openvino-ci
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Browse files- README.md +67 -0
- config.json +29 -0
- generation_config.json +6 -0
- openvino_model.bin +3 -0
- openvino_model.xml +0 -0
- special_tokens_map.json +23 -0
- tokenizer.json +0 -0
- tokenizer_config.json +214 -0
README.md
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---
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license: apache-2.0
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license_link: https://choosealicense.com/licenses/apache-2.0/
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---
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# RedPajama-INCITE-7B-Chat-int4-ov
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* Model creator: [Together](https://huggingface.co/togethercomputer)
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* Original model: [RedPajama-INCITE-7B-Chat](https://huggingface.co/togethercomputer/RedPajama-INCITE-7B-Chat)
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## Description
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This is [RedPajama-INCITE-7B-Chat](https://huggingface.co/togethercomputer/RedPajama-INCITE-7B-Chat) model converted to the [OpenVINO™ IR](https://docs.openvino.ai/2024/documentation/openvino-ir-format.html) (Intermediate Representation) format with weights compressed to INT4 by [NNCF](https://github.com/openvinotoolkit/nncf).
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## Quantization Parameters
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Weight compression was performed using `nncf.compress_weights` with the following parameters:
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* mode: **int4_asym**
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* ratio: **0.8**
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* group_size: **128**
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For more information on quantization, check the [OpenVINO model optimization guide](https://docs.openvino.ai/2024/openvino-workflow/model-optimization-guide/weight-compression.html).
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## Compatibility
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The provided OpenVINO™ IR model is compatible with:
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* OpenVINO version 2024.1.0 and higher
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* Optimum Intel 1.16.0 and higher
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## Running Model Inference
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1. Install packages required for using [Optimum Intel](https://huggingface.co/docs/optimum/intel/index) integration with the OpenVINO backend:
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```
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pip install optimum[openvino]
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```
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2. Run model inference:
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```
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from transformers import AutoTokenizer
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from optimum.intel.openvino import OVModelForCausalLM
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model_id = "OpenVINO/RedPajama-INCITE-7B-Chat-int4-ov"
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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model = OVModelForCausalLM.from_pretrained(model_id)
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inputs = tokenizer("What is OpenVINO?", return_tensors="pt")
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outputs = model.generate(**inputs, max_length=200)
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text = tokenizer.batch_decode(outputs)[0]
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print(text)
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```
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For more examples and possible optimizations, refer to the [OpenVINO Large Language Model Inference Guide](https://docs.openvino.ai/2024/learn-openvino/llm_inference_guide.html).
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## Limitations
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Check the original model card for [limitations]().
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## Legal information
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The original model is distributed under [apache-2.0](https://choosealicense.com/licenses/apache-2.0/) license. More details can be found in [original model card](https://huggingface.co/togethercomputer/RedPajama-INCITE-7B-Chat).
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## Disclaimer
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Intel is committed to respecting human rights and avoiding causing or contributing to adverse impacts on human rights. See [Intel’s Global Human Rights Principles](https://www.intel.com/content/dam/www/central-libraries/us/en/documents/policy-human-rights.pdf). Intel’s products and software are intended only to be used in applications that do not cause or contribute to adverse impacts on human rights.
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config.json
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{
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"_name_or_path": "togethercomputer/RedPajama-INCITE-7B-Chat",
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"architectures": [
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"GPTNeoXForCausalLM"
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],
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"attention_bias": true,
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"classifier_dropout": 0.1,
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"eos_token_id": 0,
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"hidden_act": "gelu",
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"hidden_dropout": 0.0,
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 16384,
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 2048,
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"model_type": "gpt_neox",
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"num_attention_heads": 32,
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"num_hidden_layers": 32,
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"rope_scaling": null,
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"rotary_emb_base": 10000,
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"rotary_pct": 1.0,
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"tie_word_embeddings": false,
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"transformers_version": "4.41.2",
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"use_cache": true,
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"use_parallel_residual": false,
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"vocab_size": 50432
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 0,
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"eos_token_id": 0,
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"transformers_version": "4.41.2"
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}
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openvino_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:5b030ad531ebca9e1e33386bce5264d92dffba64e2147117fa6140abd82f526d
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size 4419493828
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openvino_model.xml
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special_tokens_map.json
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{
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"bos_token": {
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"content": "<|endoftext|>",
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"eos_token": {
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"unk_token": {
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"rstrip": false,
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"single_word": false
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}
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}
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tokenizer.json
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tokenizer_config.json
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174 |
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175 |
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176 |
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178 |
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181 |
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182 |
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183 |
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184 |
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189 |
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197 |
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204 |
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205 |
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206 |
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207 |
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208 |
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209 |
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210 |
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212 |
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213 |
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|
214 |
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}
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