Upload structure model checkpoint at step 6000
Browse files- checkpoint_6000/README.md +46 -0
- checkpoint_6000/config.json +14 -0
- checkpoint_6000/model.npz +3 -0
- checkpoint_6000/training_state.json +320 -0
checkpoint_6000/README.md
ADDED
@@ -0,0 +1,46 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
library_name: mlx
|
3 |
+
pipeline_tag: text-generation
|
4 |
+
tags:
|
5 |
+
- music
|
6 |
+
- midi
|
7 |
+
- generation
|
8 |
+
- mlx
|
9 |
+
- autoregressive
|
10 |
+
- structure
|
11 |
+
- musiclang
|
12 |
+
---
|
13 |
+
|
14 |
+
# okai-musiclang-structure v2.0 - Structure Model
|
15 |
+
|
16 |
+
This is an autoregressive structure generation model for music using MLX.
|
17 |
+
|
18 |
+
## Model Details
|
19 |
+
|
20 |
+
- **Model Type**: Structure Generator (Autoregressive)
|
21 |
+
- **Version**: v2.0
|
22 |
+
- **Step**: 6000
|
23 |
+
- **Architecture**: Transformer with causal language modeling
|
24 |
+
- **Vocabulary Size**: 4796
|
25 |
+
- **Model Dimension**: 256
|
26 |
+
- **Layers**: 6
|
27 |
+
- **Max Sequence Length**: 1024
|
28 |
+
|
29 |
+
## Training Configuration
|
30 |
+
|
31 |
+
- **Batch Size**: 16
|
32 |
+
- **Learning Rate**: 1e-05
|
33 |
+
- **Training Steps**: 6000
|
34 |
+
|
35 |
+
## Usage
|
36 |
+
|
37 |
+
This model generates sequential music structure:
|
38 |
+
- Input: Song control tokens (genre, instruments, etc.)
|
39 |
+
- Output: Sequential bar structure with chords and tonality
|
40 |
+
|
41 |
+
Example generation:
|
42 |
+
```
|
43 |
+
GENRE__ROCK SUBGENRE__ALTERNATIVE START BAR__1 CHORD_DEGREE__1 TONALITY_DEGREE__1 BAR__2 CHORD_DEGREE__4 TONALITY_DEGREE__5 ... WILL_END
|
44 |
+
```
|
45 |
+
|
46 |
+
Generated with MLX framework for Apple Silicon.
|
checkpoint_6000/config.json
ADDED
@@ -0,0 +1,14 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"model_name": "okai-musiclang-structure",
|
3 |
+
"model_version": "v2.0",
|
4 |
+
"model_type": "structure",
|
5 |
+
"global_step": 6000,
|
6 |
+
"architecture": "AutoregressiveTransformer",
|
7 |
+
"training_type": "causal_lm",
|
8 |
+
"vocab_size": 4796,
|
9 |
+
"model_dim": 256,
|
10 |
+
"num_heads": 8,
|
11 |
+
"num_layers": 6,
|
12 |
+
"max_sequence_length": 1024,
|
13 |
+
"dropout": 0.1
|
14 |
+
}
|
checkpoint_6000/model.npz
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:702b361e9e7c22ee60d66b968fdc09d957b7441f0341d2c5a019df2a1e361ea6
|
3 |
+
size 29839884
|
checkpoint_6000/training_state.json
ADDED
@@ -0,0 +1,320 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"global_step": 6000,
|
3 |
+
"epoch": 3,
|
4 |
+
"trainer_step": 6000,
|
5 |
+
"learning_rate": 9.999999747378752e-06,
|
6 |
+
"epoch_losses": [
|
7 |
+
0.8267251253128052,
|
8 |
+
0.7156606912612915,
|
9 |
+
0.860819935798645,
|
10 |
+
0.9418178796768188,
|
11 |
+
0.7954195141792297,
|
12 |
+
0.785536527633667,
|
13 |
+
0.880850076675415,
|
14 |
+
0.9444862604141235,
|
15 |
+
0.710844874382019,
|
16 |
+
0.8115501999855042,
|
17 |
+
0.8385743498802185,
|
18 |
