Instructions to use ruhai-lin/MixerLoop with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use ruhai-lin/MixerLoop with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("ruhai-lin/MixerLoop", device_map="auto") - Notebooks
- Google Colab
- Kaggle
upload MixerLoop weights and CORE v2 results
Browse files- mixerloop-13m/climbmix-10B-s2026/.gitkeep +0 -0
- mixerloop-13m/climbmix-10B-s2026/config.json +30 -0
- mixerloop-13m/climbmix-10B-s2026/eval/core_eval.csv +24 -0
- mixerloop-13m/climbmix-10B-s2026/generation_config.json +7 -0
- mixerloop-13m/climbmix-10B-s2026/model.safetensors +3 -0
- mixerloop-13m/climbmix-10B-s2026/special_tokens_map.json +23 -0
- mixerloop-13m/climbmix-10B-s2026/tokenizer.json +0 -0
- mixerloop-13m/climbmix-10B-s2026/tokenizer.model +3 -0
- mixerloop-13m/climbmix-10B-s2026/tokenizer_config.json +43 -0
- mixerloop-13m/climbmix-10B-s42/.gitkeep +0 -0
- mixerloop-13m/climbmix-10B-s42/config.json +30 -0
- mixerloop-13m/climbmix-10B-s42/eval/core_eval.csv +24 -0
- mixerloop-13m/climbmix-10B-s42/generation_config.json +7 -0
- mixerloop-13m/climbmix-10B-s42/model.safetensors +3 -0
- mixerloop-13m/climbmix-10B-s42/special_tokens_map.json +23 -0
- mixerloop-13m/climbmix-10B-s42/tokenizer.json +0 -0
- mixerloop-13m/climbmix-10B-s42/tokenizer.model +3 -0
- mixerloop-13m/climbmix-10B-s42/tokenizer_config.json +43 -0
mixerloop-13m/climbmix-10B-s2026/.gitkeep
DELETED
|
File without changes
|
mixerloop-13m/climbmix-10B-s2026/config.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"MixerLoopForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"attn_mode": "chunk",
|
| 6 |
+
"bos_token_id": 1,
|
| 7 |
+
"conv_size": 4,
|
| 8 |
+
"dtype": "float32",
|
| 9 |
+
"eos_token_id": 2,
|
| 10 |
+
"expand_v": 2,
|
| 11 |
+
"fuse_cross_entropy": true,
|
| 12 |
+
"fuse_linear_cross_entropy": false,
|
| 13 |
+
"fuse_norm": true,
|
| 14 |
+
"fuse_swiglu": true,
|
| 15 |
+
"head_dim": 32,
|
| 16 |
+
"hidden_act": "swish",
|
| 17 |
+
"hidden_ratio": 4,
|
| 18 |
+
"hidden_size": 256,
|
| 19 |
+
"initializer_range": 0.02,
|
| 20 |
+
"intermediate_size": 704,
|
| 21 |
+
"loop_count": 4,
|
| 22 |
+
"max_position_embeddings": 1024,
|
| 23 |
+
"model_type": "mixerloop",
|
| 24 |
+
"norm_eps": 1e-05,
|
| 25 |
+
"num_heads": 6,
|
| 26 |
+
"num_hidden_layers": 5,
|
| 27 |
+
"transformers_version": "4.57.3",
|
| 28 |
+
"use_cache": false,
|
| 29 |
+
"vocab_size": 32000
|
| 30 |
+
}
|
mixerloop-13m/climbmix-10B-s2026/eval/core_eval.csv
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Task,Accuracy,Centered
|
| 2 |
+
hellaswag_zeroshot,0.276539,0.035385
|
| 3 |
+
jeopardy,0.000000,0.000000
|
| 4 |
+
bigbench_qa_wikidata,0.016879,0.016879
|
| 5 |
+
arc_easy,0.372475,0.163300
|
