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chore: import upstream snapshot with attribution
2026-07-13 13:34:55 +08:00

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# Copyright 2023-2026 llmware
# 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.
"""Global Default Configs for Models, Finetune Wrappers and Prompt Instructions Catalog.
These configs generally do not need to be accessed directly, but should be viewed, accessed and modified through
ModelCatalog and PromptCatalog classes.
For customization, there is also the option in ModelCatalog to load a custom model catalog from json file, which
would over-write this list.
"""
global_model_repo_catalog_list = [
{"model_name": "bling-tiny-llama-onnx", "model_family": "ONNXGenerativeModel",
"model_category": "generative_local", "display_name": "llmware/bling-tiny-llama-onnx",
"model_location": "llmware_repo","context_window": 2048, "instruction_following": False,
"prompt_wrapper": "human_bot", "temperature": 0.0, "sample_default": False, "trailing_space": "",
"hf_repo": "llmware/bling-tiny-llama-onnx", "custom_model_files": [], "custom_model_repo": "",
"snapshot": True, "tokenizer_local": "tokenizer_tl.json",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["model.onnx", "model.onnx.data"],
"link": "https://huggingface.co/llmware/bling-tiny-llama-onnx"},
{"model_name": "bling-tiny-llama-ov", "model_family": "OVGenerativeModel",
"model_category": "generative_local", "display_name": "bling-tiny-llama-ov",
"model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"tokenizer_local": "tokenizer_tl.json",
"hf_repo": "llmware/bling-tiny-llama-ov",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.xml"],
"link": "https://huggingface.co/llmware/bling-tiny-llama-ov"},
{"model_name": "bling-phi-3-ov", "model_family": "OVGenerativeModel",
"model_category": "generative_local", "display_name": "bling-phi-3-ov",
"model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"tokenizer_local": "tokenizer_phi3.json",
"hf_repo": "llmware/bling-phi-3-ov",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models","method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.xml"],
"link": "https://huggingface.co/llmware/bling-phi-3-ov"},
{"model_name": "bling-phi-3-onnx", "model_family": "ONNXGenerativeModel",
"model_category": "generative_local", "display_name": "bling-phi-3-onnx",
"model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"tokenizer_local": "tokenizer_phi3.json",
"hf_repo": "llmware/bling-phi-3-onnx",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["model.onnx", "model.onnx.data"],
"link": "https://huggingface.co/llmware/bling-phi-3-onnx"},
{"model_name": "phi-3-onnx", "model_family": "ONNXGenerativeModel",
"model_category": "generative_local", "display_name": "phi-3-onnx",
"model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "phi_3",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"tokenizer_local": "tokenizer_phi3.json",
"hf_repo": "llmware/phi-3-onnx",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["model.onnx", "model.onnx.data"],
"link": "https://huggingface.co/llmware/phi-3-onnx"},
{"model_name": "phi-3-ov", "model_family": "OVGenerativeModel",
"model_category": "generative_local", "display_name": "phi-3-ov",
"model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "phi_3",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"tokenizer_local": "tokenizer_phi3.json",
"hf_repo": "llmware/phi-3-ov",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.xml"],
"link": "https://huggingface.co/llmware/phi-3-ov"},
# new text-to-image model - more coming soon
{"model_name": "lcm-dreamshaper-ov", "model_family": "OVGenerativeModel",
"model_category": "generative_local", "display_name": "lcm-dreamshaper-ov",
"model_location": "llmware_repo", "pipeline": "text2image",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "phi_3",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"tokenizer_local": "tokenizer_phi3.json",
"hf_repo": "llmware/lcm-dreamshaper-ov",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"link": "https://huggingface.co/llmware/lcm-dreamshaper-ov"},
{"model_name": "qwen2.5-1.5b-instruct-ov", "display_name": "qwen2.5-1.5b-instruct-ov",
"model_family": "OVGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.3, "trailing_space": "",
"hf_repo": "llmware/qwen2.5-1.5b-instruct-ov",
"link": "https://huggingface.co/llmware/qwen2.5-1.5b-instruct-ov",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen2.5-0.5b-instruct-ov", "display_name": "qwen2.5-0.5b-instruct-ov",
"model_family": "OVGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.3, "trailing_space": "",
"hf_repo": "llmware/qwen2-0.5b-instruct-ov",
"link": "https://huggingface.co/llmware/qwen2.5-0.5b-instruct-ov",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen2.5-3b-instruct-ov", "display_name": "qwen2.5-3b-instruct-ov",
"model_family": "OVGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.3, "trailing_space": "",
"hf_repo": "llmware/qwen2-3b-instruct-ov",
"link": "https://huggingface.co/llmware/qwen2.5-3b-instruct-ov",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "mistral-7b-instruct-v0.3-ov", "display_name": "mistral-7b-instruct-v0.3-ov",
"model_family": "OVGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "<INST>", "temperature": 0.3, "trailing_space": "",
"hf_repo": "llmware/mistral-7b-instruct-v0.3-ov",
"link": "https://huggingface.co/llmware/mistral-7b-instruct-v0.3-ov",
"tokenizer_local": "tokenizer_mistral.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "dragon-llama2-ov", "model_family": "OVGenerativeModel",
"model_category": "generative_local", "display_name": "dragon-llama2-ov",
"model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"hf_repo": "llmware/dragon-llama2-ov",
"tokenizer_local": "tokenizer_ll2.json",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models","method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.bin", "openvino_model.xml"],
"link": "https://huggingface.co/llmware/dragon-llama2-ov"},
{"model_name": "dragon-mistral-ov", "model_family": "OVGenerativeModel",
"model_category": "generative_local", "display_name": "dragon-mistral-ov",
"model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"hf_repo": "llmware/dragon-mistral-ov",
"tokenizer_local": "tokenizer_mistral.json",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.bin", "openvino_model.xml"],
"link": "https://huggingface.co/llmware/dragon-mistral-ov"},
{"model_name": "dragon-yi-9b-ov", "model_family": "OVGenerativeModel",
"model_category": "generative_local", "display_name": "dragon-yi-9b-ov",
"model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"hf_repo": "llmware/dragon-yi-9b-ov",
"tokenizer_local": "tokenizer_yi.json",
"custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.bin", "openvino_model.xml"],
"link": "https://huggingface.co/llmware/dragon-yi-9b-ov"},
{"model_name": "slim-extract-tiny-ov", "display_name": "slim-extract-tiny-ov",
"model_family": "OVGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 2048, "instruction_following": False,
"prompt_wrapper": "human_bot", "temperature": 0.0, "sample_default": False,
"trailing_space": "",
"hf_repo": "llmware/slim-extract-tiny-ov",
"link": "https://huggingface.co/llmware/slim-extract-tiny-ov",
"custom_model_files": [], "custom_model_repo": "", "output_type": "dict",
"function_call": True,
"primary_keys": ["key points"],
"fc_output_values": [],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"function": ["extract"],
"snapshot": True,
"marker_tokens": [],
"marker_token_lookup": {},
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.bin", "openvino_model.xml"]},
{"model_name": "slim-extract-phi-3-ov", "display_name": "slim-extract-phi-3-ov",
"model_family": "OVGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "human_bot", "temperature": 0.0, "sample_default": False,
"trailing_space": "", "hf_repo": "llmware/slim-extract-phi-3-ov",
"link": "https://huggingface.co/llmware/slim-extract-phi-3-ov",
"custom_model_files": [], "custom_model_repo": "", "output_type": "dict",
"function_call": True,
"primary_keys": ["key points"],
"fc_output_values": [],
"tokenizer": "llmware/bling-phi-3",
"tokenizer_local": "tokenizer_phi3.json",
"function": ["extract"],
"snapshot": True,
"marker_tokens": [],
"marker_token_lookup": {},
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.bin", "openvino_model.xml"]},
{"model_name": "slim-sentiment-ov", "display_name": "slim-sentiment-ov",
"model_family": "OVGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 2048, "instruction_following": False,
"prompt_wrapper": "human_bot", "temperature": 0.0, "sample_default": False,
"trailing_space": "",
"hf_repo": "llmware/slim-sentiment-ov",
"link": "https://huggingface.co/llmware/slim-sentiment-ov",
"custom_model_files": [], "custom_model_repo": "", "output_type": "dict",
"function_call": True,
"primary_keys": ["sentiment"],
"fc_output_values": ["positive", "neutral", "negative"],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [1066, 22198, 17821],
"marker_token_lookup": {1066: "positive", 22198: "negative", 17821: "neutral"},
"function": ["classify"],
"snapshot": True,
"fetch": {"module": "llmware.models","method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_model.bin", "openvino_model.xml"]},
# embedding models
{"model_name": "all-MiniLM-L6-v2", "display_name": "mini-lm-sbert", "model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 384, "context_window": 512,
"link": "https://huggingface.co/sentence-transformers/all-MiniLM-L6-v2",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "sentence-transformers/all-MiniLM-L6-v2"},
{"model_name": 'all-mpnet-base-v2', "display_name": "mpnet-base", "model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 768, "context_window": 514,
"link": "https://huggingface.co/sentence-transformers/all-mpnet-base-v2",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "sentence-transformers/all-mpnet-base-v2"},
{"model_name": 'industry-bert-insurance', "display_name": "industry-bert-insurance",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 768, "context_window":512,
"link": "https://huggingface.co/llmware/industry-bert-insurance-v0.1", "custom_model_files":[],
"custom_model_repo": "",
"hf_repo": "llmware/industry-bert-insurance-v0.1"},
{"model_name": 'industry-bert-contracts', "display_name": "industry-bert-contracts",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 768, "context_window":512,
"link": "https://huggingface.co/llmware/industry-bert-contracts-v0.1", "custom_model_files":[],
"custom_model_repo": "",
"hf_repo": "llmware/industry-bert-contracts-v0.1"},
{"model_name": 'industry-bert-asset-management', "display_name": "industry-bert-asset-management",
"model_family": "HFEmbeddingModel", "model_category": "embedding", "model_location": "hf_repo",
"embedding_dims": 768, "context_window":512,
"link": "https://huggingface.co/llmware/industry-bert-asset-management-v0.1", "custom_model_files":[],
"custom_model_repo": "",
"hf_repo": "llmware/industry-bert-asset-management-v0.1"},
{"model_name": 'industry-bert-sec', "display_name": "industry-bert-sec", "model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 768, "context_window":512,
"link": "https://huggingface.co/llmware/industry-bert-sec-v0.1", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/industry-bert-sec-v0.1"},
{"model_name": 'industry-bert-loans', "display_name": "industry-bert-loans",
"model_family": "HFEmbeddingModel", "model_category": "embedding", "model_location": "hf_repo",
"embedding_dims": 768, "context_window": 512,
"link": "https://huggingface.co/llmware/industry-bert-loans",
"custom_model_files": [], "custom_model_repo": "", "hf_repo": "llmware/industry-bert-loans"},
{"model_name": 'nomic-ai/nomic-embed-text-v1', "display_name": "nomic-text-v1",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 768, "context_window": 8192,
"link": "https://huggingface.co/nomic-ai/nomic-embed-text-v1", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "nomic-ai/nomic-embed-text-v1"},
{"model_name": 'jinaai/jina-embeddings-v2-base-en', "display_name": "jina-base-en-v2",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 768, "context_window": 8192,
"link": "https://huggingface.co/jinaai/jina-embeddings-v2-base-en", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "jinaai/jina-embeddings-v2-base-en"},
{"model_name": 'jinaai/jina-embeddings-v2-small-en', "display_name": "jina-small-en-v2",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 512, "context_window": 8192,
"link": "https://huggingface.co/jinaai/jina-embeddings-v2-small-en", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "jinaai/jina-embeddings-v2-small-en"},
{"model_name": 'jinaai/jina-reranker-v1-turbo-en', "display_name": "jina-reranker-turbo",
"model_family": "HFReRankerModel",
"model_category": "reranker", "model_location": "hf_repo", "embedding_dims": 384, "context_window": 8192,
"link": "https://huggingface.co/jinaai/jina-reranker-v1-turbo-en", "custom_model_files": [],
"custom_model_repo": "",
"hf_repo": "jinaai/jina-reranker-v1-turbo-en"},
{"model_name": 'jinaai/jina-reranker-v1-tiny-en', "display_name": "jina-reranker-tiny",
"model_family": "HFReRankerModel",
"model_category": "reranker", "model_location": "hf_repo", "embedding_dims": 384, "context_window": 8192,
"link": "https://huggingface.co/jinaai/jina-reranker-v1-tiny-en", "custom_model_files": [],
"custom_model_repo": "",
"hf_repo": "jinaai/jina-reranker-v1-tiny-en"},
{"model_name": 'BAAI/bge-small-en-v1.5', "display_name": "bge-small-en-v1.5", "model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 384, "context_window": 512,
"link": "https://huggingface.co/BAAI/bge-small-en-v1.5", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "BAAI/bge-small-en-v1.5"},
{"model_name": 'BAAI/bge-large-en-v1.5', "display_name": "bge-large-en-v1.5", "model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 1024, "context_window": 512,
"link": "https://huggingface.co/BAAI/bge-large-en-v1.5", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "BAAI/bge-large-en-v1.5"},
{"model_name": 'BAAI/bge-base-en-v1.5', "display_name": "bge-base-en-v1.5", "model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 768, "context_window": 512,
"link": "https://huggingface.co/BAAI/bge-base-en-v1.5", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "BAAI/bge-base-en-v1.5"},
{"model_name": "thenlper/gte-small", "display_name": "gte-small",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 384, "context_window": 512,
