mirror of
https://github.com/hiyouga/LLaMA-Factory.git
synced 2025-08-04 04:32:50 +08:00
513 lines
12 KiB
Python
513 lines
12 KiB
Python
import os
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from collections import defaultdict, OrderedDict
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from typing import Dict, Optional, Union
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CHOICES = ["A", "B", "C", "D"]
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DEFAULT_MODULE = defaultdict(str)
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DEFAULT_TEMPLATE = defaultdict(str)
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IGNORE_INDEX = -100
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LAYERNORM_NAMES = {"norm", "ln"}
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LOG_FILE_NAME = "trainer_log.jsonl"
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METHODS = ["full", "freeze", "lora"]
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SUBJECTS = ["Average", "STEM", "Social Sciences", "Humanities", "Other"]
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SUPPORTED_MODELS = OrderedDict()
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MODELSCOPE_MODELS = OrderedDict()
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TRAINING_STAGES = {
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"Supervised Fine-Tuning": "sft",
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"Reward Modeling": "rm",
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"PPO": "ppo",
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"DPO": "dpo",
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"Pre-Training": "pt"
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}
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def register_model_group(
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models: Dict[str, Union[str, Dict[str, str]]],
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module: Optional[str] = None,
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template: Optional[str] = None
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) -> None:
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prefix = None
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for name, path in models.items():
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if prefix is None:
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prefix = name.split("-")[0]
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else:
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assert prefix == name.split("-")[0], "prefix should be identical."
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if not int(os.environ.get('USE_MODELSCOPE_HUB', '0')):
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# If path is a string, we treat it as a huggingface model-id by default.
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SUPPORTED_MODELS[name] = path["hf"] if isinstance(path, dict) else path
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elif isinstance(path, dict) and "ms" in path:
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# Use ModelScope modelhub
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SUPPORTED_MODELS[name] = path["ms"]
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if module is not None:
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DEFAULT_MODULE[prefix] = module
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if template is not None:
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DEFAULT_TEMPLATE[prefix] = template
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register_model_group(
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models={
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"Baichuan-7B-Base": {
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"hf": "baichuan-inc/Baichuan-7B",
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"ms": "baichuan-inc/baichuan-7B",
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},
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"Baichuan-13B-Base": {
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"hf": "baichuan-inc/Baichuan-13B-Base",
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"ms": "baichuan-inc/Baichuan-13B-Base",
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},
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"Baichuan-13B-Chat": {
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"hf": "baichuan-inc/Baichuan-13B-Chat",
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"ms": "baichuan-inc/Baichuan-13B-Base",
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}
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},
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module="W_pack",
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template="baichuan"
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)
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register_model_group(
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models={
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"Baichuan2-7B-Base": {
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"hf": "baichuan-inc/Baichuan2-7B-Base",
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"ms": "baichuan-inc/Baichuan2-7B-Base",
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},
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"Baichuan2-13B-Base": {
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"hf": "baichuan-inc/Baichuan2-13B-Base",
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"ms": "baichuan-inc/Baichuan2-13B-Base",
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},
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"Baichuan2-7B-Chat": {
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"hf": "baichuan-inc/Baichuan2-7B-Chat",
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"ms": "baichuan-inc/Baichuan2-7B-Chat",
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},
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"Baichuan2-13B-Chat": {
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"hf": "baichuan-inc/Baichuan2-13B-Chat",
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"ms": "baichuan-inc/Baichuan2-13B-Chat",
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}
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},
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module="W_pack",
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template="baichuan2"
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)
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register_model_group(
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models={
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"BLOOM-560M": {
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"hf": "bigscience/bloom-560m",
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"ms": "AI-ModelScope/bloom-560m",
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},
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"BLOOM-3B": {
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"hf": "bigscience/bloom-3b",
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"ms": "AI-ModelScope/bloom-3b",
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},
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"BLOOM-7B1": {
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"hf": "bigscience/bloom-7b1",
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"ms": "AI-ModelScope/bloom-7b1",
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}
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},
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module="query_key_value"
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)
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register_model_group(
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models={
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"BLOOMZ-560M": {
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"hf": "bigscience/bloomz-560m",
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"ms": "AI-ModelScope/bloomz-560m",
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},
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"BLOOMZ-3B": {