| 6 |
+
arc_challenge,0.208191,-0.055745
|
| 7 |
+
copa,0.460000,-0.080000
|
| 8 |
+
commonsense_qa,0.209664,-0.323846
|
| 9 |
+
piqa,0.590860,0.181719
|
| 10 |
+
openbook_qa,0.300000,0.066667
|
| 11 |
+
lambada_openai,0.125364,0.125364
|
| 12 |
+
hellaswag,0.275742,0.034323
|
| 13 |
+
winograd,0.505495,0.010989
|
| 14 |
+
winogrande,0.518548,0.037096
|
| 15 |
+
bigbench_dyck_languages,0.018000,0.018000
|
| 16 |
+
agi_eval_lsat_ar,0.186957,-0.084058
|
| 17 |
+
bigbench_cs_algorithms,0.267424,0.267424
|
| 18 |
+
bigbench_operators,0.119048,0.119048
|
| 19 |
+
bigbench_repeat_copy_logic,0.000000,0.000000
|
| 20 |
+
squad,0.012015,0.012015
|
| 21 |
+
coqa,0.041087,0.041087
|
| 22 |
+
boolq,0.524771,-0.250604
|
| 23 |
+
bigbench_language_identification,0.253900,0.005200
|
| 24 |
+
Core_v2,,0.015466
|
mixerloop-13m/climbmix-10B-s2026/generation_config.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 1,
|
| 4 |
+
"eos_token_id": 2,
|
| 5 |
+
"transformers_version": "4.57.3",
|
| 6 |
+
"use_cache": false
|
| 7 |
+
}
|
mixerloop-13m/climbmix-10B-s2026/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:bd34ff6d82284ca5687b009ce3fb46f4714624284631dc8fc7e00670776e8218
|
| 3 |
+
size 51595152
|
mixerloop-13m/climbmix-10B-s2026/special_tokens_map.json
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<s>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": false,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"eos_token": {
|
| 10 |
+
"content": "</s>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"unk_token": {
|
| 17 |
+
"content": "<unk>",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
}
|
| 23 |
+
}
|
mixerloop-13m/climbmix-10B-s2026/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
mixerloop-13m/climbmix-10B-s2026/tokenizer.model
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
|
| 3 |
+
size 499723
|
mixerloop-13m/climbmix-10B-s2026/tokenizer_config.json
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_bos_token": true,
|
| 3 |
+
"add_eos_token": false,
|
| 4 |
+
"add_prefix_space": null,
|
| 5 |
+
"added_tokens_decoder": {
|
| 6 |
+
"0": {
|
| 7 |
+
"content": "<unk>",
|
| 8 |
+
"lstrip": false,
|
| 9 |
+
"normalized": false,
|
| 10 |
+
"rstrip": false,
|
| 11 |
+
"single_word": false,
|
| 12 |
+
"special": true
|
| 13 |
+
},
|
| 14 |
+
"1": {
|
| 15 |
+
"content": "<s>",
|
| 16 |
+
"lstrip": false,
|
| 17 |
+
"normalized": false,
|
| 18 |
+
"rstrip": false,
|
| 19 |
+
"single_word": false,
|
| 20 |
+
"special": true
|
| 21 |
+
},
|
| 22 |
+
"2": {
|
| 23 |
+
"content": "</s>",
|
| 24 |
+
"lstrip": false,
|
| 25 |
+
"normalized": false,
|
| 26 |
+
"rstrip": false,
|
| 27 |
+
"single_word": false,
|
| 28 |
+
"special": true
|
| 29 |
+
}
|
| 30 |
