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@@ -70,7 +70,7 @@ The 4 bit GPTQ quant has small quality degradation from the original `bfloat16`
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  | Branch | Bits | Group Size | Act Order | Damp % | GPTQ Dataset | Sequence Length | VRAM Size | ExLlama | Description |
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  | ------ | ---- | -- | --------- | ------ | ------------ | ------- | ---- | ------- | ---- |
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- | [main](https://huggingface.co/astronomer-io/Llama-3-8B-Instruct-GPTQ-4-Bit/tree/main) | 4 | 128 | Yes | 0.1 | [wikitext](https://huggingface.co/datasets/wikitext/viewer/wikitext-2-v1/test) | 8192 | 5.74 GB | Yes | 4-bit, with Act Order and group size 128g. Smallest Model possible with tiny accuracy loss |
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  | More variants to come | TBD | TBD | TBD | TBD | TBD | TBD | TBD | TBD | May upload additional variants of GPTQ 4 bit models in the future using different parameters such as 128g group size and etc. |
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  ## Serving this GPTQ model using vLLM
@@ -82,9 +82,9 @@ python -m vllm.entrypoints.openai.api_server --model astronomer-io/Llama-3-8B-In
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  ```
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  For the non-stop token generation bug, make sure to send requests with `stop_token_ids":[128001, 128009]` to vLLM endpoint
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  Example:
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- ```
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  {
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- "model": "Llama-3-8B-Instruct-GPTQ-4-Bit",
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  "messages": [
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  {"role": "system", "content": "You are a helpful assistant."},
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  {"role": "user", "content": "Who created Llama 3?"}
 
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  | Branch | Bits | Group Size | Act Order | Damp % | GPTQ Dataset | Sequence Length | VRAM Size | ExLlama | Description |
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  | ------ | ---- | -- | --------- | ------ | ------------ | ------- | ---- | ------- | ---- |
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+ | [main](https://huggingface.co/astronomer-io/Llama-3-8B-Instruct-GPTQ-4-Bit/tree/main) | 4 | 128 | Yes | 0.1 | [wikitext](https://huggingface.co/datasets/wikitext/viewer/wikitext-2-v1/test) | 8192 | 5.74 GB | Yes | 4-bit, with Act Order and group size 128g. Smallest model possible with small accuracy loss |
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  | More variants to come | TBD | TBD | TBD | TBD | TBD | TBD | TBD | TBD | May upload additional variants of GPTQ 4 bit models in the future using different parameters such as 128g group size and etc. |
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  ## Serving this GPTQ model using vLLM
 
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  ```
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  For the non-stop token generation bug, make sure to send requests with `stop_token_ids":[128001, 128009]` to vLLM endpoint
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  Example:
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+ ```json
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  {
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+ "model": "astronomer-io/Llama-3-8B-Instruct-GPTQ-4-Bit",
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  "messages": [
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  {"role": "system", "content": "You are a helpful assistant."},
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  {"role": "user", "content": "Who created Llama 3?"}