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 # ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ========= Copyright 2023-2024 @ CAMEL-AI.org. All Rights Reserved. =========
import os
from enum import Enum, EnumMeta
from typing import Union, cast
from camel.logger import get_logger
from camel.types.unified_model_type import UnifiedModelType
logger = get_logger(__name__)
class RoleType(Enum):
ASSISTANT = "assistant"
USER = "user"
CRITIC = "critic"
EMBODIMENT = "embodiment"
DEFAULT = "default"
class ModelType(UnifiedModelType, Enum):
DEFAULT = os.getenv("DEFAULT_MODEL_TYPE", "gpt-5-mini")
GPT_3_5_TURBO = "gpt-3.5-turbo"
GPT_4 = "gpt-4"
GPT_4_TURBO = "gpt-4-turbo"
GPT_4O = "gpt-4o"
GPT_4O_MINI = "gpt-4o-mini"
GPT_4_5_PREVIEW = "gpt-4.5-preview"
O1 = "o1"
O1_PREVIEW = "o1-preview"
O1_MINI = "o1-mini"
O3_MINI = "o3-mini"
GPT_4_1 = "gpt-4.1-2025-04-14"
GPT_4_1_MINI = "gpt-4.1-mini-2025-04-14"
GPT_4_1_NANO = "gpt-4.1-nano-2025-04-14"
O4_MINI = "o4-mini"
O3 = "o3"
O3_PRO = "o3-pro"
GPT_5 = "gpt-5"
GPT_5_MINI = "gpt-5-mini"
GPT_5_NANO = "gpt-5-nano"
AWS_CLAUDE_3_7_SONNET = "anthropic.claude-3-7-sonnet-20250219-v1:0"
AWS_CLAUDE_3_5_SONNET = "anthropic.claude-3-5-sonnet-20241022-v2:0"
AWS_CLAUDE_3_HAIKU = "anthropic.claude-3-haiku-20240307-v1:0"
AWS_CLAUDE_3_SONNET = "anthropic.claude-3-sonnet-20240229-v1:0"
AWS_DEEPSEEK_R1 = "us.deepseek.r1-v1:0"
AWS_LLAMA_3_3_70B_INSTRUCT = "us.meta.llama3-3-70b-instruct-v1:0"
AWS_LLAMA_3_2_90B_INSTRUCT = "us.meta.llama3-2-90b-instruct-v1:0"
AWS_LLAMA_3_2_11B_INSTRUCT = "us.meta.llama3-2-11b-instruct-v1:0"
AWS_CLAUDE_SONNET_4 = "anthropic.claude-sonnet-4-20250514-v1:0"
AWS_CLAUDE_OPUS_4 = "anthropic.claude-opus-4-20250514-v1:0"
AWS_CLAUDE_OPUS_4_1 = "anthropic.claude-opus-4-1-20250805-v1:0"
AMD_GPT4 = "dvue-aoai-001-gpt-4.1"
GLM_4 = "glm-4"
GLM_4V = "glm-4v"
GLM_4V_FLASH = "glm-4v-flash"
GLM_4V_PLUS_0111 = "glm-4v-plus-0111"
GLM_4_PLUS = "glm-4-plus"
GLM_4_AIR = "glm-4-air"
GLM_4_AIR_0111 = "glm-4-air-0111"
GLM_4_AIRX = "glm-4-airx"
GLM_4_LONG = "glm-4-long"
GLM_4_FLASHX = "glm-4-flashx"
GLM_4_FLASH = "glm-4-flash"
GLM_ZERO_PREVIEW = "glm-zero-preview"
GLM_3_TURBO = "glm-3-turbo"
# Groq platform models
GROQ_LLAMA_3_1_8B = "llama-3.1-8b-instant"
GROQ_LLAMA_3_3_70B = "llama-3.3-70b-versatile"
GROQ_LLAMA_3_3_70B_PREVIEW = "llama-3.3-70b-specdec"
GROQ_LLAMA_3_8B = "llama3-8b-8192"
GROQ_LLAMA_3_70B = "llama3-70b-8192"
GROQ_MIXTRAL_8_7B = "mixtral-8x7b-32768"
GROQ_GEMMA_2_9B_IT = "gemma2-9b-it"
# Nebius AI Studio platform models
NEBIUS_GPT_OSS_120B = "gpt-oss-120b"
NEBIUS_GPT_OSS_20B = "gpt-oss-20b"
NEBIUS_GLM_4_5 = "GLM-4.5"
NEBIUS_DEEPSEEK_V3 = "deepseek-ai/DeepSeek-V3"
NEBIUS_DEEPSEEK_R1 = "deepseek-ai/DeepSeek-R1"
NEBIUS_LLAMA_3_1_70B = "meta-llama/Meta-Llama-3.1-70B-Instruct"
NEBIUS_MISTRAL_7B_INSTRUCT = "mistralai/Mistral-7B-Instruct-v0.3"
# CometAPI platform models
COMETAPI_GPT_5_CHAT_LATEST = "gpt-5-chat-latest"
COMETAPI_CHATGPT_4O_LATEST = "chatgpt-4o-latest"
COMETAPI_GPT_5_MINI = "gpt-5-mini"
COMETAPI_GPT_5_NANO = "gpt-5-nano"
COMETAPI_GPT_5 = "gpt-5"
COMETAPI_GPT_4_1 = "gpt-4.1"
COMETAPI_GPT_4O_MINI = "gpt-4o-mini"
COMETAPI_O4_MINI_2025_04_16 = "o4-mini-2025-04-16"
COMETAPI_O3_PRO_2025_06_10 = "o3-pro-2025-06-10"
COMETAPI_CLAUDE_OPUS_4_1_20250805 = "claude-opus-4-1-20250805"
COMETAPI_CLAUDE_OPUS_4_1_20250805_THINKING = (
"claude-opus-4-1-20250805-thinking"
)
COMETAPI_CLAUDE_SONNET_4_20250514 = "claude-sonnet-4-20250514"
COMETAPI_CLAUDE_SONNET_4_20250514_THINKING = (
"claude-sonnet-4-20250514-thinking"
)
COMETAPI_CLAUDE_3_7_SONNET_LATEST = "claude-3-7-sonnet-latest"
COMETAPI_CLAUDE_3_5_HAIKU_LATEST = "claude-3-5-haiku-latest"
COMETAPI_GEMINI_2_5_PRO = "gemini-2.5-pro"
COMETAPI_GEMINI_2_5_FLASH = "gemini-2.5-flash"
COMETAPI_GEMINI_2_5_FLASH_LITE = "gemini-2.5-flash-lite"
COMETAPI_GEMINI_2_0_FLASH = "gemini-2.0-flash"
COMETAPI_GROK_4_0709 = "grok-4-0709"
COMETAPI_GROK_3 = "grok-3"
COMETAPI_GROK_3_MINI = "grok-3-mini"
COMETAPI_GROK_2_IMAGE_1212 = "grok-2-image-1212"
COMETAPI_DEEPSEEK_V3_1 = "deepseek-v3.1"
COMETAPI_DEEPSEEK_V3 = "deepseek-v3"
COMETAPI_DEEPSEEK_R1_0528 = "deepseek-r1-0528"
COMETAPI_DEEPSEEK_CHAT = "deepseek-chat"
COMETAPI_DEEPSEEK_REASONER = "deepseek-reasoner"
COMETAPI_QWEN3_30B_A3B = "qwen3-30b-a3b"
COMETAPI_QWEN3_CODER_PLUS_2025_07_22 = "qwen3-coder-plus-2025-07-22"
# OpenRouter models
OPENROUTER_LLAMA_3_1_405B = "meta-llama/llama-3.1-405b-instruct"
OPENROUTER_LLAMA_3_1_70B = "meta-llama/llama-3.1-70b-instruct"
OPENROUTER_LLAMA_4_MAVERICK = "meta-llama/llama-4-maverick"
OPENROUTER_LLAMA_4_MAVERICK_FREE = "meta-llama/llama-4-maverick:free"
OPENROUTER_LLAMA_4_SCOUT = "meta-llama/llama-4-scout"
OPENROUTER_LLAMA_4_SCOUT_FREE = "meta-llama/llama-4-scout:free"
OPENROUTER_OLYMPICODER_7B = "open-r1/olympiccoder-7b:free"
OPENROUTER_HORIZON_ALPHA = "openrouter/horizon-alpha"
OPENROUTER_GROK_4_FAST = "x-ai/grok-4-fast"
OPENROUTER_GEMINI_2_5_FLASH = "google/gemini-2.5-flash"
OPENROUTER_GPT_4O_MINI = 'openai/gpt-4o-mini'
OPENROUTER_QWEN_PLUS = 'qwen/qwen-plus'
OPENROUTER_QWEN_VL_MAX = 'qwen/qwen-vl-max'
# LMStudio models
LMSTUDIO_GEMMA_3_1B = "gemma-3-1b"
LMSTUDIO_GEMMA_3_4B = "gemma-3-4b"
LMSTUDIO_GEMMA_3_12B = "gemma-3-12b"
LMSTUDIO_GEMMA_3_27B = "gemma-3-27b"
# TogetherAI platform models support tool calling
TOGETHER_LLAMA_3_1_8B = "meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo"
TOGETHER_LLAMA_3_1_70B = "meta-llama/Meta-Llama-3.1-70B-Instruct-Turbo"
TOGETHER_LLAMA_3_1_405B = "meta-llama/Meta-Llama-3.1-405B-Instruct-Turbo"
TOGETHER_LLAMA_3_3_70B = "meta-llama/Llama-3.3-70B-Instruct-Turbo"
TOGETHER_MIXTRAL_8_7B = "mistralai/Mixtral-8x7B-Instruct-v0.1"
TOGETHER_MISTRAL_7B = "mistralai/Mistral-7B-Instruct-v0.1"
TOGETHER_LLAMA_4_MAVERICK = (
"meta-llama/Llama-4-Maverick-17B-128E-Instruct-FP8"
)
TOGETHER_LLAMA_4_SCOUT = "meta-llama/Llama-4-Scout-17B-16E-Instruct"
# PPIO platform models support tool calling
PPIO_DEEPSEEK_PROVER_V2_671B = "deepseek/deepseek-prover-v2-671b"
PPIO_DEEPSEEK_R1_TURBO = "deepseek/deepseek-r1-turbo"
PPIO_DEEPSEEK_V3_TURBO = "deepseek/deepseek-v3-turbo"
PPIO_DEEPSEEK_R1_COMMUNITY = "deepseek/deepseek-r1/community"
PPIO_DEEPSEEK_V3_COMMUNITY = "deepseek/deepseek-v3/community"
PPIO_DEEPSEEK_R1 = "deepseek/deepseek-r1"
PPIO_DEEPSEEK_V3 = "deepseek/deepseek-v3"
PPIO_QWEN_2_5_72B = "qwen/qwen-2.5-72b-instruct"
PPIO_BAICHUAN_2_13B_CHAT = "baichuan/baichuan2-13b-chat"
PPIO_LLAMA_3_3_70B = "meta-llama/llama-3.3-70b-instruct"
PPIO_LLAMA_3_1_70B = "meta-llama/llama-3.1-70b-instruct"
PPIO_YI_1_5_34B_CHAT = "01-ai/yi-1.5-34b-chat"
# SambaNova Cloud platform models support tool calling
SAMBA_LLAMA_3_1_8B = "Meta-Llama-3.1-8B-Instruct"
SAMBA_LLAMA_3_1_70B = "Meta-Llama-3.1-70B-Instruct"
SAMBA_LLAMA_3_1_405B = "Meta-Llama-3.1-405B-Instruct"
# SGLang models support tool calling
SGLANG_LLAMA_3_1_8B = "meta-llama/Meta-Llama-3.1-8B-Instruct"