"link": "https://huggingface.co/thenlper/gte-small", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "thenlper/gte-small"},
{"model_name": "thenlper/gte-base", "display_name": "gte-base",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 768, "context_window": 512,
"link": "https://huggingface.co/thenlper/gte-base", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "thenlper/gte-base"},
{"model_name": "thenlper/gte-large", "display_name": "gte-large",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 1024, "context_window": 512,
"link": "https://huggingface.co/thenlper/gte-large", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "thenlper/gte-large"},
{"model_name": 'llmrails/ember-v1', "display_name": "ember-v1",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 1024, "context_window": 512,
"link": "https://huggingface.co/llmrails/ember-v1", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmrails/ember-v1"},
{"model_name": "WhereIsAI/UAE-Large-V1", "display_name": "uae-large-v1",
"model_family": "HFEmbeddingModel",
"model_category": "embedding", "model_location": "hf_repo", "embedding_dims": 1024, "context_window": 512,
"link": "https://huggingface.co/WhereIsAI/UAE-Large-V1", "custom_model_files": [], "custom_model_repo": "",
"hf_repo": "WhereIsAI/UAE-Large-V1"},
{"model_name": 'text-embedding-ada-002', "display_name": "OpenAI-Embedding", "model_family": "OpenAIEmbeddingModel",
"model_category": "embedding", "model_location": "api", "context_window": 8191, "embedding_dims": 1536},
{"model_name": 'text-embedding-3-small', "display_name": "OpenAI-Embedding", "model_family": "OpenAIEmbeddingModel",
"model_category": "embedding", "model_location": "api", "context_window": 8191, "embedding_dims": 1536},
{"model_name": 'text-embedding-3-large', "display_name": "OpenAI-Embedding", "model_family": "OpenAIEmbeddingModel",
"model_category": "embedding", "model_location": "api", "context_window": 8191, "embedding_dims": 3072},
{"model_name": "gemini-3-pro-preview", "display_name": "Gemini-3-Pro",
"model_family": "GoogleGeminiModel",
"model_category": "generative-api", "model_location": "api", "context_window": 1000000, "parameters": 100.0},
{"model_name": "gemini-3-flash-preview", "display_name": "Gemini-3-Flash",
"model_family": "GoogleGeminiModel",
"model_category": "generative-api", "model_location": "api", "context_window": 1000000, "parameters": 100.0},
{"model_name": "gemini-2.5-pro", "display_name": "Gemini-2.5-Pro",
"model_family": "GoogleGeminiModel",
"model_category": "generative-api", "model_location": "api", "context_window": 1000000, "parameters": 100.0},
{"model_name": "gemini-2.5-flash", "display_name": "Gemini-2.5-Flash",
"model_family": "GoogleGeminiModel",
"model_category": "generative-api", "model_location": "api", "context_window": 1000000, "parameters": 100.0},
{"model_name": "gemini-2.5-flash-lite", "display_name": "Gemini-2.5-Flash-Lite",
"model_family": "GoogleGeminiModel",
"model_category": "generative-api", "model_location": "api", "context_window": 1000000, "parameters": 100.0},
{"model_name": "gpt-5.2-pro", "display_name": "GPT-5.2-Pro", "model_family": "OpenAIGenModel",
"model_category": "generative-api", "model_location": "api", "context_window": 400000, "parameters": 100.0},
{"model_name": "gpt-5.2", "display_name": "GPT-5.2", "model_family": "OpenAIGenModel",
"model_category": "generative-api", "model_location": "api", "context_window": 400000, "parameters": 100.0},
{"model_name": "gpt-5-mini", "display_name": "GPT-5-Mini", "model_family": "OpenAIGenModel",
"model_category": "generative-api", "model_location": "api", "context_window": 400000, "parameters": 100.0},
{"model_name": "gpt-5-nano", "display_name": "GPT-5-Nano", "model_family": "OpenAIGenModel",
"model_category": "generative-api", "model_location": "api", "context_window": 400000, "parameters": 100.0},
{"model_name": "gpt-4.1", "display_name": "GPT-4.1", "model_family": "OpenAIGenModel",
"model_category": "generative-api", "model_location": "api", "context_window": 32768, "parameters": 100.0},
{"model_name": 'claude-opus-4-5', "display_name": "Anthropic-Claude-4.5-Opus", "model_family": "ClaudeModel",
"model_category": "generative-api", "model_location": "api", "context_window": 200000},
{"model_name": 'claude-haiku-4-5', "display_name": "Anthropic-Claude-4.5-Haiku", "model_family": "ClaudeModel",
"model_category": "generative-api", "model_location": "api", "context_window": 200000},
{"model_name": 'claude-sonnet-4-5', "display_name": "Anthropic-Claude-4.5-Sonnet", "model_family": "ClaudeModel",
"model_category": "generative-api", "model_location": "api", "context_window": 200000},
{"model_name": 'claude-sonnet-4-20250514', "display_name": "Anthropic-Claude-4-Sonnet", "model_family": "ClaudeModel",
"model_category": "generative-api", "model_location": "api", "context_window": 8192},
{"model_name": 'claude-opus-4-20250514', "display_name": "Anthropic-Claude-4-Opus",
"model_family": "ClaudeModel",
"model_category": "generative-api", "model_location": "api", "context_window": 8192},
# deprecated - will be removing soon
{"model_name": "gpt-4o", "display_name": "GPT-4o", "model_family": "OpenAIGenModel",
"model_category": "generative-api", "model_location": "api", "context_window": 128000},
# deprecated - will be removing soon
{"model_name": "o4-mini", "display_name": "gpt-o4-mini",
"model_family": "OpenAIGenModel", "model_category": "generative-api", "model_location": "api", "context_window": 200000},
# add api-based llmware custom model
{"model_name": "llmware-inference-server", "display_name": "LLMWare-GPT", "model_family": "LLMWareModel",
"model_category": "generative-api", "model_location": "api", "context_window": 2048},
# core llmware bling open source models available in catalog directly
{"model_name": "llmware/bling-1.4b-0.1", "display_name": "bling-1.4b", "model_family": "HFGenerativeModel",
"model_category": "generative_local", "model_location": "hf_repo", "context_window": 2048,
"instruction_following": False, "prompt_wrapper": "human_bot", "temperature": 0.3, "trailing_space":"",
"link": "https://huggingface.co/llmware/bling-1.4b-0.1",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-1.4b-0.1"},
{"model_name": "llmware/bling-1b-0.1", "display_name": "bling-1b", "model_family": "HFGenerativeModel",
"model_category": "generative_local", "model_location": "hf_repo", "context_window": 2048,
"instruction_following": False, "prompt_wrapper": "human_bot", "temperature": 0.3, "trailing_space": "",
"link": "https://huggingface.co/llmware/bling-1b-0.1",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-1b-0.1"},
{"model_name": "llmware/bling-falcon-1b-0.1", "display_name": "bling-falcon-1.3b", "model_family": "HFGenerativeModel",
"model_category": "generative_local", "model_location": "hf_repo", "context_window": 2048,
"instruction_following": False, "prompt_wrapper": "human_bot", "temperature": 0.3, "trailing_space": "",
"link": "https://huggingface.co/llmware/bling-falcon-1b-0.1",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-falcon-1b-0.1"
},
{"model_name": "llmware/bling-sheared-llama-1.3b-0.1", "display_name": "bling-sheared-llama-1.3b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/bling-sheared-llama-1.3b-0.1",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-sheared-llama-1.3b-0.1"
},
{"model_name": "llmware/bling-red-pajamas-3b-0.1", "display_name": "bling-red-pajamas-3b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/bling-red-pajamas-3b-0.1",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-red-pajamas-3b-0.1"},
{"model_name": "llmware/bling-sheared-llama-2.7b-0.1", "display_name": "bling-sheared-llama-2.7b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/bling-sheared-llama-2.7b-0.1",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-sheared-llama-2.7b-0.1"},
{"model_name": "llmware/bling-stable-lm-3b-4e1t-v0", "display_name": "bling-stablelm-3b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/bling-stable-lm-3b-4e1t-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-stable-lm-3b-4e1t-v0"},
{"model_name": "llmware/bling-cerebras-1.3b-0.1", "display_name": "bling-cerebras-1.3b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/bling-cerebras-1.3b-0.1",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-cerebras-1.3b-0.1"},
{"model_name": "llmware/bling-tiny-llama-v0", "display_name": "bling-tiny-llama-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/bling-tiny-llama-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-tiny-llama-v0"},
# dragon models
{"model_name": "llmware/dragon-yi-6b-v0", "display_name": "dragon-yi-6b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "\n", "link": "https://huggingface.co/llmware/dragon-yi-6b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-yi-6b-v0"},
{"model_name": "llmware/dragon-stablelm-7b-v0", "display_name": "dragon-stablelm-7b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-stablelm-7b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-stablelm-7b-v0"},
{"model_name": "llmware/dragon-mistral-7b-v0", "display_name": "dragon-mistral-7b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-mistral-7b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-mistral-7b-v0"},
{"model_name": "llmware/dragon-mistral-0.3", "display_name": "dragon-mistral-0.3",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-mistral-0.3",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-mistral-0.3"},
{"model_name": "llmware/dragon-qwen-7b", "display_name": "dragon-qwen-7b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-qwen-7b",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-qwen-7b"},
{"model_name": "llmware/dragon-red-pajama-7b-v0", "display_name": "dragon-red-pajama-7b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-red-pajama-7b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-red-pajama-7b-v0"},
{"model_name": "llmware/dragon-deci-6b-v0", "display_name": "dragon-deci-6b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-deci-6b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-deci-6b-v0"},
{"model_name": "llmware/dragon-falcon-7b-v0", "display_name": "dragon-falcon-7b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-falcon-7b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-falcon-7b-v0"},
{"model_name": "llmware/dragon-llama-7b-v0", "display_name": "dragon-llama-7b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-llama-7b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-llama-7b-v0"},
{"model_name": "llmware/dragon-deci-7b-v0", "display_name": "dragon-deci-7b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-deci-7b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-deci-7b-v0"},
{"model_name": "llmware/dragon-llama-3.1", "display_name": "dragon-llama-3.1",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/llmware/dragon-llama-3.1",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/dragon-llama-3.1"},
{"model_name": "llmware/bling-phi-3", "display_name": "bling-phi-3",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "", "link": "https://huggingface.co/llmware/bling-phi-3",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-phi-3"},
{"model_name": "llmware/bling-phi-3.5", "display_name": "bling-phi-3.5",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "", "link": "https://huggingface.co/llmware/bling-phi-3.5",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/bling-phi-3.5"},
# gguf models
{"model_name": "bling-phi-3-gguf", "display_name": "llmware/bling-phi-3-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "bling-phi-3.gguf",
"gguf_repo": "llmware/bling-phi-3-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["bling-phi-3.gguf"],
"tokenizer_local": "tokenizer_phi3.json",
"link": "https://huggingface.co/llmware/bling-phi-3-gguf",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "bling-phi-3.5-gguf", "display_name": "llmware/bling-phi-3.5-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "bling-phi3-5.gguf",
"gguf_repo": "llmware/bling-phi-3.5-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["bling-phi3-5.gguf"],
"tokenizer_local": "tokenizer_phi3.json",
"link": "https://huggingface.co/llmware/bling-phi-3.5-gguf",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "dragon-llama-3.1-gguf", "display_name": "llmware/dragon-llama-3.1-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "dragon-llama31.gguf",
"gguf_repo": "llmware/dragon-llama-3.1-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["dragon-llama31.gguf"],
"tokenizer_local": "tokenizer_phi3.json",
"link": "https://huggingface.co/llmware/dragon-llama-3.1-gguf",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "dragon-mistral-0.3-gguf", "display_name": "llmware/dragon-mistral-0.3-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "dragon-mistral-03.gguf",
"gguf_repo": "llmware/dragon-mistral-0.3-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["dragon-mistral-03.gguf"],
"tokenizer_local": "tokenizer_phi3.json",
"link": "https://huggingface.co/llmware/dragon-mistral-0.3-gguf",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "bling-phi-2-gguf", "display_name": "llmware/bling-phi-2-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "bling-phi2-tool.gguf",
"gguf_repo": "llmware/bling-phi-2-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["bling-phi2-tool.gguf"],
"tokenizer_local": "tokenizer_phi2.json",
"link": "https://huggingface.co/llmware/bling-phi-2-gguf",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "dragon-yi-9b-gguf", "display_name": "llmware/dragon-yi-9b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "dragon-yi-1-5-9.gguf",
"gguf_repo": "llmware/dragon-yi-9b-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["dragon-yi-1-5-9.gguf"],
"tokenizer_local": "tokenizer_yi.json",
"link": "https://huggingface.co/llmware/dragon-yi-9b-gguf",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "dragon-qwen-7b-gguf", "display_name": "llmware/dragon-qwen-7b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "dragon-qwen.gguf",
"gguf_repo": "llmware/dragon-qwen-7b-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["dragon-qwen.gguf"],
"tokenizer_local": "tokenizer_qw.json",
"link": "https://huggingface.co/llmware/dragon-qwen-7b-gguf",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "bling-qwen-1.5b-gguf", "display_name": "bling-qwen-mini-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "bling-qwen-1-5b.gguf",
"gguf_repo": "llmware/bling-qwen-mini-tool",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["bling-qwen-1-5b.gguf"],
"tokenizer_local": "tokenizer_qw.json",
