prince-canuma
commited on
Commit
•
63d4a0e
1
Parent(s):
12084ce
afd8376940fef81a1f2a48d480eddc99bccd6d61cd3a8168ae05073d212ea727
Browse files- README.md +102 -0
- config.json +32 -0
- merges.txt +0 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +1055 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +188 -0
- vocab.json +0 -0
README.md
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@@ -0,0 +1,102 @@
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+
---
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license: apache-2.0
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library_name: transformers
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tags:
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- code
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- granite
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- mlx
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base_model: ibm-granite/granite-20b-code-base
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datasets:
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- bigcode/commitpackft
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- TIGER-Lab/MathInstruct
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- meta-math/MetaMathQA
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- glaiveai/glaive-code-assistant-v3
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- glaive-function-calling-v2
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- bugdaryan/sql-create-context-instruction
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- garage-bAInd/Open-Platypus
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- nvidia/HelpSteer
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metrics:
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- code_eval
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pipeline_tag: text-generation
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inference: true
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model-index:
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- name: granite-20b-code-instruct
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results:
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- task:
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type: text-generation
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dataset:
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name: HumanEvalSynthesis(Python)
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type: bigcode/humanevalpack
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metrics:
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- type: pass@1
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value: 60.4
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name: pass@1
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- type: pass@1
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value: 53.7
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name: pass@1
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- type: pass@1
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value: 58.5
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name: pass@1
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- type: pass@1
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value: 42.1
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name: pass@1
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- type: pass@1
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value: 45.7
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+
name: pass@1
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- type: pass@1
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value: 42.7
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+
name: pass@1
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- type: pass@1
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value: 44.5
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+
name: pass@1
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- type: pass@1
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value: 42.7
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+
name: pass@1
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- type: pass@1
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value: 49.4
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+
name: pass@1
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- type: pass@1
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value: 32.3
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+
name: pass@1
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- type: pass@1
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value: 42.1
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+
name: pass@1
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- type: pass@1
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value: 18.3
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+
name: pass@1
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- type: pass@1
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value: 43.9
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name: pass@1
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- type: pass@1
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value: 43.9
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name: pass@1
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- type: pass@1
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value: 45.7
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name: pass@1
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- type: pass@1
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value: 41.5
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name: pass@1
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- type: pass@1
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value: 41.5
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+
name: pass@1
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- type: pass@1
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value: 29.9
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name: pass@1
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+
---
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# mlx-community/granite-20b-code-instruct-4bit
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The Model [mlx-community/granite-20b-code-instruct-4bit](https://huggingface.co/mlx-community/granite-20b-code-instruct-4bit) was converted to MLX format from [ibm-granite/granite-20b-code-instruct](https://huggingface.co/ibm-granite/granite-20b-code-instruct) using mlx-lm version **0.13.0**.
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## Use with mlx
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```bash
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pip install mlx-lm
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```
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```python
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from mlx_lm import load, generate
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model, tokenizer = load("mlx-community/granite-20b-code-instruct-4bit")
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response = generate(model, tokenizer, prompt="hello", verbose=True)
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```
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config.json
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{
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"activation_function": "gelu_pytorch_tanh",
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"architectures": [
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"GPTBigCodeForCausalLM"
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],
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"attention_softmax_in_fp32": true,
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"attn_pdrop": 0.1,
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"bos_token_id": 0,
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"embd_pdrop": 0.1,
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"eos_token_id": 0,
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"initializer_range": 0.02,
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"layer_norm_epsilon": 1e-05,
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"model_type": "gpt_bigcode",
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"multi_query": true,
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"n_embd": 6144,
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"n_head": 48,
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"n_inner": 24576,
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"n_layer": 52,
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"n_positions": 8192,
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"pad_token_id": 0,
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"quantization": {
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"group_size": 64,
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"bits": 4
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},
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"resid_pdrop": 0.1,
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"scale_attention_softmax_in_fp32": true,
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"scale_attn_weights": true,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.41.0.dev0",
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"use_cache": true,
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"vocab_size": 49152
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}
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merges.txt
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The diff for this file is too large to render.
