Qualcomm® AI HubAI Hub

Qwen2-7B-Instruct

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

The Qwen2‑7B‑Instruct is a state‑of‑the‑art multilingual language model with 7.07 billion parameters, excelling in language understanding, generation, coding, and mathematics. AI Hub provides with four QNN context binaries (shared weights) that can be deployed on Snapdragon 8 Elite with Genie SDK.

Technical Details

Input sequence length for Prompt Processor:128
Context length:4096
Number of parameters:7.07B
Precision:w4a16 + w8a16 (few layers)
Num of key-value heads:8
Information about the model parts:Prompt Processor and Token Generator are split into 5 parts each. Each corresponding Prompt Processor and Token Generator part share weights.
Prompt processor model size:5.16 GB
Prompt processor input (part1):128 tokens
Prompt processor output (part1):Embeddings output
Prompt processor input (other parts):128 tokens + KVCache initialized with pad token
Prompt processor output (other parts):128 output tokens + KVCache for token generator
Token generator model size:5.16 GB
Token generator input (part1):128 tokens
Token generator output (part1):Embeddings output
Token generator input (other parts):1 input token + past KVCache
Token generator output (other parts):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, Chinese, German, French, Spanish, Portuguese, Italian, Dutch, Russian, Czech, Polish, Arabic, Persian, Hebrew, Turkish, Japanese, Korean, Vietnamese, Thai, Indonesian, Malay, Lao, Burmese, Cebuano, Khmer, Tagalog, Hindi, Bengali, Urdu.
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 Mobile Form Factors

  • Phone
  • Tablet

Licenses

Tags

  • llm
  • generative-ai
  • quantized

Supported Mobile Devices

  • Snapdragon 8 Elite QRD

Supported Mobile Chipsets

  • Snapdragon® 8 Elite Mobile

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