+
},
|
| 31 |
+
"bos_token": "<s>",
|
| 32 |
+
"clean_up_tokenization_spaces": false,
|
| 33 |
+
"eos_token": "</s>",
|
| 34 |
+
"extra_special_tokens": {},
|
| 35 |
+
"legacy": true,
|
| 36 |
+
"model_max_length": 1024,
|
| 37 |
+
"pad_token": null,
|
| 38 |
+
"sp_model_kwargs": {},
|
| 39 |
+
"spaces_between_special_tokens": false,
|
| 40 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 41 |
+
"unk_token": "<unk>",
|
| 42 |
+
"use_default_system_prompt": false
|
| 43 |
+
}
|
mixerloop-13m/climbmix-10B-s42/.gitkeep
DELETED
|
File without changes
|
mixerloop-13m/climbmix-10B-s42/config.json
ADDED
|
@@ -0,0 +1,30 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"architectures": [
|
| 3 |
+
"MixerLoopForCausalLM"
|
| 4 |
+
],
|
| 5 |
+
"attn_mode": "chunk",
|
| 6 |
+
"bos_token_id": 1,
|
| 7 |
+
"conv_size": 4,
|
| 8 |
+
"dtype": "float32",
|
| 9 |
+
"eos_token_id": 2,
|
| 10 |
+
"expand_v": 2,
|
| 11 |
+
"fuse_cross_entropy": true,
|
| 12 |
+
"fuse_linear_cross_entropy": false,
|
| 13 |
+
"fuse_norm": true,
|
| 14 |
+
"fuse_swiglu": true,
|
| 15 |
+
"head_dim": 32,
|
| 16 |
+
"hidden_act": "swish",
|
| 17 |
+
"hidden_ratio": 4,
|
| 18 |
+
"hidden_size": 256,
|
| 19 |
+
"initializer_range": 0.02,
|
| 20 |
+
"intermediate_size": 704,
|
| 21 |
+
"loop_count": 4,
|
| 22 |
+
"max_position_embeddings": 1024,
|
| 23 |
+
"model_type": "mixerloop",
|
| 24 |
+
"norm_eps": 1e-05,
|
| 25 |
+
"num_heads": 6,
|
| 26 |
+
"num_hidden_layers": 5,
|
| 27 |
+
"transformers_version": "4.57.3",
|
| 28 |
+
"use_cache": false,
|
| 29 |
+
"vocab_size": 32000
|
| 30 |
+
}
|
mixerloop-13m/climbmix-10B-s42/eval/core_eval.csv
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
Task,Accuracy,Centered
|
| 2 |
+
hellaswag_zeroshot,0.274248,0.032331
|
| 3 |
+
jeopardy,0.000472,0.000472
|
| 4 |
+
bigbench_qa_wikidata,0.026967,0.026967
|
| 5 |
+
arc_easy,0.354377,0.139169
|
| 6 |
+
arc_challenge,0.209898,-0.053470
|
| 7 |
+
copa,0.460000,-0.080000
|
| 8 |
+
commonsense_qa,0.312039,-0.152363
|
| 9 |
+
piqa,0.573993,0.147987
|
| 10 |
+
openbook_qa,0.280000,0.040000
|
| 11 |
+
lambada_openai,0.114690,0.114690
|
| 12 |
+
hellaswag,0.271559,0.028746
|
| 13 |
+
winograd,0.531136,0.062271
|
| 14 |
+
winogrande,0.490134,-0.019732
|
| 15 |
+
bigbench_dyck_languages,0.002000,0.002000
|
| 16 |
+
agi_eval_lsat_ar,0.273913,0.031884
|
| 17 |
+
bigbench_cs_algorithms,0.339394,0.339394
|
| 18 |
+
bigbench_operators,0.147619,0.147619
|
| 19 |
+
bigbench_repeat_copy_logic,0.000000,0.000000
|
| 20 |
+
squad,0.003500,0.003500
|
| 21 |
+
coqa,0.030064,0.030064
|
| 22 |
+
boolq,0.380428,-0.630452
|
| 23 |
+
bigbench_language_identification,0.257400,0.009867
|
| 24 |
+
Core_v2,,0.010043
|
mixerloop-13m/climbmix-10B-s42/generation_config.json