SGLANG_LLAMA_3_1_70B = "meta-llama/Meta-Llama-3.1-70B-Instruct"
SGLANG_LLAMA_3_1_405B = "meta-llama/Meta-Llama-3.1-405B-Instruct"
SGLANG_LLAMA_3_2_1B = "meta-llama/Llama-3.2-1B-Instruct"
SGLANG_MIXTRAL_NEMO = "mistralai/Mistral-Nemo-Instruct-2407"
SGLANG_MISTRAL_7B = "mistralai/Mistral-7B-Instruct-v0.3"
SGLANG_QWEN_2_5_7B = "Qwen/Qwen2.5-7B-Instruct"
SGLANG_QWEN_2_5_32B = "Qwen/Qwen2.5-32B-Instruct"
SGLANG_QWEN_2_5_72B = "Qwen/Qwen2.5-72B-Instruct"
STUB = "stub"
# Legacy anthropic models
# NOTE: anthropic legacy models only Claude 2.1 has system prompt support
CLAUDE_2_1 = "claude-2.1"
CLAUDE_2_0 = "claude-2.0"
CLAUDE_INSTANT_1_2 = "claude-instant-1.2"
# Claude models
CLAUDE_3_OPUS = "claude-3-opus-latest"
CLAUDE_3_SONNET = "claude-3-sonnet-20240229"
CLAUDE_3_HAIKU = "claude-3-haiku-20240307"
CLAUDE_3_5_SONNET = "claude-3-5-sonnet-latest"
CLAUDE_3_5_HAIKU = "claude-3-5-haiku-latest"
CLAUDE_3_7_SONNET = "claude-3-7-sonnet-latest"
CLAUDE_SONNET_4 = "claude-sonnet-4-20250514"
CLAUDE_OPUS_4 = "claude-opus-4-20250514"
CLAUDE_OPUS_4_1 = "claude-opus-4-1-20250805"
# Netmind models
NETMIND_LLAMA_4_MAVERICK_17B_128E_INSTRUCT = (
"meta-llama/Llama-4-Maverick-17B-128E-Instruct"
)
NETMIND_LLAMA_4_SCOUT_17B_16E_INSTRUCT = (
"meta-llama/Llama-4-Scout-17B-16E-Instruct"
)
NETMIND_DEEPSEEK_R1 = "deepseek-ai/DeepSeek-R1"
NETMIND_DEEPSEEK_V3 = "deepseek-ai/DeepSeek-V3-0324"
NETMIND_DOUBAO_1_5_PRO = "doubao/Doubao-1.5-pro"
NETMIND_QWQ_32B = "Qwen/QwQ-32B"
# Nvidia models
NVIDIA_NEMOTRON_340B_INSTRUCT = "nvidia/nemotron-4-340b-instruct"
NVIDIA_NEMOTRON_340B_REWARD = "nvidia/nemotron-4-340b-reward"
NVIDIA_YI_LARGE = "01-ai/yi-large"
NVIDIA_MISTRAL_LARGE = "mistralai/mistral-large"
NVIDIA_MIXTRAL_8X7B = "mistralai/mixtral-8x7b-instruct"
NVIDIA_LLAMA3_70B = "meta/llama3-70b"
NVIDIA_LLAMA3_1_8B_INSTRUCT = "meta/llama-3.1-8b-instruct"
NVIDIA_LLAMA3_1_70B_INSTRUCT = "meta/llama-3.1-70b-instruct"
NVIDIA_LLAMA3_1_405B_INSTRUCT = "meta/llama-3.1-405b-instruct"
NVIDIA_LLAMA3_2_1B_INSTRUCT = "meta/llama-3.2-1b-instruct"
NVIDIA_LLAMA3_2_3B_INSTRUCT = "meta/llama-3.2-3b-instruct"
NVIDIA_LLAMA3_3_70B_INSTRUCT = "meta/llama-3.3-70b-instruct"
# Gemini models
GEMINI_2_5_FLASH = "gemini-2.5-flash"
GEMINI_2_5_PRO = "gemini-2.5-pro"
GEMINI_2_0_FLASH = "gemini-2.0-flash"
GEMINI_2_0_FLASH_EXP = "gemini-2.0-flash-exp"
GEMINI_2_0_FLASH_THINKING = "gemini-2.0-flash-thinking-exp"
GEMINI_2_0_PRO_EXP = "gemini-2.0-pro-exp-02-05"
GEMINI_2_0_FLASH_LITE = "gemini-2.0-flash-lite"
GEMINI_2_0_FLASH_LITE_PREVIEW = "gemini-2.0-flash-lite-preview-02-05"
GEMINI_1_5_FLASH = "gemini-1.5-flash"
GEMINI_1_5_PRO = "gemini-1.5-pro"
# Mistral AI models
MISTRAL_3B = "ministral-3b-latest"
MISTRAL_7B = "open-mistral-7b"
MISTRAL_8B = "ministral-8b-latest"
MISTRAL_CODESTRAL = "codestral-latest"
MISTRAL_CODESTRAL_MAMBA = "open-codestral-mamba"
MISTRAL_LARGE = "mistral-large-latest"
MISTRAL_MIXTRAL_8x7B = "open-mixtral-8x7b"
MISTRAL_MIXTRAL_8x22B = "open-mixtral-8x22b"
MISTRAL_NEMO = "open-mistral-nemo"
MISTRAL_PIXTRAL_12B = "pixtral-12b-2409"
MISTRAL_MEDIUM_3_1 = "mistral-medium-2508"
MISTRAL_SMALL_3_2 = "mistral-small-2506"
MAGISTRAL_SMALL_1_2 = "magistral-small-1.2"
MAGISTRAL_MEDIUM_1_2 = "magistral-medium-1.2"
# Reka models
REKA_CORE = "reka-core"
REKA_FLASH = "reka-flash"
REKA_EDGE = "reka-edge"
# Cohere models
COHERE_COMMAND_R_PLUS = "command-r-plus"
COHERE_COMMAND_R = "command-r"
COHERE_COMMAND_LIGHT = "command-light"
COHERE_COMMAND = "command"
COHERE_COMMAND_NIGHTLY = "command-nightly"
# Qwen models (Aliyun)
QWEN_MAX = "qwen-max"
QWEN_PLUS = "qwen-plus"
QWEN_TURBO = "qwen-turbo"
QWEN_PLUS_LATEST = "qwen-plus-latest"
QWEN_PLUS_2025_04_28 = "qwen-plus-2025-04-28"
QWEN_TURBO_LATEST = "qwen-turbo-latest"
QWEN_TURBO_2025_04_28 = "qwen-turbo-2025-04-28"
QWEN_LONG = "qwen-long"
QWEN_VL_MAX = "qwen-vl-max"
QWEN_VL_PLUS = "qwen-vl-plus"
QWEN_MATH_PLUS = "qwen-math-plus"
QWEN_MATH_TURBO = "qwen-math-turbo"
QWEN_CODER_TURBO = "qwen-coder-turbo"
QWEN_2_5_CODER_32B = "qwen2.5-coder-32b-instruct"
QWEN_2_5_VL_72B = "qwen2.5-vl-72b-instruct"
QWEN_2_5_72B = "qwen2.5-72b-instruct"
QWEN_2_5_32B = "qwen2.5-32b-instruct"
QWEN_2_5_14B = "qwen2.5-14b-instruct"
QWEN_QWQ_32B = "qwq-32b-preview"
QWEN_QVQ_72B = "qvq-72b-preview"
QWEN_QWQ_PLUS = "qwq-plus"
QWEN_3_CODER_PLUS = "qwen3-coder-plus"
# Yi models (01-ai)
YI_LIGHTNING = "yi-lightning"
YI_LARGE = "yi-large"
YI_MEDIUM = "yi-medium"
YI_LARGE_TURBO = "yi-large-turbo"
YI_VISION = "yi-vision"
YI_MEDIUM_200K = "yi-medium-200k"
YI_SPARK = "yi-spark"
YI_LARGE_RAG = "yi-large-rag"
YI_LARGE_FC = "yi-large-fc"
# DeepSeek models
DEEPSEEK_CHAT = "deepseek-chat"
DEEPSEEK_REASONER = "deepseek-reasoner"
# InternLM models
INTERNLM3_LATEST = "internlm3-latest"
INTERNLM3_8B_INSTRUCT = "internlm3-8b-instruct"
INTERNLM2_5_LATEST = "internlm2.5-latest"
INTERNLM2_PRO_CHAT = "internlm2-pro-chat"
# Moonshot models
MOONSHOT_V1_8K = "moonshot-v1-8k"
MOONSHOT_V1_32K = "moonshot-v1-32k"
MOONSHOT_V1_128K = "moonshot-v1-128k"
MOONSHOT_KIMI_K2 = "kimi-k2-0711-preview"
# SiliconFlow models support tool calling
SILICONFLOW_DEEPSEEK_V2_5 = "deepseek-ai/DeepSeek-V2.5"
SILICONFLOW_DEEPSEEK_V3 = "deepseek-ai/DeepSeek-V3"
SILICONFLOW_INTERN_LM2_5_20B_CHAT = "internlm/internlm2_5-20b-chat"
SILICONFLOW_INTERN_LM2_5_7B_CHAT = "internlm/internlm2_5-7b-chat"
SILICONFLOW_PRO_INTERN_LM2_5_7B_CHAT = "Pro/internlm/internlm2_5-7b-chat"
SILICONFLOW_QWEN2_5_72B_INSTRUCT = "Qwen/Qwen2.5-72B-Instruct"
SILICONFLOW_QWEN2_5_32B_INSTRUCT = "Qwen/Qwen2.5-32B-Instruct"
SILICONFLOW_QWEN2_5_14B_INSTRUCT = "Qwen/Qwen2.5-14B-Instruct"
SILICONFLOW_QWEN2_5_7B_INSTRUCT = "Qwen/Qwen2.5-7B-Instruct"
SILICONFLOW_PRO_QWEN2_5_7B_INSTRUCT = "Pro/Qwen/Qwen2.5-7B-Instruct"
SILICONFLOW_THUDM_GLM_4_9B_CHAT = "THUDM/glm-4-9b-chat"
SILICONFLOW_PRO_THUDM_GLM_4_9B_CHAT = "Pro/THUDM/glm-4-9b-chat"
# AIML models support tool calling
AIML_MIXTRAL_8X7B = "mistralai/Mixtral-8x7B-Instruct-v0.1"
AIML_MISTRAL_7B_INSTRUCT = "mistralai/Mistral-7B-Instruct-v0.1"
# Novita platform models support tool calling
NOVITA_LLAMA_4_MAVERICK_17B = (
"meta-llama/llama-4-maverick-17b-128e-instruct-fp8"
)
NOVITA_LLAMA_4_SCOUT_17B = "meta-llama/llama-4-scout-17b-16e-instruct"
NOVITA_DEEPSEEK_V3_0324 = "deepseek/deepseek-v3-0324"
NOVITA_QWEN_2_5_V1_72B = "qwen/qwen2.5-vl-72b-instruct"
NOVITA_DEEPSEEK_V3_TURBO = "deepseek/deepseek-v3-turbo"
NOVITA_DEEPSEEK_R1_TURBO = "deepseek/deepseek-r1-turbo"
NOVITA_GEMMA_3_27B_IT = "google/gemma-3-27b-it"
NOVITA_QWEN_32B = "qwen/qwq-32b"
NOVITA_L3_8B_STHENO_V3_2 = "Sao10K/L3-8B-Stheno-v3.2"
NOVITA_MYTHOMAX_L2_13B = "gryphe/mythomax-l2-13b"
NOVITA_DEEPSEEK_R1_DISTILL_LLAMA_8B = (
"deepseek/deepseek-r1-distill-llama-8b"
)
NOVITA_DEEPSEEK_V3 = "deepseek/deepseek_v3"
NOVITA_LLAMA_3_1_8B = "meta-llama/llama-3.1-8b-instruct"
