ²»çĸĹ": 17458, + "uming": 17459, + "åķ¦": 17460, + "selected": 17461, + "ĠÑı": 17462, + "ä¸Ĭæĺ¯": 17463, + "Ġdeng": 17464, + "èħ»": 17465, + "宽度": 17466, + "Ġsubstr": 17467, + "Ġmol": 17468, + "ĠCOM": 17469, + "Ġsphere": 17470, + "-bit": 17471, + "æī¶è´«": 17472, + "ĠJo": 17473, + "Ġencoun": 17474, + "åĮ»èį¯": 17475, + "ĠCirc": 17476, + "åį¢": 17477, + "åħ¬æŃ£": 17478, + "âĸ³": 17479, + "}\\),": 17480, + "Ġindustries": 17481, + "[[": 17482, + "ĠHor": 17483, + "bc": 17484, + 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17537, + "_init": 17538, + "çĶ¨éĢĶ": 17539, + "åıįæĺłäºĨ": 17540, + "çģ¸": 17541, + "ĠTimes": 17542, + "206": 17543, + "çļĦéĢīæĭ©": 17544, + "è¯·ä½ł": 17545, + ";&": 17546, + "ãĢĶ": 17547, + "ĠReply": 17548, + "Ġthorough": 17549, + "hm": 17550, + "еÑģ": 17551, + "Ġmultiplying": 17552, + "å¡«åĨĻ": 17553, + "Analysis": 17554, + "æ°ijæ³ķ": 17555, + "اع": 17556, + "equiv": 17557, + "Ġindirect": 17558, + "oxid": 17559, + "aped": 17560, + "Ġmutations": 17561, + ":C": 17562, + "æľīå¾Īå¤ļ": 17563, + "æ¶Į": 17564, + "×ķת": 17565, + "ĠAcademy": 17566, + "ç¦ı建": 17567, + "棵": 17568, + "Omega": 17569, + "åİī": 17570, + "Ġ\\(-\\": 17571, + "رÙĬ": 17572, + "ãģĤãĤĭ": 17573, + "']Ċ": 17574, + "Ïħ": 17575, + "OPTIONS": 17576, + ".end": 17577, + "Ġmood": 17578, + "Args": 17579, + "代æķ°": 17580, + "ĠVector": 17581, + "Ġkeeps": 17582, + "æ¸Ķ": 17583, + "娱ä¹IJ": 17584, + "Ġlogger": 17585, + "å¾Īå°ij": 17586, + "Ġorientation": 17587, + "Ġpup": 17588, + "åļ": 17589, + "ões": 17590, + "ĠPot": 17591, + 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42401, + "è°ĥåĴĮ": 42402, + "ĠProphet": 42403, + "075": 42404, + "ä¸įåĩĨç¡®": 42405, + "æľįåĬ¡å¹³åı°": 42406, + "å¾ģç¨İ": 42407, + "ouncing": 42408, + ".fit": 42409, + "æĸ°ä¸Ģ代": 42410, + "åĨħéĥ¨æݧåĪ¶": 42411, + "ĠInvestment": 42412, + "Ġsilk": 42413, + "ĠMonitoring": 42414, + "æĢ»éĿ¢ç§¯": 42415, + "æ¯Ķè¾ĥå¤ļ": 42416, + "Scan": 42417, + "ĠGreater": 42418, + "ĠdB": 42419, + "Ġnap": 42420, + "RV": 42421, + "ĠAPA": 42422, + "åĸĢ": 42423, + "Ġsuppressed": 42424, + "æ£ĢæŁ¥åĴĮ": 42425, + "éĥ½æĺ¯åľ¨": 42426, + "Ġrecordings": 42427, + "ĠAntib": 42428, + "Tx": 42429, + "ĠJess": 42430, + "ãĥı": 42431, + "Ġaeros": 42432, + "ена": 42433, + "ĠSafe": 42434, + "Ġhaem": 42435, + "åģı离": 42436, + "gregation": 42437, + "Ġfrustration": 42438, + "ĠonCreate": 42439, + "æİĮæı¡äºĨ": 42440, + "combination": 42441, + "Ġlane": 42442, + "ĠJoin": 42443, + "ç§įæĹı": 42444, + "åĨį度": 42445, + "649": 42446, + "-container": 42447, + "Ĩł": 42448, + "adores": 42449, + "ĠChron": 42450, + "éģĩåĪ°çļĦ": 42451, + "精确åĪ°": 42452, + "âĢĿâĢĶâĢĶ": 42453, + "arynge": 42454, + "Ġinvari": 42455, + "ç§ijåѦä¸İ": 42456, + "Ġosm": 42457, + "棵æłij": 42458, + "ĠOptimization": 42459, + "Ġcompromised": 42460, + "å¤ĸåľ¨": 42461, + "è·¯çļĦ": 42462, + "åIJĮæĹ¶åľ¨": 42463, + "_current": 42464, + "Ġemploying": 42465, + "轨éģĵ交éĢļ": 42466, + "Ġibabaw": 42467, + "Ġperturbation": 42468, + "_dat": 42469, + "Ġchambers": 42470, + "Brit": 42471, + "Was": 42472, + "Ġanonym": 42473, + "æ°Ĺ": 42474, + "墩": 42475, + "æ²īé»ĺ": 42476, + "Ġneuronal": 42477, + "íĹ": 42478, + "aby": 42479, + "computer": 42480, + "ноÑģÑĤÑĮ": 42481, + "æĪĴçĥŁ": 42482, + "831": 42483, + "ĠWire": 42484, + "ä¸Ģå®ļè¦ģ注æĦı": 42485, + "Ġvet": 42486, + "ä¸ĵ人": 42487, + "è¶ĭåIJij": 42488, + "Ġdeficits": 42489, + "Ġcooperative": 42490, + "äºĮ审": 42491, + "è£Ĥç¼Ŀ": 42492, + "åĴĮåŃ¦ä¹ł": 42493, + "ĠLooking": 42494, + "Ġinterpreting": 42495, + "Ġhast": 42496, + "åĽłä¸ºä»ĸ们": 42497, + "Union": 42498, + "nums": 42499, + "ĠGreenland": 42500, + "ĠQueens": 42501, + "Ġalterations": 42502, + "ĠMatter": 42503, + "æĹłæ¯Ķ": 42504, + "æ·±å¤Ħ": 42505, + "åºĶå½ĵåıĬæŶ": 42506, + "ÑĸлÑĮ": 42507, + "Äĥng": 42508, + "ä¼ĬæľĹ": 42509, + "ç»ıæľŁ": 42510, + "596": 42511, + "sha": 42512, + "(long": 42513, + "åıijæĮ¥äºĨ": 42514, + "usted": 42515, + "Ġamerican": 42516, + "orp": 42517, + "orig": 42518, + "Ġkep": 42519, + "Ġcoup": 42520, + "Ġgallery": 42521, + "Ġexcitement": 42522, + "Ġasynchronous": 42523, + "ĠHH": 42524, + "å°ļ书": 42525, + "æĭĴä¸į": 42526, + "èµĮåįļ": 42527, + "_ATTR": 42528, + "usa": 42529, + "å°į": 42530, + "åıĹåĬĽ": 42531, + "ä¸Ķæľī": 42532, + "ä¸ĭåĪĹåĵªé¡¹": 42533, + "çļĦåĪ©çĽĬ": 42534, + "ĠAU": 42535, + "èµ·ä¼ı": 42536, + "çijŀ士": 42537, + "ĠStarting": 42538, + "æIJ¬è¿ģ": 42539, + "Ġpyt": 42540, + "riages": 42541, + "ieg": 42542, + "Ġconstru": 42543, + "Ġcontrollers": 42544, + "åīįåĪĹèħºçĤİ": 42545, + "ĠDP": 42546, + "ĠPublications": 42547, + "multip": 42548, + "ĠBert": 42549, + "æµ·æ°´": 42550, + ".setOn": 42551, + "оÑģÑĤав": 42552, + "Working": 42553, + "$V": 42554, + "achy": 42555, + "æĬķèµĦ人": 