"link": "https://huggingface.co/llmware/bling-qwen-1.5b-gguf",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "bling-qwen-0.5b-gguf", "display_name": "llmware/bling-qwen-nano-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "bling-qwen-0-5.gguf",
"gguf_repo": "llmware/bling-qwen-nano-tool",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["bling-qwen-0-5.gguf"],
"tokenizer_local": "tokenizer_qw.json",
"link": "https://huggingface.co/llmware/bling-qwen-nano-tool",
"custom_model_files": [], "custom_model_repo": ""},
# deprecated access to dragon-mistral-7b-gguf -> replaced by dragon-mistral-answer-tool
{"model_name": "llmware/dragon-mistral-7b-gguf", "display_name": "dragon-mistral-7b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["dragon-mistral-7b-q4_k_m.gguf"],
"temperature": 0.3, "trailing_space": "",
"gguf_file": "dragon-mistral-7b-q4_k_m.gguf",
"gguf_repo": "llmware/dragon-mistral-7b-v0",
"link": "https://huggingface.co/llmware/dragon-mistral-7b-v0",
"custom_model_files": [], "custom_model_repo": ""},
# deprecated access to dragon-llama-7b-gguf -> replaced by dragon-llama-answer-tool
{"model_name": "llmware/dragon-llama-7b-gguf", "display_name": "dragon-llama-7b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "dragon-llama-7b-q4_k_m.gguf",
"gguf_repo": "llmware/dragon-llama-7b-v0",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["dragon-llama-7b-q4_k_m.gguf"],
"link": "https://huggingface.co/llmware/dragon-llama-7b-v0",
"custom_model_files": [], "custom_model_repo": ""},
# deprecated access to dragon-yi-6b-gguf -> replaced by dragon-yi-answer-tool
{"model_name": "llmware/dragon-yi-6b-gguf", "display_name": "dragon-yi-6b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "\n",
"gguf_file": "dragon-yi-6b-q4_k_m.gguf",
"gguf_repo": "llmware/dragon-yi-6b-v0",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["dragon-yi-6b-q4_k_m.gguf"],
"link": "https://huggingface.co/llmware/dragon-yi-6b-v0",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "dragon-yi-answer-tool", "display_name": "dragon-yi-6b-answer-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "\n",
"gguf_file": "dragon-yi.gguf",
"gguf_repo": "llmware/dragon-yi-answer-tool",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["dragon-yi.gguf"],
"link": "https://huggingface.co/llmware/dragon-yi-answer-tool",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "dragon-llama-answer-tool", "display_name": "dragon-llama-answer-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "dragon-llama.gguf",
"gguf_repo": "llmware/dragon-llama-answer-tool",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["dragon-llama.gguf"],
"link": "https://huggingface.co/llmware/dragon-llama-answer-tool",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "dragon-mistral-answer-tool", "display_name": "dragon-mistral-answer-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "dragon-mistral.gguf",
"gguf_repo": "llmware/dragon-mistral-answer-tool",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["dragon-mistral.gguf"],
"link": "https://huggingface.co/llmware/dragon-mistral-answer-tool",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "phi-3.5-gguf", "display_name": "phi-3.5-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": True, "prompt_wrapper": "phi_3",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "phi35.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["phi35.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen2-7B-instruct-gguf", "display_name": "qwen2-7B-instruct-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": True, "prompt_wrapper": "hf_chat",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "qwen2-7b-instruct.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["qwen2-7b-instruct.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen2-1.5b-instruct-gguf", "display_name": "qwen2-1.5b-instruct-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": True, "prompt_wrapper": "hf_chat",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "qwen-instruct-1-5b.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["qwen-instruct-1-5b.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen2-0.5b-instruct-gguf", "display_name": "qwen2-0.5b-instruct-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": True, "prompt_wrapper": "hf_chat",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "qwen2-0_5b-instruct-q4_k_m.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["qwen2-0_5b-instruct-q4_k_m.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "llama-3.1-instruct-gguf", "display_name": "llama-3.1-instruct-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": True, "prompt_wrapper": "hf_chat",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "llama-031-instruct.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["llama-031-instruct.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "TheBloke/Llama-2-7B-Chat-GGUF", "display_name": "llama-2-7b-chat-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": True, "prompt_wrapper": "<INST>",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "llama-2-7b-chat.Q4_K_M.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["llama-2-7b-chat.Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "TheBloke/OpenHermes-2.5-Mistral-7B-GGUF", "display_name": "openhermes-mistral-7b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": True, "prompt_wrapper": "chat_ml",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "openhermes-2.5-mistral-7b.Q4_K_M.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["openhermes-2.5-mistral-7b.Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "TheBloke/zephyr-7B-beta-GGUF", "display_name": "zephyr-7b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": True, "prompt_wrapper": "hf_chat",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "zephyr-7b-beta.Q4_K_M.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["zephyr-7b-beta.Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "TheBloke/Starling-LM-7B-alpha-GGUF", "display_name": "starling-7b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": True, "prompt_wrapper": "open_chat",
"temperature": 0.3, "trailing_space": "",
"gguf_file": "starling-lm-7b-alpha.Q4_K_M.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["starling-lm-7b-alpha.Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "microsoft/Phi-3-mini-4k-instruct-gguf", "display_name": "phi-3-gguf", "model_family": "GGUFGenerativeModel",
"model_category": "generative_local", "model_location": "llmware_repo", "context_window": 4096,
"instruction_following": False, "prompt_wrapper": "phi_3", "temperature": 0.3, "trailing_space": "",
"gguf_file": "Phi-3-mini-4k-instruct-q4.gguf",
"gguf_repo": "microsoft/Phi-3-mini-4k-instruct-gguf",
"link": "https://huggingface.co/microsoft/Phi-3-mini-4k-instruct-gguf",
"tokenizer_local": "tokenizer_phi3.json",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["Phi-3-mini-4k-instruct-q4.gguf"],
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "microsoft/Phi-3-mini-4k-instruct", "display_name": "phi-3",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "phi_3",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/microsoft/Phi-3-mini-4k-instruct-gguf",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "microsoft/Phi-3-mini-4k-instruct"},
{"model_name": "microsoft/Phi-3-mini-128k-instruct", "display_name": "phi-3-128k",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "phi_3",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/microsoft/Phi-3-mini-128k-instruct-gguf",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "microsoft/Phi-3-mini-128k-instruct"},
{"model_name": "Meta-Llama-3-8B-Instruct", "display_name": "llama-3-instruct",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "llama_3_chat",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/meta-llama/Meta-LLama-3-8B-instruct",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "meta-llama/Meta-Llama-3-8B-Instruct"},
{"model_name": "Meta-Llama-3-8B", "display_name": "llama-3-base",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "llama_3_chat",
"temperature": 0.3, "trailing_space": "", "link": "https://huggingface.co/meta-llama/Meta-LLama-3-8B",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "meta-llama/Meta-Llama-3-8B"},
{"model_name": "QuantFactory/Meta-Llama-3-8B-Instruct-GGUF", "display_name": "llama-3-instruct-qf-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "llama_3_chat",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "Meta-Llama-3-8B-Instruct.Q4_K_M.gguf",
"gguf_repo": "QuantFactory/Meta-Llama-3-8B-Instruct-GGUF",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["Meta-Llama-3-8B-Instruct.Q4_K_M.gguf"],
"link": "https://huggingface.co/QuantFactory/Meta-Llama-3-8B-Instruct-GGUF",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "QuantFactory/Meta-Llama-3-8B-GGUF", "display_name": "llama-3-base-qf-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "llama_3_chat",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "Meta-Llama-3-8B.Q4_K_M.gguf",
"gguf_repo": "QuantFactory/Meta-Llama-3-8B-GGUF",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["Meta-Llama-3-8B.Q4_K_M.gguf"],
"link": "https://huggingface.co/QuantFactory/Meta-Llama-3-GGUF",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "bartowski/Meta-Llama-3-8B-Instruct-GGUF", "display_name": "llama-3-instruct-bartowski-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "llama_3_chat",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "Meta-Llama-3-8B-Instruct-Q4_K_M.gguf",
"gguf_repo": "bartowski/Meta-Llama-3-8B-Instruct-GGUF",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["Meta-Llama-3-8B-Instruct-Q4_K_M.gguf"],
"link": "https://huggingface.co/bartowski/Meta-Llama-3-8B-Instruct-GGUF",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "tiny-llama-chat-gguf", "display_name": "tiny-llama-chat-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "hf_chat",
"temperature": 0.3, "sample_default": True, "trailing_space": "",
"gguf_file": "tiny-llama-chat.gguf",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["tiny-llama-chat.gguf"],
"link": "https://huggingface.co/llmware/bonchon",
"tokenizer_local": "tokenizer_tl.json",
"custom_model_files": [], "custom_model_repo": ""},
# whisper-cpp models
{"model_name": "whisper-cpp-base-english", "display_name": "whisper-en-base",
"model_family": "WhisperCPPModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "ggml-base.en.bin",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["ggml-base.en.bin"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "whisper-cpp-base", "display_name": "whisper-base",
"model_family": "WhisperCPPModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "ggml-base.bin",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["ggml-base.bin"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "whisper-cpp-tiny-diarize", "display_name": "whisper-en-tiny-diarize",
"model_family": "WhisperCPPModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "ggml-small.en-tdrz.bin",
"gguf_repo": "llmware/bonchon",
"fetch": {"module": "llmware.models", "method": "pull_model_from_hf"},
"validation_files": ["ggml-small.en-trdz.bin"],
"link": "https://huggingface.co/llmware/bonchon",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "slim-ner-tool", "display_name": "slim-ner-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-ner.gguf",
"gguf_repo": "llmware/slim-ner-tool",
"link": "https://huggingface.co/llmware/slim-ner-tool",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-ner.gguf"],
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["people", "location", "organization", "misc"],
"fc_output_values": [],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [], "marker_token_lookup": {},
"function": ["classify"]},
{"model_name": "slim-sentiment-tool", "display_name": "slim-sentiment-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-sentiment.gguf",
"gguf_repo": "llmware/slim-sentiment-tool",
"link": "https://huggingface.co/llmware/slim-sentiment-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["sentiment"],
"fc_output_values": ["positive", "neutral", "negative"],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [1066, 22198, 17821],
"marker_token_lookup": {1066: "positive", 22198: "negative", 17821: "neutral"},
"function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-sentiment.gguf"]},
{"model_name": "slim-emotions-tool", "display_name": "slim-emotions-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-emotions.gguf",
"gguf_repo": "llmware/slim-emotions-tool",
"link": "https://huggingface.co/llmware/slim-emotions-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["emotions"],
"fc_output_values": ["afraid", "anger", "angry", "annoyed", "anticipating", "anxious", "apprehensive",
"ashamed", "caring", "confident", "content", "devastated", "disappointed", "disgusted",
"embarrassed", "excited", "faithful", "fear", "furious", "grateful", "guilty",
"hopeful", "impressed", "jealous", "joy", "joyful", "lonely", "love", "nostalgic",
"prepared", "proud", "sad", "sadness", "sentimental", "surprise", "surprised",
"terrified", "trusting"],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-emotions.gguf"]},
{"model_name": "slim-ratings-tool", "display_name": "slim-ratings-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-ratings.gguf",
"gguf_repo": "llmware/slim-ratings-tool",
"link": "https://huggingface.co/llmware/slim-ratings-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["rating"],
"fc_output_values": ["1", "2", "3", "4", "5"],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-ratings.gguf"]},
{"model_name": "slim-intent-tool", "display_name": "slim-intent-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-intent.gguf",
"gguf_repo": "llmware/slim-intent-tool",
"link": "https://huggingface.co/llmware/slim-intent-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["intent"],
"fc_output_values": ["account", "cancel", "complaint", "customer service", "delivery", "feedback",
"invoice", "new account", "order", "payments", "refund", "shipping",
"subscription", "terminate"],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-intent.gguf"]},
{"model_name": "slim-nli-tool", "display_name": "slim-nli-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-nli.gguf",
"gguf_repo": "llmware/slim-nli-tool",
"link": "https://huggingface.co/llmware/slim-nli-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["evidence"],
"fc_output_values": ["supports", "neutral", "contradicts"],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [9996,5924,17821],
