Upload true_evolving_v2_true_evolving_v2_results.json with huggingface_hub
Browse files
true_evolving_v2_true_evolving_v2_results.json
ADDED
@@ -0,0 +1,278 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
{
|
2 |
+
"config": {
|
3 |
+
"vocab_size": 50257,
|
4 |
+
"d_model": 256,
|
5 |
+
"n_layers": 6,
|
6 |
+
"n_heads": 8,
|
7 |
+
"max_len": 5120,
|
8 |
+
"d_ff": 1024,
|
9 |
+
"dropout": 0.1,
|
10 |
+
"evolution_rate": 0.1,
|
11 |
+
"memory_decay": 0.85
|
12 |
+
},
|
13 |
+
"sequence_lengths": [
|
14 |
+
512,
|
15 |
+
1024,
|
16 |
+
2048,
|
17 |
+
3072,
|
18 |
+
4096,
|
19 |
+
5120
|
20 |
+
],
|
21 |
+
"models_tested": [
|
22 |
+
"TrueEvolvingV2"
|
23 |
+
],
|
24 |
+
"results": [
|
25 |
+
{
|
26 |
+
"model_name": "TRUE Evolving Transformer",
|
27 |
+
"model_type": "TrueEvolvingV2",
|
28 |
+
"sequence_length": 512,
|
29 |
+
"total_params": 32814768,
|
30 |
+
"final_loss": 0.0625791023671627,
|
31 |
+
"accuracy": 0.9997260284423828,
|
32 |
+
"perplexity": Infinity,
|
33 |
+
"peak_memory_gb": 1.1740226745605469,
|
34 |
+
"training_time": 603.8568437099457,
|
35 |
+
"tokens_per_second": 423.94153956623217,
|
36 |
+
"inference_time_ms": 0.0,
|
37 |
+
"memory_per_token": 0.002293013036251068,
|
38 |
+
"throughput_ratio": 1.0,
|
39 |
+
"evolution_rate": 0.1,
|
40 |
+
"memory_decay": 0.85,
|
41 |
+
"epoch_losses": [
|
42 |
+
7.960473175048828,
|
43 |
+
5.3850260353088375,
|
44 |
+
4.381582746505737,
|
45 |
+
3.393376121520996,
|
46 |
+
2.378435282707214,
|
47 |
+
1.4193279552459717,
|
48 |
+
0.6766725361347199,
|
49 |
+
0.2607351279258728,
|
50 |
+
0.10574247568845749,
|
51 |
+
0.0625791023671627
|
52 |
+
],
|
53 |
+
"epoch_accuracies": [
|
54 |
+
0.6920547978579998,
|
55 |
+
0.9978082275390625,
|
56 |
+
0.9985518646240235,
|
57 |
+
0.9989041137695313,
|
58 |
+
0.9992172241210937,
|
59 |
+
0.9994520568847656,
|
60 |
+
0.9996477508544922,
|
61 |
+
0.9996868896484375,
|
62 |
+
0.9997260284423828,
|
63 |
+
0.9997260284423828
|
64 |
+
],
|
65 |
+
"uses_position_embeddings": false
|
66 |
+
},
|
67 |
+
{
|
68 |
+
"model_name": "TRUE Evolving Transformer",
|
69 |
+
"model_type": "TrueEvolvingV2",
|
70 |
+
"sequence_length": 1024,
|
71 |
+
"total_params": 32814768,
|
72 |
+
"final_loss": 0.05675256386399269,
|
73 |
+
"accuracy": 0.9997849464416504,
|
74 |
+
"perplexity": Infinity,
|
75 |
+
"peak_memory_gb": 2.174757957458496,
|
76 |
+
"training_time": 1205.6601700782776,
|
77 |
+
"tokens_per_second": 424.6636097854658,
|
78 |
+
"inference_time_ms": 0.0,
|
79 |
+
"memory_per_token": 0.0021237870678305626,
|
80 |
+
"throughput_ratio": 1.0,
|
81 |
+
"evolution_rate": 0.1,
|
82 |
+
"memory_decay": 0.85,
|
83 |
+
"epoch_losses": [
|
84 |
+
7.7546029472351075,
|
85 |
+
5.177373161315918,
|
86 |
+
4.123252258300782,
|
87 |
+
3.0850088787078858,
|
88 |
+
2.0497497749328613,
|
89 |
+
1.1314725589752197,
|
90 |
+
0.4969519209861755,
|
91 |
+
0.18762388169765473,
|
92 |
+
0.08753485530614853,
|
93 |
+
0.05675256386399269