NOVITA_DEEPSEEK_R1_DISTILL_QWEN_14B = (
"deepseek/deepseek-r1-distill-qwen-14b"
)
NOVITA_LLAMA_3_3_70B = "meta-llama/llama-3.3-70b-instruct"
NOVITA_QWEN_2_5_72B = "qwen/qwen-2.5-72b-instruct"
NOVITA_MISTRAL_NEMO = "mistralai/mistral-nemo"
NOVITA_DEEPSEEK_R1_DISTILL_QWEN_32B = (
"deepseek/deepseek-r1-distill-qwen-32b"
)
NOVITA_LLAMA_3_8B = "meta-llama/llama-3-8b-instruct"
NOVITA_WIZARDLM_2_8X22B = "microsoft/wizardlm-2-8x22b"
NOVITA_DEEPSEEK_R1_DISTILL_LLAMA_70B = (
"deepseek/deepseek-r1-distill-llama-70b"
)
NOVITA_LLAMA_3_1_70B = "meta-llama/llama-3.1-70b-instruct"
NOVITA_GEMMA_2_9B_IT = "google/gemma-2-9b-it"
NOVITA_MISTRAL_7B = "mistralai/mistral-7b-instruct"
NOVITA_LLAMA_3_70B = "meta-llama/llama-3-70b-instruct"
NOVITA_DEEPSEEK_R1 = "deepseek/deepseek-r1"
NOVITA_HERMES_2_PRO_LLAMA_3_8B = "nousresearch/hermes-2-pro-llama-3-8b"
NOVITA_L3_70B_EURYALE_V2_1 = "sao10k/l3-70b-euryale-v2.1"
NOVITA_DOLPHIN_MIXTRAL_8X22B = (
"cognitivecomputations/dolphin-mixtral-8x22b"
)
NOVITA_AIROBOROS_L2_70B = "jondurbin/airoboros-l2-70b"
NOVITA_MIDNIGHT_ROSE_70B = "sophosympatheia/midnight-rose-70b"
NOVITA_L3_8B_LUNARIS = "sao10k/l3-8b-lunaris"
NOVITA_GLM_4_9B_0414 = "thudm/glm-4-9b-0414"
NOVITA_GLM_Z1_9B_0414 = "thudm/glm-z1-9b-0414"
NOVITA_GLM_Z1_32B_0414 = "thudm/glm-z1-32b-0414"
NOVITA_GLM_4_32B_0414 = "thudm/glm-4-32b-0414"
NOVITA_GLM_Z1_RUMINATION_32B_0414 = "thudm/glm-z1-rumination-32b-0414"
NOVITA_QWEN_2_5_7B = "qwen/qwen2.5-7b-instruct"
NOVITA_LLAMA_3_2_1B = "meta-llama/llama-3.2-1b-instruct"
NOVITA_LLAMA_3_2_11B_VISION = "meta-llama/llama-3.2-11b-vision-instruct"
NOVITA_LLAMA_3_2_3B = "meta-llama/llama-3.2-3b-instruct"
NOVITA_LLAMA_3_1_8B_BF16 = "meta-llama/llama-3.1-8b-instruct-bf16"
NOVITA_L31_70B_EURYALE_V2_2 = "sao10k/l31-70b-euryale-v2.2"
# ModelScope models support tool calling
MODELSCOPE_QWEN_2_5_7B_INSTRUCT = "Qwen/Qwen2.5-7B-Instruct"
MODELSCOPE_QWEN_2_5_14B_INSTRUCT = "Qwen/Qwen2.5-14B-Instruct"
MODELSCOPE_QWEN_2_5_32B_INSTRUCT = "Qwen/Qwen2.5-32B-Instruct"
MODELSCOPE_QWEN_2_5_72B_INSTRUCT = "Qwen/Qwen2.5-72B-Instruct"
MODELSCOPE_QWEN_2_5_CODER_7B_INSTRUCT = "Qwen/Qwen2.5-Coder-7B-Instruct"
MODELSCOPE_QWEN_2_5_CODER_14B_INSTRUCT = "Qwen/Qwen2.5-Coder-14B-Instruct"
MODELSCOPE_QWEN_2_5_CODER_32B_INSTRUCT = "Qwen/Qwen2.5-Coder-32B-Instruct"
MODELSCOPE_QWEN_3_235B_A22B = "Qwen/Qwen3-235B-A22B"
MODELSCOPE_QWEN_3_32B = "Qwen/Qwen3-32B"
MODELSCOPE_QWQ_32B = "Qwen/QwQ-32B"
MODELSCOPE_QWQ_32B_PREVIEW = "Qwen/QwQ-32B-Preview"
MODELSCOPE_LLAMA_3_1_8B_INSTRUCT = (
"LLM-Research/Meta-Llama-3.1-8B-Instruct"
)
MODELSCOPE_LLAMA_3_1_70B_INSTRUCT = (
"LLM-Research/Meta-Llama-3.1-70B-Instruct"
)
MODELSCOPE_LLAMA_3_1_405B_INSTRUCT = (
"LLM-Research/Meta-Llama-3.1-405B-Instruct"
)
MODELSCOPE_LLAMA_3_3_70B_INSTRUCT = "LLM-Research/Llama-3.3-70B-Instruct"
MODELSCOPE_MINISTRAL_8B_INSTRUCT = "mistralai/Ministral-8B-Instruct-2410"
MODELSCOPE_DEEPSEEK_V3_0324 = "deepseek-ai/DeepSeek-V3-0324"
# WatsonX models
WATSONX_GRANITE_3_8B_INSTRUCT = "ibm/granite-3-8b-instruct"
WATSONX_LLAMA_3_3_70B_INSTRUCT = "meta-llama/llama-3-3-70b-instruct"
WATSONX_LLAMA_3_2_1B_INSTRUCT = "meta-llama/llama-3-2-1b-instruct"
WATSONX_LLAMA_3_2_3B_INSTRUCT = "meta-llama/llama-3-2-3b-instruct"
WATSONX_LLAMA_3_2_11B_VISION_INSTRUCT = (
"meta-llama/llama-3-2-11b-vision-instruct"
)
WATSONX_LLAMA_3_2_90B_VISION_INSTRUCT = (
"meta-llama/llama-3-2-90b-vision-instruct"
)
WATSONX_LLAMA_GUARD_3_11B_VISION_INSTRUCT = (
"meta-llama/llama-guard-3-11b-vision-instruct"
)
WATSONX_MISTRAL_LARGE = "mistralai/mistral-large"
# Qianfan models
ERNIE_X1_TURBO_32K = "ernie-x1-turbo-32k"
ERNIE_X1_32K = "ernie-x1-32k"
ERNIE_X1_32K_PREVIEW = "ernie-x1-32k-preview"
ERNIE_4_5_TURBO_128K = "ernie-4.5-turbo-128k"
ERNIE_4_5_TURBO_32K = "ernie-4.5-turbo-32k"
DEEPSEEK_V3 = "deepseek-v3"
DEEPSEEK_R1 = "deepseek-r1"
QWEN3_235B_A22B = "qwen3-235b-a22b"
# Crynux models
CRYNUX_DEEPSEEK_R1_DISTILL_QWEN_1_5B = (
"deepseek-ai/DeepSeek-R1-Distill-Qwen-1.5B"
)
CRYNUX_DEEPSEEK_R1_DISTILL_QWEN_7B = (
"deepseek-ai/DeepSeek-R1-Distill-Qwen-7B"
)
CRYNUX_DEEPSEEK_R1_DISTILL_LLAMA_8B = (
"deepseek-ai/DeepSeek-R1-Distill-Llama-8B"
)
CRYNUX_QWEN_3_4_B = "Qwen/Qwen3-4B"
CRYNUX_QWEN_3_8_B = "Qwen/Qwen3-8B"
CRYNUX_QWEN_2_5_7B = "Qwen/Qwen2.5-7B"
CRYNUX_QWEN_2_5_7B_INSTRUCT = "Qwen/Qwen2.5-7B-Instruct"
CRYNUX_NOUS_HERMES_3_LLAMA_3_1_8B = "NousResearch/Hermes-3-Llama-3.1-8B"
CRYNUX_NOUS_HERMES_3_LLAMA_3_2_3B = "NousResearch/Hermes-3-Llama-3.2-3B"
def __str__(self):
return self.value
def __repr__(self):
return self.value
def __new__(cls, value: Union["ModelType", str]) -> "ModelType":
return cast("ModelType", UnifiedModelType.__new__(cls, value))
@classmethod
def from_name(cls, name: str) -> "ModelType":
r"""Returns the ModelType enum value from a string."""
for model_type in cls:
if model_type.value == name:
return model_type
raise ValueError(f"Unknown ModelType name: {name}")
@property
def value_for_tiktoken(self) -> str:
if self.is_openai:
return self.value
return "gpt-4o-mini"
@property
def support_native_structured_output(self) -> bool:
return any(
[
self.is_openai,
]
)
@property
def support_native_tool_calling(self) -> bool:
return any(
[
self.is_openai,
self.is_gemini,
self.is_mistral,
self.is_qwen,
self.is_deepseek,
self.is_ppio,
self.is_cohere,
self.is_internlm,
self.is_together,
self.is_sambanova,
self.is_groq,
self.is_openrouter,
self.is_lmstudio,
self.is_sglang,
self.is_moonshot,
self.is_siliconflow,
self.is_modelscope,
self.is_zhipuai,
self.is_aiml,
self.is_azure_openai,
self.is_novita,
]
)
@property
def is_openai(self) -> bool:
r"""Returns whether this type of models is an OpenAI-released model."""
return self in {
ModelType.GPT_3_5_TURBO,
ModelType.GPT_4,
ModelType.GPT_4_TURBO,
ModelType.GPT_4O,
ModelType.GPT_4O_MINI,
ModelType.O1,
ModelType.O1_PREVIEW,
ModelType.O1_MINI,
ModelType.O3_PRO,
ModelType.O3_MINI,
ModelType.GPT_4_5_PREVIEW,
ModelType.GPT_4_1,
ModelType.GPT_4_1_MINI,
ModelType.GPT_4_1_NANO,
ModelType.GPT_5,
ModelType.GPT_5_MINI,
ModelType.GPT_5_NANO,
ModelType.O4_MINI,
ModelType.O3,
}
@property
def is_amd(self) -> bool:
r"""Returns whether this type of models is a AMD model."""
return self in {
ModelType.AMD_GPT4,
}
@property
def is_aws_bedrock(self) -> bool:
r"""Returns whether this type of models is an AWS Bedrock model."""
return self in {
ModelType.AWS_CLAUDE_3_7_SONNET,
ModelType.AWS_CLAUDE_3_5_SONNET,
ModelType.AWS_CLAUDE_3_HAIKU,
ModelType.AWS_CLAUDE_3_SONNET,
ModelType.AWS_DEEPSEEK_R1,
ModelType.AWS_LLAMA_3_3_70B_INSTRUCT,
ModelType.AWS_LLAMA_3_2_90B_INSTRUCT,
ModelType.AWS_LLAMA_3_2_11B_INSTRUCT,
ModelType.AWS_CLAUDE_SONNET_4,
ModelType.AWS_CLAUDE_OPUS_4,
ModelType.AWS_CLAUDE_OPUS_4_1,
}
@property
def is_azure_openai(self) -> bool:
r"""Returns whether this type of models is an OpenAI-released model
from Azure.