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"hf": "bigscience/bloomz-3b",
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"ms": "AI-ModelScope/bloomz-3b",
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},
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"BLOOMZ-7B1-mt": {
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"hf": "bigscience/bloomz-7b1-mt",
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"ms": "AI-ModelScope/bloomz-7b1-mt",
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}
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},
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module="query_key_value"
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)
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register_model_group(
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models={
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"BlueLM-7B-Base": {
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"hf": "vivo-ai/BlueLM-7B-Base",
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"ms": "vivo-ai/BlueLM-7B-Base",
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},
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"BlueLM-7B-Chat": {
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"hf": "vivo-ai/BlueLM-7B-Chat",
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"ms": "vivo-ai/BlueLM-7B-Chat",
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}
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},
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template="bluelm"
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)
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register_model_group(
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models={
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"ChatGLM2-6B-Chat": {
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"hf": "THUDM/chatglm2-6b",
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"ms": "ZhipuAI/chatglm2-6b",
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}
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},
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module="query_key_value",
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template="chatglm2"
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)
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register_model_group(
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models={
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"ChatGLM3-6B-Base": {
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"hf": "THUDM/chatglm3-6b-base",
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"ms": "ZhipuAI/chatglm3-6b-base",
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},
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"ChatGLM3-6B-Chat": {
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"hf": "THUDM/chatglm3-6b",
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"ms": "ZhipuAI/chatglm3-6b",
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}
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},
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module="query_key_value",
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template="chatglm3"
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)
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register_model_group(
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models={
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"ChineseLLaMA2-1.3B": {
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"hf": "hfl/chinese-llama-2-1.3b",
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"ms": "AI-ModelScope/chinese-llama-2-1.3b",
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},
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"ChineseLLaMA2-7B": {
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"hf": "hfl/chinese-llama-2-7b",
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"ms": "AI-ModelScope/chinese-llama-2-7b",
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},
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"ChineseLLaMA2-13B": {
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"hf": "hfl/chinese-llama-2-13b",
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"ms": "AI-ModelScope/chinese-llama-2-13b",
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},
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"ChineseLLaMA2-1.3B-Chat": {
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"hf": "hfl/chinese-alpaca-2-1.3b",
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"ms": "AI-ModelScope/chinese-alpaca-2-1.3b",
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},
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"ChineseLLaMA2-7B-Chat": {
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"hf": "hfl/chinese-alpaca-2-7b",
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"ms": "AI-ModelScope/chinese-alpaca-2-7b",
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},
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"ChineseLLaMA2-13B-Chat": {
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"hf": "hfl/chinese-alpaca-2-13b",
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"ms": "AI-ModelScope/chinese-alpaca-2-13b",
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}
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},
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template="llama2_zh"
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)
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register_model_group(
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models={
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"Falcon-7B": {
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"hf": "tiiuae/falcon-7b",
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"ms": "AI-ModelScope/falcon-7b",
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},
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"Falcon-40B": {
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"hf": "tiiuae/falcon-40b",
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"ms": "AI-ModelScope/falcon-40b",
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},
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"Falcon-180B": {
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"hf": "tiiuae/falcon-180B",
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"ms": "AI-ModelScope/falcon-180B",
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},
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"Falcon-7B-Chat": {
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"hf": "tiiuae/falcon-7b-instruct",
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"ms": "AI-ModelScope/falcon-7b-instruct",
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},
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"Falcon-40B-Chat": {
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"hf": "tiiuae/falcon-40b-instruct",
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"ms": "AI-ModelScope/falcon-40b-instruct",
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},
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"Falcon-180B-Chat": {
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"hf": "tiiuae/falcon-180B-chat",
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"ms": "AI-ModelScope/falcon-180B-chat",
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}
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},
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module="query_key_value",
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template="falcon"
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)
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register_model_group(
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models={
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"InternLM-7B": {
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"hf": "internlm/internlm-7b",
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"ms": "Shanghai_AI_Laboratory/internlm-7b",
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},
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"InternLM-20B": {