+
0.8324074745178223,
|
19 |
+
0.8686010241508484,
|
20 |
+
0.8397880792617798,
|
21 |
+
0.7364058494567871,
|
22 |
+
0.8601733446121216,
|
23 |
+
0.879347026348114,
|
24 |
+
0.7917970418930054,
|
25 |
+
0.8743105530738831,
|
26 |
+
0.8263768553733826,
|
27 |
+
0.8274832367897034,
|
28 |
+
0.7282205820083618,
|
29 |
+
0.8505825400352478,
|
30 |
+
0.92011958360672,
|
31 |
+
0.830745279788971,
|
32 |
+
0.8573527932167053,
|
33 |
+
0.8543904423713684,
|
34 |
+
0.9390841722488403,
|
35 |
+
0.8852065801620483,
|
36 |
+
0.872724175453186,
|
37 |
+
0.8681007027626038,
|
38 |
+
0.8253645896911621,
|
39 |
+
0.7693959474563599,
|
40 |
+
0.8637677431106567,
|
41 |
+
0.8749911785125732,
|
42 |
+
0.7714352011680603,
|
43 |
+
0.8498124480247498,
|
44 |
+
0.7690132260322571,
|
45 |
+
0.8109665513038635,
|
46 |
+
0.8016248941421509,
|
47 |
+
0.7285829782485962,
|
48 |
+
0.8874986171722412,
|
49 |
+
0.7933679223060608,
|
50 |
+
0.8005619645118713,
|
51 |
+
0.8700001835823059,
|
52 |
+
0.8136159777641296,
|
53 |
+
0.8945200443267822,
|
54 |
+
0.7730787992477417,
|
55 |
+
0.7665235996246338,
|
56 |
+
0.7343435287475586,
|
57 |
+
0.7805270552635193,
|
58 |
+
0.9628711938858032,
|
59 |
+
0.7565982937812805,
|
60 |
+
0.8406789302825928,
|
61 |
+
0.9148065447807312,
|
62 |
+
0.8471393585205078,
|
63 |
+
0.7834373712539673,
|
64 |
+
0.7912096381187439,
|
65 |
+
0.8091537952423096,
|
66 |
+
0.8797505497932434,
|
67 |
+
0.781848669052124,
|
68 |
+
0.8427628874778748,
|
69 |
+
0.7648460865020752,
|
70 |
+
0.8447132706642151,
|
71 |
+
0.8403868079185486,
|
72 |
+
0.7498573064804077,
|
73 |
+
0.7488678097724915,
|
74 |
+
0.8513166308403015,
|
75 |
+
0.7660120725631714,
|
76 |
+
0.7732702493667603,
|
77 |
+
0.7615871429443359,
|
78 |
+
0.8227044939994812,
|
79 |
+
0.8294056057929993,
|
80 |
+
0.8804996609687805,
|
81 |
+
0.8145940899848938,
|
82 |
+
0.7456373572349548,
|
83 |
+
0.7570104002952576,
|
84 |
+
0.8333815336227417,
|
85 |
+
0.9013676643371582,
|
86 |
+
0.7411203980445862,
|
87 |
+
0.8191972374916077,
|
88 |
+
0.7782153487205505,
|
89 |
+
0.8326579928398132,
|
90 |
+
0.845100462436676,
|
91 |
+
0.9998421669006348,
|
92 |
+
0.7848277688026428,
|
93 |
+
0.7959708571434021,
|
94 |
+
0.8005611300468445,
|
95 |
+
0.827416181564331,
|
96 |
+
0.7992665767669678,
|
97 |
+
0.7432759404182434,
|
98 |
+
0.6925281882286072,
|
99 |
+
0.8919035792350769,
|
100 |
+
0.7495708465576172,
|
101 |
+
0.7746514081954956,
|
102 |
+
0.8433645963668823,
|
103 |
+
0.7935962677001953,
|
104 |
+
0.8344244956970215,
|
105 |
+
0.8487056493759155,
|
106 |
+
0.9141316413879395,
|
107 |
+
0.8923897743225098,
|
108 |
+
0.8714606165885925,
|
109 |
+
0.8831012845039368,
|
110 |
+
0.7249584197998047,
|
111 |
+
0.8017855286598206,
|
112 |
+
0.7325617074966431,
|
113 |
+
0.8545896410942078,
|
114 |
+
0.8401230573654175,
|
115 |
+
0.819802463054657,
|
116 |
+
0.8069342970848083,
|
117 |
+
0.7293420433998108,
|
118 |
+
0.8219670057296753,
|
119 |
+
0.8231580257415771,
|
120 |
+
