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Mistral-7B-Instruct-v0.3

State‑of‑the‑art large language model useful on a variety of language understanding and generation tasks.

Mistral AI's first open source dense model released September 2023. Mistral‑7B‑Instruct‑v0.3 Large Language Model (LLM) is an instruct fine‑tuned version of the Mistral‑7B‑v0.3. It has an extended vocabulary and supports the v3 Tokenizer, enhancing language understanding and generation. Additionally function calling is enabled.

Download ModelView Genie SDK Tutorial
Model RepositoryHugging FaceResearch Paper

Technical Details

Input sequence length for Prompt Processor:128
Context length:4096
Number of parameters:7.3B
Precision:w4a16 + w8a16 (few layers)
Num of key-value heads:8
Information about the model parts:Prompt Processor and Token Generator are split into 4 parts each. Each corresponding Prompt Processor and Token Generator part share weights.
Prompt processor model size:4.17 GB
Prompt processor input:128 tokens + KVCache initialized with pad token
Prompt processor output:128 output tokens + KVCache for token generator
Token generator model size:4.17 GB
Token generator input:1 input token + past KVCache
Token generator output:1 output token + KVCache for next iteration
Use:Initiate conversation with prompt-processor and then token generator for subsequent iterations.
Minimum QNN SDK version required:2.27.7
Supported languages:English.
TTFT:Time To First Token is the time it takes to generate the first response token. This is expressed as a range because it varies based on the length of the prompt. The lower bound is for a short prompt (up to 128 tokens, i.e., one iteration of the prompt processor) and the upper bound is for a prompt using the full context length (4096 tokens).
Response Rate:Rate of response generation after the first response token.

Applicable Scenarios

  • Dialogue
  • Content Generation
  • Customer Support

Supported Form Factors

  • Phone
  • Tablet

Licenses

Source Model:APACHE-2.0
Deployable Model:APACHE-2.0
Terms of Use:Qualcomm® Generative AI usage and limitations

Tags

  • llm
  • generative-ai
  • quantized

Supported Devices

  • Snapdragon 8 Elite QRD

Supported Chipsets

  • Snapdragon® 8 Elite Mobile

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View details for the Mistral-7B-Instruct-v0.3 model.

Mistral-7B-Instruct-v0.3

State-of-the-art large language model useful on a variety of language understanding and generation tasks.

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