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"_from_model_config": true,
|
| 3 |
+
"bos_token_id": 1,
|
| 4 |
+
"eos_token_id": 2,
|
| 5 |
+
"transformers_version": "4.57.3",
|
| 6 |
+
"use_cache": false
|
| 7 |
+
}
|
mixerloop-13m/climbmix-10B-s42/model.safetensors
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:4c20e24242cb9a76ff7c543a3369ceddd08f82e92ef7bce04a4a0662c822d684
|
| 3 |
+
size 51595152
|
mixerloop-13m/climbmix-10B-s42/special_tokens_map.json
ADDED
|
@@ -0,0 +1,23 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"bos_token": {
|
| 3 |
+
"content": "<s>",
|
| 4 |
+
"lstrip": false,
|
| 5 |
+
"normalized": false,
|
| 6 |
+
"rstrip": false,
|
| 7 |
+
"single_word": false
|
| 8 |
+
},
|
| 9 |
+
"eos_token": {
|
| 10 |
+
"content": "</s>",
|
| 11 |
+
"lstrip": false,
|
| 12 |
+
"normalized": false,
|
| 13 |
+
"rstrip": false,
|
| 14 |
+
"single_word": false
|
| 15 |
+
},
|
| 16 |
+
"unk_token": {
|
| 17 |
+
"content": "<unk>",
|
| 18 |
+
"lstrip": false,
|
| 19 |
+
"normalized": false,
|
| 20 |
+
"rstrip": false,
|
| 21 |
+
"single_word": false
|
| 22 |
+
}
|
| 23 |
+
}
|
mixerloop-13m/climbmix-10B-s42/tokenizer.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
mixerloop-13m/climbmix-10B-s42/tokenizer.model
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
|
| 3 |
+
size 499723
|
mixerloop-13m/climbmix-10B-s42/tokenizer_config.json
ADDED
|
@@ -0,0 +1,43 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"add_bos_token": true,
|
| 3 |
+
"add_eos_token": false,
|
| 4 |
+
"add_prefix_space": null,
|
| 5 |
+
"added_tokens_decoder": {
|
| 6 |
+
"0": {
|
| 7 |
+
"content": "<unk>",
|
| 8 |
+
"lstrip": false,
|
| 9 |
+
"normalized": false,
|
| 10 |
+
"rstrip": false,
|
| 11 |
+
"single_word": false,
|
| 12 |
+
"special": true
|
| 13 |
+
},
|
| 14 |
+
"1": {
|
| 15 |
+
"content": "<s>",
|
| 16 |
+
"lstrip": false,
|
| 17 |
+
"normalized": false,
|
| 18 |
+
"rstrip": false,
|
| 19 |
+
"single_word": false,
|
| 20 |
+
"special": true
|
| 21 |
+
},
|
| 22 |
+
"2": {
|
| 23 |
+
"content": "</s>",
|
| 24 |
+
"lstrip": false,
|
| 25 |
+
"normalized": false,
|
| 26 |
+
"rstrip": false,
|
| 27 |
+
"single_word": false,
|
| 28 |
+
"special": true
|
| 29 |
+
}
|
| 30 |
+
},
|
| 31 |
+
"bos_token": "<s>",
|
| 32 |
+
"clean_up_tokenization_spaces": false,
|
| 33 |
+
"eos_token": "</s>",
|
| 34 |
+
"extra_special_tokens": {},
|
| 35 |
+
"legacy": true,
|
| 36 |
+
"model_max_length": 1024,
|
| 37 |
+
"pad_token": null,
|
| 38 |
+
"sp_model_kwargs": {},
|
| 39 |
+
"spaces_between_special_tokens": false,
|
| 40 |
+
"tokenizer_class": "LlamaTokenizer",
|
| 41 |
+
"unk_token": "<unk>",
|
| 42 |
+
"use_default_system_prompt": false
|
| 43 |
+
}
|