Upload position_ids_debug.ipynb with huggingface_hub
Browse files- position_ids_debug.ipynb +890 -65
position_ids_debug.ipynb
CHANGED
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@@ -6,18 +6,18 @@
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"id": "6511a91c-ed20-41ff-befb-699bda1912a3",
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"metadata": {
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"execution": {
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-
"iopub.execute_input": "2026-03-
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"iopub.status.busy": "2026-03-
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"iopub.status.idle": "2026-03-
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"shell.execute_reply": "2026-03-
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"shell.execute_reply.started": "2026-03-
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}
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},
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"outputs": [
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "
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"version_major": 2,
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"version_minor": 0
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},
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@@ -31,7 +31,7 @@
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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-
"model_id": "
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"version_major": 2,
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"version_minor": 0
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},
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@@ -45,7 +45,7 @@
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{
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"data": {
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"application/vnd.jupyter.widget-view+json": {
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"model_id": "
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"version_major": 2,
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"version_minor": 0
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},
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@@ -92,7 +92,7 @@
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"# 1. Load Model and Processor\n",
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"model_name = \"Qwen/Qwen2.5-VL-3B-Instruct\"\n",
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"model = Qwen2_5_VLForConditionalGeneration.from_pretrained(\n",
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" model_name, torch_dtype=torch.float16, device_map=
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")\n",
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"processor = AutoProcessor.from_pretrained(model_name)\n",
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"\n",
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},
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{
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"cell_type": "code",
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"execution_count":
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"id": "f45df021-6302-4f47-9e06-8070577885a2",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-03-
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"iopub.status.busy": "2026-03-
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"iopub.status.idle": "2026-03-
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"shell.execute_reply": "2026-03-
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"shell.execute_reply.started": "2026-03-
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}
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},
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"outputs": [
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@@ -161,7 +161,7 @@
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"'<|im_start|>user\\n<|vision_start|><|image_pad|><|vision_end|>Describe the image<|im_end|>\\n<|im_start|>assistant\\n'"
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]
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},
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"execution_count":
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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{
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"cell_type": "code",
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"execution_count":
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"id": "504fa71b-42b4-4f53-8988-25fcfba38d13",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-03-
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"iopub.status.busy": "2026-03-
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"iopub.status.idle": "2026-03-
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"shell.execute_reply": "2026-03-
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"shell.execute_reply.started": "2026-03-
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}
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},
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"outputs": [
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"(torch.Size([1, 1, 94, 128]), torch.float16)"
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]
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},
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"execution_count":
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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{
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"cell_type": "code",
