Mixtral

License

Apache License
                       Version 2.0, January 2004
                    http://www.apache.org/licenses/

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latest8x7b8x22binstructtext8x22b-instruct8x22b-text8x22b-instruct-v0.1-q4_08x7b-instruct-v0.1-q4_08x22b-instruct-v0.1-q4_18x7b-instruct-v0.1-q4_18x7b-instruct-v0.1-q5_08x22b-instruct-v0.1-q5_08x22b-instruct-v0.1-q5_18x7b-instruct-v0.1-q5_18x7b-instruct-v0.1-q8_08x22b-instruct-v0.1-q8_08x7b-instruct-v0.1-q2_K8x22b-instruct-v0.1-q2_K8x22b-instruct-v0.1-q3_K_S8x7b-instruct-v0.1-q3_K_S8x22b-instruct-v0.1-q3_K_M8x7b-instruct-v0.1-q3_K_M8x22b-instruct-v0.1-q3_K_L8x7b-instruct-v0.1-q3_K_L8x22b-instruct-v0.1-q4_K_S8x7b-instruct-v0.1-q4_K_S8x7b-instruct-v0.1-q4_K_M8x22b-instruct-v0.1-q4_K_M8x7b-instruct-v0.1-q5_K_S8x22b-instruct-v0.1-q5_K_S8x7b-instruct-v0.1-q5_K_M8x22b-instruct-v0.1-q5_K_M8x22b-instruct-v0.1-q6_K8x7b-instruct-v0.1-q6_K8x22b-instruct-v0.1-fp168x7b-instruct-v0.1-fp168x7b-text-v0.1-q4_08x22b-text-v0.1-q4_08x7b-text-v0.1-q4_18x7b-text-v0.1-q5_08x7b-text-v0.1-q5_18x7b-text-v0.1-q8_08x22b-text-v0.1-q8_08x22b-text-v0.1-q2_K8x7b-text-v0.1-q2_K8x7b-text-v0.1-q3_K_S8x7b-text-v0.1-q3_K_M8x7b-text-v0.1-q3_K_L8x7b-text-v0.1-q4_K_S8x7b-text-v0.1-q4_K_M8x7b-text-v0.1-q5_K_S8x7b-text-v0.1-q5_K_M8x7b-text-v0.1-q6_K8x22b-text-v0.1-fp168x7b-text-v0.1-fp16

• 拉取模型

  ollama run mixtral
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	7708c059a8bb · 26GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x7b
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	7708c059a8bb · 26GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 4-bit	bf88270436ed · 80GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:instruct
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	7708c059a8bb · 26GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:text
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	43251bdd0575 · 26GB

• 拉取模型

  ollama run mixtral:8x22b-instruct
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 4-bit	bf88270436ed · 80GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x22b-text
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 4-bit	74ac1907b3be · 80GB

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q4_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 4-bit	bf88270436ed · 80GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q4_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	7708c059a8bb · 26GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q4_1
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 4-bit	d249de88956e · 88GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q4_1
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	1122c531479b · 29GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q5_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 5-bit	6f71456cff6a · 32GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q5_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 5-bit	b9309243c097 · 97GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q5_1
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 5-bit	465796436c83 · 106GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q5_1
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 5-bit	632b8b96ce22 · 35GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q8_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 8-bit	a6689be5de7d · 50GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q8_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 8-bit	e29838b59354 · 149GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q2_K
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 2-bit	83ba695f17c7 · 16GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q2_K
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 2-bit	69f2007f5900 · 52GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q3_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 3-bit	b5673634d74a · 62GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q3_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 3-bit	93e67be7b7f7 · 20GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q3_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 3-bit	add8625a88ff · 68GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q3_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 3-bit	635f4b30f59f · 20GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q3_K_L
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 3-bit	74e82018af98 · 73GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q3_K_L
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 3-bit	4665877288a2 · 20GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q4_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 4-bit	5c7029f0c42d · 80GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q4_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	408f3465d519 · 26GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q4_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	986764d4718b · 26GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q4_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 4-bit	1d172330bc96 · 86GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q5_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 5-bit	629495c1c803 · 32GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q5_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 5-bit	e93abaddbe9d · 97GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q5_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 5-bit	58b4d0644efd · 32GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q5_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 5-bit	0d09a4a45123 · 100GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-q6_K
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 6-bit	a303370426bf · 116GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-q6_K
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 6-bit	7b8ef7c3aafb · 38GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x22b-instruct-v0.1-fp16
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization F16	cbcaea6cc80d · 281GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ if .System }}{{ .System }} {{ end }}{{ .Prompt }} [/INST]	67B