"marker_token_lookup": {9996: "contradicts", 5924: "supports", 17821: "neutral"},
"function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-nli.gguf"]},
{"model_name": "slim-topics-tool", "display_name": "slim-topics-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-topics.gguf",
"gguf_repo": "llmware/slim-topics-tool",
"link": "https://huggingface.co/llmware/slim-topics-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["topics"],
"fc_output_values": [],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-topics.gguf"]},
{"model_name": "slim-tags-tool", "display_name": "slim-tags-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-tags.gguf", "gguf_repo": "llmware/slim-tags-tool",
"link": "https://huggingface.co/llmware/slim-tags-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["tags"],
"fc_output_values": [],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-tags.gguf"]},
{"model_name": "slim-sql-tool", "display_name": "slim-sql-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-sql.gguf",
"gguf_repo": "llmware/slim-sql-tool",
"fc_output_values": [],
"link": "https://huggingface.co/llmware/slim-sql-tool",
"custom_model_files": [], "custom_model_repo": "",
"tokenizer": "llmware/slim-sql-1b-v0",
"tokenizer_local": "tokenizer_tl.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-sql.gguf"]},
{"model_name": "bling-answer-tool", "display_name": "bling-answer-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "bling-answer.gguf",
"gguf_repo": "llmware/bling-answer-tool",
"link": "https://huggingface.co/llmware/bling-answer-tool",
"custom_model_files": [], "custom_model_repo": "",
"tokenizer": "llmware/bling-tiny-llama-1b-v0",
"tokenizer_local": "tokenizer_tl.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["bling-answer.gguf"]},
{"model_name": "slim-category-tool", "display_name": "slim-category-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-category.gguf",
"gguf_repo": "llmware/slim-category-tool",
"link": "https://huggingface.co/llmware/slim-category-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["category"],
"fc_output_values": ["analyst", "announcements", "bonds", "business", "central bank", "commentary",
"commodities", "currencies", "dividend", "earnings", "energy", "entertainment",
"financials", "health", "human resources", "legal and regulation", "macroeconomics",
"markets", "mergers and acquisitions", "opinion", "politics", "public markets",
"science", "sports", "stocks", "tech", "world"],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-category.gguf"]},
{"model_name": "llmware/slim-intent", "display_name": "slim-intent-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-intent",
"hf_repo": "llmware/slim-intent",
"custom_model_files": [""], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["intent"],
"fc_output_values": ["account", "cancel", "complaint", "customer service", "delivery", "feedback",
"invoice", "new account", "order", "payments", "refund", "shipping",
"subscription", "terminate"],
"function": ["classify"],
"marker_tokens": [1066, 22198, 17821],
"marker_token_lookup": {1066: "positive", 22198: "negative", 17821: "neutral"},
},
{"model_name": "llmware/slim-sentiment", "display_name": "slim-sentiment-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-sentiment",
"hf_repo": "llmware/slim-sentiment",
"custom_model_files": [""], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["sentiment"],
"fc_output_values": ["positive", "neutral", "negative"],
"marker_tokens": [1066, 22198, 17821],
"marker_token_lookup": {1066: "positive", 22198: "negative", 17821: "neutral"},
"function": ["classify"]},
{"model_name": "llmware/slim-emotions", "display_name": "slim-emotions-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-emotions",
"hf_repo": "llmware/slim-emotions",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["emotions"],
"fc_output_values": ["afraid", "anger", "angry", "annoyed", "anticipating", "anxious", "apprehensive",
"ashamed", "caring", "confident", "content", "devastated", "disappointed", "disgusted",
"embarrassed", "excited", "faithful", "fear", "furious", "grateful", "guilty",
"hopeful", "impressed", "jealous", "joy", "joyful", "lonely", "love", "nostalgic",
"prepared", "proud", "sad", "sadness", "sentimental", "surprise", "surprised",
"terrified", "trusting"],
"marker_tokens": [1066, 22198, 17821],
"marker_token_lookup": {1066: "positive", 22198: "negative", 17821: "neutral"},
"function": ["classify"]},
{"model_name": "llmware/slim-ner", "display_name": "slim-ner-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-ner",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"hf_repo": "llmware/slim-ner",
"function_call": True,
"primary_keys": ["person", "organization", "place", "misc"],
"fc_output_values": [],
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"]},
{"model_name": "llmware/slim-nli", "display_name": "slim-nli-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-nli",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/slim-nli",
"output_type": "dict",
"function_call": True,
"primary_keys": ["evidence"],
"fc_output_values": ["supports", "neutral", "contradicts"],
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"]},
{"model_name": "llmware/slim-ratings", "display_name": "slim-ratings-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-ratings",
"hf_repo": "llmware/slim-ratings",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["rating"],
"fc_output_values": ["1", "2", "3", "4", "5"],
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"]},
{"model_name": "llmware/slim-category", "display_name": "slim-category-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-category",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"hf_repo": "llmware/slim-category",
"function_call": True,
"primary_keys": ["category"],
"fc_output_values": ["analyst", "announcements", "bonds", "business", "central bank", "commentary",
"commodities", "currencies", "dividend", "earnings", "energy", "entertainment",
"financials", "health", "human resources", "legal and regulation", "macroeconomics",
"markets", "mergers and acquisitions", "opinion", "politics", "public markets",
"science", "sports", "stocks", "tech", "world"],
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["classify"]},
{"model_name": "llmware/slim-tags", "display_name": "slim-tags-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-tags",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/slim-tags",
"outout_type": "dict",
"function_call": True,
"marker_tokens": [],
"marker_token_lookup": {},
"primary_keys": ["tags"],
"fc_output_values": [],
"function": ["classify"]},
{"model_name": "llmware/slim-topics", "display_name": "slim-topics-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0,"sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-topics",
"hf_repo": "llmware/slim-topics",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"marker_tokens": [],
"marker_token_lookup": {},
"primary_keys": ["topics"],
"fc_output_values": [],
"function": ["classify"]},
{"model_name": "llmware/slim-sql-1b-v0", "display_name": "slim-sql-1b",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False,
"trailing_space": "", "link": "https://huggingface.co/llmware/slim-sql-1b-v0",
"custom_model_files": [], "custom_model_repo": "",
"hf_repo": "llmware/slim-sql-1b-v0",
#TODO: assess how to handle SQL models with function call parameters
"function_call": False,
"fc_output_values": [],
"primary_keys": ["sql"], "function": ["sql"]},
{"model_name": "bling-stablelm-3b-tool", "display_name": "llmware/bling-stablelm-3b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "bling-stablelm.gguf",
"gguf_repo": "llmware/bling-stablelm-3b-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["bling-stablelm.gguf"],
"link": "https://huggingface.co/llmware/bling-stablelm-3b-gguf",
"tokenizer_local": "tokenizer_stablelm.json",
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "slim-xsum", "display_name": "llmware/slim-xsum",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-xsum", "hf_repo": "llmware/slim-xsum",
"custom_model_files": [], "custom_model_repo": "", "output_type": "dict", "function_call": True,
"marker_tokens": [], "marker_token_lookup": {}, "primary_keys": ["xsum"], "fc_output_values": [],
"function": ["classify"]},
{"model_name": "slim-xsum-tool", "display_name": "slim-xsum-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 2048, "instruction_following": False,
"prompt_wrapper": "human_bot", "temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-xsum.gguf", "gguf_repo": "llmware/slim-xsum-tool",
"link": "https://huggingface.co/llmware/slim-xsum-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict", "function_call": True, "primary_keys": ["xsum"], "fc_output_values": [],
"tokenizer": "llmware/slim-extract",
"tokenizer_local": "tokenizer_stablelm.json",
"marker_tokens": [], "marker_token_lookup": {}, "function": ["classify"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-xsum.gguf"],
},
{"model_name": "slim-extract", "display_name": "llmware/slim-extract",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-extract", "hf_repo": "llmware/slim-extract",
"custom_model_files": [], "custom_model_repo": "", "output_type": "dict", "function_call": True,
"marker_tokens": [], "marker_token_lookup": {}, "primary_keys": ["key data points"], "fc_output_values": [],
"function": ["extract"]},
{"model_name": "slim-extract-tiny", "display_name": "llmware/slim-extract-tiny",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-extract-tiny", "hf_repo": "llmware/slim-extract-tiny",
"custom_model_files": [], "custom_model_repo": "", "output_type": "dict", "function_call": True,
"marker_tokens": [], "marker_token_lookup": {}, "primary_keys": ["key data points"], "fc_output_values": [],
"function": ["extract"]},
{"model_name": "slim-extract-tool", "display_name": "slim-extract-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 2048, "instruction_following": False,
"prompt_wrapper": "human_bot", "temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "slim-extract.gguf", "gguf_repo": "llmware/slim-extract-tool",
"link": "https://huggingface.co/llmware/slim-extract-tool",
"custom_model_files": [], "custom_model_repo": "", "output_type": "dict",
"function_call": True, "primary_keys": ["key data points"], "fc_output_values": [],
"tokenizer": "llmware/slim-extract",
"tokenizer_local": "tokenizer_stablelm.json",
"marker_tokens": [],
"marker_token_lookup": {}, "function": ["extract"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["slim-extract.gguf"],
},
{"model_name": "slim-extract-phi-3-gguf", "display_name": "slim-extract-phi-3-tool",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "human_bot", "temperature": 0.0, "sample_default": False, "trailing_space": "",
"gguf_file": "phi3-extract.gguf", "gguf_repo": "llmware/slim-extract-phi-3-gguf",
"link": "https://huggingface.co/llmware/slim-extract-phi-3-gguf",
"custom_model_files": [], "custom_model_repo": "", "output_type": "dict",
"function_call": True, "primary_keys": ["key data points"], "fc_output_values": [],
"tokenizer": "llmware/slim-extract-phi-3",
"tokenizer_local": "tokenizer_phi3.json",
"marker_tokens": [],
"marker_token_lookup": {}, "function": ["extract"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["phi3-extract.gguf"],
},
{"model_name": "slim-extract-qwen-1.5b-gguf", "display_name": "slim-extract-qwen-1.5b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "human_bot", "temperature": 0.0, "sample_default": False, "trailing_space": "",
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"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-sa-ner", "hf_repo": "llmware/slim-sa-ner",
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"marker_tokens": [], "marker_token_lookup": {},
"primary_keys": ["sentiment, person, organization, place"], "fc_output_values": [],
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"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
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"tokenizer_local": "tokenizer_stablelm.json",
"marker_tokens": [],
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"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
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"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-tags-3b", "hf_repo": "llmware/slim-tags-3b",
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"marker_tokens": [], "marker_token_lookup": {},
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"marker_tokens": [], "marker_token_lookup": {}, "primary_keys": ["key points (3)"], "fc_output_values": [],
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"temperature": 0.0, "sample_default": False, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
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"marker_tokens": [], "marker_token_lookup": {}, "primary_keys": ["key points (3)"], "fc_output_values": [],
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},
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"temperature": 0.3, "sample_default": True, "trailing_space": "",
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"output_type": "dict",
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"tokenizer_local": "tokenizer_phi3.json",
"marker_tokens": [], "marker_token_lookup": {},
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"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["q_gen.gguf"]},
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"temperature": 0.5, "sample_default": True, "trailing_space": "",
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"link": "https://huggingface.co/slim-q-gen-tiny-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["question"],
"fc_output_values": [],
"tokenizer": "llmware/slim-sentiment",
"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [], "marker_token_lookup": {},
"function": ["generate"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["q_gen.gguf"],
},
{"model_name": "llmware/slim-q-gen-tiny", "display_name": "slim-q-gen-tiny",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.5, "sample_default": True, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-q-gen-tiny",
"hf_repo": "llmware/slim-q-gen-tiny",
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"output_type": "dict", "function_call": True,
"primary_keys": ["question"],
"fc_output_values": ["question"],
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["generate"]},
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"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.5, "sample_default": True, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-q-gen-phi-3",