"""
return self in {
ModelType.GPT_3_5_TURBO,
ModelType.GPT_4,
ModelType.GPT_4_TURBO,
ModelType.GPT_4O,
ModelType.GPT_4O_MINI,
ModelType.O1,
ModelType.O1_PREVIEW,
ModelType.O1_MINI,
ModelType.O3_MINI,
ModelType.O3_PRO,
ModelType.GPT_4_5_PREVIEW,
ModelType.GPT_4_1,
ModelType.GPT_4_1_MINI,
ModelType.GPT_4_1_NANO,
ModelType.GPT_5,
ModelType.O4_MINI,
ModelType.O3,
}
@property
def is_zhipuai(self) -> bool:
r"""Returns whether this type of models is an ZhipuAI model."""
return self in {
ModelType.GLM_3_TURBO,
ModelType.GLM_4,
ModelType.GLM_4V,
ModelType.GLM_4V_FLASH,
ModelType.GLM_4V_PLUS_0111,
ModelType.GLM_4_PLUS,
ModelType.GLM_4_AIR,
ModelType.GLM_4_AIR_0111,
ModelType.GLM_4_AIRX,
ModelType.GLM_4_LONG,
ModelType.GLM_4_FLASHX,
ModelType.GLM_4_FLASH,
ModelType.GLM_ZERO_PREVIEW,
}
@property
def is_anthropic(self) -> bool:
r"""Returns whether this type of models is Anthropic-released model.
Returns:
bool: Whether this type of models is anthropic.
"""
return self in {
ModelType.CLAUDE_INSTANT_1_2,
ModelType.CLAUDE_2_0,
ModelType.CLAUDE_2_1,
ModelType.CLAUDE_3_OPUS,
ModelType.CLAUDE_3_SONNET,
ModelType.CLAUDE_3_HAIKU,
ModelType.CLAUDE_3_5_SONNET,
ModelType.CLAUDE_3_5_HAIKU,
ModelType.CLAUDE_3_7_SONNET,
ModelType.CLAUDE_SONNET_4,
ModelType.CLAUDE_OPUS_4,
ModelType.CLAUDE_OPUS_4_1,
}
@property
def is_groq(self) -> bool:
r"""Returns whether this type of models is served by Groq."""
return self in {
ModelType.GROQ_LLAMA_3_1_8B,
ModelType.GROQ_LLAMA_3_3_70B,
ModelType.GROQ_LLAMA_3_3_70B_PREVIEW,
ModelType.GROQ_LLAMA_3_8B,
ModelType.GROQ_LLAMA_3_70B,
ModelType.GROQ_MIXTRAL_8_7B,
ModelType.GROQ_GEMMA_2_9B_IT,
}
@property
def is_nebius(self) -> bool:
r"""Returns whether this type of models is served by Nebius AI
Studio."""
return self in {
ModelType.NEBIUS_GPT_OSS_120B,
ModelType.NEBIUS_GPT_OSS_20B,
ModelType.NEBIUS_GLM_4_5,
ModelType.NEBIUS_DEEPSEEK_V3,
ModelType.NEBIUS_DEEPSEEK_R1,
ModelType.NEBIUS_LLAMA_3_1_70B,
ModelType.NEBIUS_MISTRAL_7B_INSTRUCT,
}
@property
def is_cometapi(self) -> bool:
r"""Returns whether this type of models is served by CometAPI."""
return self in {
ModelType.COMETAPI_GPT_5_CHAT_LATEST,
ModelType.COMETAPI_CHATGPT_4O_LATEST,
ModelType.COMETAPI_GPT_5_MINI,
ModelType.COMETAPI_GPT_5_NANO,
ModelType.COMETAPI_GPT_5,
ModelType.COMETAPI_GPT_4_1,
ModelType.COMETAPI_GPT_4O_MINI,
ModelType.COMETAPI_O4_MINI_2025_04_16,
ModelType.COMETAPI_O3_PRO_2025_06_10,
ModelType.COMETAPI_CLAUDE_OPUS_4_1_20250805,
ModelType.COMETAPI_CLAUDE_OPUS_4_1_20250805_THINKING,
ModelType.COMETAPI_CLAUDE_SONNET_4_20250514,
ModelType.COMETAPI_CLAUDE_SONNET_4_20250514_THINKING,
ModelType.COMETAPI_CLAUDE_3_7_SONNET_LATEST,
ModelType.COMETAPI_CLAUDE_3_5_HAIKU_LATEST,
ModelType.COMETAPI_GEMINI_2_5_PRO,
ModelType.COMETAPI_GEMINI_2_5_FLASH,
ModelType.COMETAPI_GEMINI_2_5_FLASH_LITE,
ModelType.COMETAPI_GEMINI_2_0_FLASH,
ModelType.COMETAPI_GROK_4_0709,
ModelType.COMETAPI_GROK_3,
ModelType.COMETAPI_GROK_3_MINI,
ModelType.COMETAPI_GROK_2_IMAGE_1212,
ModelType.COMETAPI_DEEPSEEK_V3_1,
ModelType.COMETAPI_DEEPSEEK_V3,
ModelType.COMETAPI_DEEPSEEK_R1_0528,
ModelType.COMETAPI_DEEPSEEK_CHAT,
ModelType.COMETAPI_DEEPSEEK_REASONER,
ModelType.COMETAPI_QWEN3_30B_A3B,
ModelType.COMETAPI_QWEN3_CODER_PLUS_2025_07_22,
}
@property
def is_openrouter(self) -> bool:
r"""Returns whether this type of models is served by OpenRouter."""
return self in {
ModelType.OPENROUTER_LLAMA_3_1_405B,
ModelType.OPENROUTER_LLAMA_3_1_70B,
ModelType.OPENROUTER_LLAMA_4_MAVERICK,
ModelType.OPENROUTER_LLAMA_4_MAVERICK_FREE,
ModelType.OPENROUTER_LLAMA_4_SCOUT,
ModelType.OPENROUTER_LLAMA_4_SCOUT_FREE,
ModelType.OPENROUTER_OLYMPICODER_7B,
ModelType.OPENROUTER_HORIZON_ALPHA,
ModelType.OPENROUTER_GROK_4_FAST,
ModelType.OPENROUTER_GEMINI_2_5_FLASH,
ModelType.OPENROUTER_GPT_4O_MINI,
ModelType.OPENROUTER_QWEN_PLUS,
ModelType.OPENROUTER_QWEN_VL_MAX
}
@property
def is_lmstudio(self) -> bool:
r"""Returns whether this type of models is served by LMStudio."""
return self in {
ModelType.LMSTUDIO_GEMMA_3_1B,
ModelType.LMSTUDIO_GEMMA_3_4B,
ModelType.LMSTUDIO_GEMMA_3_12B,
ModelType.LMSTUDIO_GEMMA_3_27B,
}
@property
def is_together(self) -> bool:
r"""Returns whether this type of models is served by Together AI."""
return self in {
ModelType.TOGETHER_LLAMA_3_1_405B,
ModelType.TOGETHER_LLAMA_3_1_70B,
ModelType.TOGETHER_LLAMA_3_3_70B,
ModelType.TOGETHER_LLAMA_3_3_70B,
ModelType.TOGETHER_MISTRAL_7B,
ModelType.TOGETHER_MIXTRAL_8_7B,
}
@property
def is_sambanova(self) -> bool:
r"""Returns whether this type of model is served by SambaNova AI."""
return self in {
ModelType.SAMBA_LLAMA_3_1_8B,
ModelType.SAMBA_LLAMA_3_1_70B,
ModelType.SAMBA_LLAMA_3_1_405B,
}
@property
def is_mistral(self) -> bool:
r"""Returns whether this type of models is served by Mistral."""
return self in {
ModelType.MISTRAL_LARGE,
ModelType.MISTRAL_NEMO,
ModelType.MISTRAL_CODESTRAL,
ModelType.MISTRAL_7B,
ModelType.MISTRAL_MIXTRAL_8x7B,
ModelType.MISTRAL_MIXTRAL_8x22B,
ModelType.MISTRAL_CODESTRAL_MAMBA,
ModelType.MISTRAL_PIXTRAL_12B,
ModelType.MISTRAL_8B,
ModelType.MISTRAL_3B,
ModelType.MISTRAL_MEDIUM_3_1,
ModelType.MISTRAL_SMALL_3_2,
ModelType.MAGISTRAL_SMALL_1_2,
ModelType.MAGISTRAL_MEDIUM_1_2,
}
@property
def is_nvidia(self) -> bool:
r"""Returns whether this type of models is a NVIDIA model."""
return self in {
ModelType.NVIDIA_NEMOTRON_340B_INSTRUCT,
ModelType.NVIDIA_NEMOTRON_340B_REWARD,
ModelType.NVIDIA_YI_LARGE,
ModelType.NVIDIA_MISTRAL_LARGE,
ModelType.NVIDIA_LLAMA3_70B,
ModelType.NVIDIA_MIXTRAL_8X7B,
ModelType.NVIDIA_LLAMA3_1_8B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_1_70B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_1_405B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_2_1B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_2_3B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_3_70B_INSTRUCT,
}
@property
def is_gemini(self) -> bool:
r"""Returns whether this type of models is Gemini model.
Returns:
bool: Whether this type of models is gemini.
"""
return self in {
ModelType.GEMINI_2_5_FLASH,
ModelType.GEMINI_2_5_PRO,
ModelType.GEMINI_2_0_FLASH,
ModelType.GEMINI_2_0_FLASH_EXP,
ModelType.GEMINI_2_0_FLASH_THINKING,
ModelType.GEMINI_2_0_PRO_EXP,
ModelType.GEMINI_2_0_FLASH_LITE,
ModelType.GEMINI_2_0_FLASH_LITE_PREVIEW,
ModelType.GEMINI_1_5_FLASH,
ModelType.GEMINI_1_5_PRO,
}
@property
def is_reka(self) -> bool:
r"""Returns whether this type of models is Reka model.
Returns:
bool: Whether this type of models is Reka.
"""
return self in {
ModelType.REKA_CORE,
ModelType.REKA_EDGE,
ModelType.REKA_FLASH,
}
@property
def is_cohere(self) -> bool:
r"""Returns whether this type of models is a Cohere model.
Returns:
bool: Whether this type of models is Cohere.