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"hf": "internlm/internlm-20b",
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"ms": "Shanghai_AI_Laboratory/internlm-20b",
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},
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"InternLM-7B-Chat": {
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"hf": "internlm/internlm-chat-7b",
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"ms": "Shanghai_AI_Laboratory/internlm-chat-7b",
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},
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"InternLM-20B-Chat": {
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"hf": "internlm/internlm-chat-20b",
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"ms": "Shanghai_AI_Laboratory/internlm-chat-20b",
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}
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},
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template="intern"
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)
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register_model_group(
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models={
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"LingoWhale-8B": {
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"hf": "deeplang-ai/LingoWhale-8B",
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"ms": "DeepLang/LingoWhale-8B",
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}
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},
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module="qkv_proj"
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)
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register_model_group(
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models={
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"LLaMA-7B": {
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"hf": "huggyllama/llama-7b",
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"ms": "skyline2006/llama-7b",
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},
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"LLaMA-13B": {
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"hf": "huggyllama/llama-13b",
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"ms": "skyline2006/llama-13b",
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},
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"LLaMA-30B": {
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"hf": "huggyllama/llama-30b",
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"ms": "skyline2006/llama-30b",
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},
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"LLaMA-65B": {
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"hf": "huggyllama/llama-65b",
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"ms": "skyline2006/llama-65b",
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}
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}
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)
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register_model_group(
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models={
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"LLaMA2-7B": {
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"hf": "meta-llama/Llama-2-7b-hf",
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"ms": "modelscope/Llama-2-7b-ms",
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},
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"LLaMA2-13B": {
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"hf": "meta-llama/Llama-2-13b-hf",
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"ms": "modelscope/Llama-2-13b-ms",
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},
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"LLaMA2-70B": {
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"hf": "meta-llama/Llama-2-70b-hf",
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"ms": "modelscope/Llama-2-70b-ms",
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},
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"LLaMA2-7B-Chat": {
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"hf": "meta-llama/Llama-2-7b-chat-hf",
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"ms": "modelscope/Llama-2-7b-chat-ms",
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},
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"LLaMA2-13B-Chat": {
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"hf": "meta-llama/Llama-2-13b-chat-hf",
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"ms": "modelscope/Llama-2-13b-chat-ms",
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},
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"LLaMA2-70B-Chat": {
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"hf": "meta-llama/Llama-2-70b-chat-hf",
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"ms": "modelscope/Llama-2-70b-chat-ms",
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}
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},
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template="llama2"
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)
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register_model_group(
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models={
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"Mistral-7B": {
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"hf": "mistralai/Mistral-7B-v0.1",
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"ms": "AI-ModelScope/Mistral-7B-v0.1",
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},
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"Mistral-7B-Chat": {
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"hf": "mistralai/Mistral-7B-Instruct-v0.1",
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"ms": "AI-ModelScope/Mistral-7B-Instruct-v0.1",
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}
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},
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template="mistral"
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)
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register_model_group(
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models={
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"OpenChat3.5-7B-Chat": {
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"hf": "openchat/openchat_3.5",
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"ms": "myxiongmodel/openchat_3.5",
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}
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},
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template="openchat"
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)
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register_model_group(
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models={
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"Phi1.5-1.3B": {
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"hf": "microsoft/phi-1_5",
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"ms": "allspace/PHI_1-5",
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}
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},
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module="Wqkv"
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)
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register_model_group(
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models={
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"Qwen-7B": {
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"hf": "Qwen/Qwen-7B",
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"ms": "qwen/Qwen-7B",
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},
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"Qwen-14B": {
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"hf": "Qwen/Qwen-14B",
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"ms": "qwen/Qwen-14B",
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},
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"Qwen-7B-Chat": {
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"hf": "Qwen/Qwen-7B-Chat",