"hf_repo": "llmware/slim-q-gen-phi-3",
"custom_model_files": [""], "custom_model_repo": "",
"output_type": "dict", "function_call": True,
"primary_keys": ["question"],
"fc_output_values": ["question"],
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["generate"]},
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"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.5, "sample_default": True, "trailing_space": "",
"gguf_file": "qa_gen_v3.gguf",
"gguf_repo": "llmware/slim-qa-gen-tiny-tool",
"link": "https://huggingface.co/slim-qa-gen-tiny-tool",
"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["question, answer"], # also accepts boolean and multiple choice
"fc_output_values": [],
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"tokenizer_local": "tokenizer_tl.json",
"marker_tokens": [], "marker_token_lookup": {},
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"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
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},
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"context_window": 4096, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.3, "sample_default": True, "trailing_space": "",
"gguf_file": "qa_gen_v3.gguf",
"gguf_repo": "llmware/slim-qa-gen-phi-3-tool",
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"custom_model_files": [], "custom_model_repo": "",
"output_type": "dict",
"function_call": True,
"primary_keys": ["question, answer"], # also accepts boolean and multiple choice
"fc_output_values": [],
"tokenizer": "microsoft/Phi-3-mini-4k-instruct",
"tokenizer_local": "tokenizer_phi3.json",
"marker_tokens": [], "marker_token_lookup": {},
"function": ["generate"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["qa_gen_v3.gguf"]},
{"model_name": "llmware/slim-qa-gen-tiny", "display_name": "slim-qa-gen-tiny",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.5, "sample_default": True, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-qa-gen-tiny",
"hf_repo": "llmware/slim-qa-gen-tiny",
"custom_model_files": [""], "custom_model_repo": "",
"output_type": "dict", "function_call": True,
"primary_keys": ["question, answer"],
"fc_output_values": ["question, answer"],
"marker_tokens": [],
"marker_token_lookup": {},
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{"model_name": "llmware/slim-qa-gen-phi-3", "display_name": "slim-qa-gen-phi-3",
"model_family": "HFGenerativeModel", "model_category": "generative_local", "model_location": "hf_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
"temperature": 0.5, "sample_default": True, "trailing_space": "", "gguf_file": "", "gguf_repo": "",
"link": "https://huggingface.co/llmware/slim-qa-gen-phi-3",
"hf_repo": "llmware/slim-qa-gen-phi-3",
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"output_type": "dict", "function_call": True,
"primary_keys": ["question, answer"],
"fc_output_values": ["question, answer"],
"marker_tokens": [],
"marker_token_lookup": {},
"function": ["generate"]},
{"model_name": "bling-qwen-500m-ov", "model_family": "OVGenerativeModel",
"model_category": "generative_local", "display_name": "bling-qwen-500m-ov",
"model_location": "llmware_repo",
"context_window": 2048, "instruction_following": False, "prompt_wrapper": "human_bot",
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"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/qwen2.5-14b-instruct-gguf",
"gguf_file": "Qwen2.5-14B-Instruct-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/qwen2.5-14b-instruct-gguf",
"tokenizer_local": "tokenizer_qw.json", "parameters": 14.0,
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "mistral-7b-instruct-v0.3-gguf", "display_name": "mistral-0.3-7b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "<INST>", "temperature": 0.0, "trailing_space": "",
"gguf_file": "Mistral-7B-Instruct-v0.3-Q4_K_M.gguf",
"gguf_repo": "llmware/mistral-7b-instruct-v0.3-gguf",
"link": "https://huggingface.co/llmware/mistral-7b-instruct-v0.3-gguf",
"tokenizer_local": "tokenizer_mistral.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"custom_model_files": [], "custom_model_repo": "", "parameters": 7.3,
"tags": ["llmware-chat", "p7", "onnx", "green", "emerald"]},
{"model_name": "gemma-2-9b-instruct-gguf", "display_name": "gemma-2-9b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "google_gemma_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/gemma-2-9b-instruct-gguf",
"gguf_file": "gemma-2-9b-it-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/gemma-2-9b-instruct-gguf",
"tokenizer_local": "tokenizer_gemma.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 9.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "gemma-2-27b-instruct-gguf", "display_name": "gemma-2-27b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "google_gemma_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/gemma-2-27b-instruct-gguf",
"gguf_file": "gemma-2-27b-it-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/gemma-2-27b-instruct-gguf",
"tokenizer_local": "tokenizer_gemma.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 27.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "phi-4-gguf", "display_name": "phi-4-14b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": True, "prompt_wrapper": "phi_3",
"temperature": 0.0, "trailing_space": "", "gguf_file": "phi-4-Q4_K_M.gguf",
"gguf_repo": "llmware/phi-4-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"link": "https://huggingface.co/llmware/phi-4-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 14.0},
{"model_name": "phi-4-mini-gguf", "display_name": "phi-4-3b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 4096, "instruction_following": True, "prompt_wrapper": "phi_3",
"temperature": 0.0, "trailing_space": "", "gguf_file": "microsoft_Phi-4-mini-instruct-Q4_K_M.gguf",
"gguf_repo": "llmware/phi-4-mini-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["microsoft_Phi-4-mini-instruct-Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/phi-4-mini-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 3.8},
{"model_name": "deepseek-qwen-14b-gguf", "display_name": "deepseek-qwen-14b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "deepseek_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/deepseek-qwen-14b-gguf",
"gguf_file": "DeepSeek-R1-Distill-Qwen-14B-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/deepseek-qwen-14b-gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 14.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "deepseek-qwen-7b-gguf", "display_name": "deepseek-qwen-7b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "deepseek_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/deepseek-qwen-7b-gguf",
"gguf_file": "DeepSeek-R1-Distill-Qwen-7B-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/deepseek-qwen-7b-gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 7.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen2.5-32b-gguf", "display_name": "qwen2.5-32b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/qwen2.5-32b-gguf",
"gguf_file": "Qwen2.5-32B-Instruct-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/Qwen2.5-32B-Instruct-Q4_K_M.gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 32.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "gemma-4-26b-a4b-gguf", "display_name": "gemma-4-26b-a4b-moe",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 8192, "instruction_following": False,
"prompt_wrapper": "google_gemma_4_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/gemma-4-26B-a4b-gguf",
"gguf_file": "gemma-4-26B-A4B-it-UD-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/gemma-4-26b-a4b-gguf/gemma-4-26B-A4B-it-UD-Q4_K_M.gguf",
"tokenizer_local": "tokenizer_gemma.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 26.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen3.6-35b-a3b-gguf", "display_name": "qwen3.6-35b-a3b-moe",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/qwen3.6-35b-a3b-gguf",
"gguf_file": "Qwen3.6-35B-A3B-UD-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/qwen3.6-35b-a3b-gguf/Qwen3.6-35B-A3B-UD-Q4_K_M.gguf",
"tokenizer_local": "tokenizer_gemma.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 35.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen3.6-27b-gguf", "display_name": "qwen3.6-27b-gguf",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 8192, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/qwen3.6-27b-gguf",
"gguf_file": "Qwen3.6-27B-Q4_K_M.gguf",
"link": "https://huggingface.co/llmware/qwen3.6-27b-gguf/Qwen3.6-27B-Q4_K_M.gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 27.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen3-vl-8b-gguf", "display_name": "qwen3-vl-vision-8b",
"model_family": "GGUFVisionGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 8192, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/qwen-3-vl-8b-gguf",
"gguf_file": "Qwen3-VL-8B-Instruct-Q4_K_M.gguf",
"clip_file": "mmproj-F16.gguf",
"link": "https://huggingface.co/llmware/qwen-3-vl-8b-gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 8.0,
"custom_model_files": [], "custom_model_repo": "",
"tags": ["llmware-chat", "p8", "gguf", "green", "emerald"]},
{"model_name": "qwen3-vl-4b-gguf", "display_name": "qwen3-vl-vision-4b",
"model_family": "GGUFVisionGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 8192, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/qwen3-vl-4b-gguf",
"gguf_file": "Qwen3-VL-4B-Instruct-Q4_K_M.gguf",
"clip_file": "mmproj-F16.gguf",
"link": "https://huggingface.co/llmware/qwen3-vl-4b-gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 4.0,
"custom_model_files": [], "custom_model_repo": "",
"tags": ["llmware-chat", "p4", "gguf", "green", "emerald"]},
{"model_name": "qwen3-vl-30b-gguf", "display_name": "qwen3-vl-vision-30b",
"model_family": "GGUFVisionGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 8192, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/qwen-3-vl-30b-a3b-gguf",
"gguf_file": "Qwen3-VL-30B-A3B-Instruct-Q4_K_M.gguf",
"clip_file": "mmproj-F16.gguf",
"link": "https://huggingface.co/llmware/qwen-3-vl-30b-a3b-gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 30.0,
"custom_model_files": [], "custom_model_repo": "",
"tags": ["llmware-chat", "p30", "gguf", "green", "emerald"]},
{"model_name": "qwen3-4b-instruct-gguf", "display_name": "qwen-3-4b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "hf_chat",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "Qwen3-4B-Q4_K_M.gguf", "gguf_repo": "llmware/qwen3-4b-instruct-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["Qwen3-4B-Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/qwen3-4b-instruct-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 4.0,
"tags": ["llmware-chat", "p4", "gguf", "green", "emerald"]},
{"model_name": "qwen3-8b-gguf", "display_name": "qwen-3-8b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "hf_chat",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "Qwen3-8B-Q4_K_M.gguf", "gguf_repo": "llmware/qwen3-8b-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["Qwen3-8B-Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/qwen3-8b-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 8.0,
"tags": ["llmware-chat", "p8", "gguf", "green", "emerald"]},
{"model_name": "qwen3-14b-gguf", "display_name": "qwen-3-14b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "hf_chat",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "Qwen3-14B-Q4_K_M.gguf", "gguf_repo": "llmware/qwen3-14b-gguf",
"validation_files": ["Qwen3-14B-Q4_K_M.gguf"],
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"link": "https://huggingface.co/llmware/qwen3-14b-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 14.0,
"tags": ["llmware-chat", "p14", "gguf", "green", "emerald"]},
{"model_name": "qwen-3.5-4b-gguf", "display_name": "qwen-3.5-4b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "hf_chat",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "Qwen3.5-4B-Q4_K_M.gguf", "gguf_repo": "llmware/qwen-3.5-4b-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["Qwen3.5-4B-Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/qwen-3.5-4b-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 4.0,
"tags": ["llmware-chat", "p4", "gguf", "green", "emerald"]},
{"model_name": "qwen-3.5-9b-gguf", "display_name": "qwen-3.5-9b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "hf_chat",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "Qwen3.5-9B-Q4_K_M.gguf", "gguf_repo": "llmware/qwen-3.5-9b-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["Qwen3.5-9B-Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/qwen-3.5-9b-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 9.0,
"tags": ["llmware-chat", "p9", "gguf", "green", "emerald"]},
{"model_name": "qwen-3.5-27b-gguf", "display_name": "qwen-3.5-27b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "hf_chat",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "Qwen3.5-27B-Q4_K_M.gguf", "gguf_repo": "llmware/qwen-3.5-27b-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["Qwen3.5-27B-Q4_K_M.gguf"],
"link": "https://huggingface.co/llmware/qwen-3.5-27b-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 27.0,
"tags": ["llmware-chat", "p27", "gguf", "green", "emerald"]},
{"model_name": "gpt-oss-20b-gguf", "display_name": "openai-oss-20b",
"model_family": "GGUFGenerativeModel", "model_category": "generative_local", "model_location": "llmware_repo",
"context_window": 8192, "instruction_following": False, "prompt_wrapper": "oss_chat",
"temperature": 0.0, "trailing_space": "",
"gguf_file": "gpt-oss-20b-mxfp4.gguf",
"gguf_repo": "llmware/gpt-oss-20b-gguf",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"tokenizer_local": "tokenizer_phi3.json", # not used
"link": "https://huggingface.co/llmware/gpt-oss-20b-gguf",
"custom_model_files": [], "custom_model_repo": "", "parameters": 20.0,
"tags": ["llmware-chat", "p20", "gguf", "green", "emerald"]},
{"model_name": "llama-3.2-3b-onnx-qnn", "display_name": "llama-3.2-npu-3b",
"model_family": "ONNXQNNGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "llama_3_chat", "temperature": 0.0, "trailing_space": "",
"hf_repo": "llmware/llama-3.2-3b-onnx-qnn",
"link": "https://huggingface.co/llmware/llama-3.2-3b-onnx-qnn",
"tokenizer_local": "tokenizer_ll3.json",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [],
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "phi-3-mini-4k-instruct-onnx-qnn",
"display_name": "phi-3-mini-4k-instruct-onnx-qnn",
"model_family": "ONNXQNNGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "phi_3", "temperature": 0.0, "trailing_space": "",
