Initial upload of Phi-4-mini-instruct-AWQ-INT4
Browse files- .gitattributes +1 -0
- LICENSE +21 -0
- NOTICE +6 -0
- README.md +57 -0
- chat_template.jinja +1 -0
- config.json +183 -0
- generation_config.json +10 -0
- model.safetensors +3 -0
- recipe.yaml +23 -0
- tokenizer.json +3 -0
- tokenizer_config.json +13 -0
.gitattributes
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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LICENSE
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MIT License
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Copyright (c) 2024 DeepSeek
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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NOTICE
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NOTICE
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This artifact is a derivative work of microsoft/Phi-4-mini-instruct, distributed under the MIT License.
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The full license text is in the LICENSE file at the root of this repository.
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Source model: https://huggingface.co/microsoft/Phi-4-mini-instruct
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README.md
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---
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license: mit
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license_link: https://opensource.org/license/mit
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base_model: microsoft/Phi-4-mini-instruct
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tags:
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- quantized
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- 4-bit
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- int4
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- awq
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language:
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- en
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library_name: transformers
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pipeline_tag: text-generation
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---
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# Phi-4-mini-instruct-AWQ-INT4
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INT4 weight-only quantization of [`microsoft/Phi-4-mini-instruct`](https://huggingface.co/microsoft/Phi-4-mini-instruct).
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Microsoft Phi-4-mini-instruct in INT4. About 2.5 GB on disk. Runs on a 4 GB consumer GPU.
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| Property | Value |
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|---|---|
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| Base model | [microsoft/Phi-4-mini-instruct](https://huggingface.co/microsoft/Phi-4-mini-instruct) |
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| Quantization | INT4 weight-only |
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| Approx. on-disk size | ~2.9 GB |
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| License | MIT License |
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| Languages | English |
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## Load (vLLM)
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```bash
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vllm serve drawais/Phi-4-mini-instruct-AWQ-INT4 \
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--max-model-len 32768 \
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--gpu-memory-utilization 0.94
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```
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```python
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from vllm import LLM, SamplingParams
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llm = LLM(model="drawais/Phi-4-mini-instruct-AWQ-INT4", max_model_len=32768)
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print(llm.generate(["Hello!"], SamplingParams(max_tokens=128))[0].outputs[0].text)
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```
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## Footprint
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~2.9 GB on disk. Recommended VRAM: enough headroom for KV cache.
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## License & attribution
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This artifact is a derivative work of [`microsoft/Phi-4-mini-instruct`](https://huggingface.co/microsoft/Phi-4-mini-instruct),
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released by its original authors under the **MIT License**.
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This artifact is distributed under the same license. The full license text is
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included in [`LICENSE`](LICENSE), and required attribution is in [`NOTICE`](NOTICE).
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License text: https://opensource.org/license/mit
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Source model: https://huggingface.co/microsoft/Phi-4-mini-instruct
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chat_template.jinja
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{% for message in messages %}{% if message['role'] == 'system' and 'tools' in message and message['tools'] is not none %}{{ '<|' + message['role'] + '|>' + message['content'] + '<|tool|>' + message['tools'] + '<|/tool|>' + '<|end|>' }}{% else %}{{ '<|' + message['role'] + '|>' + message['content'] + '<|end|>' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|assistant|>' }}{% else %}{{ eos_token }}{% endif %}
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config.json
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{
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"architectures": [
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"Phi3ForCausalLM"
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],
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"attention_bias": false,
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| 6 |
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"attention_dropout": 0.0,
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| 7 |
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"auto_map": {
|
| 8 |
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"AutoConfig": "configuration_phi3.Phi3Config",
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| 9 |
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"AutoModelForCausalLM": "modeling_phi3.Phi3ForCausalLM",
|
| 10 |
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"AutoTokenizer": "Xenova/gpt-4o"
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| 11 |
