Duplicate from bartowski/wavecoder-ultra-1.1-6.7b-AWQ

Co-authored-by: Bartowski <bartowski@users.noreply.huggingface.co>

.gitattributes

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README.md

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+---
+license: mit
+license_link: https://huggingface.co/microsoft/wavecoder-ultra-6.7b/blob/main/LICENSE
+language:
+  - en
+library_name: transformers
+datasets:
+  - humaneval
+pipeline_tag: text-generation
+tags:
+  - code
+metrics:
+  - code_eval
+quantized_by: bartowski
+---
+
+## 4-bit GEMM AWQ  Quantizations of wavecoder-ultra-1.1-6.7b
+
+Using <a href="https://github.com/casper-hansen/AutoAWQ/">AutoAWQ</a> release <a href="https://github.com/casper-hansen/AutoAWQ/releases/tag/v0.2.4">v0.2.4</a> for quantization.
+
+Original model: https://huggingface.co/microsoft/wavecoder-ultra-6.7b
+
+Note: They updated the model in place, no idea if there's actually any changes, but tagging this 1.1 just in case
+
+## Prompt format
+
+No chat template specified so default is used. This may be incorrect, check original model card for details.
+
+```
+<｜begin▁of▁sentence｜>[INST] <<SYS>>
+{system_prompt}
+<</SYS>>
+
+{prompt} [/INST]  <｜end▁of▁sentence｜>
+```
+
+## AWQ Parameters
+
+ - q_group_size: 128
+ - w_bit: 4
+ - zero_point: True
+ - version: GEMM
+
+## How to run
+
+From the AutoAWQ repo [here](https://github.com/casper-hansen/AutoAWQ/blob/main/examples/generate.py)
+
+First install autoawq pypi package:
+
+```
+pip install autoawq
+```
+
+Then run the following:
+
+```
+from awq import AutoAWQForCausalLM
+from transformers import AutoTokenizer, TextStreamer
+
+
+quant_path = "models/wavecoder-ultra-1.1-6.7b-AWQ"
+
+# Load model
+model = AutoAWQForCausalLM.from_quantized(quant_path, fuse_layers=True)
+tokenizer = AutoTokenizer.from_pretrained(quant_path, trust_remote_code=True)
+streamer = TextStreamer(tokenizer, skip_prompt=True, skip_special_tokens=True)
+
+prompt = "You're standing on the surface of the Earth. "\
+        "You walk one mile south, one mile west and one mile north. "\
+        "You end up exactly where you started. Where are you?"
+
+chat = [
+    {"role": "system", "content": "You are a concise assistant that helps answer questions."},
+    {"role": "user", "content": prompt},
+]
+
+# <|eot_id|> used for llama 3 models
+terminators = [
+    tokenizer.eos_token_id,
+    tokenizer.convert_tokens_to_ids("<|eot_id|>")
+]
+
+tokens = tokenizer.apply_chat_template(
+    chat,
+    return_tensors="pt"
+).cuda()
+
+# Generate output
+generation_output = model.generate(
+    tokens, 
+    streamer=streamer,
+    max_new_tokens=64,
+    eos_token_id=terminators
+)
+```
+
+Want to support my work? Visit my ko-fi page here: https://ko-fi.com/bartowski

config.json

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+{
+  "_name_or_path": "/models/wavecoder-ultra-1.1-6.7b/",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 32013,
+  "eos_token_id": 32014,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 16384,
+  "model_type": "llama",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "pretraining_tp": 1,
+  "quantization_config": {
+    "bits": 4,
+    "group_size": 128,
+    "modules_to_not_convert": null,
+    "quant_method": "awq",
+    "version": "gemm",
+    "zero_point": true
+  },
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": {
+    "factor": 4.0,
+    "type": "linear"
+  },
+  "rope_theta": 100000,
+  "tie_word_embeddings": false,
+  "torch_dtype": "float16",
+  "transformers_version": "4.39.3",
+  "use_cache": false,
+  "vocab_size": 32023
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 32013,
+  "do_sample": true,
+  "eos_token_id": 32014,
+  "transformers_version": "4.39.3"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:dfab4090b0b49aa8d58bc68aa4bbbba6e168e61dfceb78ff2265b9796b050eca
+size 3889768344

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<｜begin▁of▁sentence｜>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<｜end▁of▁sentence｜>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<｜end▁of▁sentence｜>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "added_tokens_decoder": {
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+    }
+  },
+  "bos_token": "<｜begin▁of▁sentence｜>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<｜end▁of▁sentence｜>",
+  "legacy": true,
+  "max_length": 2048,
+  "model_max_length": 2048,
+  "pad_to_multiple_of": null,
+  "pad_token": "<｜end▁of▁sentence｜>",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sp_model_kwargs": {},
+  "stride": 0,
+  "tokenizer_class": "LlamaTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true
+}