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"execution_count":
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"id": "a874f8d4-efa9-4ba8-9e57-c019da0775bd",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-03-
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"iopub.status.busy": "2026-03-
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"iopub.status.idle": "2026-03-
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"shell.execute_reply": "2026-03-
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"shell.execute_reply.started": "2026-03-
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}
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},
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"outputs": [],
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"source": [
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-
"torch.set_printoptions(precision=
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]
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},
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{
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"cell_type": "code",
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"execution_count":
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"id": "f44460e3-58e9-4fd2-898a-06e8a00f9365",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2026-03-
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"iopub.status.busy": "2026-03-
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"iopub.status.idle": "2026-03-
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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" dtype=torch.float16)"
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"metadata": {},
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"output_type": "execute_result"
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}
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},
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{
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"cell_type": "code",
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"id": "039f1456-ffa4-40b2-8ba1-a0cd5f74733e",
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| 280 |
"metadata": {},
|
| 281 |
"outputs": [],
|
| 282 |
"source": []
|
|
|
|
| 6 |
"id": "6511a91c-ed20-41ff-befb-699bda1912a3",
|
| 7 |
"metadata": {
|
| 8 |
"execution": {
|
| 9 |
+
"iopub.execute_input": "2026-03-25T08:44:53.813781Z",
|
| 10 |
+
"iopub.status.busy": "2026-03-25T08:44:53.813650Z",
|
| 11 |
+
"iopub.status.idle": "2026-03-25T08:45:08.246826Z",
|
| 12 |
+
"shell.execute_reply": "2026-03-25T08:45:08.246118Z",
|
| 13 |
+
"shell.execute_reply.started": "2026-03-25T08:44:53.813766Z"
|
| 14 |
}
|
| 15 |
},
|
| 16 |
"outputs": [
|
| 17 |
{
|
| 18 |
"data": {
|
| 19 |
"application/vnd.jupyter.widget-view+json": {
|
| 20 |
+
"model_id": "61572014a82e4ee0a3756b44f486678f",
|
| 21 |
"version_major": 2,
|
| 22 |
"version_minor": 0
|
| 23 |
},
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|
| 31 |
{
|
| 32 |
"data": {
|
| 33 |
"application/vnd.jupyter.widget-view+json": {
|
| 34 |
+
"model_id": "75e4fe58bc664443a44cfa0287da5a71",
|
| 35 |
"version_major": 2,
|
| 36 |
"version_minor": 0
|
| 37 |
},
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|
| 45 |
{
|
| 46 |
"data": {
|
| 47 |
"application/vnd.jupyter.widget-view+json": {
|
| 48 |
+
"model_id": "707b86cddd9147eeada08aab3314962f",
|
| 49 |
"version_major": 2,
|
| 50 |
"version_minor": 0
|
| 51 |
},
|
|
|
|
| 92 |
"# 1. Load Model and Processor\n",
|
| 93 |
"model_name = \"Qwen/Qwen2.5-VL-3B-Instruct\"\n",
|
| 94 |
"model = Qwen2_5_VLForConditionalGeneration.from_pretrained(\n",
|
| 95 |
+
" model_name, torch_dtype=torch.float16, device_map='auto'\n",
|
| 96 |
")\n",
|
| 97 |
"processor = AutoProcessor.from_pretrained(model_name)\n",
|
| 98 |
"\n",
|
|
|
|
| 143 |
},
|
| 144 |
{
|
| 145 |
"cell_type": "code",
|
| 146 |
+
"execution_count": 2,
|
| 147 |
"id": "f45df021-6302-4f47-9e06-8070577885a2",
|
| 148 |
"metadata": {
|
| 149 |
"execution": {
|
| 150 |
+
"iopub.execute_input": "2026-03-25T08:45:08.247563Z",
|
| 151 |
+
"iopub.status.busy": "2026-03-25T08:45:08.247274Z",
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| 152 |
+
"iopub.status.idle": "2026-03-25T08:45:08.251422Z",
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| 153 |
+
"shell.execute_reply": "2026-03-25T08:45:08.250728Z",
|
| 154 |
+
"shell.execute_reply.started": "2026-03-25T08:45:08.247548Z"
|
| 155 |
}
|
| 156 |
},
|
| 157 |
"outputs": [
|
|
|
|
| 161 |
"'<|im_start|>user\\n<|vision_start|><|image_pad|><|vision_end|>Describe the image<|im_end|>\\n<|im_start|>assistant\\n'"
|
| 162 |
]
|
| 163 |
},
|
| 164 |
+
"execution_count": 2,
|
| 165 |
"metadata": {},
|
| 166 |
"output_type": "execute_result"
|
| 167 |
}
|
|
|
|
| 172 |
},
|
| 173 |
{
|
| 174 |
"cell_type": "code",
|
| 175 |
+
"execution_count": 3,
|
| 176 |
"id": "504fa71b-42b4-4f53-8988-25fcfba38d13",
|
| 177 |
"metadata": {
|
| 178 |
"execution": {
|
| 179 |
+
"iopub.execute_input": "2026-03-25T08:45:08.252004Z",
|
| 180 |
+
"iopub.status.busy": "2026-03-25T08:45:08.251839Z",
|
| 181 |
+
"iopub.status.idle": "2026-03-25T08:45:08.262159Z",
|
| 182 |
+
"shell.execute_reply": "2026-03-25T08:45:08.261665Z",
|
| 183 |
+
"shell.execute_reply.started": "2026-03-25T08:45:08.251990Z"
|
| 184 |
}
|
| 185 |
},
|
| 186 |
"outputs": [
|
|
|
|
| 190 |
"(torch.Size([1, 1, 94, 128]), torch.float16)"
|
| 191 |
]
|
| 192 |
},
|
| 193 |
+
"execution_count": 3,
|
| 194 |
"metadata": {},
|
| 195 |
"output_type": "execute_result"
|
| 196 |
}
|
|
|
|
| 202 |
},
|
| 203 |
{
|
| 204 |
"cell_type": "code",
|
| 205 |
+