"""
return self in {
ModelType.COHERE_COMMAND_R_PLUS,
ModelType.COHERE_COMMAND_R,
ModelType.COHERE_COMMAND_LIGHT,
ModelType.COHERE_COMMAND,
ModelType.COHERE_COMMAND_NIGHTLY,
}
@property
def is_yi(self) -> bool:
r"""Returns whether this type of models is Yi model.
Returns:
bool: Whether this type of models is Yi.
"""
return self in {
ModelType.YI_LIGHTNING,
ModelType.YI_LARGE,
ModelType.YI_MEDIUM,
ModelType.YI_LARGE_TURBO,
ModelType.YI_VISION,
ModelType.YI_MEDIUM_200K,
ModelType.YI_SPARK,
ModelType.YI_LARGE_RAG,
ModelType.YI_LARGE_FC,
}
@property
def is_qwen(self) -> bool:
return self in {
ModelType.QWEN_MAX,
ModelType.QWEN_PLUS,
ModelType.QWEN_TURBO,
ModelType.QWEN_LONG,
ModelType.QWEN_VL_MAX,
ModelType.QWEN_VL_PLUS,
ModelType.QWEN_MATH_PLUS,
ModelType.QWEN_MATH_TURBO,
ModelType.QWEN_CODER_TURBO,
ModelType.QWEN_2_5_CODER_32B,
ModelType.QWEN_2_5_VL_72B,
ModelType.QWEN_2_5_72B,
ModelType.QWEN_2_5_32B,
ModelType.QWEN_2_5_14B,
ModelType.QWEN_QWQ_32B,
ModelType.QWEN_QVQ_72B,
ModelType.QWEN_QWQ_PLUS,
ModelType.QWEN_PLUS_LATEST,
ModelType.QWEN_PLUS_2025_04_28,
ModelType.QWEN_TURBO_LATEST,
ModelType.QWEN_TURBO_2025_04_28,
ModelType.QWEN_3_CODER_PLUS,
}
@property
def is_deepseek(self) -> bool:
return self in {
ModelType.DEEPSEEK_CHAT,
ModelType.DEEPSEEK_REASONER,
}
@property
def is_netmind(self) -> bool:
return self in {
ModelType.NETMIND_LLAMA_4_MAVERICK_17B_128E_INSTRUCT,
ModelType.NETMIND_LLAMA_4_SCOUT_17B_16E_INSTRUCT,
ModelType.NETMIND_DEEPSEEK_R1,
ModelType.NETMIND_DEEPSEEK_V3,
ModelType.NETMIND_DOUBAO_1_5_PRO,
ModelType.NETMIND_QWQ_32B,
}
@property
def is_ppio(self) -> bool:
return self in {
ModelType.PPIO_DEEPSEEK_PROVER_V2_671B,
ModelType.PPIO_DEEPSEEK_R1_TURBO,
ModelType.PPIO_DEEPSEEK_V3_TURBO,
ModelType.PPIO_DEEPSEEK_R1_COMMUNITY,
ModelType.PPIO_DEEPSEEK_V3_COMMUNITY,
ModelType.PPIO_DEEPSEEK_R1,
ModelType.PPIO_DEEPSEEK_V3,
ModelType.PPIO_QWEN_2_5_72B,
ModelType.PPIO_BAICHUAN_2_13B_CHAT,
ModelType.PPIO_LLAMA_3_3_70B,
ModelType.PPIO_LLAMA_3_1_70B,
ModelType.PPIO_YI_1_5_34B_CHAT,
}
@property
def is_internlm(self) -> bool:
return self in {
ModelType.INTERNLM3_LATEST,
ModelType.INTERNLM3_8B_INSTRUCT,
ModelType.INTERNLM2_5_LATEST,
ModelType.INTERNLM2_PRO_CHAT,
}
@property
def is_modelscope(self) -> bool:
return self in {
ModelType.MODELSCOPE_QWEN_2_5_7B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_14B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_32B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_72B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_CODER_7B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_CODER_14B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_CODER_32B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_3_235B_A22B,
ModelType.MODELSCOPE_QWEN_3_32B,
ModelType.MODELSCOPE_QWQ_32B,
ModelType.MODELSCOPE_QWQ_32B_PREVIEW,
ModelType.MODELSCOPE_LLAMA_3_1_8B_INSTRUCT,
ModelType.MODELSCOPE_LLAMA_3_1_70B_INSTRUCT,
ModelType.MODELSCOPE_LLAMA_3_1_405B_INSTRUCT,
ModelType.MODELSCOPE_LLAMA_3_3_70B_INSTRUCT,
ModelType.MODELSCOPE_MINISTRAL_8B_INSTRUCT,
ModelType.MODELSCOPE_DEEPSEEK_V3_0324,
}
@property
def is_moonshot(self) -> bool:
return self in {
ModelType.MOONSHOT_V1_8K,
ModelType.MOONSHOT_V1_32K,
ModelType.MOONSHOT_V1_128K,
ModelType.MOONSHOT_KIMI_K2,
}
@property
def is_sglang(self) -> bool:
return self in {
ModelType.SGLANG_LLAMA_3_1_8B,
ModelType.SGLANG_LLAMA_3_1_70B,
ModelType.SGLANG_LLAMA_3_1_405B,
ModelType.SGLANG_LLAMA_3_2_1B,
ModelType.SGLANG_MIXTRAL_NEMO,
ModelType.SGLANG_MISTRAL_7B,
ModelType.SGLANG_QWEN_2_5_7B,
ModelType.SGLANG_QWEN_2_5_32B,
ModelType.SGLANG_QWEN_2_5_72B,
}
@property
def is_siliconflow(self) -> bool:
return self in {
ModelType.SILICONFLOW_DEEPSEEK_V2_5,
ModelType.SILICONFLOW_DEEPSEEK_V3,
ModelType.SILICONFLOW_INTERN_LM2_5_20B_CHAT,
ModelType.SILICONFLOW_INTERN_LM2_5_7B_CHAT,
ModelType.SILICONFLOW_PRO_INTERN_LM2_5_7B_CHAT,
ModelType.SILICONFLOW_QWEN2_5_72B_INSTRUCT,
ModelType.SILICONFLOW_QWEN2_5_32B_INSTRUCT,
ModelType.SILICONFLOW_QWEN2_5_14B_INSTRUCT,
ModelType.SILICONFLOW_QWEN2_5_7B_INSTRUCT,
ModelType.SILICONFLOW_PRO_QWEN2_5_7B_INSTRUCT,
ModelType.SILICONFLOW_THUDM_GLM_4_9B_CHAT,
ModelType.SILICONFLOW_PRO_THUDM_GLM_4_9B_CHAT,
}
@property
def is_watsonx(self) -> bool:
return self in {
ModelType.WATSONX_GRANITE_3_8B_INSTRUCT,
ModelType.WATSONX_LLAMA_3_3_70B_INSTRUCT,
ModelType.WATSONX_LLAMA_3_2_1B_INSTRUCT,
ModelType.WATSONX_LLAMA_3_2_3B_INSTRUCT,
ModelType.WATSONX_LLAMA_3_2_11B_VISION_INSTRUCT,
ModelType.WATSONX_LLAMA_3_2_90B_VISION_INSTRUCT,
ModelType.WATSONX_LLAMA_GUARD_3_11B_VISION_INSTRUCT,
ModelType.WATSONX_MISTRAL_LARGE,
}
@property
def is_qianfan(self) -> bool:
return self in {
ModelType.ERNIE_X1_TURBO_32K,
ModelType.ERNIE_X1_32K,
ModelType.ERNIE_X1_32K_PREVIEW,
ModelType.ERNIE_4_5_TURBO_128K,
ModelType.ERNIE_4_5_TURBO_32K,
ModelType.DEEPSEEK_V3,
ModelType.DEEPSEEK_R1,
ModelType.QWEN3_235B_A22B,
}
@property
def is_novita(self) -> bool:
return self in {
ModelType.NOVITA_LLAMA_4_MAVERICK_17B,
ModelType.NOVITA_LLAMA_4_SCOUT_17B,
ModelType.NOVITA_DEEPSEEK_V3_0324,
ModelType.NOVITA_QWEN_2_5_V1_72B,
ModelType.NOVITA_DEEPSEEK_V3_TURBO,
ModelType.NOVITA_DEEPSEEK_R1_TURBO,
ModelType.NOVITA_GEMMA_3_27B_IT,
ModelType.NOVITA_QWEN_32B,
ModelType.NOVITA_L3_8B_STHENO_V3_2,
ModelType.NOVITA_MYTHOMAX_L2_13B,
ModelType.NOVITA_DEEPSEEK_R1_DISTILL_LLAMA_8B,
ModelType.NOVITA_DEEPSEEK_V3,
ModelType.NOVITA_LLAMA_3_1_8B,
ModelType.NOVITA_DEEPSEEK_R1_DISTILL_QWEN_14B,
ModelType.NOVITA_LLAMA_3_3_70B,
ModelType.NOVITA_QWEN_2_5_72B,
ModelType.NOVITA_MISTRAL_NEMO,
ModelType.NOVITA_DEEPSEEK_R1_DISTILL_QWEN_32B,
ModelType.NOVITA_LLAMA_3_8B,
ModelType.NOVITA_WIZARDLM_2_8X22B,
ModelType.NOVITA_DEEPSEEK_R1_DISTILL_LLAMA_70B,
ModelType.NOVITA_LLAMA_3_1_70B,
ModelType.NOVITA_GEMMA_2_9B_IT,
ModelType.NOVITA_MISTRAL_7B,
ModelType.NOVITA_LLAMA_3_70B,
ModelType.NOVITA_DEEPSEEK_R1,
ModelType.NOVITA_HERMES_2_PRO_LLAMA_3_8B,
ModelType.NOVITA_L3_70B_EURYALE_V2_1,
ModelType.NOVITA_DOLPHIN_MIXTRAL_8X22B,
ModelType.NOVITA_AIROBOROS_L2_70B,
ModelType.NOVITA_MIDNIGHT_ROSE_70B,
ModelType.NOVITA_L3_8B_LUNARIS,
ModelType.NOVITA_GLM_4_9B_0414,
ModelType.NOVITA_GLM_Z1_9B_0414,
ModelType.NOVITA_GLM_Z1_32B_0414,
ModelType.NOVITA_GLM_4_32B_0414,
ModelType.NOVITA_GLM_Z1_RUMINATION_32B_0414,
ModelType.NOVITA_QWEN_2_5_7B,
ModelType.NOVITA_LLAMA_3_2_1B,
ModelType.NOVITA_LLAMA_3_2_11B_VISION,
ModelType.NOVITA_LLAMA_3_2_3B,
ModelType.NOVITA_LLAMA_3_1_8B_BF16,
ModelType.NOVITA_L31_70B_EURYALE_V2_2,
}
@property
def is_crynux(self) -> bool:
return self in {
ModelType.CRYNUX_DEEPSEEK_R1_DISTILL_QWEN_1_5B,
ModelType.CRYNUX_DEEPSEEK_R1_DISTILL_QWEN_7B,
ModelType.CRYNUX_DEEPSEEK_R1_DISTILL_LLAMA_8B,
ModelType.CRYNUX_QWEN_3_4_B,
ModelType.CRYNUX_QWEN_3_8_B,
ModelType.CRYNUX_QWEN_2_5_7B,
ModelType.CRYNUX_QWEN_2_5_7B_INSTRUCT,
ModelType.CRYNUX_NOUS_HERMES_3_LLAMA_3_1_8B,
ModelType.CRYNUX_NOUS_HERMES_3_LLAMA_3_2_3B,
}
@property
def is_aiml(self) -> bool:
return self in {
ModelType.AIML_MIXTRAL_8X7B,
ModelType.AIML_MISTRAL_7B_INSTRUCT,
}
@property
def token_limit(self) -> int:
r"""Returns the maximum token limit for a given model.