See raw diff
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model-00003-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:932ae310563502a68bfe596289f3ae3e0f3eaf9e0ef833f075b51624e9071e3a
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size 596724230
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model.safetensors.index.json
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special_tokens_map.json
ADDED
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|
1 |
+
{
|
2 |
+
"additional_special_tokens": [
|
3 |
+
"<|endoftext|>",
|
4 |
+
"<fim_prefix>",
|
5 |
+
"<fim_middle>",
|
6 |
+
"<fim_suffix>",
|
7 |
+
"<fim_pad>",
|
8 |
+
"<filename>",
|
9 |
+
"<gh_stars>",
|
10 |
+
"<issue_start>",
|
11 |
+
"<issue_comment>",
|
12 |
+
"<issue_closed>",
|
13 |
+
"<jupyter_start>",
|
14 |
+
"<jupyter_text>",
|
15 |
+
"<jupyter_code>",
|
16 |
+
"<jupyter_output>",
|
17 |
+
"<empty_output>",
|
18 |
+
"<commit_before>",
|
19 |
+
"<commit_msg>",
|
20 |
+
"<commit_after>",
|
21 |
+
"<reponame>"
|
22 |
+
],
|
23 |
+
"bos_token": {
|
24 |
+
"content": "<|endoftext|>",
|
25 |
+
"lstrip": false,
|
26 |
+
"normalized": false,
|
27 |
+
"rstrip": false,
|
28 |
+
"single_word": false
|
29 |
+
},
|
30 |
+
"eos_token": {
|
31 |
+
"content": "<|endoftext|>",
|
32 |
+
"lstrip": false,
|
33 |
+
"normalized": false,
|
34 |
+
"rstrip": false,
|
35 |
+
"single_word": false
|
36 |
+
},
|
37 |
+
"pad_token": {
|
38 |
+
"content": "<|endoftext|>",
|
39 |
+
"lstrip": false,
|
40 |
+
"normalized": false,
|
41 |
+
"rstrip": false,
|
42 |
+
"single_word": false
|
43 |
+
},
|
44 |
+
"unk_token": {
|
45 |
+
"content": "<|endoftext|>",
|
46 |
+
"lstrip": false,
|
47 |
+
"normalized": false,
|
48 |
+
"rstrip": false,
|
49 |
+
"single_word": false
|
50 |
+
}
|
51 |
+
}
|
tokenizer.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|
tokenizer_config.json
ADDED
@@ -0,0 +1,188 @@
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|
1 |
+
{
|
2 |
+
"add_prefix_space": false,
|
3 |
+
"added_tokens_decoder": {
|
4 |
+
"0": {
|
5 |
+
"content": "<|endoftext|>",
|
6 |
+
"lstrip": false,
|
7 |
+
"normalized": false,
|
8 |
+
"rstrip": false,
|
9 |
+
"single_word": false,
|
10 |
+
"special": true
|
11 |
+
},
|
12 |
+
"1": {
|
13 |
+
"content": "<fim_prefix>",
|
14 |
+
"lstrip": false,
|
15 |
+
"normalized": false,
|
16 |
+
"rstrip": false,
|
17 |
+
"single_word": false,
|
18 |
+
"special": true
|
19 |
+
},
|
20 |
+
"2": {
|
21 |
+
"content": "<fim_middle>",
|
22 |
+
"lstrip": false,
|
23 |
+
"normalized": false,
|
24 |
+
"rstrip": false,
|
25 |
+
"single_word": false,
|
26 |
+
"special": true
|
27 |
+
},
|
28 |
+
"3": {
|
29 |
+
"content": "<fim_suffix>",
|
30 |
+
"lstrip": false,
|
31 |
+
"normalized": false,
|
32 |
+
"rstrip": false,
|
33 |
+
"single_word": false,
|
34 |
+
"special": true
|
35 |
+
},
|
36 |
+
"4": {
|
37 |
+
"content": "<fim_pad>",
|
38 |
+
"lstrip": false,
|
39 |
+
"normalized": false,
|
40 |
+
"rstrip": false,
|
41 |
+
"single_word": false,
|
42 |
+
"special": true
|
43 |
+
},
|
44 |
+
"5": {
|
45 |
+
"content": "<filename>",
|
46 |
+
"lstrip": false,
|
47 |
+
"normalized": false,
|
48 |
+
"rstrip": false,
|
49 |
+
"single_word": false,
|
50 |
+
"special": true
|
51 |
+
},
|
52 |
+
"6": {
|
53 |
+
"content": "<gh_stars>",
|
54 |
+
"lstrip": false,
|
55 |
+
"normalized": false,
|
56 |
+
"rstrip": false,
|
57 |
+
"single_word": false,
|
58 |
+
"special": true
|
59 |
+
},
|
60 |
+
"7": {
|
61 |
+
"content": "<issue_start>",
|
62 |
+
"lstrip": false,
|
63 |
+
"normalized": false,
|
64 |
+
"rstrip": false,
|
65 |
+
"single_word": false,
|
66 |
+
"special": true
|
67 |
+
},
|
68 |
+
"8": {
|
69 |
+
"content": "<issue_comment>",