42556, + "Ġcytokines": 42557, + "èĩªè±ª": 42558, + "arket": 42559, + "éħĴåIJİ": 42560, + "687": 42561, + "Ġpredicts": 42562, + "æ°ijäºĭè¯ī讼": 42563, + "ĠFrederick": 42564, + "éĺĪåĢ¼": 42565, + "friend": 42566, + "çļĦ次æķ°": 42567, + "ĠAround": 42568, + "ĠCrown": 42569, + "è¿ĩæĪ·": 42570, + "avia": 42571, + "Ġendless": 42572, + "-degree": 42573, + "çĬ¹å¦Ĥ": 42574, + "审åĪ¤åijĺ": 42575, + "atom": 42576, + "idian": 42577, + "æģĴæĪIJç«ĭ": 42578, + "Ġ]ĊĊ": 42579, + "主è¦ģéĢļè¿ĩ": 42580, + "éĢļ常æĥħåĨµä¸ĭ": 42581, + "Ġsulfate": 42582, + "aci": 42583, + "é¡¹çĽ®ç®¡çIJĨ": 42584, + ".char": 42585, + "åĴĮç²¾ç¥ŀ": 42586, + "离èģĮ": 42587, + "çªľ": 42588, + "ĠContainer": 42589, + "ebra": 42590, + "zione": 42591, + "ãģ¸": 42592, + "éĩı大": 42593, + "$\\{": 42594, + "èĩªçĦ¶æķ°": 42595, + "æľĭåıĭåľĪ": 42596, + "æĿĢ人": 42597, + "roductory": 42598, + "Think": 42599, + "eye": 42600, + "ĠElectrical": 42601, + "Returns": 42602, + "Ġtodd": 42603, + "åĩºåľŁ": 42604, + "597": 42605, + "Mathemat": 42606, + "áĥĺáĥ¡": 42607, + "Ġrewritten": 42608, + "tobuf": 42609, + "ï¸": 42610, + ".Count": 42611, + "ä¸įåı¯æĪĸ缺": 42612, + "íĴĪ": 42613, + "acting": 42614, + "Ġassays": 42615, + "INST": 42616, + "æĬĹçĹħæ¯Ĵ": 42617, + "ĠLoop": 42618, + "hev": 42619, + "å·²ç»ıæľī": 42620, + "ĠBeat": 42621, + "___________": 42622, + "åįķè°ĥæĢ§": 42623, + "_before": 42624, + "ĠElsevier": 42625, + "°,": 42626, + "rieve": 42627, + "Music": 42628, + "ĠMaur": 42629, + "Ġ$('#": 42630, + "åĵī": 42631, + "æķĻåłĤ": 42632, + "没ä»Ģä¹Ī": 42633, + "Ġcohes": 42634, + "åĨħ容åĮħæĭ¬": 42635, + "æĪij们éľĢè¦ģæī¾åĩº": 42636, + "ä¸ĩ亿": 42637, + "Phil": 42638, + "-yard": 42639, + "ĠAgent": 42640, + "ĠReligion": 42641, + "Ġcleanup": 42642, + "Radio": 42643, + "ĠUTC": 42644, + "ä¸īåŃ£åº¦": 42645, + "ç»ĨèĥŀèĨľ": 42646, + "åIJĪæł¼çļĦ": 42647, + "Calendar": 42648, + "æĪ¦": 42649, + "éĿ¢èī²": 42650, + "èĩ´çĻĮ": 42651, + "_stats": 42652, + "åģĩå®ļ": 42653, + "_search": 42654, + "Ġsegregation": 42655, + "Ġjan": 42656, + "Ġtelesc": 42657, + "Qt": 42658, + "ĠLith": 42659, + "ä¿Ŀåħ¨": 42660, + "æŃ£æĸ¹ä½ĵçļĦ": 42661, + "åħ¬äº¤è½¦": 42662, + "æ°Ķæģ¯": 42663, + "款è§Ħå®ļ": 42664, + "Ġcapsule": 42665, + ".An": 42666, + "Lu": 42667, + "ãĢĤãĢIJ": 42668, + "Ġcapitalist": 42669, + "ĠIdentity": 42670, + "KT": 42671, + "Ġws": 42672, + "agu": 42673, + "æĶ¾ç¼ĵ": 42674, + "ÃŃch": 42675, + "ĠBone": 42676, + "ĠDH": 42677, + "raced": 42678, + "æݥ纳": 42679, + "_batch": 42680, + "699": 42681, + "unal": 42682, + "ĠJour": 42683, + "åĽ¾çļĦ": 42684, + "Ġmonitors": 42685, + "âĪĹ": 42686, + "åĩ½æķ°æĺ¯": 42687, + "å½¢å¼ıæĺ¯": 42688, + "äºĮåįģåĽĽ": 42689, + "Fs": 42690, + "æŶéĹ´æĺ¯": 42691, + "åºıåı·": 42692, + "伤å¯Ĵ": 42693, + "èĩªçĦ¶çģ¾å®³": 42694, + "Ġassisted": 42695, + "Ġnanoparticles": 42696, + "ĠSER": 42697, + "ĠGol": 42698, + "ousel": 42699, + "ĠProve": 42700, + "complex": 42701, + "aphrag": 42702, + "ĠCommonwealth": 42703, + "cam": 42704, + "ĠNar": 42705, + "æľ«ç«¯": 42706, + "..ĊĊ": 42707, + "048": 42708, + "rides": 42709, + "ĠRoll": 42710, + "ä»İæł¹æľ¬ä¸Ĭ": 42711, + "Structure": 42712, + "Ġפ": 42713, + "646": 42714, + "çł´è§£": 42715, + "+B": 42716, + "çļĦåĬŀæ³ķ": 42717, + "ĠBranch": 42718, + "opa": 42719, + "æĹ¥æĻļ": 42720, + "ä¹ĺ车": 42721, + "081": 42722, + "acre": 42723, + "663": 42724, + "éĢIJå¹´": 42725, + "Ġinjections": 42726, + "dv": 42727, + "家åºĦ": 42728, + "太åŃIJ": 42729, + "resources": 42730, + "表åįķ": 42731, + "æĥ³æĥ³": 42732, + "设计并": 42733, + "æĶ¿åºľéĥ¨éŨ": 42734, + "åıĤèĢĥçŃĶæ¡Ī": 42735, + "Ġauxiliary": 42736, + "'b": 42737, + "735": 42738, + "è¯»éŁ³": 42739, + "ää": 42740, + "Ġmicrophone": 42741, + "家éķ¿ä»¬": 42742, + "åºĶå°Ĩ": 42743, + "æĸ¯æĭī": 42744, + "åIJĪçIJĨæĢ§": 42745, + "ĠStein": 42746, + "ĠJudge": 42747, + "=C": 42748, + "æĮīçħ§è§Ħå®ļ": 42749, + "éĺ¶æ®µæĢ§": 42750, + "Ġnucleotide": 42751, + "Sup": 42752, + "_const": 42753, + "ouver": 42754, + "_cfg": 42755, + "Ġmidpoint": 42756, + "Ġnewborn": 42757, + "åĪĨ辨çİĩ": 42758, + "Ġexecutes": 42759, + "å¿ħè¦ģæĢ§": 42760, + "èĴ¸æ°Ķ": 42761, + "津贴": 42762, + "Ġlitter": 42763, + "温æŁĶ": 42764, + "ĠOH": 42765, + "axes": 42766, + "Ġsnack": 42767, + "ä¸įèĢĥèĻij": 42768, + "Ġtrash": 42769, + "ẩ": 42770, + "lookup": 42771, + "669": 42772, + "Ġmissile": 42773, + "(to": 42774, + "å¸Ĥéķ¿": 42775, + "Ġextingu": 42776, + "çĥŃéĹ¹": 42777, + "Ġserotonin": 42778, + "é¢ľèī²çļĦ": 42779, + "Ġcommercially": 42780, + "Ġluxury": 42781, + "å°ıçİĭ": 42782, + "é¦ĸåħĪæĺ¯": 42783, + "çŃīäºİå¤ļå°ij": 42784, + "Ġadolescent": 42785, + "æĸ¯çļĦ": 42786, + "095": 42787, + "erty": 42788, + "æĥħåĨµè¿Ľè¡Į": 42789, + "ái": 42790, + "raditional": 42791, + "Ġcông": 42792, + "å¾Īç®Ģåįķ": 42793, + "ertation": 42794, + "Secret": 