Returns:
int: The maximum token limit for the given model.
"""
if self is ModelType.GLM_4V:
return 1024
elif self in {
ModelType.STUB,
ModelType.REKA_CORE,
ModelType.REKA_EDGE,
ModelType.REKA_FLASH,
ModelType.QWEN_MATH_PLUS,
ModelType.QWEN_MATH_TURBO,
ModelType.COHERE_COMMAND,
ModelType.COHERE_COMMAND_LIGHT,
ModelType.NVIDIA_NEMOTRON_340B_INSTRUCT,
ModelType.NVIDIA_NEMOTRON_340B_REWARD,
ModelType.NOVITA_MYTHOMAX_L2_13B,
ModelType.NOVITA_AIROBOROS_L2_70B,
ModelType.NOVITA_MIDNIGHT_ROSE_70B,
}:
return 4_096
elif self in {
ModelType.GPT_4,
ModelType.GROQ_LLAMA_3_8B,
ModelType.GROQ_LLAMA_3_70B,
ModelType.GROQ_LLAMA_3_3_70B_PREVIEW,
ModelType.GROQ_GEMMA_2_9B_IT,
ModelType.GLM_3_TURBO,
ModelType.GLM_4,
ModelType.QWEN_VL_PLUS,
ModelType.NVIDIA_LLAMA3_70B,
ModelType.TOGETHER_MISTRAL_7B,
ModelType.MOONSHOT_V1_8K,
ModelType.GLM_4V_FLASH,
ModelType.GLM_4_AIRX,
ModelType.OPENROUTER_OLYMPICODER_7B,
ModelType.LMSTUDIO_GEMMA_3_1B,
ModelType.LMSTUDIO_GEMMA_3_4B,
ModelType.LMSTUDIO_GEMMA_3_12B,
ModelType.LMSTUDIO_GEMMA_3_27B,
ModelType.WATSONX_GRANITE_3_8B_INSTRUCT,
ModelType.NOVITA_L3_8B_STHENO_V3_2,
ModelType.NOVITA_LLAMA_3_8B,
ModelType.NOVITA_GEMMA_2_9B_IT,
ModelType.NOVITA_LLAMA_3_70B,
ModelType.NOVITA_HERMES_2_PRO_LLAMA_3_8B,
ModelType.NOVITA_L3_70B_EURYALE_V2_1,
ModelType.NOVITA_L3_8B_LUNARIS,
ModelType.NOVITA_LLAMA_3_1_8B_BF16,
ModelType.NOVITA_L31_70B_EURYALE_V2_2,
}:
return 8_192
elif self in {
ModelType.PPIO_BAICHUAN_2_13B_CHAT,
}:
return 14_336
elif self in {
ModelType.PPIO_DEEPSEEK_PROVER_V2_671B,
ModelType.NOVITA_DOLPHIN_MIXTRAL_8X22B,
}:
return 16_000
elif self in {
ModelType.GPT_3_5_TURBO,
ModelType.YI_LIGHTNING,
ModelType.YI_MEDIUM,
ModelType.YI_LARGE_TURBO,
ModelType.YI_VISION,
ModelType.YI_SPARK,
ModelType.YI_LARGE_RAG,
ModelType.SAMBA_LLAMA_3_1_8B,
ModelType.SAMBA_LLAMA_3_1_405B,
ModelType.GLM_4V_PLUS_0111,
ModelType.GLM_ZERO_PREVIEW,
ModelType.PPIO_YI_1_5_34B_CHAT,
ModelType.NOVITA_LLAMA_3_1_8B,
}:
return 16_384
elif self in {
ModelType.NETMIND_DOUBAO_1_5_PRO,
ModelType.NOVITA_GEMMA_3_27B_IT,
ModelType.NOVITA_DEEPSEEK_R1_DISTILL_LLAMA_8B,
ModelType.NOVITA_QWEN_2_5_72B,
ModelType.NOVITA_DEEPSEEK_R1_DISTILL_LLAMA_70B,
ModelType.NOVITA_GLM_4_9B_0414,
ModelType.NOVITA_GLM_Z1_9B_0414,
ModelType.NOVITA_GLM_Z1_32B_0414,
ModelType.NOVITA_GLM_4_32B_0414,
ModelType.NOVITA_GLM_Z1_RUMINATION_32B_0414,
ModelType.NOVITA_QWEN_2_5_7B,
ModelType.CRYNUX_DEEPSEEK_R1_DISTILL_QWEN_1_5B,
ModelType.CRYNUX_DEEPSEEK_R1_DISTILL_QWEN_7B,
ModelType.CRYNUX_DEEPSEEK_R1_DISTILL_LLAMA_8B,
ModelType.CRYNUX_QWEN_3_4_B,
ModelType.CRYNUX_QWEN_3_8_B,
ModelType.CRYNUX_QWEN_2_5_7B,
ModelType.CRYNUX_QWEN_2_5_7B_INSTRUCT,
ModelType.CRYNUX_NOUS_HERMES_3_LLAMA_3_1_8B,
ModelType.CRYNUX_NOUS_HERMES_3_LLAMA_3_2_3B,
ModelType.ERNIE_X1_TURBO_32K,
ModelType.ERNIE_X1_32K,
ModelType.ERNIE_X1_32K_PREVIEW,
ModelType.ERNIE_4_5_TURBO_32K,
ModelType.QWEN3_235B_A22B,
}:
return 32_000
elif self in {
ModelType.MISTRAL_CODESTRAL,
ModelType.MISTRAL_7B,
ModelType.MISTRAL_MIXTRAL_8x7B,
ModelType.GROQ_MIXTRAL_8_7B,
ModelType.YI_LARGE,
ModelType.YI_LARGE_FC,
ModelType.QWEN_MAX,
ModelType.QWEN_VL_MAX,
ModelType.NVIDIA_YI_LARGE,
ModelType.NVIDIA_MISTRAL_LARGE,
ModelType.NVIDIA_MIXTRAL_8X7B,
ModelType.QWEN_QWQ_32B,
ModelType.QWEN_QWQ_PLUS,
ModelType.QWEN_QVQ_72B,
ModelType.INTERNLM3_8B_INSTRUCT,
ModelType.INTERNLM3_LATEST,
ModelType.INTERNLM2_5_LATEST,
ModelType.INTERNLM2_PRO_CHAT,
ModelType.TOGETHER_MIXTRAL_8_7B,
ModelType.SGLANG_MISTRAL_7B,
ModelType.MOONSHOT_V1_32K,
ModelType.AIML_MIXTRAL_8X7B,
ModelType.AIML_MISTRAL_7B_INSTRUCT,
ModelType.PPIO_QWEN_2_5_72B,
ModelType.PPIO_LLAMA_3_1_70B,
ModelType.MODELSCOPE_QWEN_2_5_7B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_14B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_32B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_72B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_CODER_7B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_CODER_14B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_2_5_CODER_32B_INSTRUCT,
ModelType.MODELSCOPE_QWEN_3_235B_A22B,
ModelType.MODELSCOPE_QWEN_3_32B,
ModelType.MODELSCOPE_QWQ_32B,
ModelType.MODELSCOPE_QWQ_32B_PREVIEW,
ModelType.MODELSCOPE_LLAMA_3_1_8B_INSTRUCT,
ModelType.MODELSCOPE_LLAMA_3_1_70B_INSTRUCT,
ModelType.MODELSCOPE_LLAMA_3_1_405B_INSTRUCT,
ModelType.MODELSCOPE_LLAMA_3_3_70B_INSTRUCT,
ModelType.MODELSCOPE_MINISTRAL_8B_INSTRUCT,
ModelType.MODELSCOPE_DEEPSEEK_V3_0324,
ModelType.OPENROUTER_LLAMA_3_1_405B,
ModelType.WATSONX_MISTRAL_LARGE,
ModelType.NOVITA_QWEN_32B,
ModelType.NOVITA_LLAMA_3_1_70B,
ModelType.NOVITA_MISTRAL_7B,
ModelType.NOVITA_LLAMA_3_2_11B_VISION,
ModelType.NOVITA_LLAMA_3_2_3B,
ModelType.NEBIUS_MISTRAL_7B_INSTRUCT,
}:
return 32_768
elif self in {
ModelType.MISTRAL_MIXTRAL_8x22B,
ModelType.DEEPSEEK_CHAT,
ModelType.DEEPSEEK_REASONER,
ModelType.PPIO_DEEPSEEK_R1_TURBO,
ModelType.PPIO_DEEPSEEK_V3_TURBO,
ModelType.PPIO_DEEPSEEK_R1_COMMUNITY,
ModelType.PPIO_DEEPSEEK_V3_COMMUNITY,
ModelType.PPIO_DEEPSEEK_R1,
ModelType.PPIO_DEEPSEEK_V3,
ModelType.AWS_DEEPSEEK_R1,
ModelType.NETMIND_QWQ_32B,
ModelType.NOVITA_DEEPSEEK_V3_TURBO,
ModelType.NOVITA_DEEPSEEK_R1_TURBO,
ModelType.NOVITA_DEEPSEEK_V3,
ModelType.NOVITA_DEEPSEEK_R1_DISTILL_QWEN_14B,
ModelType.NOVITA_DEEPSEEK_R1_DISTILL_QWEN_32B,
ModelType.NOVITA_DEEPSEEK_R1,
}:
return 64_000
elif self in {
ModelType.NOVITA_WIZARDLM_2_8X22B,
}:
return 65_535
elif self in {
ModelType.NOVITA_QWEN_2_5_V1_72B,
ModelType.DEEPSEEK_R1,
}:
return 96_000
elif self in {
ModelType.CLAUDE_2_0,
ModelType.CLAUDE_INSTANT_1_2,
}:
return 100_000
elif self in {
ModelType.GPT_4O,
ModelType.GPT_4O_MINI,
ModelType.GPT_4_TURBO,
ModelType.O1_PREVIEW,
ModelType.O1_MINI,
ModelType.GPT_4_5_PREVIEW,
ModelType.GPT_5,
ModelType.GPT_5_NANO,
ModelType.GPT_5_MINI,
ModelType.MISTRAL_LARGE,
ModelType.MISTRAL_NEMO,
ModelType.MISTRAL_PIXTRAL_12B,
ModelType.MISTRAL_8B,
ModelType.MISTRAL_3B,
ModelType.MISTRAL_SMALL_3_2,
ModelType.MAGISTRAL_SMALL_1_2,
ModelType.QWEN_2_5_CODER_32B,
ModelType.QWEN_2_5_VL_72B,
ModelType.QWEN_2_5_72B,
ModelType.QWEN_2_5_32B,
ModelType.QWEN_2_5_14B,
ModelType.COHERE_COMMAND_R,
ModelType.COHERE_COMMAND_R_PLUS,
ModelType.COHERE_COMMAND_NIGHTLY,
