Small Model Hub

3,618 efficient AI models across 9 domains · Charts · API

Domain

All (3,618)Vision (1,615)3D (743)Embedding (472)Multimodal (305)Edge/Mobile (172)Code (125)Speech (89)Video (49)NLP (48)

Max Size≤10M ≤50M ≤100M ≤500M All

Max VRAM≤512MB ≤1GB ≤2GB ≤4GB ≤8GB All

Score

Raw Context (0-100)

Raw benchmark score — scale varies by task

Showing 125 models

#	Model	Domain	Task	Params ↑	GFLOPs	VRAM	Score	Speed	Arch	Source
1	CodeGen2-1B	Code	Code Generation	1.0B	—	2.3 GB	9.1HumanEval+	—	—	EvalPlus
2	StarCoderBase-1B	Code	Code Generation	1.0B	—	2.3 GB	12.2HumanEval+	—	—	EvalPlus
3	zyte-1B	Code	Code Generation	1.0B	—	2.3 GB	1.8HumanEval+	—	—	EvalPlus
4	SantaCoder-1.1B	Code	Code Generation	1.1B	—	2.6 GB	14.0HumanEval+	—	—	EvalPlus
5	DeepSeek-Coder-1.3B-base	Code	Code Generation	1.3B	—	3.0 GB	25.6HumanEval+	—	—	EvalPlus
6	DeepSeek-Coder-1.3B-instruct	Code	Code Generation	1.3B	—	3.0 GB	60.4HumanEval+	—	—	EvalPlus
7	InCoder-1.3B	Code	Code Generation	1.3B	—	3.0 GB	11.0HumanEval+	—	—	EvalPlus
8	CodeGen-2B	Code	Code Generation	2.0B	—	4.7 GB	22.6HumanEval+	—	—	EvalPlus
9	CodeT5+-2B	Code	Code Generation	2.0B	—	4.7 GB	22.0HumanEval+	—	—	EvalPlus
10	codegemma-2b	Code	Code Generation	2.0B	—	4.7 GB	20.7HumanEval+	—	—	EvalPlus
11	gemma-2b	Code	Code Generation	2.0B	—	4.7 GB	20.7HumanEval+	—	—	EvalPlus
12	gemma-2b-it	Code	Code Generation	2.0B	—	4.7 GB	15.2HumanEval+	—	—	EvalPlus
13	GPT-Neo-2.7B	Code	Code Generation	2.7B	—	6.3 GB	6.7HumanEval+	—	—	EvalPlus
14	PolyCoder-2.7B	Code	Code Generation	2.7B	—	6.3 GB	6.1HumanEval+	—	—	EvalPlus
15	phi-2-2.7B	Code	Code Generation	2.7B	—	6.3 GB	45.1HumanEval+	—	—	EvalPlus
16	CodeGen2-3B	Code	Code Generation	3.0B	—	7.0 GB	12.8HumanEval+	—	—	EvalPlus
17	StarCoder2-3B	Code	Code Generation	3.0B	—	7.0 GB	27.4HumanEval+	—	—	EvalPlus
18	StarCoderBase-3B	Code	Code Generation	3.0B	—	7.0 GB	15.9HumanEval+	—	—	EvalPlus
19	stable-code-3B	Code	Code Generation	3.0B	—	7.0 GB	25.6HumanEval+	—	—	EvalPlus
20	Phi-3-mini-4k-instruct	Code	Code Generation	3.8B	—	8.9 GB	59.1HumanEval+	—	—	EvalPlus
21	CodeGen-6B	Code	Code Generation	6.0B	—	14.1 GB	25.6HumanEval+	—	—	EvalPlus
22	CodeT5+-6B	Code	Code Generation	6.0B	—	14.1 GB	24.4HumanEval+	—	—	EvalPlus
23	GPT-J-6B	Code	Code Generation	6.0B	—	14.1 GB	11.0HumanEval+	—	—	EvalPlus
24	Artigenz-Coder-DS-6.7B	Code	Code Generation	6.7B	—	15.7 GB	72.6HumanEval+	—	—	EvalPlus
25	Code-290k-6.7B-Instruct	Code	Code Generation	6.7B	—	15.7 GB	59.7HumanEval+	—	—	EvalPlus
26	DeepSeek-Coder-6.7B-base	Code	Code Generation	6.7B	—	15.7 GB	39.6HumanEval+	—	—	EvalPlus
27	DeepSeek-Coder-6.7B-instruct	Code	Code Generation	6.7B	—	15.7 GB	71.3HumanEval+	—	—	EvalPlus
28	InCoder-6.7B	Code	Code Generation	6.7B	—	15.7 GB	12.2HumanEval+	—	—	EvalPlus
29	Magicoder-S-DS-6.7B	Code	Code Generation	6.7B	—	15.7 GB	71.3HumanEval+	—	—	EvalPlus