42795, + "Ġcoordinated": 42796, + "Ġemotionally": 42797, + "Ġverbs": 42798, + "ç¥ŀç»ıåħĥ": 42799, + "-pres": 42800, + "符åIJĪæĿ¡ä»¶çļĦ": 42801, + "UTO": 42802, + "artifactId": 42803, + "å¹³æĿ¿": 42804, + "æĽ¹æĵį": 42805, + "ĠPotential": 42806, + "åħľ": 42807, + "_pre": 42808, + "Ġhydroph": 42809, + "åħ·æľīèī¯å¥½çļĦ": 42810, + "_TEXT": 42811, + "Ġenjoying": 42812, + "Members": 42813, + "Ġgih": 42814, + "Ġviscosity": 42815, + "è¾ħé£Ł": 42816, + "ĠWR": 42817, + "àµģ": 42818, + "_END": 42819, + "ĠInitiative": 42820, + "èĻŀ": 42821, + "è£ħç®±": 42822, + "ños": 42823, + "Ġcategorical": 42824, + ".]": 42825, + "é«ĺæĺ¯": 42826, + "é«ĺåį±": 42827, + "ovies": 42828, + "å®ĥèĥ½": 42829, + "identifier": 42830, + "ĠAngel": 42831, + "Ġattacker": 42832, + "Ġdeadline": 42833, + "å®ŀä½ĵç»ıæµİ": 42834, + "Ġjuvenile": 42835, + "ä¸Ńåĩºçİ°": 42836, + "èIJ¥åĪ©": 42837, + "/EB": 42838, + "Mult": 42839, + "åĴĮæĹł": 42840, + "ENU": 42841, + "Premise": 42842, + "ĠBring": 42843, + "ocide": 42844, + "ariat": 42845, + "Ġfiltration": 42846, + "commands": 42847, + "åī¯å±Ģéķ¿": 42848, + "adoop": 42849, + "Ġмож": 42850, + "ĠBrazilian": 42851, + "itian": 42852, + "为éĩįçĤ¹": 42853, + "ĠFinding": 42854, + "Ġunrest": 42855, + "认è´Ń": 42856, + "ĠÃľ": 42857, + "æĤ£ä¸Ĭ": 42858, + "åıįæĺłåĩº": 42859, 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"under", + "standing" + ], + [ + "é¢Ħ计", + "æľªæĿ¥" + ], + [ + "olds", + "mith" + ], + [ + "ropy", + "lene" + ], + [ + "ĠIre", + "ne" + ], + [ + "Dist", + "rict" + ], + [ + "èĥ°å²Ľç´ł", + "æĬµæĬĹ" + ], + [ + "Ġine", + "fficiency" + ], + [ + "-------", + ":|" + ], + [ + "ä¸Ģæµģ", + "çļĦ" + ], + [ + "åĬłæ³ķ", + "è¿IJç®Ĺ" + ], + [ + "Ġfool", + "ed" + ], + [ + "Ġepile", + "ptic" + ], + [ + "Ġlocom", + "otives" + ], + [ + "Ġfortun", + "ately" + ], + [ + "Ġprotr", + "uding" + ], + [ + "Ġcoerc", + "ive" + ], + [ + "置身", + "äºİ" + ], + [ + "HUB", + "PRE" + ], + [ + "èĶ·", + "èĸĩ" + ], + [ + "åIJīæĢĿ", + "æ±Ĺ" + ], + [ + ".", + "radio" + ], + [ + "F", + "iber" + ], + [ + "K", + "arl" + ], + [ + "_", + "List" + ], + [ + "al", + "ers" + ], + [ + "æĺ¯", + "å®ĥçļĦ" + ], + [ + "æĺ¯", + "å¾Īæľī" + ], + [ + "ĠA", + "UT" + ], + [ + "åĴĮ", + "éķ¿æľŁ" + ], + [ + "ĠL", + "ópez" + ], + [ + "æŃ£", + "åİĭ" + ], + [ + "ree", + "ce" + ], + [ + "说", + "课" + ], + [ + "ild", + "en" + ], + [ + "right", + "s" + ], + [ + "éĻ¢", + "åŃIJéĩĮ" + ], + [ + "ident", + "ify" + ], + [ + "åĽłæѤ", + "æĪij们" + ], + [ + "éĺ²", + "æ¯Ĵ" + ], + [ + "to", + "Simple" + ], + [ + "ç»ıæµİ", + "åѦçļĦ" + ], + [ + "åIJĮæŶ", + "å±ŀäºİ" + ], + [ + "满", + "æĺ¯" + ], + [ + "èµ°", + "å¼±" + ], + [ + "è¿Ļç§į", + "çĹħ" + ], + [ + "æ£ĢæŁ¥", + "æĸ¹æ³ķ" + ], + [ + "Ġmass", + "less" + ], + [ + "ÙĤ", + "ÙĬÙħ" + ], + [ + "äºĭ件", + "çļĦåıijçĶŁ" + ], + [ + "èĮ¶", + "汤" + ], + [ + "Let", + "ters" + ], + [ + "çĶŁæĢģ", + "åѦ" + ], + [ + "era", + "is" + ], + [ + "ĠAp", + "plic" + ], + [ + "ĠCor", + "responding" + ], + [ + "两边", + "ä¹ĭå·®" + ], + [ + "Ġregist", + "rar" + ], + [ + "è¡Į驶", + "è¯ģ" + ], + [ + "é©»", + "æīİ" + ], + [ + "ани", + "Ñİ" + ], + [ + "è¿ĽèĢĮ", + "导èĩ´" + ], + [ + "ĠNor", + "te" + ], + [ + "èĢ¶", + "夫" + ], + [ + "ĠÚ©", + "رد" + ], + [ + "ä¸įåĪ©", + "çļĦ" + ], + [ + "-em", + "ployed" + ], + [ + "èŃ¦ç¤º", + "æłĩå¿Ĺ" + ], + [ + "åģ¥å£®", + "æĢ§åĴĮ" + ], + [ + "Ġpolys", + "accharides" + ], + [ + "ĠGeor", + "getown" + ], + [ + "Ġcarbox", + "ylic" + ], + [ + "å¾Ĺåħ¶", + "åıį" + ], + [ + ")", + "}$ĊĊ" + ], + [ + "+", + "bi" + ], + [ + "F", + "ONT" + ], + [ + "l", + "ating" + ], + [ + "Ġa", + "ku" + ], + [ + "çļĦ", + "ä¿Ŀéļľ" + ], + [ + "çļĦ", + "åĪ¤åĪ«å¼ı" + ], + [ + "çļĦ", + "çľ¼åħī" + ], + [ + "Ġp", + "ym" + ], + [ + "Ġd", + "avid" + ], + [ + "æĺ", + "Ļ" + ], + [ + "Ġg", + "ÅĤ" + ], + [ + "ur", + "ian" + ], + [ + "åľ¨", + "å¸Ĥåľºä¸Ĭ" + ], + [ + "大", + "åľ°éľĩ" + ], + [ + "æµ", + "£" + ], + [ + "æĿ¥", + "å¢ŀ强" + ], + [ + "é«ĺ", + "æ°´å¹³çļĦ" + ], + [ + "ä¹Ł", + "åı¯èĥ½ä¼ļ" + ], + [ + "ä¸Ģ个", + "æķ°åŃĹ" + ], + [ + "æľĢ", + "缴æİ¥çļĦ" + ], + [ + "Ġclass", + "ed" + ], + [ + "ĠY", + "en" + ], + [ + "ç«ĭ", + "åĨ¬" + ], + [ + "Ñģ", + "Ñĥ" + ], + [ + "æ®", + "ĥ" + ], + [ + "åIJĦ", + "éĥ¨" + ], + [ + "åķ", + "¬" + ], + [ + "åij½", + "èĦī" + ], + [ + "è¶ħ", + "导" + ], + [ + "AR", + "B" + ], + [ + "äºī", + "å½ĵ" + ], + [ + "å¿ħé¡»", + "å°Ĩ" + ], + [ + "}}{", + "-\\" + ], + [ + "Ġnecess", + "itate" + ], + [ + "ĠCont", + "ributor" + ], + [ + "struct", + "ive" + ], + [ + "-w", + "orth" + ], + [ + "mar", + "a" + ], + [ + "Ġpict", + "orial" + ], + [ + "缼", + "å¤ı" + ], + [ + "just", + "ify" + ], + [ + "æīĭç»Ń", + "çļĦ" + ], + [ + "ä¸Ģ家", + "åħ¬åı¸" + ], + [ + "大æķ°æį®", + "åĪĨæŀIJ" + ], + [ + "èIJ¥éĢł", + "èī¯å¥½" + ] + ] + } +} \ No newline at end of file diff --git a/hymt1-5_tokenizer/tokenizer_config.json b/hymt1-5_tokenizer/tokenizer_config.json new file mode 100644 index 0000000000000000000000000000000000000000..04a620eef4b09f76d35f8a6f4ac331d96f01eee2 --- /dev/null +++ b/hymt1-5_tokenizer/tokenizer_config.json @@ -0,0 +1,6555 @@ +{ + "added_tokens_decoder": { + "120000": { + "content": "<｜hy_begin▁of▁sentence｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120001": { + "content": "<｜hy_end▁of▁sentence｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120002": { + "content": "<｜hy_▁pad▁｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120003": { + "content": "<｜hy_fim▁hole｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120004": { + "content": "<｜hy_fim▁begin｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120005": { + "content": "<｜hy_fim▁end｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120006": { + "content": "<｜hy_User｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120007": { + "content": "<｜hy_Assistant｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120008": { + "content": "<｜hy_EOT｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120009": { + "content": "<｜hy_place▁holder▁no▁11｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120010": { + "content": "<｜hy_place▁holder▁no▁12｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120011": { + "content": "<｜hy_place▁holder▁no▁13｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120012": { + "content": "<｜hy_place▁holder▁no▁14｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120013": { + "content": "<｜hy_place▁holder▁no▁15｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120014": { + "content": "<｜hy_place▁holder▁no▁16｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120015": { + "content": "<｜hy_place▁holder▁no▁17｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120016": { + "content": "<｜hy_place▁holder▁no▁18｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120017": { + "content": "<｜hy_place▁holder▁no▁19｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120018": { + "content": "<｜hy_place▁holder▁no▁0｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120019": { + "content": "<｜hy_place▁holder▁no▁1｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120020": { + "content": "<｜hy_place▁holder▁no▁2｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": 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"single_word": false, + "special": false + }, + "120041": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "120042": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "120043": { + "content": "", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": false + }, + "120044": { + "content": "<｜hy_place▁holder▁no▁26｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120045": { + "content": "<｜hy_place▁holder▁no▁27｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120046": { + "content": "<｜hy_place▁holder▁no▁28｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120047": { + "content": 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"<｜hy_place▁holder▁no▁797｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120816": { + "content": "<｜hy_place▁holder▁no▁798｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + }, + "120817": { + "content": "<｜hy_place▁holder▁no▁799｜>", + "lstrip": false, + "normalized": false, + "rstrip": false, + "single_word": false, + "special": true + } + }, + "bos_token": "<｜hy_begin▁of▁sentence｜>", + "clean_up_tokenization_spaces": true, + "eos_token": "<｜hy_place▁holder▁no▁2｜>", + "extra_special_tokens": {}, + "model_max_length": 1000000000000000019884624838656, + "pad_token": "<｜hy_▁pad▁｜>", + "tokenizer_class": "PreTrainedTokenizerFast" +} diff --git a/infer_axmodel.py b/infer_axmodel.py new file mode 100644 index 0000000000000000000000000000000000000000..78ddde59a40a892d1ec0e9570e34b384396f947e --- /dev/null +++ b/infer_axmodel.py @@ -0,0 +1,78 @@ +from transformers import AutoProcessor, AutoModelForImageTextToText +import torch +import onnx +import onnxruntime as ort +import numpy as np +import os +from tqdm import tqdm +from transformers import AutoConfig, AutoTokenizer +from typing import List, Tuple +from axengine import InferenceSession +from ml_dtypes import bfloat16 +from utils.infer_func import InferManager +import argparse +from PIL import Image +import torchvision.transforms as T +from torchvision.transforms.functional import InterpolationMode + + +if __name__ == "__main__": + + """ + python3 infer_axmodel.py --vit_model vit-models/internvl_vit_model_1x3x448x448.axmodel --images