"execution_count": 4,
|
| 206 |
"id": "a874f8d4-efa9-4ba8-9e57-c019da0775bd",
|
| 207 |
"metadata": {
|
| 208 |
"execution": {
|
| 209 |
+
"iopub.execute_input": "2026-03-25T08:45:08.262852Z",
|
| 210 |
+
"iopub.status.busy": "2026-03-25T08:45:08.262705Z",
|
| 211 |
+
"iopub.status.idle": "2026-03-25T08:45:08.269483Z",
|
| 212 |
+
"shell.execute_reply": "2026-03-25T08:45:08.268795Z",
|
| 213 |
+
"shell.execute_reply.started": "2026-03-25T08:45:08.262840Z"
|
| 214 |
}
|
| 215 |
},
|
| 216 |
"outputs": [],
|
| 217 |
"source": [
|
| 218 |
+
"torch.set_printoptions(precision=14)"
|
| 219 |
]
|
| 220 |
},
|
| 221 |
{
|
| 222 |
"cell_type": "code",
|
| 223 |
+
"execution_count": 5,
|
| 224 |
"id": "f44460e3-58e9-4fd2-898a-06e8a00f9365",
|
| 225 |
"metadata": {
|
| 226 |
"execution": {
|
| 227 |
+
"iopub.execute_input": "2026-03-25T08:45:08.269891Z",
|
| 228 |
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"iopub.status.busy": "2026-03-25T08:45:08.269762Z",
|
| 229 |
+
"iopub.status.idle": "2026-03-25T08:45:08.295575Z",
|
| 230 |
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"shell.execute_reply": "2026-03-25T08:45:08.294849Z",
|
| 231 |
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"shell.execute_reply.started": "2026-03-25T08:45:08.269879Z"
|
| 232 |
+
},
|
| 233 |
+
"scrolled": true
|
| 234 |
},
|
| 235 |
"outputs": [
|
| 236 |
{
|
| 237 |
"data": {
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| 238 |
"text/plain": [
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| 239 |
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"tensor([[[0.54052734375000, 0.69238281250000, 0.79638671875000,\n",
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| 282 |
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|
| 283 |
]
|
| 284 |
},
|
| 285 |
+
"execution_count": 5,
|
| 286 |
"metadata": {},
|
| 287 |
"output_type": "execute_result"
|
| 288 |
}
|
|
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|
| 293 |
},
|
| 294 |
{
|
| 295 |
"cell_type": "code",
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| 296 |
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"execution_count": 6,
|
| 297 |
"id": "039f1456-ffa4-40b2-8ba1-a0cd5f74733e",
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"shell.execute_reply": "2026-03-25T08:45:08.347477Z",
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"shell.execute_reply.started": "2026-03-25T08:45:08.296237Z"
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},
|
| 306 |
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"scrolled": true
|
| 307 |
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},
|
| 308 |
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"outputs": [
|
| 309 |
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{
|
| 310 |
+
"name": "stdout",
|
| 311 |
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"output_type": "stream",
|
| 312 |
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"text": [
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| 313 |
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"0 torch.Size([128])\n",
|
| 314 |
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" [0:16] 1.0 1.0\n",
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| 315 |
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| 316 |
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| 318 |
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|
| 319 |
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| 320 |
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" [104:128] 1.0 1.0\n",
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|
| 340 |
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|
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|
| 343 |
+
" [16:40] 0.9921875 1.0\n",
|
| 344 |
+
" [40:64] 1.0 1.0\n",
|
| 345 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 346 |
+
" [80:104] 0.9921875 1.0\n",
|
| 347 |
+
" [104:128] 1.0 1.0\n",
|
| 348 |
+
"5 torch.Size([128])\n",
|
| 349 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 350 |
+
" [16:40] 0.9921875 1.0\n",
|
| 351 |
+
" [40:64] 1.0 1.0\n",
|
| 352 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 353 |
+
" [80:104] 0.9921875 1.0\n",
|
| 354 |
+
" [104:128] 1.0 1.0\n",
|
| 355 |
+
"6 torch.Size([128])\n",
|
| 356 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 357 |
+
" [16:40] 0.9921875 1.0\n",
|
| 358 |
+
" [40:64] 1.0 1.0\n",
|
| 359 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 360 |
+
" [80:104] 0.9921875 1.0\n",
|
| 361 |
+
" [104:128] 1.0 1.0\n",
|
| 362 |
+
"7 torch.Size([128])\n",
|
| 363 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 364 |
+
" [16:40] 0.9921875 1.0\n",
|
| 365 |
+
" [40:64] 1.0 1.0\n",
|
| 366 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 367 |
+
" [80:104] 0.9921875 1.0\n",
|
| 368 |
+
" [104:128] 1.0 1.0\n",
|
| 369 |
+
"8 torch.Size([128])\n",
|
| 370 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 371 |
+
" [16:40] 0.9921875 1.0\n",
|
| 372 |
+
" [40:64] 1.0 1.0\n",
|
| 373 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 374 |
+
" [80:104] 0.9921875 1.0\n",
|
| 375 |
+
" [104:128] 1.0 1.0\n",
|
| 376 |
+
"9 torch.Size([128])\n",
|
| 377 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 378 |
+
" [16:40] 0.9921875 1.0\n",
|
| 379 |
+
" [40:64] 1.0 1.0\n",
|
| 380 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 381 |
+
" [80:104] 0.9921875 1.0\n",
|
| 382 |
+
" [104:128] 1.0 1.0\n",
|
| 383 |
+
"10 torch.Size([128])\n",
|
| 384 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 385 |
+
" [16:40] 0.9921875 1.0\n",
|
| 386 |
+
" [40:64] 1.0 1.0\n",
|
| 387 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 388 |
+
" [80:104] 0.9921875 1.0\n",