ModelType.NVIDIA_LLAMA3_1_8B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_1_70B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_1_405B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_2_1B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_2_3B_INSTRUCT,
ModelType.NVIDIA_LLAMA3_3_70B_INSTRUCT,
ModelType.GROQ_LLAMA_3_3_70B,
ModelType.SAMBA_LLAMA_3_1_70B,
ModelType.SGLANG_LLAMA_3_1_8B,
ModelType.SGLANG_LLAMA_3_1_70B,
ModelType.SGLANG_LLAMA_3_1_405B,
ModelType.SGLANG_LLAMA_3_2_1B,
ModelType.SGLANG_MIXTRAL_NEMO,
ModelType.MOONSHOT_V1_128K,
ModelType.GLM_4_PLUS,
ModelType.GLM_4_AIR,
ModelType.GLM_4_AIR_0111,
ModelType.GLM_4_FLASHX,
ModelType.GLM_4_FLASH,
ModelType.AWS_LLAMA_3_3_70B_INSTRUCT,
ModelType.AWS_LLAMA_3_2_90B_INSTRUCT,
ModelType.AWS_LLAMA_3_2_11B_INSTRUCT,
ModelType.NETMIND_DEEPSEEK_R1,
ModelType.NETMIND_DEEPSEEK_V3,
ModelType.NOVITA_DEEPSEEK_V3_0324,
ModelType.MISTRAL_MEDIUM_3_1,
ModelType.MAGISTRAL_MEDIUM_1_2,
ModelType.ERNIE_4_5_TURBO_128K,
ModelType.DEEPSEEK_V3,
ModelType.MOONSHOT_KIMI_K2,
ModelType.NEBIUS_GLM_4_5,
ModelType.NEBIUS_DEEPSEEK_V3,
ModelType.NEBIUS_DEEPSEEK_R1,
ModelType.NEBIUS_GPT_OSS_120B,
ModelType.NEBIUS_GPT_OSS_20B,
ModelType.COMETAPI_GPT_5_CHAT_LATEST,
ModelType.COMETAPI_CHATGPT_4O_LATEST,
ModelType.COMETAPI_GPT_5_MINI,
ModelType.COMETAPI_GPT_5_NANO,
ModelType.COMETAPI_GPT_5,
ModelType.COMETAPI_GPT_4_1,
ModelType.COMETAPI_GPT_4O_MINI,
ModelType.COMETAPI_O4_MINI_2025_04_16,
ModelType.COMETAPI_O3_PRO_2025_06_10,
ModelType.COMETAPI_CLAUDE_OPUS_4_1_20250805,
ModelType.COMETAPI_CLAUDE_OPUS_4_1_20250805_THINKING,
ModelType.COMETAPI_CLAUDE_SONNET_4_20250514,
ModelType.COMETAPI_CLAUDE_SONNET_4_20250514_THINKING,
ModelType.COMETAPI_CLAUDE_3_7_SONNET_LATEST,
ModelType.COMETAPI_CLAUDE_3_5_HAIKU_LATEST,
ModelType.COMETAPI_GEMINI_2_5_PRO,
ModelType.COMETAPI_GEMINI_2_5_FLASH,
ModelType.COMETAPI_GEMINI_2_5_FLASH_LITE,
ModelType.COMETAPI_GEMINI_2_0_FLASH,
ModelType.COMETAPI_GROK_4_0709,
ModelType.COMETAPI_GROK_3,
ModelType.COMETAPI_GROK_3_MINI,
ModelType.COMETAPI_GROK_2_IMAGE_1212,
ModelType.COMETAPI_DEEPSEEK_V3_1,
ModelType.COMETAPI_DEEPSEEK_V3,
ModelType.COMETAPI_DEEPSEEK_R1_0528,
ModelType.COMETAPI_DEEPSEEK_CHAT,
ModelType.COMETAPI_DEEPSEEK_REASONER,
ModelType.COMETAPI_QWEN3_30B_A3B,
ModelType.COMETAPI_QWEN3_CODER_PLUS_2025_07_22,
}:
return 128_000
elif self in {
ModelType.NOVITA_LLAMA_3_2_1B,
}:
return 131_000
elif self in {
ModelType.GROQ_LLAMA_3_1_8B,
ModelType.QWEN_PLUS,
ModelType.QWEN_TURBO,
ModelType.QWEN_CODER_TURBO,
ModelType.QWEN_PLUS_LATEST,
ModelType.QWEN_PLUS_2025_04_28,
ModelType.QWEN_TURBO_LATEST,
ModelType.QWEN_TURBO_2025_04_28,
ModelType.TOGETHER_LLAMA_3_1_8B,
ModelType.TOGETHER_LLAMA_3_1_70B,
ModelType.TOGETHER_LLAMA_3_1_405B,
ModelType.TOGETHER_LLAMA_3_3_70B,
ModelType.SGLANG_QWEN_2_5_7B,
ModelType.SGLANG_QWEN_2_5_32B,
ModelType.SGLANG_QWEN_2_5_72B,
ModelType.OPENROUTER_LLAMA_3_1_70B,
ModelType.PPIO_LLAMA_3_3_70B,
ModelType.OPENROUTER_LLAMA_4_SCOUT,
ModelType.WATSONX_LLAMA_3_3_70B_INSTRUCT,
ModelType.WATSONX_LLAMA_3_2_1B_INSTRUCT,
ModelType.WATSONX_LLAMA_3_2_3B_INSTRUCT,
ModelType.WATSONX_LLAMA_3_2_11B_VISION_INSTRUCT,
ModelType.WATSONX_LLAMA_3_2_90B_VISION_INSTRUCT,
ModelType.WATSONX_LLAMA_GUARD_3_11B_VISION_INSTRUCT,
ModelType.NOVITA_LLAMA_4_SCOUT_17B,
ModelType.NOVITA_LLAMA_3_3_70B,
ModelType.NOVITA_MISTRAL_NEMO,
ModelType.NEBIUS_LLAMA_3_1_70B,
}:
return 131_072
elif self in {
ModelType.O1,
ModelType.O3_MINI,
ModelType.O3_PRO,
ModelType.CLAUDE_2_1,
ModelType.CLAUDE_3_OPUS,
ModelType.CLAUDE_3_SONNET,
ModelType.CLAUDE_3_HAIKU,
ModelType.CLAUDE_3_5_SONNET,
ModelType.CLAUDE_3_5_HAIKU,
ModelType.CLAUDE_3_7_SONNET,
ModelType.CLAUDE_SONNET_4,
ModelType.CLAUDE_OPUS_4,
ModelType.CLAUDE_OPUS_4_1,
ModelType.YI_MEDIUM_200K,
ModelType.AWS_CLAUDE_3_5_SONNET,
ModelType.AWS_CLAUDE_3_HAIKU,
ModelType.AWS_CLAUDE_3_SONNET,
ModelType.AWS_CLAUDE_3_7_SONNET,
ModelType.AWS_CLAUDE_SONNET_4,
ModelType.AWS_CLAUDE_OPUS_4,
ModelType.AWS_CLAUDE_OPUS_4_1,
ModelType.O4_MINI,
ModelType.O3,
}:
return 200_000
elif self in {
ModelType.MISTRAL_CODESTRAL_MAMBA,
ModelType.OPENROUTER_LLAMA_4_MAVERICK_FREE,
ModelType.OPENROUTER_HORIZON_ALPHA,
}:
return 256_000
elif self in {
ModelType.NETMIND_LLAMA_4_SCOUT_17B_16E_INSTRUCT,
}:
return 320_000
elif self in {
ModelType.OPENROUTER_LLAMA_4_SCOUT_FREE,
ModelType.NETMIND_LLAMA_4_MAVERICK_17B_128E_INSTRUCT,
}:
return 512_000
elif self in {
ModelType.GEMINI_2_5_FLASH,
ModelType.GEMINI_2_5_PRO,
ModelType.GEMINI_2_0_FLASH,
ModelType.GEMINI_2_0_FLASH_EXP,
ModelType.GEMINI_2_0_FLASH_THINKING,
ModelType.GEMINI_2_0_FLASH_LITE,
ModelType.GEMINI_2_0_FLASH_LITE_PREVIEW,
ModelType.GEMINI_1_5_FLASH,
ModelType.GEMINI_1_5_PRO,
ModelType.GEMINI_2_0_PRO_EXP, # Not given in doc, assume the same
ModelType.GLM_4_LONG,
ModelType.TOGETHER_LLAMA_4_MAVERICK,
ModelType.OPENROUTER_LLAMA_4_MAVERICK,
ModelType.AMD_GPT4,
ModelType.GPT_4_1,
ModelType.GPT_4_1_MINI,
ModelType.GPT_4_1_NANO,
ModelType.NOVITA_LLAMA_4_MAVERICK_17B,
}:
return 1_048_576
elif self in {
ModelType.QWEN_3_CODER_PLUS,
}:
return 1_000_000
elif self in {
ModelType.QWEN_LONG,
ModelType.TOGETHER_LLAMA_4_SCOUT,
}:
return 10_000_000
else:
logger.warning(
f"Unknown model type {self}, set maximum token limit "
f"to 999_999_999"
)
return 999_999_999
class EmbeddingModelType(Enum):
TEXT_EMBEDDING_ADA_2 = "text-embedding-ada-002"
TEXT_EMBEDDING_3_SMALL = "text-embedding-3-small"
TEXT_EMBEDDING_3_LARGE = "text-embedding-3-large"
JINA_EMBEDDINGS_V3 = "jina-embeddings-v3"
JINA_CLIP_V2 = "jina-clip-v2"
JINA_COLBERT_V2 = "jina-colbert-v2"
JINA_EMBEDDINGS_V2_BASE_CODE = "jina-embeddings-v2-base-code"
MISTRAL_EMBED = "mistral-embed"
GEMINI_EMBEDDING_EXP = "gemini-embedding-exp-03-07"
@property
def is_openai(self) -> bool:
r"""Returns whether this type of models is an OpenAI-released model."""
return self in {
EmbeddingModelType.TEXT_EMBEDDING_ADA_2,
EmbeddingModelType.TEXT_EMBEDDING_3_SMALL,
EmbeddingModelType.TEXT_EMBEDDING_3_LARGE,
}
@property
def is_jina(self) -> bool:
r"""Returns whether this type of models is an Jina model."""
return self in {
EmbeddingModelType.JINA_EMBEDDINGS_V3,
EmbeddingModelType.JINA_CLIP_V2,
EmbeddingModelType.JINA_COLBERT_V2,
EmbeddingModelType.JINA_EMBEDDINGS_V2_BASE_CODE,
}
@property
def is_mistral(self) -> bool:
r"""Returns whether this type of models is an Mistral-released
model.