|
70 |
+
"lstrip": false,
|
71 |
+
"normalized": false,
|
72 |
+
"rstrip": false,
|
73 |
+
"single_word": false,
|
74 |
+
"special": true
|
75 |
+
},
|
76 |
+
"9": {
|
77 |
+
"content": "<issue_closed>",
|
78 |
+
"lstrip": false,
|
79 |
+
"normalized": false,
|
80 |
+
"rstrip": false,
|
81 |
+
"single_word": false,
|
82 |
+
"special": true
|
83 |
+
},
|
84 |
+
"10": {
|
85 |
+
"content": "<jupyter_start>",
|
86 |
+
"lstrip": false,
|
87 |
+
"normalized": false,
|
88 |
+
"rstrip": false,
|
89 |
+
"single_word": false,
|
90 |
+
"special": true
|
91 |
+
},
|
92 |
+
"11": {
|
93 |
+
"content": "<jupyter_text>",
|
94 |
+
"lstrip": false,
|
95 |
+
"normalized": false,
|
96 |
+
"rstrip": false,
|
97 |
+
"single_word": false,
|
98 |
+
"special": true
|
99 |
+
},
|
100 |
+
"12": {
|
101 |
+
"content": "<jupyter_code>",
|
102 |
+
"lstrip": false,
|
103 |
+
"normalized": false,
|
104 |
+
"rstrip": false,
|
105 |
+
"single_word": false,
|
106 |
+
"special": true
|
107 |
+
},
|
108 |
+
"13": {
|
109 |
+
"content": "<jupyter_output>",
|
110 |
+
"lstrip": false,
|
111 |
+
"normalized": false,
|
112 |
+
"rstrip": false,
|
113 |
+
"single_word": false,
|
114 |
+
"special": true
|
115 |
+
},
|
116 |
+
"14": {
|
117 |
+
"content": "<empty_output>",
|
118 |
+
"lstrip": false,
|
119 |
+
"normalized": false,
|
120 |
+
"rstrip": false,
|
121 |
+
"single_word": false,
|
122 |
+
"special": true
|
123 |
+
},
|
124 |
+
"15": {
|
125 |
+
"content": "<commit_before>",
|
126 |
+
"lstrip": false,
|
127 |
+
"normalized": false,
|
128 |
+
"rstrip": false,
|
129 |
+
"single_word": false,
|
130 |
+
"special": true
|
131 |
+
},
|
132 |
+
"16": {
|
133 |
+
"content": "<commit_msg>",
|
134 |
+
"lstrip": false,
|
135 |
+
"normalized": false,
|
136 |
+
"rstrip": false,
|
137 |
+
"single_word": false,
|
138 |
+
"special": true
|
139 |
+
},
|
140 |
+
"17": {
|
141 |
+
"content": "<commit_after>",
|
142 |
+
"lstrip": false,
|
143 |
+
"normalized": false,
|
144 |
+
"rstrip": false,
|
145 |
+
"single_word": false,
|
146 |
+
"special": true
|
147 |
+
},
|
148 |
+
"18": {
|
149 |
+
"content": "<reponame>",
|
150 |
+
"lstrip": false,
|
151 |
+
"normalized": false,
|
152 |
+
"rstrip": false,
|
153 |
+
"single_word": false,
|
154 |
+
"special": true
|
155 |
+
}
|
156 |
+
},
|
157 |
+
"additional_special_tokens": [
|
158 |
+
"<|endoftext|>",
|
159 |
+
"<fim_prefix>",
|
160 |
+
"<fim_middle>",
|
161 |
+
"<fim_suffix>",
|
162 |
+
"<fim_pad>",
|
163 |
+
"<filename>",
|
164 |
+
"<gh_stars>",
|
165 |
+
"<issue_start>",
|
166 |
+
"<issue_comment>",
|
167 |
+
"<issue_closed>",
|
168 |
+
"<jupyter_start>",
|
169 |
+
"<jupyter_text>",
|
170 |
+
"<jupyter_code>",
|
171 |
+
"<jupyter_output>",
|
172 |
+
"<empty_output>",
|
173 |
+
"<commit_before>",
|
174 |
+
"<commit_msg>",
|
175 |
+
"<commit_after>",
|
176 |
+
"<reponame>"
|
177 |
+
],
|
178 |
+
"bos_token": "<|endoftext|>",
|
179 |
+
"chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ 'Question:\n' + message['content'] + '\n\n' }}{% elif message['role'] == 'system' %}\n{{ 'System:\n' + message['content'] + '\n\n' }}{% elif message['role'] == 'assistant' %}{{ 'Answer:\n' + message['content'] + '\n\n' }}{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ 'Answer:\n' }}{% endif %}{% endfor %}",
|
180 |
+
"clean_up_tokenization_spaces": true,
|
181 |
+
"eos_token": "<|endoftext|>",
|
182 |
+
"model_max_length": 8192,
|
183 |
+
"pad_token": "<|endoftext|>",
|
184 |
+
"padding_side": "left",
|
185 |
+
"tokenizer_class": "GPT2Tokenizer",
|
186 |
+
"unk_token": "<|endoftext|>",
|
187 |
+
"vocab_size": 49152
|
188 |
+
}
|
vocab.json
ADDED
The diff for this file is too large to render.
See raw diff
|
|