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"ms": "qwen/Qwen-7B-Chat",
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},
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"Qwen-14B-Chat": {
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"hf": "Qwen/Qwen-14B-Chat",
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"ms": "qwen/Qwen-14B-Chat",
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},
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"Qwen-7B-int8-Chat": {
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"hf": "Qwen/Qwen-7B-Chat-Int8",
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"ms": "qwen/Qwen-7B-Chat-Int8",
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},
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"Qwen-7B-int4-Chat": {
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"hf": "Qwen/Qwen-7B-Chat-Int4",
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"ms": "qwen/Qwen-7B-Chat-Int4",
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},
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"Qwen-14B-int8-Chat": {
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"hf": "Qwen/Qwen-14B-Chat-Int8",
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"ms": "qwen/Qwen-14B-Chat-Int8",
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},
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"Qwen-14B-int4-Chat": {
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"hf": "Qwen/Qwen-14B-Chat-Int4",
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"ms": "qwen/Qwen-14B-Chat-Int4",
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}
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},
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module="c_attn",
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template="qwen"
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)
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register_model_group(
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models={
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"Skywork-13B-Base": {
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"hf": "Skywork/Skywork-13B-base",
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"ms": "skywork/Skywork-13B-base",
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}
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}
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)
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register_model_group(
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models={
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"Vicuna1.5-7B-Chat": {
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"hf": "lmsys/vicuna-7b-v1.5",
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"ms": "AI-ModelScope/vicuna-7b-v1.5",
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},
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"Vicuna1.5-13B-Chat": {
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"hf": "lmsys/vicuna-13b-v1.5",
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"ms": "Xorbits/vicuna-13b-v1.5",
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}
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},
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template="vicuna"
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)
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register_model_group(
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models={
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"XVERSE-7B": {
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"hf": "xverse/XVERSE-7B",
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"ms": "xverse/XVERSE-7B",
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},
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"XVERSE-13B": {
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"hf": "xverse/XVERSE-13B",
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"ms": "xverse/XVERSE-13B",
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},
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"XVERSE-65B": {
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"hf": "xverse/XVERSE-65B",
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"ms": "xverse/XVERSE-65B",
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},
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"XVERSE-7B-Chat": {
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"hf": "xverse/XVERSE-7B-Chat",
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"ms": "xverse/XVERSE-7B-Chat",
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},
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"XVERSE-13B-Chat": {
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"hf": "xverse/XVERSE-13B-Chat",
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"ms": "xverse/XVERSE-13B-Chat",
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}
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},
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template="xverse"
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)
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register_model_group(
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models={
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"Yayi-7B": {
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"hf": "wenge-research/yayi-7b-llama2",
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"ms": "AI-ModelScope/yayi-7b-llama2",
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},
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"Yayi-13B": {
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"hf": "wenge-research/yayi-13b-llama2",
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"ms": "AI-ModelScope/yayi-13b-llama2",
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}
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},
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template="yayi"
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)
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register_model_group(
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models={
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"Yi-6B": {
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"hf": "01-ai/Yi-6B",
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"ms": "01ai/Yi-6B",
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},
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"Yi-34B": {
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"hf": "01-ai/Yi-34B",
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"ms": "01ai/Yi-34B",
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},
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"Yi-34B-Chat": {
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"hf": "01-ai/Yi-34B-Chat",
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"ms": "01ai/Yi-34B-Chat",
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},
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"Yi-34B-int8-Chat": {
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"hf": "01-ai/Yi-34B-Chat-8bits",
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"ms": "01ai/Yi-34B-Chat-8bits",
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}
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},
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template="yi"
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)
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register_model_group(
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models={
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"Zephyr-7B-Alpha-Chat": {
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"hf": "HuggingFaceH4/zephyr-7b-alpha",
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"ms": "AI-ModelScope/zephyr-7b-alpha",
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},
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"Zephyr-7B-Beta-Chat": {
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"hf": "HuggingFaceH4/zephyr-7b-beta",
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"ms": "modelscope/zephyr-7b-beta",
|
|
}
|
|
},
|
|
template="zephyr"
|
|
)
|