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},
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"bos_token_id": 199999,
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"dtype": "bfloat16",
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"embd_pdrop": 0.0,
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"eos_token_id": 199999,
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"full_attn_mod": 1,
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"hidden_act": "silu",
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"hidden_size": 3072,
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"initializer_range": 0.02,
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"intermediate_size": 8192,
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"interpolate_factor": 1,
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"lm_head_bias": false,
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"max_position_embeddings": 131072,
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"mlp_bias": false,
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"model_type": "phi3",
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"num_attention_heads": 24,
|
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"num_hidden_layers": 32,
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"num_key_value_heads": 8,
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"original_max_position_embeddings": 4096,
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"pad_token_id": 199999,
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"partial_rotary_factor": 0.75,
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"quantization_config": {
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"config_groups": {
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"group_0": {
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"format": "pack-quantized",
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"input_activations": null,
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"targets": [
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"Linear"
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],
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"weights": {
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"dynamic": false,
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"group_size": 128,
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"num_bits": 4,
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"observer": "memoryless_minmax",
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"observer_kwargs": {},
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"scale_dtype": null,
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"strategy": "group",
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"symmetric": true,
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"type": "int",
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"zp_dtype": null
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}
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}
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},
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"format": "pack-quantized",
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"global_compression_ratio": null,
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"ignore": [
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"lm_head"
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],
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"kv_cache_scheme": null,
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"quant_method": "compressed-tensors",
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"quantization_status": "compressed",
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"sparsity_config": {},
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"transform_config": {},
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"version": "0.15.1.a20260428"
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},
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"resid_pdrop": 0.0,
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"rms_norm_eps": 1e-05,
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"rope_parameters": {
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"long_factor": [
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|
| 166 |
+
1.0,
|
| 167 |
+
1.0,
|
| 168 |
+
1.0,
|
| 169 |
+
1.0,
|
| 170 |
+
1.0,
|
| 171 |
+
1.0,
|
| 172 |
+
1.0,
|
| 173 |
+
1.0,
|
| 174 |
+
1.0
|
| 175 |
+
],
|
| 176 |
+
"type": "longrope"
|
| 177 |
+
},
|
| 178 |
+
"sliding_window": 262144,
|
| 179 |
+
"tie_word_embeddings": true,
|
| 180 |
+
"transformers_version": "5.8.0.dev0",
|
| 181 |
+
"use_cache": true,
|
| 182 |
+
"vocab_size": 200064
|
| 183 |
+
}
|
generation_config.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 199999,
|
| 4 |
+
"eos_token_id": [
|
| 5 |
+
200020,
|
| 6 |
+
199999
|
| 7 |
+
],
|
| 8 |
+
"pad_token_id": 199999,
|
| 9 |
+
"transformers_version": "5.8.0.dev0"
|
| 10 |
+
}
|
model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:44ccf7b76f5a35d7aee0e5b92f50b8794894b7155c33247ebb2680e420a87f3b
|
| 3 |
+
size 2890590792
|
recipe.yaml
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
default_stage:
|
| 2 |
+
default_modifiers:
|
| 3 |
+
AWQModifier:
|
| 4 |
+
mappings:
|
| 5 |
+
- smooth_layer: re:.*input_layernorm$
|
| 6 |
+
balance_layers: ['re:.*qkv_proj$']
|
| 7 |
+
activation_hook_target: null
|
| 8 |
+
- smooth_layer: re:.*qkv_proj$
|
| 9 |
+
balance_layers: ['re:.*o_proj$']
|
| 10 |
+
activation_hook_target: null
|
| 11 |
+
- smooth_layer: re:.*post_attention_layernorm$
|
| 12 |
+
balance_layers: ['re:.*gate_up_proj$']
|
| 13 |
+
activation_hook_target: null
|
| 14 |
+
- smooth_layer: re:.*gate_up_proj$
|
| 15 |
+
balance_layers: ['re:.*down_proj$']
|
| 16 |
+
activation_hook_target: null
|
| 17 |
+
duo_scaling: true
|
| 18 |
+
n_grid: 20
|
| 19 |
+
QuantizationModifier:
|
| 20 |
+
targets: [Linear]
|
| 21 |
+
ignore: [lm_head, 're:.*embed.*', 're:.*router.*', 're:.*\.gate$']
|
| 22 |
+
scheme: W4A16
|
| 23 |
+
bypass_divisibility_checks: false
|
tokenizer.json
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a3e90cb29c535164fb1d13876eb66385b5e57e6c1165d35117f3bb16ce114bbe
|
| 3 |
+
size 15524575
|
tokenizer_config.json
ADDED
|
@@ -0,0 +1,13 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_prefix_space": false,
|
| 3 |
+
"backend": "tokenizers",
|
| 4 |
+
"bos_token": "<|endoftext|>",
|
| 5 |
+
"clean_up_tokenization_spaces": false,
|
| 6 |
+
"eos_token": "<|endoftext|>",
|
| 7 |
+
"is_local": false,
|
| 8 |
+
"local_files_only": false,
|
| 9 |
+
"model_max_length": 131072,
|
| 10 |
+
"pad_token": "<|endoftext|>",
|
| 11 |
+
"tokenizer_class": "TokenizersBackend",
|
| 12 |
+
"unk_token": "<|endoftext|>"
|
| 13 |
+
}
|