"hf_repo": "llmware/phi-3-mini-4k-instruct-onnx-qnn",
"link": "https://huggingface.co/llmware/phi-3-mini-4k-instruct-onnx-qnn",
"tokenizer_local": "tokenizer_ll3.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 3.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen2.5-1.5b-instruct-onnx-qnn", "display_name": "qwen2.5-1.5b-instruct-onnx-qnn",
"model_family": "ONNXQNNGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"hf_repo": "llmware/qwen2.5-1.5b-instruct-onnx-qnn",
"link": "https://huggingface.co/llmware/qwen2.5-1.5b-instruct-onnx-qnn",
"tokenizer_local": "tokenizer_ll3.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 2.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "qwen2.5-7b-instruct-onnx-qnn", "display_name": "qwen2.5-7b-instruct-onnx-qnn",
"model_family": "ONNXQNNGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"hf_repo": "llmware/qwen2.5-7b-instruct-onnx-qnn",
"link": "https://huggingface.co/llmware/qwen2.5-7b-instruct-onnx-qnn",
"tokenizer_local": "tokenizer_ll3.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 7.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "deepseek-r1-distill-qwen-7b-onnx-qnn",
"display_name": "deepseek-r1-distill-qwen-7b-onnx-qnn",
"model_family": "ONNXQNNGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "deepseek_chat", "temperature": 0.0, "trailing_space": "",
"hf_repo": "llmware/deepseek-r1-distill-qwen-7b-onnx-qnn",
"link": "https://huggingface.co/llmware/deepseek-r1-distill-qwen-7b-onnx-qnn",
"tokenizer_local": "tokenizer_ll3.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 7.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "deepseek-r1-distill-qwen-14b-onnx-qnn",
"display_name": "deepseek-r1-distill-qwen-14b-onnx-qnn",
"model_family": "ONNXQNNGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "deepseek_chat", "temperature": 0.0, "trailing_space": "",
"hf_repo": "llmware/deepseek-r1-distill-qwen-14b-onnx-qnn",
"link": "https://huggingface.co/llmware/deepseek-r1-distill-qwen-14b-onnx-qnn",
"tokenizer_local": "tokenizer_ll3.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 14.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "phi-3.5-mini-instruct-onnx-qnn",
"model_family": "ONNXQNNGenerativeModel",
"model_category": "generative_local",
"display_name": "phi-3.5-mini-instruct-onnx-qnn",
"model_location": "llmware_repo",
"context_window": 4096, "instruction_following": False, "prompt_wrapper": "phi_3",
"temperature": 0.0, "sample_default": False, "trailing_space": "",
"onnx_file": "onnx-file",
"hf_repo": "llmware/phi-3.5-mini-instruct-onnx-qnn",
"custom_model_files": [], "custom_model_repo": "",
"snapshot": True,
"fetch": {"snapshot": True, "module": "llmware.models",
"method": "pull_snapshot_from_hf"},
"validation_files": [],
"link": "https://huggingface.co/llmware/phi-3.5-mini-instruct-onnx-qnn"},
{"model_name": "jina-reranker-tiny-onnx",
"model_family": "ONNXEmbeddingModel",
"model_category": "embedding",
"display_name": "jina-reranker-tiny-onnx",
"model_location": "llmware_repo", "embedding_dims": 384,
"context_window": 8192, "use_case": "ranker",
"hf_repo": "llmware/jina-reranker-tiny-onnx",
"custom_model_files": [], "custom_model_repo": "",
"link": "https://huggingface.co/llmware/jina-reranker-tiny-onnx"},
{"model_name": "jina-reranker-turbo-onnx",
"model_family": "ONNXEmbeddingModel",
"model_category": "embedding",
"display_name": "jina-reranker-turbo-onnx",
"model_location": "llmware_repo", "embedding_dims": 384,
"context_window": 8192, "use_case": "ranker",
"hf_repo": "llmware/jina-reranker-turbo-onnx",
"custom_model_files": [], "custom_model_repo": "",
"link": "https://huggingface.co/llmware/jina-reranker-turbo-onnx"},
{"model_name": "protectai-prompt-injection-onnx",
"display_name": "protectai-prompt-injection-onnx",
"model_family": "ONNXEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"hf_repo": "llmware/protectai-prompt-injection-onnx", "use_case": "classifier",
"custom_model_repo": "", "pytorch_model_repo": "protectai/deberta-v3-base-prompt-injection"},
{"model_name": "valurank-bias-onnx", "display_name": "valurank-bias-onnx",
"model_family": "ONNXEmbeddingModel", "model_category": "embedding",
"model_location": "llmware_repo", "use_case": "classifier",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "pytorch_model_repo": "valurank/distilroberta-bias",
"hf_repo": "llmware/valurank-distilroberta-bias-onnx"},
{"model_name": "unitary-toxic-roberta-onnx", "display_name": "unitary-toxic-roberta-onnx",
"model_family": "ONNXEmbeddingModel", "model_category": "embedding",
"model_location": "llmware_repo", "use_case": "classifier",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/unitary-unbiased-toxic-roberta-onnx"},
{"model_name": "phi-3-vision-onnx", "display_name": "phi-3-vision-3b",
"model_family": "ONNXVisionGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "phi_3_vision", "temperature": 0.0, "trailing_space": "",
"hf_repo": "llmware/phi-3-vision-onnx",
"link": "https://huggingface.co/llmware/phi-3-vision-onnx",
"tokenizer_local": "tokenizer_phi3.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["phi-3-v-128k-instruct-text.onnx.data",
"phi-3-v-128k-instruct-vision.onnx.data",
"phi-3-v-128k-instruct-embedding.onnx.data"],
"custom_model_files": [], "custom_model_repo": "", "parameters": 3.8},
{"model_name": "jina-reranker-v1-tiny-en-ov", "display_name": "jina-reranker-v1-tiny-en-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 384, "context_window": 8192, "use_case": "ranker",
"link": "https://www.huggingface.com/llmware/jina-reranker-v1-tiny-en-ov",
"custom_model_repo": "", "hf_repo": "llmware/jina-reranker-v1-tiny-en-ov"},
{"model_name": "jina-reranker-v1-turbo-en-ov", "display_name": "jina-reranker-v1-turbo-en-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 384, "context_window": 8192, "use_case": "ranker",
"link": "https://www.huggingface.com/llmware/jina-reranker-v1-turbo-en-ov",
"custom_model_repo": "", "hf_repo": "llmware/jina-reranker-v1-turbo-en-ov"},
{"model_name": "industry-bert-contracts-ov", "display_name": "industry-bert-contracts-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/industry-bert-contracts-ov"},
{"model_name": "industry-bert-insurance-ov", "display_name": "industry-bert-insurance-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/industry-bert-insurance-ov"},
{"model_name": "industry-bert-asset-management-ov", "display_name": "industry-bert-asset-management-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/industry-bert-asset-management-ov"},
{"model_name": "industry-bert-sec-ov", "display_name": "industry-bert-sec-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/industry-bert-sec-ov"},
{"model_name": "industry-bert-loans-ov", "display_name": "industry-bert-loans-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/industry-bert-loans-ov"},
{"model_name": "all-mini-lm-l6-v2-ov", "display_name": "all-mini-lm-l6-v2-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 384, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/all-mini-lm-l6-v2-ov"},
{"model_name": "all-mpnet-base-v2-ov", "display_name": "all-mpnet-base-v2-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 514, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/all-mpnet-base-v2-ov"},
{"model_name": "paraphrase-multilingual-MiniLM-L12-v2-ov",
"display_name": "paraphrase-multilingual-MiniLM-L12-v2-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 384, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/paraphrase-multilingual-MiniLM-L12-v2-ov"},
{"model_name": "gte-small-ov", "display_name": "gte-small-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 384, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/gte-small-ov"},
{"model_name": "gte-base-ov", "display_name": "gte-base-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/gte-base-ov"},
{"model_name": "gte-large-ov",
"display_name": "gte-large-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 1024, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/gte-large-ov"},
{"model_name": "bge-small-en-v1.5-ov",
"display_name": "bge-small-en-v1.5-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 384, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/bge-small-en-v1.5-ov"},
{"model_name": "bge-base-en-v1.5-ov",
"display_name": "bge-base-en-v1.5-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/bge-base-en-v1.5-ov"},
{"model_name": "bge-large-en-v1.5-ov",
"display_name": "bge-large-en-v1.5-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 1024, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/bge-large-en-v1.5-ov"},
{"model_name": "protectai-prompt-injection-ov", "display_name": "protectai-prompt-injection-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding", "model_location": "llmware_repo",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"hf_repo": "llmware/protectai-prompt-injection-ov", "use_case": "classifier",
"custom_model_repo": "", "pytorch_model_repo": "protectai/deberta-v3-base-prompt-injection"},
{"model_name": "xlm-roberta-language-detector-ov",
"display_name": "xlm-roberta-language-detector-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding",
"model_location": "llmware_repo", "use_case": "classifier",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "pytorch_repo": "papluca/xlm-roberta-base-language-detection",
"hf_repo": "llmware/xlm-roberta-language-detector-ov"},
{"model_name": "valurank-bias-ov", "display_name": "valurank-bias-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding",
"model_location": "llmware_repo", "use_case": "classifier",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "pytorch_model_repo": "valurank/distilroberta-bias",
"hf_repo": "llmware/valurank-bias-ov"},
{"model_name": "unitary-toxic-roberta-ov", "display_name": "unitary-toxic-roberta-ov",
"model_family": "OVEmbeddingModel", "model_category": "embedding",
"model_location": "llmware_repo", "use_case": "classifier",
"embedding_dims": 768, "context_window": 512, "link": "https://none",
"custom_model_repo": "", "hf_repo": "llmware/unitary-toxic-roberta-ov"},
{"model_name": "qwen2.5-vl-3b-ov", "model_family": "OVVisionGenerativeModel",
"model_category": "generative_local", "display_name": "qwen-2.5-vl-3b",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "", "tokenizer_local": "tokenizer_qw.json",
"hf_repo": "llmware/qwen2.5-vl-3b-ov", "custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": ["openvino_language_model.bin",
"openvino_text_embeddings_model.bin",
"openvino_vision_embeddings_merger_model.bin"],
"parameters": 3.0,
"link": "https://huggingface.co/llmware/qwen2.5-vl-3b-ov"
},
{"model_name": "phi-3.5-vision-ov", "model_family": "OVVisionGenerativeModel",
"model_category": "generative_local", "display_name": "phi-3.5-vision-3b",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "", "tokenizer_local": "tokenizer_phi3.json",
"hf_repo": "llmware/phi-3.5-vision-ov", "custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models",
"method": "pull_snapshot_from_hf"},
"validation_files": [],
"parameters": 3.0,
"link": "https://huggingface.co/llmware/phi-3.5-vision-ov"
},
{"model_name": "phi-4-mm-ov", "model_family": "OVVisionGenerativeModel",
"model_category": "generative_local", "display_name": "phi-4-mm-ov",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "", "tokenizer_local": "tokenizer_phi4.json",
"hf_repo": "llmware/phi-4-mm-ov", "custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models",
"method": "pull_snapshot_from_hf"},
"validation_files": [],
"parameters": 6.0,
"link": "https://huggingface.co/llmware/phi-4-mm-ov"
},
{"model_name": "gemma-3-4b-ov", "model_family": "OVVisionGenerativeModel",
"model_category": "generative_local", "display_name": "gemma-3-4b",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "", "tokenizer_local": "tokenizer_gemma.json",
"hf_repo": "llmware/gemma-3-4b-ov", "custom_model_files": [], "custom_model_repo": "",
"fetch": {"snapshot": True, "module": "llmware.models",
"method": "pull_snapshot_from_hf"},
"validation_files": [],
"parameters": 4.0,
"link": "https://huggingface.co/llmware/gemma-3-4b-ov"
},
{"model_name": "qwen2.5-vl-3b-instruct-gguf", "display_name": "qwen2.5-vl-vision-model",
"model_family": "GGUFVisionGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/qwen2.5-vl-3b-instruct-gguf",
"gguf_file": "Qwen2.5-VL-3B-Instruct-Q4_K_M.gguf",
"clip_file": "mmproj-F16.gguf",
"link": "https://huggingface.co/llmware/qwen2.5-vl-3b-instruct-gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 3.0,
"custom_model_files": [], "custom_model_repo": ""},
{"model_name": "minicpm-2.6-gguf", "display_name": "minicpm-vision-model",
"model_family": "GGUFVisionGenerativeModel", "model_category": "generative_local",
"model_location": "llmware_repo", "context_window": 4096, "instruction_following": False,
"prompt_wrapper": "hf_chat", "temperature": 0.0, "trailing_space": "",
"gguf_repo": "llmware/minicpm-2.6-gguf",
"gguf_file": "MiniCPM-V-2_6-Q4_K_M.gguf",
"clip_file": "mmproj-model-f16-2.gguf",
"link": "https://huggingface.co/llmware/minicpm-2.6-gguf",
"tokenizer_local": "tokenizer_qw.json",
"fetch": {"module": "llmware.models", "method": "pull_snapshot_from_hf"},
"validation_files": [], "parameters": 7.0,
"custom_model_files": [], "custom_model_repo": ""}
]
""" Fine-tuning Prompt Wrappers - virtually all instruct fine-tuned models will have a special 'prompt wrapper'
that is an artifact from fine-tuning and needs to be applied consistently to lead to the expected model behavior.
There are a number of common formats captured in the default catalog, but can be extended through ModelCatalog.
When constructing the prompt, this wrapper will be applied automatically. """
global_model_finetuning_prompt_wrappers_lookup = {
# each wrapper can consist of up to 5 elements to represent common segments of the prompt
# 1. optional - "system_start" and "system_stop"
# 2. required - "main_start" and "main_stop"
# 3. required - "start_llm_response"
"human_bot": {"main_start": "<human>: ", "main_stop": "\n", "start_llm_response": "<bot>:"},
# update for mistral models
"<INST>": {"system_start": "[SYSTEM_PROMPT]",
"system_stop": "[/SYSTEM_PROMPT]",
"main_start": "<INST>",
"main_stop": "</INST>",
"start_llm_response": ""},
"hf_chat": {"system_start": "<|im_start|>system\n", "system_stop": "<|im_end|>\n",
"main_start": "<|im_start|>user", "main_stop": "<|im_end|>\n",
"start_llm_response": "<|im_start|>assistant"},
"oss_chat": {"system_start": """<|start|>system<|message|>You are ChatGPT, a large language model trained by OpenAI.