30	OpenCodeInterpreter-DS-6.7B	Code	Code Generation	6.7B	—	15.7 GB	72.0HumanEval+	—	—	EvalPlus
31	speechless-coder-ds-6.7B	Code	Code Generation	6.7B	—	15.7 GB	65.9HumanEval+	—	—	EvalPlus
32	CodeGen2-7B	Code	Code Generation	7.0B	—	16.4 GB	17.7HumanEval+	—	—	EvalPlus
33	CodeLlama-7B	Code	Code Generation	7.0B	—	16.4 GB	35.4HumanEval+	—	—	EvalPlus
34	CodeQwen1.5-7B	Code	Code Generation	7.0B	—	16.4 GB	45.7HumanEval+	—	—	EvalPlus
35	CodeQwen1.5-7B-Chat	Code	Code Generation	7.0B	—	16.4 GB	78.7HumanEval+	—	—	EvalPlus
36	DeepSeek-Coder-7B-instruct-v1.5	Code	Code Generation	7.0B	—	16.4 GB	71.3HumanEval+	—	—	EvalPlus
37	WaveCoder-Ultra-6.7B	Code	Code Generation	7.0B	—	16.4 GB	69.5HumanEval+	—	—	EvalPlus
38	Magicoder-S-CL-7B	Code	Code Generation	7.0B	—	16.4 GB	67.7HumanEval+	—	—	EvalPlus
39	Mistral-7B	Code	Code Generation	7.0B	—	16.4 GB	23.8HumanEval+	—	—	EvalPlus
40	Mistral-codealpaca-7B	Code	Code Generation	7.0B	—	16.4 GB	42.1HumanEval+	—	—	EvalPlus
41	MistralHermes-CodePro-7B-v1	Code	Code Generation	7.0B	—	16.4 GB	42.1HumanEval+	—	—	EvalPlus
42	Mistral-7B-Instruct-v0.2	Code	Code Generation	7.0B	—	16.4 GB	36.0HumanEval+	—	—	EvalPlus
43	OpenChat-3.5-7B-0106	Code	Code Generation	7.0B	—	16.4 GB	67.7HumanEval+	—	—	EvalPlus
44	StableLM-7B	Code	Code Generation	7.0B	—	16.4 GB	2.4HumanEval+	—	—	EvalPlus
45	StarCoder2-7B	Code	Code Generation	7.0B	—	16.4 GB	29.9HumanEval+	—	—	EvalPlus
46	StarCoderBase-7B	Code	Code Generation	7.0B	—	16.4 GB	21.3HumanEval+	—	—	EvalPlus
47	Vicuna-7B	Code	Code Generation	7.0B	—	16.4 GB	11.6HumanEval+	—	—	EvalPlus
48	WizardCoder-Python-7B-V1.0	Code	Code Generation	7.0B	—	16.4 GB	45.1HumanEval+	—	—	EvalPlus
49	Zephyr β-7B	Code	Code Generation	7.0B	—	16.4 GB	23.2HumanEval+	—	—	EvalPlus
50	codegemma-7b	Code	Code Generation	7.0B	—	16.4 GB	41.5HumanEval+	—	—	EvalPlus
51	codegemma-7b-it	Code	Code Generation	7.0B	—	16.4 GB	51.8HumanEval+	—	—	EvalPlus
52	gemma-1.1-2b-it	Code	Code Generation	7.0B	—	16.4 GB	17.7HumanEval+	—	—	EvalPlus
53	gemma-1.1-7b-it	Code	Code Generation	7.0B	—	16.4 GB	35.4HumanEval+	—	—	EvalPlus
54	gemma-7b	Code	Code Generation	7.0B	—	16.4 GB	28.7HumanEval+	—	—	EvalPlus
55	gemma-7b-it	Code	Code Generation	7.0B	—	16.4 GB	25.0HumanEval+	—	—	EvalPlus
56	speechless-code-mistral-7B-v1.0	Code	Code Generation	7.0B	—	16.4 GB	41.5HumanEval+	—	—	EvalPlus
57	speechless-coding-7B-16k-tora	Code	Code Generation	7.0B	—	16.4 GB	50.6HumanEval+	—	—	EvalPlus
58	speechless-starcoder2-7b	Code	Code Generation	7.0B	—	16.4 GB	51.8HumanEval+	—	—	EvalPlus
59	xDAN-L1-Chat-RL-v1-7B	Code	Code Generation	7.0B	—	16.4 GB	32.9HumanEval+	—	—	EvalPlus
60	OpenCoder-8B-Instruct	Code	Code Generation	8.0B	—	18.8 GB	77.4HumanEval+	—	—	EvalPlus
61	Llama3-8B-base	Code	Code Generation	8.0B	—	18.8 GB	29.3HumanEval+	—	—	EvalPlus