examples/image_0.jpg + """ + prompt = None + parser = argparse.ArgumentParser(description="Model configuration parameters") + parser.add_argument("--hf_model", type=str, default="./hymt1-5_tokenizer/", + help="Path to HuggingFace model") + parser.add_argument("--axmodel_path", type=str, default="./hymt1-5_2k_ax650n_axmodel/", + help="Path to save compiled axmodel of llama model") + parser.add_argument("-q", "--question", type=str, default="It’s on the house.", + help="Your question that you want to ask the model.") + args = parser.parse_args() + + hf_model_path = args.hf_model + axmodel_path = args.axmodel_path + prompt = args.question + + device = "cuda" if torch.cuda.is_available() else "cpu" + embeds = np.load(os.path.join(axmodel_path, "model.embed_tokens.weight.npy")) + + # load the tokenizer and the model + tokenizer = AutoTokenizer.from_pretrained(hf_model_path) + config = AutoConfig.from_pretrained(hf_model_path, trust_remote_code=True) + + # model = AutoModelForCausalLM.from_pretrained( + # hf_model_path, + # ).to(device) + + messages = [ + {"role": "user", "content": f"Translate the following segment into Chinese, without additional explanation.\n\n{prompt}"}, + ] + input_ids = tokenizer.apply_chat_template( + messages, + tokenize=True, + add_generation_prompt=False, + return_tensors="pt" + ) + + token_ids = input_ids[0].cpu().numpy().tolist() + token_len = len(token_ids) + prefill_data = np.take(embeds, token_ids, axis=0) + prefill_data = prefill_data.astype(bfloat16) + + cfg = config + + eos_token_id = None + if isinstance(cfg.eos_token_id, list) and len(cfg.eos_token_id) > 1: + eos_token_id = cfg.eos_token_id + + slice_len = 128 + prefill_max_len = 1024 - 1 + max_seq_len = 2048 - 1 # prefill + decode max length + + imer = InferManager(cfg, axmodel_path, max_seq_len=max_seq_len) # prefill + decode max length + # import pdb; pdb.set_trace() + token_ids = imer.prefill(tokenizer, token_ids, prefill_data, slice_len=slice_len) + imer.decode(tokenizer, token_ids, embeds, slice_len=slice_len, eos_token_id=eos_token_id) + print("\n") \ No newline at end of file diff --git a/infer_torch.py b/infer_torch.py new file mode 100644 index 0000000000000000000000000000000000000000..b0b0b8864037cc0da28d77f3d9390465eb454bcc --- /dev/null +++ b/infer_torch.py @@ -0,0 +1,20 @@ +from transformers import AutoModelForCausalLM, AutoTokenizer +import os + +model_name_or_path = "tencent/HY-MT1.5-1.8B" + +tokenizer = AutoTokenizer.from_pretrained(model_name_or_path) +model = AutoModelForCausalLM.from_pretrained(model_name_or_path, device_map="auto") # You may want to use bfloat16 and/or move to GPU here +messages = [ + {"role": "user", "content": "Translate the following segment into Chinese, without additional explanation.\n\nIt’s on the house."}, +] +tokenized_chat = tokenizer.apply_chat_template( + messages, + tokenize=True, + add_generation_prompt=False, + return_tensors="pt" +) + +outputs = model.generate(tokenized_chat.to(model.device), max_new_tokens=2048) +output_text = tokenizer.decode(outputs[0]) +print(output_text) diff --git a/main_api_ax620e b/main_api_ax620e new file mode 100644 index 0000000000000000000000000000000000000000..474f95eda4683055392447b5105e7cc27fffb045 --- /dev/null +++ b/main_api_ax620e @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:547d92dbda3bd01c13e9f59039529837cddcfdebee1504920e6024fde17b24ca +size 1273648 diff --git a/main_ax620e b/main_ax620e new file mode 100644 index 0000000000000000000000000000000000000000..3d1430df485e10cd0eb838c6a6ea1f9cbfc43f21 --- /dev/null +++ b/main_ax620e @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:4f110873056c8474e51cd51a7914cd55ee245ff5c9a5172f65aedc4d4a82165e +size 1156584 diff --git a/post_config.json b/post_config.json new file mode 100644 index 0000000000000000000000000000000000000000..86848da0ccd22bf3a46a8f2849ed5e6acd099fb1 --- /dev/null +++ b/post_config.json @@ -0,0 +1,14 @@ +{ + "enable_temperature" : true, + "temperature" : 0.7, + + "enable_repetition_penalty" : true, + "repetition_penalty" : 1.2, + "penalty_window" : 30, + + "enable_top_p_sampling" : false, + "top_p" : 0.9, + + "enable_top_k_sampling" : true, + "top_k" : 10 +} \ No newline at end of file diff --git a/run_hymt1-5_1.8b_ax620e.sh b/run_hymt1-5_1.8b_ax620e.sh new file mode 100644 index 0000000000000000000000000000000000000000..0232ec9a3b303b9c0c50d962fb8e7752a4cd2f8b --- /dev/null +++ b/run_hymt1-5_1.8b_ax620e.sh @@ -0,0 +1,20 @@ +AXMODEL_DIR=./hymt1-5_1k_ax620e_axmodel/ + +./main_ax620e \ +--template_filename_axmodel "${AXMODEL_DIR}hunyuan_v1_dense_p128_l%d_together.axmodel" \ +--axmodel_num 32 \ +--bos 0 --eos 