0.7832656502723694,
|
121 |
+
0.8409003019332886,
|
122 |
+
0.7875893712043762,
|
123 |
+
0.7834862470626831,
|
124 |
+
0.8598553538322449,
|
125 |
+
0.7544928193092346,
|
126 |
+
0.7602822184562683,
|
127 |
+
0.8253030180931091,
|
128 |
+
0.7512518763542175,
|
129 |
+
0.6745361089706421,
|
130 |
+
0.8263822793960571,
|
131 |
+
0.7470456957817078,
|
132 |
+
0.7142889499664307,
|
133 |
+
0.875754714012146,
|
134 |
+
0.7587679624557495,
|
135 |
+
0.7668524384498596,
|
136 |
+
0.7340443730354309,
|
137 |
+
0.7819405198097229,
|
138 |
+
0.8259172439575195,
|
139 |
+
0.8802277445793152,
|
140 |
+
0.8219906091690063,
|
141 |
+
0.8531641960144043,
|
142 |
+
0.8079729676246643,
|
143 |
+
0.8338596820831299,
|
144 |
+
0.7942845225334167,
|
145 |
+
0.7828904390335083,
|
146 |
+
0.8068522810935974,
|
147 |
+
0.7682546973228455,
|
148 |
+
0.7650644183158875,
|
149 |
+
0.8084389567375183,
|
150 |
+
0.799694836139679,
|
151 |
+
0.7674142718315125,
|
152 |
+
0.8472267389297485,
|
153 |
+
0.8099306225776672,
|
154 |
+
0.8832398056983948,
|
155 |
+
0.7811346054077148,
|
156 |
+
0.8373596668243408,
|
157 |
+
0.811606228351593,
|
158 |
+
0.7994090914726257,
|
159 |
+
0.854801595211029,
|
160 |
+
0.786896288394928,
|
161 |
+
0.7967766523361206,
|
162 |
+
0.893247663974762,
|
163 |
+
0.8646430969238281,
|
164 |
+
0.7787424325942993,
|
165 |
+
0.8987262845039368,
|
166 |
+
0.8025528788566589,
|
167 |
+
0.7871999740600586,
|
168 |
+
0.8252074718475342,
|
169 |
+
0.7703168392181396,
|
170 |
+
0.8022949695587158,
|
171 |
+
0.8270684480667114,
|
172 |
+
0.7491687536239624,
|
173 |
+
0.8273314237594604,
|
174 |
+
0.8100937604904175,
|
175 |
+
0.8045676946640015,
|
176 |
+
0.8092302083969116,
|
177 |
+
0.8559038043022156,
|
178 |
+
0.81805020570755,
|
179 |
+
0.8238271474838257,
|
180 |
+
0.7470946907997131,
|
181 |
+
0.7456565499305725,
|
182 |
+
0.8375546336174011,
|
183 |
+
0.8250463008880615,
|
184 |
+
0.9221420288085938,
|
185 |
+
0.8561370968818665,
|
186 |
+
0.8031499981880188,
|
187 |
+
0.8433287739753723,
|
188 |
+
0.964592456817627,
|
189 |
+
0.7806392908096313,
|
190 |
+
0.8497879505157471,
|
191 |
+
0.8931498527526855,
|
192 |
+
0.773786187171936,
|
193 |
+
0.8455853462219238,
|
194 |
+
0.8512445688247681,
|
195 |
+
0.7696901559829712,
|
196 |
+
0.7745411396026611,
|
197 |
+
0.9112189412117004,
|
198 |
+
0.862769603729248,
|
199 |
+
0.7580086588859558,
|
200 |
+
0.7507232427597046,
|
201 |
+
0.8742559552192688,
|
202 |
+
0.8068438172340393,
|
203 |
+
0.8243193030357361,
|
204 |
+
0.7685670852661133,
|
205 |
+
0.7798039317131042,
|
206 |
+
0.7855411171913147,
|
207 |
+
0.8399823904037476,
|
208 |
+
0.8017387986183167,
|
209 |
+
0.7240294814109802,
|
210 |
+
0.8370116353034973,
|
211 |
+
0.7078456282615662,
|
212 |
+
0.8576661348342896,
|
213 |
+
0.8158095479011536,
|
214 |
+
0.7758065462112427,
|
215 |
+
0.7223475575447083,
|
216 |
+
0.9219492077827454,
|
217 |
+
0.8386049270629883,
|
218 |
+
0.8989261984825134,
|
219 |
+
0.7553024291992188,