|
94 |
+
],
|
95 |
+
"epoch_accuracies": [
|
96 |
+
0.6638905222713948,
|
97 |
+
0.9982013702392578,
|
98 |
+
0.9992375373840332,
|
99 |
+
0.9994330406188965,
|
100 |
+
0.9996089935302734,
|
101 |
+
0.9996089935302734,
|
102 |
+
0.9996480941772461,
|
103 |
+
0.9997262954711914,
|
104 |
+
0.9997458457946777,
|
105 |
+
0.9997849464416504
|
106 |
+
],
|
107 |
+
"uses_position_embeddings": false
|
108 |
+
},
|
109 |
+
{
|
110 |
+
"model_name": "TRUE Evolving Transformer",
|
111 |
+
"model_type": "TrueEvolvingV2",
|
112 |
+
"sequence_length": 2048,
|
113 |
+
"total_params": 32814768,
|
114 |
+
"final_loss": 0.06031969398260117,
|
115 |
+
"accuracy": 0.9998632144927978,
|
116 |
+
"perplexity": Infinity,
|
117 |
+
"peak_memory_gb": 4.822490692138672,
|
118 |
+
"training_time": 2416.882863521576,
|
119 |
+
"tokens_per_second": 423.6862346352842,
|
120 |
+
"inference_time_ms": 0.0,
|
121 |
+
"memory_per_token": 0.002354731783270836,
|
122 |
+
"throughput_ratio": 1.0,
|
123 |
+
"evolution_rate": 0.1,
|
124 |
+
"memory_decay": 0.85,
|
125 |
+
"epoch_losses": [
|
126 |
+
7.861018714904785,
|
127 |
+
5.317575130462647,
|
128 |
+
4.267076072692871,
|
129 |
+
3.2475028896331786,
|
130 |
+
2.21276376247406,
|
131 |
+
1.2634674096107483,
|
132 |
+
0.5726237607002258,
|
133 |
+
0.21726105988025665,
|
134 |
+
0.09596835613250733,
|
135 |
+
0.06031969398260117
|
136 |
+
],
|
137 |
+
"epoch_accuracies": [
|
138 |
+
0.6497215498611331,
|
139 |
+
0.9987982416152954,
|
140 |
+
0.9996091842651367,
|
141 |
+
0.999697117805481,
|
142 |
+
0.9996873474121094,
|
143 |
+
0.9996873474121094,
|
144 |
+
0.9997166585922241,
|
145 |
+
0.9998045921325683,
|
146 |
+
0.9998534440994262,
|
147 |
+
0.9998632144927978
|
148 |
+
],
|
149 |
+
"uses_position_embeddings": false
|
150 |
+
},
|
151 |
+
{
|
152 |
+
"model_name": "TRUE Evolving Transformer",
|
153 |
+
"model_type": "TrueEvolvingV2",
|
154 |
+
"sequence_length": 3072,
|
155 |
+
"total_params": 32814768,
|
156 |
+
"final_loss": 0.05636185869574547,
|
157 |
+
"accuracy": 0.9999283576011657,
|
158 |
+
"perplexity": Infinity,
|
159 |
+
"peak_memory_gb": 8.32289981842041,
|
160 |
+
"training_time": 3656.95658659935,
|
161 |
+
"tokens_per_second": 420.02139309735304,
|
162 |
+
"inference_time_ms": 0.0,
|
163 |
+
"memory_per_token": 0.0027092772846420607,
|
164 |
+
"throughput_ratio": 1.0,
|
165 |
+
"evolution_rate": 0.1,
|
166 |
+
"memory_decay": 0.85,
|
167 |
+
"epoch_losses": [
|
168 |
+
7.82059606552124,
|
169 |
+
5.196153469085694,
|
170 |
+
4.158706684112548,
|
171 |
+
3.1704267406463624,
|
172 |
+
2.1674926137924193,
|
173 |
+
1.2426843786239623,
|
174 |
+
0.5619384586811066,
|
175 |
+
0.20882928609848023,
|
176 |
+
0.0902446374297142,
|
177 |
+
0.05636185869574547
|
178 |
+
],
|
179 |
+
"epoch_accuracies": [
|
180 |
+
0.6224682515859604,
|
181 |
+
0.9960599136352539,
|
182 |
+
0.9996027326583863,
|
183 |
+
0.9996678519248963,
|
184 |
+
0.9997069239616394,
|
185 |
+
0.9997590255737304,