0 \ +--dynamic_load_axmodel_layer 0 \ +--use_mmap_load_embed 1 \ +--filename_tokenizer_model "hymt1-5-1.8b_tokenizer.txt" \ +--filename_post_axmodel "${AXMODEL_DIR}/hunyuan_v1_dense_post.axmodel" \ +--use_topk 0 \ +--filename_tokens_embed "${AXMODEL_DIR}/model.embed_tokens.weight.bfloat16.bin" \ +--tokens_embed_num 120818 \ +--tokens_embed_size 2048 \ +--live_print 1 \ +--continue 1 \ +--post_config_path post_config.json \ +--use_zh_template 0 \ +--target_language "English" \ + diff --git a/run_hymt1-5_1.8b_ax620e_api.sh b/run_hymt1-5_1.8b_ax620e_api.sh new file mode 100644 index 0000000000000000000000000000000000000000..cc3fd09fec09b6644a2f68cb8c90ce0297aacedc --- /dev/null +++ b/run_hymt1-5_1.8b_ax620e_api.sh @@ -0,0 +1,13 @@ +AXMODEL_DIR=./hymt1-5_1k_ax620e_axmodel/ + +./main_api_ax620e \ +--template_filename_axmodel "${AXMODEL_DIR}hunyuan_v1_dense_p128_l%d_together.axmodel" \ +--axmodel_num 32 \ +--use_mmap_load_embed 1 \ +--filename_tokenizer_model "hymt1-5-1.8b_tokenizer.txt" \ +--filename_post_axmodel "${AXMODEL_DIR}/hunyuan_v1_dense_post.axmodel" \ +--filename_tokens_embed "${AXMODEL_DIR}/model.embed_tokens.weight.bfloat16.bin" \ +--tokens_embed_num 120818 \ +--tokens_embed_size 2048 \ +--post_config_path post_config.json \ + diff --git a/utils/infer_func.py b/utils/infer_func.py new file mode 100644 index 0000000000000000000000000000000000000000..34f18f3af135413464fa40260c050ad46974f5a2 --- /dev/null +++ b/utils/infer_func.py @@ -0,0 +1,414 @@ +import torch +import numpy as np +from typing import List, Tuple +from tqdm import tqdm +from axengine import InferenceSession +import os +import re +from ml_dtypes import bfloat16 + + +# Discover model files automatically from model_dir. +# We expect files like: _p128_l_together.axmodel and _post.axmodel +# we try to detect model prefix and layer files automatically +def _find_axmodel_files(base_dir: str, expected_layers: int = None, expected_prefill: int = 128): + files = os.listdir(base_dir) + # match prefix, prefill size (dynamic), and layer index + layer_pattern = re.compile(r"^(?P.*)_p(?P\d+)_l(?P\d+)_together\.axmodel$") + post_pattern = re.compile(r"^(?P.*)_post\.axmodel$") + + # collect prefix -> [(idx, fname)] + prefix_map = {} + for fname in files: + m = layer_pattern.match(fname) + if m: + prefix = m.group("prefix") + idx = int(m.group("idx")) + prefix_map.setdefault(prefix, []).append((idx, fname)) + + if not prefix_map: + # fallback to hardcoded pattern if nothing detected + prefix = "gemma3_text" + layer_files = [( + i, f"{prefix}_p{expected_prefill}_l{i}_together.axmodel" + ) for i in range(expected_layers or 0)] + else: + # choose the prefix with the most layers (most likely the correct one) + prefix = max(prefix_map.items(), key=lambda kv: len(kv[1]))[0] + # debug info + print(f"Detected prefixes: {list(prefix_map.keys())}, chosen: {prefix}, layers: {len(prefix_map[prefix])}") + layer_files = sorted(prefix_map[prefix], key=lambda it: it[0]) + + # find post process file + post_file = None + for fname in files: + m = post_pattern.match(fname) + if m and m.group("prefix") == prefix: + post_file = fname + break + if post_file is None: + candidate = os.path.join(base_dir, f"{prefix}_post.axmodel") + if os.path.exists(candidate): + post_file = f"{prefix}_post.axmodel" + else: + for fname in files: + if fname.endswith("_post.axmodel"): + post_file = fname + break + + return layer_files, post_file, prefix + +class InferManager: + def __init__(self, config, model_dir, max_seq_len=2047): + + self.config = config + self.max_seq_len = max_seq_len + + self.sub_dim = config.hidden_size // config.num_attention_heads if not config.head_dim else config.head_dim + self.kv_dim = self.sub_dim * config.num_key_value_heads + + self.k_caches = [ + np.zeros((1, self.max_seq_len, self.kv_dim), dtype=bfloat16) + for _ in range(config.num_hidden_layers) + ] + self.v_caches = [ + np.zeros((1, self.max_seq_len, self.kv_dim), dtype=bfloat16) + for _ in range(config.num_hidden_layers) + ] + + layer_files, post_file, prefix = _find_axmodel_files(model_dir, config.num_hidden_layers) + + self.decoder_sessions = [] + for _, fname in tqdm(layer_files, desc="Init InferenceSession"): + session = InferenceSession(os.path.join(model_dir, fname)) + self.decoder_sessions.append(session) + + # post_file was returned by _find_axmodel_files; ensure it was found + if post_file is None: + raise FileNotFoundError("Cannot find post process .axmodel file in model_dir") + self.post_process_session = InferenceSession(os.path.join(model_dir, post_file)) + print("Model loaded successfully!") + + @staticmethod + def _top_p(probs: np.ndarray, p: float) -> np.ndarray: + sorted_indices = np.argsort(probs) + filtered = probs.copy() + cumulative = 0 + for idx in sorted_indices[::-1]: + if cumulative >= p: + filtered[idx] = 0 + cumulative += filtered[idx] + return filtered / cumulative + + @staticmethod + def _softmax(logits: np.ndarray) -> np.ndarray: + logits = logits - logits.max() + exp_logits = np.exp(logits) + return (exp_logits / np.sum(exp_logits)).astype(np.float64) + + def post_process( + self, + logits, + top_k=1, + top_p=0.9, + temperature=0.6, + repetition_penalty=1.0, + token_ids=None, + ): + logits = logits.astype(np.float32).flatten() + if repetition_penalty is not None and repetition_penalty != 1.0 and token_ids: + for t in set(token_ids): + if 0 <= t < logits.size: + if logits[t] < 0: + logits[t] *= repetition_penalty + else: + logits[t] /= repetition_penalty + + top_k = max(1, min(int(top_k), logits.size)) + temperature = max(float(temperature), 1e-6) + top_p = min(max(float(top_p), 1e-6), 1.0) + + candidate_indices = np.argpartition(logits, -top_k)[-top_k:] + candidate_logits = logits[candidate_indices] / temperature + candidate_probs = self._softmax(candidate_logits) + candidate_probs = self._top_p(candidate_probs, top_p) + candidate_probs = candidate_probs.astype(np.float64) / candidate_probs.sum() + chosen_idx = np.random.multinomial(1, candidate_probs).argmax() + next_token = candidate_indices[chosen_idx] + return next_token, candidate_indices, candidate_probs + + def gen_slice_indices(self, token_len, prefill=128, expand=128): + remaining = max(0, token_len - prefill) + extra_blocks = (remaining + expand - 1) // expand + return list(range(extra_blocks + 1)) + + def prefill( + self, + tokenizer, + token_ids, + embed_data, + slice_len=128, + top_k=1, + top_p=0.9, + temperature=0.6, + repetition_penalty=1.0, + ): + """ + Prefill step for chunked inference. + """ + seq_len = len(token_ids) + slice_indices = [i for i in range(seq_len // slice_len + 1)] + print(f"slice_indices: {slice_indices}") + # total_prefill_len = ( + # slice_len * slice_indices[-1] + # if slice_indices[-1] != 0 + # else slice_len + # ) + total_prefill_len = slice_len * (slice_indices[-1] + 1) + # slice_indices = self.gen_slice_indices(seq_len) + + if total_prefill_len > 0: + for slice_idx in slice_indices: + indices = np.arange( + slice_idx * slice_len, + (slice_idx + 1) * slice_len, + dtype=np.uint32 + ).reshape((1, slice_len)) + + mask = ( + np.zeros((1, slice_len, slice_len * (slice_idx + 1))) + - 65536 + ) + data = np.zeros((1, slice_len, self.config.hidden_size)).astype(bfloat16) + for i, t in enumerate( + range( + slice_idx * slice_len, + (slice_idx + 1) * slice_len, + ) + ): + if t < len(token_ids): + mask[:, i, : slice_idx * slice_len + i + 1] = 0 + data[:, i : i + 1, :] = ( + embed_data[t] + .reshape((1, 1, self.config.hidden_size)) + .astype(bfloat16) + ) + + remain_len = ( + seq_len - slice_idx * slice_len + if slice_idx == slice_indices[-1] + else slice_len + ) + mask = mask.astype(bfloat16) + for layer_idx in range(self.config.num_hidden_layers): + input_feed = { + "K_cache": ( + self.k_caches[layer_idx][:, 0 : slice_len * slice_idx, :] + if slice_idx + else np.zeros((1, 1, self.config.hidden_size), dtype=bfloat16) + ), + "V_cache": ( + self.v_caches[layer_idx][:, 0 : slice_len * slice_idx, :] + if slice_idx + else np.zeros((1, 1, self.config.hidden_size), dtype=bfloat16) + ), + "indices": indices, + "input": data, + "mask": mask, + } + outputs = self.decoder_sessions[layer_idx].run(None, input_feed, shape_group=slice_idx + 1) + self.k_caches[layer_idx][ + :, + slice_idx * slice_len : slice_idx * slice_len + remain_len, + :, + ] = outputs[0][:, :remain_len, :] + self.v_caches[layer_idx][ + :, + slice_idx * slice_len : slice_idx * slice_len + remain_len, + :, + ] = outputs[1][:, :remain_len, :] + data = outputs[2] + + print("Slice prefill done:", slice_idx) + + # return data[:, :remain_len, :] + post_out = self.post_process_session.run( + None, + { + "input": data[ + :, seq_len - (len(slice_indices) - 1) * slice_len - 1, None, : + ] + } + )[0] + next_token, possible_tokens, possible_probs = self.post_process( + post_out, + top_k=top_k, + top_p=top_p, + temperature=temperature, + repetition_penalty=repetition_penalty, + token_ids=token_ids, + ) + possible_decoded = [tokenizer.decode([t]) for t in possible_tokens] + possible_probs_str = [str((t, p)) for t, p in zip(possible_decoded, possible_probs)] + token_ids.append(next_token) + return token_ids + + def decode( + self, + tokenizer, + token_ids, + embed_matrix, + prefill_len=128, + slice_len=128, + eos_token_id=None, # 某些模型有多个 