|
220 |
+
0.7741619348526001,
|
221 |
+
0.7765299677848816,
|
222 |
+
0.7559140920639038,
|
223 |
+
0.7753311991691589,
|
224 |
+
0.7087565660476685,
|
225 |
+
0.7816688418388367,
|
226 |
+
0.705898642539978,
|
227 |
+
0.7425345778465271,
|
228 |
+
0.8033889532089233,
|
229 |
+
0.788788378238678,
|
230 |
+
0.7933453917503357,
|
231 |
+
0.8550800681114197,
|
232 |
+
0.740778386592865,
|
233 |
+
0.7846851944923401,
|
234 |
+
0.9378728866577148,
|
235 |
+
0.8104960322380066,
|
236 |
+
0.8187196254730225,
|
237 |
+
0.8880254626274109,
|
238 |
+
0.8362064361572266,
|
239 |
+
0.8159574866294861,
|
240 |
+
0.7271130681037903,
|
241 |
+
0.8182744979858398,
|
242 |
+
0.8668578267097473,
|
243 |
+
0.8170772194862366,
|
244 |
+
0.8015566468238831,
|
245 |
+
0.7983573079109192,
|
246 |
+
0.7816091179847717,
|
247 |
+
0.7623358964920044,
|
248 |
+
0.7934963703155518,
|
249 |
+
0.8512696027755737,
|
250 |
+
0.8001073598861694,
|
251 |
+
0.8691814541816711,
|
252 |
+
0.7467926144599915,
|
253 |
+
0.73629230260849,
|
254 |
+
0.8151296377182007,
|
255 |
+
0.7516558766365051,
|
256 |
+
0.8484403491020203,
|
257 |
+
0.8413815498352051,
|
258 |
+
0.7151666879653931,
|
259 |
+
0.6833842396736145,
|
260 |
+
0.7645551562309265,
|
261 |
+
0.8128257393836975,
|
262 |
+
0.8214841485023499,
|
263 |
+
0.8272411227226257,
|
264 |
+
0.7388677597045898,
|
265 |
+
0.7817277908325195,
|
266 |
+
0.7946875691413879,
|
267 |
+
0.775445818901062,
|
268 |
+
0.7832990288734436,
|
269 |
+
0.7184854745864868,
|
270 |
+
0.8395812511444092,
|
271 |
+
0.825157105922699,
|
272 |
+
0.8496723771095276,
|
273 |
+
0.752990186214447,
|
274 |
+
0.7535010576248169,
|
275 |
+
0.8279983401298523,
|
276 |
+
0.785174548625946,
|
277 |
+
0.8172211647033691,
|
278 |
+
0.8726750016212463,
|
279 |
+
0.8208408951759338,
|
280 |
+
0.7668969035148621,
|
281 |
+
0.8966258764266968,
|
282 |
+
0.7289772629737854,
|
283 |
+
0.704111635684967,
|
284 |
+
0.846718430519104,
|
285 |
+
0.6758118867874146,
|
286 |
+
0.7777753472328186,
|
287 |
+
0.7973424196243286,
|
288 |
+
0.8451882004737854,
|
289 |
+
0.81060391664505,
|
290 |
+
0.7488210797309875,
|
291 |
+
0.7392869591712952,
|
292 |
+
0.9020735025405884,
|
293 |
+
0.7876619696617126,
|
294 |
+
0.8220584392547607,
|
295 |
+
0.8000291585922241,
|
296 |
+
0.7933567762374878,
|
297 |
+
0.790691614151001
|
298 |
+
],
|
299 |
+
"training_config": {
|
300 |
+
"batch_size": 16,
|
301 |
+
"num_epochs": 4,
|
302 |
+
"learning_rate": 1e-05,
|
303 |
+
"weight_decay": 0.01,
|
304 |
+
"warmup_steps": 1000,
|
305 |
+
"max_grad_norm": 1.0,
|
306 |
+
"eval_steps": 500,
|
307 |
+
"save_steps": 500
|
308 |
+
},
|
309 |
+
"model_config": {
|
310 |
+
"vocab_size": 4796,
|
311 |
+
"model_dim": 256,
|
312 |
+
"num_heads": 8,
|
313 |
+
"num_layers": 6,
|
314 |
+
"max_sequence_length": 1024,
|
315 |
+
"dropout": 0.1
|
316 |
+
},
|
317 |
+
"model_name": "okai-musiclang-structure",
|
318 |
+
"model_version": "v2.0",
|
319 |
+
"model_type": "structure"
|
320 |
+
}
|