"""
return self in {
EmbeddingModelType.MISTRAL_EMBED,
}
@property
def is_gemini(self) -> bool:
r"""Returns whether this type of models is an Gemini-released model."""
return self in {
EmbeddingModelType.GEMINI_EMBEDDING_EXP,
}
@property
def output_dim(self) -> int:
if self in {
EmbeddingModelType.JINA_COLBERT_V2,
}:
return 128
elif self in {
EmbeddingModelType.JINA_EMBEDDINGS_V2_BASE_CODE,
}:
return 768
elif self in {
EmbeddingModelType.JINA_EMBEDDINGS_V3,
EmbeddingModelType.JINA_CLIP_V2,
}:
return 1024
elif self is EmbeddingModelType.TEXT_EMBEDDING_ADA_2:
return 1536
elif self is EmbeddingModelType.TEXT_EMBEDDING_3_SMALL:
return 1536
elif self is EmbeddingModelType.TEXT_EMBEDDING_3_LARGE:
return 3072
elif self is EmbeddingModelType.MISTRAL_EMBED:
return 1024
elif self is EmbeddingModelType.GEMINI_EMBEDDING_EXP:
return 3072
else:
raise ValueError(f"Unknown model type {self}.")
class GeminiEmbeddingTaskType(str, Enum):
r"""Task types for Gemini embedding models.
For more information, please refer to:
https://ai.google.dev/gemini-api/docs/embeddings#task-types
"""
SEMANTIC_SIMILARITY = "SEMANTIC_SIMILARITY"
CLASSIFICATION = "CLASSIFICATION"
CLUSTERING = "CLUSTERING"
RETRIEVAL_DOCUMENT = "RETRIEVAL_DOCUMENT"
RETRIEVAL_QUERY = "RETRIEVAL_QUERY"
QUESTION_ANSWERING = "QUESTION_ANSWERING"
FACT_VERIFICATION = "FACT_VERIFICATION"
CODE_RETRIEVAL_QUERY = "CODE_RETRIEVAL_QUERY"
class TaskType(Enum):
AI_SOCIETY = "ai_society"
CODE = "code"
MISALIGNMENT = "misalignment"
TRANSLATION = "translation"
EVALUATION = "evaluation"
SOLUTION_EXTRACTION = "solution_extraction"
ROLE_DESCRIPTION = "role_description"
GENERATE_TEXT_EMBEDDING_DATA = "generate_text_embedding_data"
OBJECT_RECOGNITION = "object_recognition"
IMAGE_CRAFT = "image_craft"
MULTI_CONDITION_IMAGE_CRAFT = "multi_condition_image_craft"
DEFAULT = "default"
VIDEO_DESCRIPTION = "video_description"
class VectorDistance(Enum):
r"""Distance metrics used in a vector database."""
DOT = "dot"
r"""Dot product. https://en.wikipedia.org/wiki/Dot_product"""
COSINE = "cosine"
r"""Cosine similarity. https://en.wikipedia.org/wiki/Cosine_similarity"""
EUCLIDEAN = "euclidean"
r"""Euclidean distance. https://en.wikipedia.org/wiki/Euclidean_distance"""
class OpenAIBackendRole(Enum):
ASSISTANT = "assistant"
SYSTEM = "system"
DEVELOPER = "developer"
USER = "user"
FUNCTION = "function"
TOOL = "tool"
class TerminationMode(Enum):
ANY = "any"
ALL = "all"
class OpenAIImageTypeMeta(EnumMeta):
def __contains__(cls, image_type: object) -> bool:
try:
cls(image_type)
except ValueError:
return False
return True
class OpenAIImageType(Enum, metaclass=OpenAIImageTypeMeta):
r"""Image types supported by OpenAI vision model."""
# https://platform.openai.com/docs/guides/vision
PNG = "png"
JPEG = "jpeg"
JPG = "jpg"
WEBP = "webp"
GIF = "gif"
class OpenAIVisionDetailType(Enum):
AUTO = "auto"
LOW = "low"
HIGH = "high"
class StorageType(Enum):
MILVUS = "milvus"
QDRANT = "qdrant"
TIDB = "tidb"
class OpenAPIName(Enum):
COURSERA = "coursera"
KLARNA = "klarna"
SPEAK = "speak"
NASA_APOD = "nasa_apod"
BIZTOC = "biztoc"
CREATE_QR_CODE = "create_qr_code"
OUTSCHOOL = "outschool"
WEB_SCRAPER = "web_scraper"
class ModelPlatformType(Enum):
DEFAULT = os.getenv("DEFAULT_MODEL_PLATFORM_TYPE", "openai")
OPENAI = "openai"
AWS_BEDROCK = "aws-bedrock"
AZURE = "azure"
ANTHROPIC = "anthropic"
GROQ = "groq"
NEBIUS = "nebius"
COMETAPI = "cometapi"
OPENROUTER = "openrouter"
OLLAMA = "ollama"
LITELLM = "litellm"
LMSTUDIO = "lmstudio"
ZHIPU = "zhipuai"
GEMINI = "gemini"
VLLM = "vllm"
MISTRAL = "mistral"
REKA = "reka"
TOGETHER = "together"
STUB = "stub"
OPENAI_COMPATIBLE_MODEL = "openai-compatible-model"
SAMBA = "samba-nova"
COHERE = "cohere"
YI = "lingyiwanwu"
QWEN = "tongyi-qianwen"
AMD = "amd"
NVIDIA = "nvidia"
DEEPSEEK = "deepseek"
PPIO = "ppio"
SGLANG = "sglang"
INTERNLM = "internlm"
MOONSHOT = "moonshot"
MODELSCOPE = "modelscope"
SILICONFLOW = "siliconflow"
AIML = "aiml"
VOLCANO = "volcano"
NETMIND = "netmind"
NOVITA = "novita"
WATSONX = "watsonx"
QIANFAN = "qianfan"
CRYNUX = "crynux"
@classmethod
def from_name(cls, name):
r"""Returns the ModelPlatformType enum value from a string."""
for model_platfrom_type in cls:
if model_platfrom_type.value == name:
return model_platfrom_type
raise ValueError(f"Unknown ModelPlatformType name: {name}")
@property
def is_openai(self) -> bool:
r"""Returns whether this platform is openai."""
return self is ModelPlatformType.OPENAI
@property
def is_aws_bedrock(self) -> bool:
r"""Returns whether this platform is aws-bedrock."""
return self is ModelPlatformType.AWS_BEDROCK
@property
def is_azure(self) -> bool:
r"""Returns whether this platform is azure."""
return self is ModelPlatformType.AZURE
@property
def is_anthropic(self) -> bool:
r"""Returns whether this platform is anthropic."""
return self is ModelPlatformType.ANTHROPIC
@property
def is_groq(self) -> bool:
r"""Returns whether this platform is groq."""
return self is ModelPlatformType.GROQ
@property
def is_openrouter(self) -> bool:
r"""Returns whether this platform is openrouter."""
return self is ModelPlatformType.OPENROUTER
@property
def is_lmstudio(self) -> bool:
r"""Returns whether this platform is lmstudio."""
return self is ModelPlatformType.LMSTUDIO
@property
def is_ollama(self) -> bool:
r"""Returns whether this platform is ollama."""
return self is ModelPlatformType.OLLAMA
@property
def is_vllm(self) -> bool:
r"""Returns whether this platform is vllm."""
return self is ModelPlatformType.VLLM
@property
def is_sglang(self) -> bool:
r"""Returns whether this platform is sglang."""
return self is ModelPlatformType.SGLANG
@property
def is_together(self) -> bool:
r"""Returns whether this platform is together."""
return self is ModelPlatformType.TOGETHER
@property
def is_litellm(self) -> bool:
r"""Returns whether this platform is litellm."""
return self is ModelPlatformType.LITELLM
@property
def is_zhipuai(self) -> bool:
r"""Returns whether this platform is zhipu."""
return self is ModelPlatformType.ZHIPU
@property
def is_mistral(self) -> bool:
r"""Returns whether this platform is mistral."""
return self is ModelPlatformType.MISTRAL
@property
def is_openai_compatible_model(self) -> bool:
r"""Returns whether this is a platform supporting openai
compatibility"""
return self is ModelPlatformType.OPENAI_COMPATIBLE_MODEL
@property
def is_gemini(self) -> bool:
r"""Returns whether this platform is Gemini."""
return self is ModelPlatformType.GEMINI
@property
def is_reka(self) -> bool:
r"""Returns whether this platform is Reka."""
return self is ModelPlatformType.REKA
@property
def is_samba(self) -> bool:
r"""Returns whether this platform is Samba Nova."""
return self is ModelPlatformType.SAMBA
@property
def is_cohere(self) -> bool:
r"""Returns whether this platform is Cohere."""
return self is ModelPlatformType.COHERE
@property
def is_yi(self) -> bool:
r"""Returns whether this platform is Yi."""
return self is ModelPlatformType.YI
@property
def is_qwen(self) -> bool:
r"""Returns whether this platform is Qwen."""
return self is ModelPlatformType.QWEN
@property
def is_nvidia(self) -> bool:
r"""Returns whether this platform is Nvidia."""
return self is ModelPlatformType.NVIDIA
@property
def is_deepseek(self) -> bool:
r"""Returns whether this platform is DeepSeek."""
return self is ModelPlatformType.DEEPSEEK
@property
def is_netmind(self) -> bool:
r"""Returns whether this platform is Netmind."""
return self is ModelPlatformType.NETMIND
@property
def is_ppio(self) -> bool:
r"""Returns whether this platform is PPIO."""
return self is ModelPlatformType.PPIO
@property
def is_internlm(self) -> bool:
r"""Returns whether this platform is InternLM."""
return self is ModelPlatformType.INTERNLM
@property
def is_moonshot(self) -> bool:
r"""Returns whether this platform is Moonshot model."""
return self is ModelPlatformType.MOONSHOT
@property
def is_modelscope(self) -> bool:
r"""Returns whether this platform is ModelScope model."""
return self is ModelPlatformType.MODELSCOPE
@property
def is_siliconflow(self) -> bool:
r"""Returns whether this platform is SiliconFlow."""
return self is ModelPlatformType.SILICONFLOW
@property
def is_aiml(self) -> bool:
r"""Returns whether this platform is AIML."""
return self is ModelPlatformType.AIML
@property
def is_volcano(self) -> bool:
r"""Returns whether this platform is volcano."""
return self is ModelPlatformType.VOLCANO
@property
def is_novita(self) -> bool:
r"""Returns whether this platform is Novita."""
return self is ModelPlatformType.NOVITA
@property
def is_watsonx(self) -> bool:
r"""Returns whether this platform is WatsonX."""
return self is ModelPlatformType.WATSONX
@property
def is_crynux(self) -> bool:
r"""Returns whether this platform is Crynux."""
return self is ModelPlatformType.CRYNUX
class AudioModelType(Enum):
TTS_1 = "tts-1"
TTS_1_HD = "tts-1-hd"
@property
def is_openai(self) -> bool:
r"""Returns whether this type of audio models is an OpenAI-released
model."""
return self in {
AudioModelType.TTS_1,
AudioModelType.TTS_1_HD,
}
class VoiceType(Enum):
ALLOY = "alloy"
ECHO = "echo"
FABLE = "fable"
ONYX = "onyx"
NOVA = "nova"
SHIMMER = "shimmer"
@property
def is_openai(self) -> bool:
r"""Returns whether this type of voice is an OpenAI-released voice."""
return self in {
VoiceType.ALLOY,
VoiceType.ECHO,
VoiceType.FABLE,
VoiceType.ONYX,
VoiceType.NOVA,
VoiceType.SHIMMER,
}
class JinaReturnFormat(Enum):
DEFAULT = None
MARKDOWN = "markdown"
HTML = "html"
TEXT = "text"
class HuggingFaceRepoType(str, Enum):
DATASET = "dataset"
MODEL = "model"
SPACE = "space"