• 拉取模型

  ollama run mixtral:8x7b-instruct-v0.1-fp16
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization F16	943fc5dc9214 · 93GB
  params	{"stop":["[INST]","[/INST]"]}	30B
  template	[INST] {{ .System }} {{ .Prompt }} [/INST]	43B

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q4_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	43251bdd0575 · 26GB

• 拉取模型

  ollama run mixtral:8x22b-text-v0.1-q4_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 4-bit	74ac1907b3be · 80GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q4_1
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	c85525ecd082 · 29GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q5_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 5-bit	75bfe9c65faf · 32GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q5_1
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 5-bit	83b764611d54 · 35GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q8_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 8-bit	322b78ae5faa · 50GB

• 拉取模型

  ollama run mixtral:8x22b-text-v0.1-q8_0
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 8-bit	c2878455e5ea · 149GB

• 拉取模型

  ollama run mixtral:8x22b-text-v0.1-q2_K
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization 2-bit	949feb419ec7 · 52GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q2_K
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 2-bit	c657cacc0023 · 16GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q3_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 3-bit	87cea521592a · 20GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q3_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 3-bit	dfa08ef5cd64 · 20GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q3_K_L
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 3-bit	04d913d669dd · 20GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q4_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	94a916f0f9ec · 26GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q4_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 4-bit	4c71614e3795 · 26GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q5_K_S
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 5-bit	8e8c01bdfb18 · 32GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q5_K_M
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 5-bit	7989da1f53a1 · 32GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-q6_K
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization 6-bit	cc78c34333ad · 38GB

• 拉取模型

  ollama run mixtral:8x22b-text-v0.1-fp16
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 141B quantization F16	8308b75e67b7 · 281GB

• 拉取模型

  ollama run mixtral:8x7b-text-v0.1-fp16
  

• 模型信息 (model)

  Manifest	Info	Size
  model	arch llama parameters 47B quantization F16	221f0bf341e3 · 93GB

模型详情

Mixtral-8x22B大型语言模型（LLM）是一个预训练的生成性稀疏专家混合模型。

有关此模型的完整详情，请阅读我们的发布博客文章。

警告

此仓库包含与vLLM模型服务以及Hugging Face transformers库兼容的权重。它基于原始Mixtral torrent发布，但文件格式和参数名称有所不同。

运行模型

from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "mistralai/Mixtral-8x22B-v0.1"
tokenizer = AutoTokenizer.from_pretrained(model_id)

model = AutoModelForCausalLM.from_pretrained(model_id)

text = "Hello my name is"
inputs = tokenizer(text, return_tensors="pt")

outputs = model.generate(**inputs, max_new_tokens=20)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

默认情况下，transformers 将以全精度加载模型。因此，您可能对通过我们在 HF 生态系统中提供的优化来进一步降低运行模型的内存需求感兴趣：

注意

Mixtral-8x22B 是一个预训练的基础模型，因此没有任何内容审核机制。

Mistral AI 团队

Albert Jiang, Alexandre Sablayrolles, Alexis Tacnet, Antoine Roux, Arthur Mensch, Audrey Herblin-Stoop, Baptiste Bout, Baudouin de Monicault, Blanche Savary, Bam4d, Caroline Feldman, Devendra Singh Chaplot, Diego de las Casas, Eleonore Arcelin, Emma Bou Hanna, Etienne Metzger, Gianna Lengyel, Guillaume Bour, Guillaume Lample, Harizo Rajaona, Jean-Malo Delignon, Jia Li, Justus Murke, Louis Martin, Louis Ternon, Lucile Saulnier, Lélio Renard Lavaud, Margaret Jennings, Marie Pellat, Marie Torelli, Marie-Anne Lachaux, Nicolas Schuhl, Patrick von Platen, Pierre Stock, Sandeep Subramanian, Sophia Yang, Szymon Antoniak, Teven Le Scao, Thibaut Lavril, Timothée Lacroix, Théophile Gervet, Thomas Wang, Valera Nemychnikova, William