62	Llama3.1-8B-instruct	Code	Code Generation	8.0B	—	18.8 GB	62.8HumanEval+	—	—	EvalPlus
63	Llama3-8B-instruct	Code	Code Generation	8.0B	—	18.8 GB	56.7HumanEval+	—	—	EvalPlus
64	SOLAR-10.7B-Instruct-v1.0	Code	Code Generation	10.7B	—	25.1 GB	37.2HumanEval+	—	—	EvalPlus
65	Code-13B	Code	Code Generation	13.0B	—	30.5 GB	52.4HumanEval+	—	—	EvalPlus
66	CodeLlama-13B	Code	Code Generation	13.0B	—	30.5 GB	38.4HumanEval+	—	—	EvalPlus
67	Mixtral-8x7B-Instruct-v0.1	Code	Code Generation	13.0B	—	30.5 GB	39.6HumanEval+	—	—	EvalPlus
68	OpenHermes-2.5-Code-290k-13B	Code	Code Generation	13.0B	—	30.5 GB	48.8HumanEval+	—	—	EvalPlus
69	Python-Code-13B	Code	Code Generation	13.0B	—	30.5 GB	30.5HumanEval+	—	—	EvalPlus
70	Vicuna-13B	Code	Code Generation	13.0B	—	30.5 GB	15.9HumanEval+	—	—	EvalPlus
71	dolphin-2.6-mixtral-8x7b	Code	Code Generation	13.0B	—	30.5 GB	57.3HumanEval+	—	—	EvalPlus
72	starchat2-15b-v0.1	Code	Code Generation	15.0B	—	35.2 GB	71.3HumanEval+	—	—	EvalPlus
73	StarCoder-15B	Code	Code Generation	15.0B	—	35.2 GB	29.3HumanEval+	—	—	EvalPlus
74	starcoder2-15b-instruct-v0.1	Code	Code Generation	15.0B	—	35.2 GB	60.4HumanEval+	—	—	EvalPlus
75	StarCoder2-15B	Code	Code Generation	15.0B	—	35.2 GB	37.8HumanEval+	—	—	EvalPlus
76	WizardCoder-15B-V1.0	Code	Code Generation	15.0B	—	35.2 GB	50.6HumanEval+	—	—	EvalPlus
77	speechless-starcoder2-15b	Code	Code Generation	15.0B	—	35.2 GB	62.8HumanEval+	—	—	EvalPlus
78	CodeGen-16B	Code	Code Generation	16.0B	—	37.5 GB	28.0HumanEval+	—	—	EvalPlus
79	CodeGen2-16B	Code	Code Generation	16.0B	—	37.5 GB	16.5HumanEval+	—	—	EvalPlus
80	CodeT5+-16B	Code	Code Generation	16.0B	—	37.5 GB	26.8HumanEval+	—	—	EvalPlus
81	DeepSeek-V2.5 (Nov 2024)	Code	Code Generation	21.0B	—	49.2 GB	83.5HumanEval+	—	—	EvalPlus
82	DeepSeek-Coder-V2-Instruct	Code	Code Generation	21.0B	—	49.2 GB	82.3HumanEval+	—	—	EvalPlus
83	Codestral-22B-v0.1	Code	Code Generation	22.0B	—	51.6 GB	73.8HumanEval+	—	—	EvalPlus
84	Qwen2.5-Coder-32B-Instruct	Code	Code Generation	32.0B	—	75.0 GB	87.2HumanEval+	—	—	EvalPlus
85	Code-33B	Code	Code Generation	33.0B	—	77.3 GB	49.4HumanEval+	—	—	EvalPlus
86	DeepSeek-Coder-33B-base	Code	Code Generation	33.0B	—	77.3 GB	44.5HumanEval+	—	—	EvalPlus
87	DeepSeek-Coder-33B-instruct	Code	Code Generation	33.0B	—	77.3 GB	75.0HumanEval+	—	—	EvalPlus
88	OpenCodeInterpreter-DS-33B	Code	Code Generation	33.0B	—	77.3 GB	73.8HumanEval+	—	—	EvalPlus
89	WhiteRabbitNeo-33B-v1	Code	Code Generation	33.0B	—	77.3 GB	65.9HumanEval+	—	—	EvalPlus
90	WizardCoder-33B-V1.1	Code	Code Generation	33.0B	—	77.3 GB	73.2HumanEval+	—	—	EvalPlus
91	CodeLlama-34B	Code	Code Generation	34.0B	—	79.7 GB	43.9HumanEval+	—	—	EvalPlus
92	Phind-CodeLlama-34B-v2	Code	Code Generation	34.0B	—	79.7 GB	67.1HumanEval+	—	—	EvalPlus