\nKnowledge cutoff: 2024-06\nCurrent date: 2025-08-05\n\nReasoning: medium\n\nChannel: final\n\n
# Valid channels: analysis, commentary, final""",
"system_stop": "<|end|>",
"main_start": "<|start|>user<|message|>", "main_stop": "<|end|>",
# <|channel|>analysis<|message|><|end|><|start|>assistant
"start_llm_response": "<|channel|>analysis<|message|><|end|><|start|>assistant"},
"lfm2_chat": {"system_start": "<|startoftext|><|im_start|>system", "system_stop": "<|im_end|>",
"main_start": "<|im_start|>user", "main_stop": "|im_end|>",
"start_llm_response": "<|im_start|>assistant"},
"olmo_chat": {"system_start": "<|endoftext|><|system|>\n", "system_stop": "",
"main_start": "<|user|>\n", "main_stop": "",
"start_llm_response": "<|assistant|>\n"},
"granite_chat": {"system_start": "<|start_of_role|>system<|end_of_role|>",
"system_stop": "<|end_of_text|>\n",
"main_start": "<|start_of_role|>user<|end_of_role|>",
"main_stop": "<|end_of_text|>\n",
"start_llm_response": "<|start_of_role|>assistant<|end_of_role|>"},
"open_chat": {"main_start": "GPT4 User: ", "main_stop": "<|endofturn|>",
"start_llm_response": "GPT4 Assistant:"},
"alpaca": {"main_start": "### Instruction: ", "main_stop": "\n",
"start_llm_response": "### Response: "},
"chat_ml": {"system_start": "<|im_start|>system", "system_stop":"<|im_end|>\n",
"main_start":"<|im_start|>user", "main_stop":"<|im_end|>\n",
"start_llm_response":"<|im_start|>assistant"},
"phi_3": {"system_start": "<|system|>\n", "system_stop": "<|end|>\n",
"main_start": "<|user|>\n", "main_stop": "<|end|>\n", "start_llm_response": "<|assistant|>"},
# intended for embedding one image only currently
"phi_3_vision": {"system_start": "", "system_stop": "",
"main_start": "<|user|>\n<|image_1|>\n",
"main_stop": "<|end|>\n",
"start_llm_response": "<|assistant|>\n"},
"phi_4": {"system_start": "<|im_start|>system<|im_sep|>\n",
"system_stop": "<|im_end|>\n",
"main_start": "<|im_start|>user<|im_sep|>\n",
"main_stop": "<|im_end|>\n",
"start_llm_response": "<|im_start|>assistant<|im_sep|>"},
"phi_4_mini": {"system_start": "<|system|>", "system_stop": "<|end|>",
"main_start": "<|user|>", "main_stop": "<|end|>",
"start_llm_response": "<|assistant|>"},
"llama_3_chat": {"system_start": "<|begin_of_text|><|start_header_id|>system<|end_header_id|>\n",
"system_stop": "<|eot_id|>",
"main_start": "<|start_header_id|>user>|end_header_id|>\n",
"main_stop": "<|eot_id|>",
"start_llm_response": "<|start_header_id|>assistant<|end_header_id|>\n"},
"tiny_llama_chat": {"system_start": "<|system|>", "system_stop": "</s>",
"main_start": "<|user|>", "main_stop": "</s>",
"start_llm_response": "<|assistant|>"},
"stablelm_zephyr_chat": {"system_start": "", "system_stop": "",
"main_start": "<|user|>", "main_stop": "<|endoftext|>\n",
"start_llm_response": "<|assistant|>"},
"google_gemma_chat": {"system_start": "", "system_stop": "",
"main_start": "<bos><start_of_turn>user\n",
"main_stop": "<end_of_turn>\n",
"start_llm_response": "<start_of_turn>model"},
"google_gemma_4_chat": {"system_start": "<bos><|turn>system\n", "system_stop": "<turn|>\n",
"main_start": "<|turn>user\n", "main_stop": "<turn|>\n",
"start_llm_response": "<|turn>model\n"},
"vicuna_chat": {"system_start": "", "system_stop": "",
"main_start": "USER: ", "main_stop": "",
"start_llm_response": " ASSISTANT:"},
"deepseek_chat": {"system_start": "<|begin_of_sentence|>", "system_stop": "",
"main_start": "<|User|>", "main_stop": "",
"start_llm_response": "<|Assistant|>"}
}
""" Tokenizer EOS/BOS lookup master table """
global_tokenizer_bos_eos_lookup = {
"tokenizer_phi3.json": {"bos_id": 1, "bos_token": "<s>",
"eos_id": [32000, 32001, 32007], "eos_token": "<|endoftext|>"},
# removing 100265 = <|im_end|>
"tokenizer_phi4.json": {"bos_id": 100257, "bos_token": "<|endoftext|>",
"eos_id": [100257, 100265], "eos_token": "<|endoftext|>"},
"tokenizer_phi4_mini.json": {"bos_id": 199999, "bos_token": "<|endoftext|>",
"eos_id": [199999, 200020], "eos_token": "<|endoftext|>"},
"tokenizer_stablelm.json": {"bos_id": 0, "bos_token": "<|endoftext|>",
"eos_id": [0], "eos_token": "<|endoftext|>"},
"tokenizer_stablelm_1_6.json": {"bos_id": 100257, "bos_token": "<|endoftext|>",
"eos_id": [100257], "eos_token": "<|endoftext|>"},
"tokenizer_tl.json": {"bos_id": 1, "bos_token": "<s>",
"eos_id": [2, 32000], "eos_token": "</s>"},
"tokenizer_ll2.json": {"bos_id": 1, "bos_token": "<s>",
"eos_id": [2], "eos_token": "</s>"},
"tokenizer_gemma.json": {"bos_id": 2, "bos_token": "<bos>",
"eos_id": [1], "eos_token": "<eos>"},
"tokenizer_ll3.json": {"bos_id": 128000, "bos_token": "<|begin_of_text|>",
"eos_id": [128001, 128008, 128009, 128256], "eos_token": "<|eot_id|>"
},
"tokenizer_qw.json": {"bos_id": 151643, "bos_token": "<|endoftext|>",
"eos_id": [151643, 151645],
"eos_token": ["<|im_end|>"]},
"tokenizer_phi2.json": {"bos_id": 50256, "bos_token": "<|endoftext|>",
"eos_id": [50256], "eos_token": "<|endoftext|>"},
"tokenizer_granite.json": {"bos_id": 100257, "bos_token": "<|end_of_text|>",
"eos_id": [100257], "eos_token": "<|end_of_text|>"},
# 01-ai yi tokenizer
"tokenizer_yi.json": {"bos_id": 1, "bos_token": "<|startoftext|>",
"eos_id": [2, 7], "eos_token": "<|endoftext|>"},
# Mistral tokenizer
"tokenizer_mistral.json": {"bos_id": 1, "bos_token": "<s>",
"eos_id": [2], "eos_token": "</s>"},
"tokenizer_mistral_chat.json": {"bos_id": 1, "bos_token": "<s>",
"eos_id": [2, 32000, 32768], "eos_token": ["</s>", "<|im_end|>"]},
}
""" Global default prompt catalog consists of a set of prebuilt useful prompt instructions across a wide range
of models. Unlike prompt_wrappers, which tend to be an attribute of the model, the prompt catalog can be invoked
on a 'prompt-by-prompt' basis to drive different behavior from a model. Note: not all models will support
very complex open-ended instructions or respond in a consistent manner. """
global_default_prompt_catalog = [
{"prompt_name": "just_the_facts",
"prompt_description": "Closed Context - read passage, answer question, stick to the facts.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the following text: ",
"blurb2": " Please answer the question: ",
"instruction": "In providing the answer, please only use facts contained in the text.",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words.",
"user_vars": {}},
{"prompt_name": "answer_or_not_found",
"prompt_description": "Closed Context - read passage, answer question, provide 'Not Found' if no answer in text.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the following text: ",
"blurb2": " Please answer the question: ",
"instruction": "Please only use facts in the text. If the text does not provide the answer, then please "
"respond with: {{not_found_response}}",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words.",
"user_vars": {"not_found_response": "'Not Found.'"}},
{"prompt_name": "number_or_none",
"prompt_description": "Closed Context - read passage, answer question, provide 'Not Found' if no answer in text.",
"run_order": ["blurb1", "$context", "blurb2", "$query","instruction"],
"blurb1" : "Please read the following text: ",
"blurb2" : " Please answer the question: ",
"instruction": "Please provide a specific number as an answer from the text. "
"If the text does not provide a specific numerical answer, then please respond "
"with: {{not_found_response}}",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words.",
"user_vars": {"not_found_response": "'Not Found.'"}},
{"prompt_name": "summarize_with_bullets",
"prompt_description": "Basic summarization with open ended number of bullet points.",
"run_order": ["blurb1", "$context", "instruction"],
"blurb1": "Please read the following text: ",
"instruction": "Please summarize with bulletpoints.",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words.",
"user_vars": {}},
{"prompt_name": "summarize_with_numbered_bullets",
"prompt_description": "Summarization with specified number of bullet points.",
"run_order": ["blurb1", "$context", "instruction"],
"blurb1": "Please read the following text: ",
"instruction": "Please summarize the text with approximately {{number_of_bulletpoints}} numbered bulletpoints.",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words.",
"user_vars": {"number_of_bulletpoints": 5}},
{"prompt_name": "xsummary",
"prompt_description": "Xtreme summarization with specified number of words.",
"run_order": ["blurb1", "$context", "instruction"],
"blurb1": "Please read the following text: ",
"instruction": "Please summarize the text in no more than {{number_of_words}} words.",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words.",
"user_vars": {"number_of_words": 25}},
{"prompt_name": "completion",
"prompt_description": "Open context text generation to complete starting point provided in prompt.",
"run_order": ["blurb1", "$query", "instruction"],
"blurb1": "Here is the starting point of a longer text: ",
"instruction": "Please complete this text in the style provided in the text.",
"system_message": "You are a helpful assistant who is a good creative writer.",
"user_vars": {}},
{"prompt_name": "dialog_summary",
"prompt_description": "General summarization of a conversation text with specified number of bullet points.",
"run_order": ["blurb1", "$context", "instruction"],
"blurb1": "Please read the following discussion between two parties: ",
"instruction": "Please summarize the key points from the conversation using less "
"than {{number_of_bulletpoints}} bulletpoints.",
"system_message": "You are a helpful assistant.",
"user_vars": {"number_of_bulletpoints": 10}},
{"prompt_name": "not_found_classifier",
"prompt_description": "Not Found Response classifier - used to ask a model to classify a particular response "
"as 'not found' - very useful in RAG applications.",
"run_order": ["blurb1", "blurb2", "$context", "instruction"],
"blurb1": "Here are several examples of a 'not found' response: "
"Not Found \n"
"The text does not provide an answer. \n"
"The answer is not clear. \n"
"Sorry, I could not find a definitive answer. \n"
"The answer is not provided in the information given. \n"
"The text does not specify the answer to this question. \n",
"blurb2": "Here is a new example: ",
"instruction": "Please respond 'Yes' or 'No' if this new example is a 'Not Found' response.",
"system_message": "You are a helpful assistant.",
"user_vars": {}},
{"prompt_name": "top_level_select",
"prompt_description": "Select the best answer among choices provided.",
"run_order": ["blurb1", "$query", "blurb2","$context", "instruction"],
"blurb1": "We are trying to answer the following question: ",
"blurb2": "Which of the following selections best answers the question?",
"instruction": "Please respond with the best answer among these selections. "
"If more than one answer is useful, please summarize with bulletpoints.",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words.",
"user_vars": {}},
{"prompt_name": "answer_question_in_role",
"prompt_description": "Answer a question with a specific role or point of view.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the following text: ",
"blurb2": "Please answer the following question: ",
"instruction": "In providing an answer to the question, please assume the perspective of a {{role}} and "
"write in that style.",
"system_message": "You are a helpful assistant.",
"user_vars": {"role": "business analyst"}},
{"prompt_name": "editor_in_role",
"prompt_description": "Edit a passage with a specific role or point of view.",
"run_order": ["blurb1", "$context", "instruction"],
"blurb1": "Please read the following text: ",
"instruction": "Our task is to edit and improve the language of the text from the perspective of a business analyst.",
"system_message": "You are a helpful editor and writer who reads text and improves the writing.",
"user_vars": {"role": "business analyst"}},
{"prompt_name": "yes_no",
"prompt_description": "Answer a question with 'Yes' or 'No'.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the following text: ",
"blurb2": "Based on these materials, please answer the question: ",
"instruction": "Please answer this question with 'Yes' or 'No'. If the text does not provide an answer,"