eos_token_id + stream=True, + top_k=1, + top_p=0.9, + temperature=0.6, + repetition_penalty=1.0, + max_new_tokens=None, + stream_callback=None, + ): + """Autoregressive decode; optionally stream tokens or collect silently.""" + seq_len = len(token_ids) - 1 + prompt_len = seq_len + + mask = np.zeros((1, 1, self.max_seq_len + 1), dtype=np.float32).astype(bfloat16) + mask[:, :, :self.max_seq_len] -= 65536 + + decoded_text = tokenizer.decode(token_ids[prompt_len:], skip_special_tokens=True) + prev_decoded_text = decoded_text + if stream: + print("answer >>", decoded_text, end='', flush=True) + if stream_callback is not None: + stream_callback(decoded_text) + if prefill_len > 0: + mask[:, :, :seq_len] = 0 + + max_new_tokens = self.max_seq_len if max_new_tokens is None else int(max_new_tokens) + generated = 0 + + for step_idx in range(self.max_seq_len): + if prefill_len > 0 and step_idx < seq_len: + continue + cur_token = token_ids[step_idx] + indices = np.array([step_idx], np.uint32).reshape((1, 1)) + data = embed_matrix[cur_token, :].reshape((1, 1, self.config.hidden_size)).astype(bfloat16) + for layer_idx in range(self.config.num_hidden_layers): + input_feed = { + "K_cache": self.k_caches[layer_idx], + "V_cache": self.v_caches[layer_idx], + "indices": indices, + "input": data, + "mask": mask, + } + outputs = self.decoder_sessions[layer_idx].run(None, input_feed, shape_group=0) + self.k_caches[layer_idx][:, step_idx, :] = outputs[0][:, :, :] + self.v_caches[layer_idx][:, step_idx, :] = outputs[1][:, :, :] + data = outputs[2] + mask[..., step_idx] = 0 + if step_idx < seq_len - 1: + continue + else: + post_out = self.post_process_session.run(None, {"input": data})[0] + next_token, possible_tokens, possible_probs = self.post_process( + post_out, + top_k=top_k, + top_p=top_p, + temperature=temperature, + repetition_penalty=repetition_penalty, + token_ids=token_ids, + ) + if eos_token_id is not None and next_token in eos_token_id: + break + elif next_token == tokenizer.eos_token_id: + break + token_ids.append(next_token) + generated += 1 + if generated >= max_new_tokens: + break + + decoded_text = tokenizer.decode(token_ids[prompt_len:], skip_special_tokens=True) + if stream: + if decoded_text.startswith(prev_decoded_text): + print(decoded_text[len(prev_decoded_text):], end='', flush=True) + else: + print(decoded_text, end='', flush=True) + if stream_callback is not None: + stream_callback(decoded_text) + prev_decoded_text = decoded_text + + return decoded_text + + def decode_stream( + self, + tokenizer, + token_ids, + embed_matrix, + prefill_len=128, + slice_len=128, + eos_token_id=None, # 某些模型有多个 eos_token_id + top_k=1, + top_p=0.9, + temperature=0.6, + repetition_penalty=1.0, + max_new_tokens=None, + ): + seq_len = len(token_ids) - 1 + prompt_len = seq_len + decoded_text = tokenizer.decode(token_ids[prompt_len:], skip_special_tokens=True) + yield decoded_text + + mask = np.zeros((1, 1, self.max_seq_len + 1), dtype=np.float32).astype(bfloat16) + mask[:, :, :self.max_seq_len] -= 65536 + seq_len = len(token_ids) - 1 + prompt_len = seq_len + if prefill_len > 0: + mask[:, :, :seq_len] = 0 + + max_new_tokens = self.max_seq_len if max_new_tokens is None else int(max_new_tokens) + generated = 0 + + for step_idx in range(self.max_seq_len): + if prefill_len > 0 and step_idx < seq_len: + continue + cur_token = token_ids[step_idx] + indices = np.array([step_idx], np.uint32).reshape((1, 1)) + data = embed_matrix[cur_token, :].reshape((1, 1, self.config.hidden_size)).astype(bfloat16) + for layer_idx in range(self.config.num_hidden_layers): + input_feed = { + "K_cache": self.k_caches[layer_idx], + "V_cache": self.v_caches[layer_idx], + "indices": indices, + "input": data, + "mask": mask, + } + outputs = self.decoder_sessions[layer_idx].run(None, input_feed, shape_group=0) + self.k_caches[layer_idx][:, step_idx, :] = outputs[0][:, :, :] + self.v_caches[layer_idx][:, step_idx, :] = outputs[1][:, :, :] + data = outputs[2] + mask[..., step_idx] = 0 + if step_idx < seq_len - 1: + continue + else: + post_out = self.post_process_session.run(None, {"input": data})[0] + next_token, possible_tokens, possible_probs = self.post_process( + post_out, + top_k=top_k, + top_p=top_p, + temperature=temperature, + repetition_penalty=repetition_penalty, + token_ids=token_ids, + ) + if eos_token_id is not None and next_token in eos_token_id: + break + elif next_token == tokenizer.eos_token_id: + break + token_ids.append(next_token) + generated += 1 + if generated >= max_new_tokens: + break + + decoded_text = tokenizer.decode(token_ids[prompt_len:], skip_special_tokens=True) + yield decoded_text +