|
186 |
+
0.9998306655883789,
|
187 |
+
0.9998632264137268,
|
188 |
+
0.9998957896232605,
|
189 |
+
0.9999283576011657
|
190 |
+
],
|
191 |
+
"uses_position_embeddings": false
|
192 |
+
},
|
193 |
+
{
|
194 |
+
"model_name": "TRUE Evolving Transformer",
|
195 |
+
"model_type": "TrueEvolvingV2",
|
196 |
+
"sequence_length": 4096,
|
197 |
+
"total_params": 32814768,
|
198 |
+
"final_loss": 0.05972935035824776,
|
199 |
+
"accuracy": 0.9999364972114563,
|
200 |
+
"perplexity": Infinity,
|
201 |
+
"peak_memory_gb": 12.680472373962402,
|
202 |
+
"training_time": 4949.331746578217,
|
203 |
+
"tokens_per_second": 413.7932361102912,
|
204 |
+
"inference_time_ms": 0.0,
|
205 |
+
"memory_per_token": 0.0030958184506744146,
|
206 |
+
"throughput_ratio": 1.0,
|
207 |
+
"evolution_rate": 0.1,
|
208 |
+
"memory_decay": 0.85,
|
209 |
+
"epoch_losses": [
|
210 |
+
8.002217292785645,
|
211 |
+
5.341106319427491,
|
212 |
+
4.2782410144805905,
|
213 |
+
3.2819403266906737,
|
214 |
+
2.2687758350372316,
|
215 |
+
1.325844838619232,
|
216 |
+
0.616220315694809,
|
217 |
+
0.2339270979166031,
|
218 |
+
0.0981944552063942,
|
219 |
+
0.05972935035824776
|
220 |
+
],
|
221 |
+
"epoch_accuracies": [
|
222 |
+
0.606739922836423,
|
223 |
+
0.9988522434234619,
|
224 |
+
0.9996776413917542,
|
225 |
+
0.9997557854652405,
|
226 |
+
0.999794852733612,
|
227 |
+
0.9998046207427979,
|
228 |
+
0.999838809967041,
|
229 |
+
0.99986811876297,
|
230 |
+
0.999926724433899,
|
231 |
+
0.9999364972114563
|
232 |
+
],
|
233 |
+
"uses_position_embeddings": false
|
234 |
+
},
|
235 |
+
{
|
236 |
+
"model_name": "TRUE Evolving Transformer",
|
237 |
+
"model_type": "TrueEvolvingV2",
|
238 |
+
"sequence_length": 5120,
|
239 |
+
"total_params": 32814768,
|
240 |
+
"final_loss": 0.060042282789945604,
|
241 |
+
"accuracy": 0.9999648332595825,
|
242 |
+
"perplexity": Infinity,
|
243 |
+
"peak_memory_gb": 17.89297103881836,
|
244 |
+
"training_time": 6211.054224491119,
|
245 |
+
"tokens_per_second": 412.1683545935786,
|
246 |
+
"inference_time_ms": 0.0,
|
247 |
+
"memory_per_token": 0.003494720906019211,
|
248 |
+
"throughput_ratio": 1.0,
|
249 |
+
"evolution_rate": 0.1,
|
250 |
+
"memory_decay": 0.85,
|
251 |
+
"epoch_losses": [
|
252 |
+
8.038291702270508,
|
253 |
+
5.409390144348144,
|
254 |
+
4.3429282283782955,
|
255 |
+
3.330506820678711,
|
256 |
+
2.297604422569275,
|
257 |
+
1.336431963443756,
|
258 |
+
0.6169953203201294,
|
259 |
+
0.23347721755504608,
|
260 |
+
0.09844404190778733,
|
261 |
+
0.060042282789945604
|
262 |
+
],
|
263 |
+
"epoch_accuracies": [
|
264 |
+
0.6136276634782553,
|
265 |
+
0.9904942369461059,
|
266 |
+
0.99972651720047,
|
267 |
+
0.9998046588897705,
|
268 |
+
0.9998241949081421,
|
269 |
+
0.9998671627044677,
|
270 |
+
0.9998593497276306,
|
271 |
+
0.9999218535423279,
|
272 |
+
0.9999374818801879,
|
273 |
+
0.9999648332595825
|
274 |
+
],
|
275 |
+
"uses_position_embeddings": false
|
276 |
+
}
|
277 |
+
]
|
278 |
+
}
|