"then please respond with 'Not Found.'",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words.",
"user_vars": {}},
{"prompt_name": "multiple_choice",
"prompt_description": "Answer a question using a set of pre-defined choices provided.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the following text: ",
"blurb2": "Based on these materials, please answer the question: ",
"instruction": "Please select from the choices provided. If the text does not provide an answer,"
"then please respond with 'Not Found.'",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words."},
{"prompt_name": "default_with_context",
"prompt_description": "Default simple prompt when a question and context are passed.",
"run_order": ["blurb1", "$context", "blurb2", "$query"],
"blurb1": "Please read the following text: ",
"blurb2": "Based on this text, please answer the question: ",
"instruction": "",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words."},
{"prompt_name": "default_no_context",
"prompt_description": "Default simple prompt when only a question is passed.",
"run_order": ["blurb1","$query"],
"blurb1": "Please discuss the following: ",
# "blurb2": "Based on this text, please answer the question: ",
"instruction": "",
"system_message": "You are a helpful assistant who likes to answer questions."},
{"prompt_name": "summarize_with_bullets_w_query",
"prompt_description": "Summarization of a text with a specific question being posed.",
"run_order": ["blurb1", "$context", "blurb2","$query","instruction"],
"blurb1": "Please read the following text: ",
"blurb2": "Please read the following question: ",
"instruction": "Please summarize with bulletpoints an analysis of the question.",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words."},
{"prompt_name": "summarize_with_references_w_query",
"prompt_description": "Summarization with text with guidance to provide reference to specific "
"information in the text passage.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the following text: ",
"blurb2": "Please read the following question: ",
"instruction": "Please provide an analysis of the question using information and specific clauses "
"in the text.",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words."},
{"prompt_name": "write_poem",
"prompt_description": "Write a poem prompt - note: results may vary greatly by model.",
"run_order": ["instruction", "$query"],
"instruction": "Please write a poem using the following prompt: ",
"system_message": "You are a helpful assistant who is a creative writer and can rhyme words easily."},
{"prompt_name": "ten_words",
"prompt_description": "Xtreme summarization to answer question from a text in 10 words of less.",
"run_order": ["instruction", "$query", "$context"],
"blurb1": "Please read the following text: ",
"blurb2": "Please read the following question: ",
"instruction": "In no more than ten words, please give concise answer to the following question, using the "
"text as evidence to support",
"system_message": "You are a helpful assistant who speaks with facts and no wasted words."},
{"prompt_name": "explain_child",
"prompt_description": "Standard simplified answer prompt - note: results may vary greatly by model.",
"run_order": ["instruction", "$query", "$context"],
"instruction": "Please explain to a child the following question using the provided text: ",
"system_message": "You are a helpful assistant."},
{"prompt_name": "make_joke",
"prompt_description": "Standard joke prompt - note: results may vary greatly by model.",
"run_order": ["instruction", "$query"],
"instruction": "Please be funny and tell a joke on the subject of: ",
"system_message": "You are a helpful assistant with a good sense of humor."},
{"prompt_name": "tell_story",
"prompt_description": "Standard tell a story prompt - note: results may vary greatly by model.",
"run_order": ["instruction", "$query"],
"instruction": "Please write the start of a story on the topic of: ",
"system_message": "You are a helpful assistant."},
{"prompt_name": "write_headline",
"prompt_description": "Generate a headline from a question and context.",
"run_order": ["instruction", "$query", "$context"],
"instruction": "Please write the headline only in a few words in capitalization to answer the question below, "
"using the materials provided. ",
"system_message": "You are a helpful assistant."},
{"prompt_name": "facts_only",
"prompt_description": "Basic 'facts only' Q&A prompt.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please use the following materials- ",
"blurb2": "Please answer the following question - ",
"instruction": "In answering the question, please only use information contained in the provided materials.",
"system_message": "You are a helpful assistant."},
{"prompt_name": "top_bulletpoints",
"prompt_description": "Summarization with question and answer in 5 bullet points.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the text below - ",
"blurb2": "Please read the following question - ",
"instruction": "Please answer the question using the text, and write no more than 5 bulletpoints.",
"system_message": "You are a helpful assistant."},
{"prompt_name": "report_title",
"prompt_description": "Generate title of report given context passage.",
"run_order": ["instruction", "$context"],
"instruction": "Please write the title to a report with the following information: ",
"system_message": "You are a helpful assistant."},
{"prompt_name": "marketing_slogan",
"prompt_description": "Generate marketing style slogan given context passage.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the following materials- ",
"blurb2": "Please answer the following question - ",
"instruction": "Please write a marketing slogan for the following offering using the following information as "
"background source materials.",
"system_message": "You are a helpful assistant."},
{"prompt_name": "top_level_summary",
"prompt_description": "Summarization prompt intended for 'second-level' summaries of materials.",
"run_order": ["blurb1", "$context", "blurb2", "$query", "instruction"],
"blurb1": "Please read the following materials- ",
"blurb2": "Please answer the following question - ",
"instruction": "In answering the question, please write no more than five bulletpoints, and reference the most "
"important facts in the source materials.",
"system_message": "You are a helpful assistant."},
]
model_benchmark_data = [
{"model_name": "bling-phi-3-gguf",
"base_model": "microsoft/Phi-3-mini-4k-instruct",
"parameters": 3.8,
"accuracy_score": 100,
"not_found": 0.95,
"yes_no": 0.975,
"math_logic": 0.80,
"complex_qa": 4,
"summarization": 4},
{"model_name": "bling-phi-3.5-gguf",
"base_model": "microsoft/Phi-3.5-mini-instruct",
"parameters": 3.8,
"accuracy_score": 100,
"not_found": 0.85,
"yes_no": 0.95,
"math_logic": 0.90,
"complex_qa": 4,
"summarization": 4},
{"model_name": "dragon-yi-6b-v0",
"base_model": "01-ai/yi-6b-v1",
"parameters": 6.0,
"accuracy_score": 99.5,
"not_found": 0.90,
"yes_no": 0.875,
"math_logic": 0.775,
"complex_qa": 4,
"summarization": 4},
{"model_name": "dragon-mistral-0.3-gguf",
"base_model": "mistralai/Mistral-7B-v0.3",
"parameters": 7.0,
"accuracy_score": 99.5,
"not_found": 0.90,
"yes_no": 0.825,
"math_logic": 0.675,
"complex_qa": 4,
"summarization": 4},
{"model_name": "dragon-qwen2-7b-gguf",
"base_model": "qwen/Qwen2-7b",
"parameters": 7.0,
"accuracy_score": 99,
"not_found": 0.85,
"yes_no": 1.0,
"math_logic": 0.925,
"complex_qa": 5,
"summarization": 4},
{"model_name": "dragon-yi-9b-gguf",
"base_model": "01-ai/yi-v1.5-9b",
"parameters": 8.8,
"accuracy_score": 98,
"not_found": 0.90,
"yes_no": 0.925,
"math_logic": 0.95,
"complex_qa": 5,
"summarization": 4},
{"model_name": "dragon-deci-7b",
"base_model": "Deci/Deci-7B",
"parameters": 7.0,
"accuracy_score": 97.5,
"not_found": 0.95,
"yes_no": 0.925,
"math_logic": 0.9125,
"complex_qa": 4,
"summarization": 4},
{"model_name": "dragon-llama-7b-v0",
"base_model": "meta-llama/llama-2-base",
"parameters": 7.0,
"accuracy_score": 97.25,
"not_found": 0.925,
"yes_no": 0.95,
"math_logic": 0.6375,
"complex_qa": 3,
"summarization": 3},
{"model_name": "dragon-mistral-7b-v0",
"base_model": "mistralai/mistral-7b-base-0.1",
"parameters": 7.0,
"accuracy_score": 96.5,
"not_found": 0.925,
"yes_no": 0.9750,
"math_logic": 0.8125,
"complex_qa": 4,
"summarization": 4},
{"model_name": "dragon-red-pajama-7b-v0",
"base_model": "togethercomputer/RedPajama-INCITE-7B-Base",
"parameters": 7.0,
"accuracy_score": 96,
"not_found": 0.55,
"yes_no": 0.8125,
"math_logic": 0.5250,
"complex_qa": 3,
"summarization": 3},
{"model_name": "dragon-deci-6b",
"base_model": "Deci/Deci-6B",
"parameters": 6.0,
"accuracy_score": 94.25,
"not_found": 0.775,
"yes_no": 0.9625,
"math_logic": 0.6875,
"complex_qa": 3,
"summarization": 3},
{"model_name": "dragon-llama-8b-3.1-gguf",
"base_model": "meta-llama/meta-llama-8b-3.1-base",
"parameters": 8.0,
"accuracy_score": 94,
"not_found": 0.70,
"yes_no": 0.90,
"math_logic": 0.7250,
"complex_qa": 4,
"summarization": 4},
{"model_name": "dragon-stablelm-7b-v0",
"base_model": "StableLM-7b-v2",
"parameters": 7.0,
"accuracy_score": 94,
"not_found": 0.85,
"yes_no": 0.8875,
"math_logic": 0.6250,
"complex_qa": 3,
"summarization": 3},
{"model_name": "dragon-falcon-7b-v0",
"base_model": "tiiuae/falcon-7b",
"parameters": 7.0,
"accuracy_score": 94,
"not_found": 0.75,
"yes_no": 0.8125,
"math_logic": 0.6675,
"complex_qa": 3,
"summarization": 3},
{"model_name": "bling-stablelm-3b",
"base_model": "stabilityai/stablelm-3b-4e1t",
"parameters": 2.8,
"accuracy_score": 94,
"not_found": 0.675,
"yes_no": 0.78,
"math_logic": 0.29,
"complex_qa": 3,
"summarization": 3},
{"model_name": "bling-qwen-mini-tool",
"base_model": "Qwen/Qwen2-1.5b",
"parameters": 1.5,
"accuracy_score": 93.5,
"not_found": 0.75,
"yes_no": 0.875,
"math_logic": 0.70,
"complex_qa": 3,
"summarization": 3},
{"model_name": "bling-phi-2",
"base_model": "microsoft/phi-2",
"parameters": 2.8,
"accuracy_score": 93,
"not_found": 0.95,
"yes_no": 0.850,
"math_logic": 0.8250,
"complex_qa": 3,
"summarization": 3},
{"model_name": "bling-red-pajamas-3b",
"base_model": "togethercomputer/RedPajama-INCITE-Instruct-3B-v1",
"parameters": 2.8,
"accuracy_score": 92,
"not_found": 0.45,
"yes_no": 0.75,
"math_logic": 0.20,
"complex_qa": 2,
"summarization": 3},
{"model_name": "bling-sheared-llama-2.7b",
"base_model": "princeton-nlp/Sheared-LLaMA-2.7B",
"parameters": 2.7,
"accuracy_score": 90.25,
"not_found": 0.60,
"yes_no": 0.80,
"math_logic": 0.50,
"complex_qa": 2,
"summarization": 3},
{"model_name": "bling-falcon-1b",
"base_model": "tiiuae/falcon-1b",
"parameters": 1.3,
"accuracy_score": 89,
"not_found": 0.575,
"yes_no": 0.58,
"math_logic": 0.25,
"complex_qa": 1,
"summarization": 3},
{"model_name": "bling-phi-1.5",
"base_model": "microsoft/phi-1.5",
"parameters": 1.5,
"accuracy_score": 87.75,
"not_found": 0.475,
"yes_no": 0.80,
"math_logic": 0.5375,
"complex_qa": 3,
"summarization": 3},
{"model_name": "bling-tiny-llama-v0",
"base_model": "tinyllama/tinyllama-3T-1.1-v0[confirm]",
"parameters": 1.1,
"accuracy_score": 86.5,
"not_found": 0.85,
"yes_no": 0.825,
"math_logic": 0.3750,
"complex_qa": 3,
"summarization": 3},
{"model_name": "bling-sheared-llama-1.3b",
"base_model": "princeton-nlp/Sheared-LLaMA-1.3B",
"parameters": 1.3,
"accuracy_score": 84.5,
"not_found": 0.20,
"yes_no": 0.6625,
"math_logic": 0.0940,
"complex_qa": 1,
"summarization": 3},
{"model_name": "bling-qwen-nano-tool",
"base_model": "Qwen/Qwen2-0.5b",
"parameters": 0.5,
"accuracy_score": 81,
"not_found": 0.65,
"yes_no": 0.6250,
"math_logic": 0.4250,
"complex_qa": 3,
"summarization": 3},
{"model_name": "bling-1b-0.1",
"base_model": "EleutherAI/pythia-1b",
"parameters": 1.0,
"accuracy_score": 73.25,
"not_found": 0.1750,
"yes_no": 0.29,
"math_logic": 0.0,
"complex_qa": 1,
"summarization": 1},
{"model_name": "bling-1.4b-0.1",
"base_model": "EleutherAI/pythia-1.4b",
"parameters": 1.4,
"accuracy_score": 82.25,
"not_found": 0.40,
"yes_no": 0.6125,
"math_logic": 0.0875,
"complex_qa": 1,
"summarization": 2}
]