93	WizardCoder-Python-34B-V1.0	Code	Code Generation	34.0B	—	79.7 GB	64.6HumanEval+	—	—	EvalPlus
94	XwinCoder-34B	Code	Code Generation	34.0B	—	79.7 GB	69.5HumanEval+	—	—	EvalPlus
95	code-millenials-34B	Code	Code Generation	34.0B	—	79.7 GB	70.7HumanEval+	—	—	EvalPlus
96	speechless-codellama-34B-v2.0	Code	Code Generation	34.0B	—	79.7 GB	72.0HumanEval+	—	—	EvalPlus
97	databricks/dbrx-instruct	Code	Code Generation	36.0B	—	84.4 GB	70.1HumanEval+	—	—	EvalPlus
98	DeepSeek-V3 (Nov 2024)	Code	Code Generation	37.0B	—	86.7 GB	86.6HumanEval+	—	—	EvalPlus
99	Mixtral-8x22B-Instruct-v0.1	Code	Code Generation	44.0B	—	103.1 GB	72.0HumanEval+	—	—	EvalPlus
100	CodeLlama-70B	Code	Code Generation	70.0B	—	164.1 GB	50.6HumanEval+	—	—	EvalPlus
101	CodeLlama-70B-Instruct	Code	Code Generation	70.0B	—	164.1 GB	65.9HumanEval+	—	—	EvalPlus
102	Llama3-70B-instruct	Code	Code Generation	70.0B	—	164.1 GB	72.0HumanEval+	—	—	EvalPlus
103	Qwen1.5-72B-Chat	Code	Code Generation	72.0B	—	168.8 GB	59.1HumanEval+	—	—	EvalPlus
104	Command-R+	Code	Code Generation	104.0B	—	243.8 GB	56.7HumanEval+	—	—	EvalPlus
105	Gemini 1.5 Pro 002	Code	Code Generation	—	—	—	79.3HumanEval+	—	—	EvalPlus
106	Gemini 1.5 Flash 002	Code	Code Generation	—	—	—	75.6HumanEval+	—	—	EvalPlus
107	Claude Sonnet 3.5 (June 2024)	Code	Code Generation	—	—	—	81.7HumanEval+	—	—	EvalPlus
108	Grok Beta	Code	Code Generation	—	—	—	80.5HumanEval+	—	—	EvalPlus
109	O1 Preview (Sept 2024)	Code	Code Generation	—	—	—	89.0HumanEval+	—	—	EvalPlus
110	O1 Mini (Sept 2024)	Code	Code Generation	—	—	—	89.0HumanEval+	—	—	EvalPlus
111	GPT 4o (Aug 2024)	Code	Code Generation	—	—	—	87.2HumanEval+	—	—	EvalPlus
112	GPT 4o Mini (July 2024)	Code	Code Generation	—	—	—	83.5HumanEval+	—	—	EvalPlus
113	GPT-3.5 (May 2023)	Code	Code Generation	—	—	—	66.5HumanEval+	—	—	EvalPlus
114	GPT-3.5-Turbo (Nov 2023)	Code	Code Generation	—	—	—	70.7HumanEval+	—	—	EvalPlus
115	GPT-4 (May 2023)	Code	Code Generation	—	—	—	79.3HumanEval+	—	—	EvalPlus
116	GPT-4-Turbo (April 2024)	Code	Code Generation	—	—	—	86.6HumanEval+	—	—	EvalPlus
117	GPT-4-Turbo (Nov 2023)	Code	Code Generation	—	—	—	81.7HumanEval+	—	—	EvalPlus
118	Gemini Pro 1.0	Code	Code Generation	—	—	—	55.5HumanEval+	—	—	EvalPlus
119	Gemini Pro 1.5	Code	Code Generation	—	—	—	61.0HumanEval+	—	—	EvalPlus
120	Mistral Large (Mar 2024)	Code	Code Generation	—	—	—	62.2HumanEval+	—	—	EvalPlus
121	claude-2 (Mar 2024)	Code	Code Generation	—	—	—	61.6HumanEval+	—	—	EvalPlus
122	claude-3-haiku (Mar 2024)	Code	Code Generation	—	—	—	68.9HumanEval+	—	—	EvalPlus
123	claude-3-opus (Mar 2024)	Code	Code Generation	—	—	—	77.4HumanEval+	—	—	EvalPlus
124	claude-3-sonnet (Mar 2024)	Code	Code Generation	—	—	—	64.0HumanEval+	—	—	EvalPlus
125	claude-instant-1 (Mar 2024)	Code	Code Generation	—	—	—	50.6HumanEval+	—	—	EvalPlus