|
| 389 |
+
" [104:128] 1.0 1.0\n",
|
| 390 |
+
"11 torch.Size([128])\n",
|
| 391 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 392 |
+
" [16:40] 0.9921875 1.0\n",
|
| 393 |
+
" [40:64] 1.0 1.0\n",
|
| 394 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 395 |
+
" [80:104] 0.9921875 1.0\n",
|
| 396 |
+
" [104:128] 1.0 1.0\n",
|
| 397 |
+
"12 torch.Size([128])\n",
|
| 398 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 399 |
+
" [16:40] 0.9921875 1.0\n",
|
| 400 |
+
" [40:64] 1.0 1.0\n",
|
| 401 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 402 |
+
" [80:104] 0.9921875 1.0\n",
|
| 403 |
+
" [104:128] 1.0 1.0\n",
|
| 404 |
+
"13 torch.Size([128])\n",
|
| 405 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 406 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 407 |
+
" [40:64] 1.0 1.0\n",
|
| 408 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 409 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 410 |
+
" [104:128] 1.0 1.0\n",
|
| 411 |
+
"14 torch.Size([128])\n",
|
| 412 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 413 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 414 |
+
" [40:64] 1.0 1.0\n",
|
| 415 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 416 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 417 |
+
" [104:128] 1.0 1.0\n",
|
| 418 |
+
"15 torch.Size([128])\n",
|
| 419 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 420 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 421 |
+
" [40:64] 1.0 1.0\n",
|
| 422 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 423 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 424 |
+
" [104:128] 1.0 1.0\n",
|
| 425 |
+
"16 torch.Size([128])\n",
|
| 426 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 427 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 428 |
+
" [40:64] 1.0 1.0\n",
|
| 429 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 430 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 431 |
+
" [104:128] 1.0 1.0\n",
|
| 432 |
+
"17 torch.Size([128])\n",
|
| 433 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 434 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 435 |
+
" [40:64] 1.0 1.0\n",
|
| 436 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 437 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 438 |
+
" [104:128] 1.0 1.0\n",
|
| 439 |
+
"18 torch.Size([128])\n",
|
| 440 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 441 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 442 |
+
" [40:64] 1.0 1.0\n",
|
| 443 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 444 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 445 |
+
" [104:128] 1.0 1.0\n",
|
| 446 |
+
"19 torch.Size([128])\n",
|
| 447 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 448 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 449 |
+
" [40:64] 1.0 1.0\n",
|
| 450 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 451 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 452 |
+
" [104:128] 1.0 1.0\n",
|
| 453 |
+
"20 torch.Size([128])\n",
|
| 454 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 455 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 456 |
+
" [40:64] 1.0 1.0\n",
|
| 457 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 458 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 459 |
+
" [104:128] 1.0 1.0\n",
|
| 460 |
+
"21 torch.Size([128])\n",
|
| 461 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 462 |
+
" [16:40] 0.9873046875 1.0\n",
|
| 463 |
+
" [40:64] 1.0 1.0\n",
|
| 464 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 465 |
+
" [80:104] 0.9873046875 1.0\n",
|
| 466 |
+
" [104:128] 1.0 1.0\n",
|
| 467 |
+
"22 torch.Size([128])\n",
|
| 468 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 469 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 470 |
+
" [40:64] 1.0 1.0\n",
|
| 471 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 472 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 473 |
+
" [104:128] 1.0 1.0\n",
|
| 474 |
+
"23 torch.Size([128])\n",
|
| 475 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 476 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 477 |
+
" [40:64] 1.0 1.0\n",
|
| 478 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 479 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 480 |
+
" [104:128] 1.0 1.0\n",
|
| 481 |
+
"24 torch.Size([128])\n",
|
| 482 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 483 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 484 |
+
" [40:64] 1.0 1.0\n",
|
| 485 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 486 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 487 |
+
" [104:128] 1.0 1.0\n",
|
| 488 |
+
"25 torch.Size([128])\n",
|
| 489 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 490 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 491 |
+
" [40:64] 1.0 1.0\n",
|
| 492 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 493 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 494 |
+
" [104:128] 1.0 1.0\n",
|
| 495 |
+
"26 torch.Size([128])\n",
|
| 496 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 497 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 498 |
+
" [40:64] 1.0 1.0\n",
|
| 499 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 500 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 501 |
+
" [104:128] 1.0 1.0\n",
|
| 502 |
+
"27 torch.Size([128])\n",
|
| 503 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 504 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 505 |
+
" [40:64] 1.0 1.0\n",
|
| 506 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 507 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 508 |
+
" [104:128] 1.0 1.0\n",
|
| 509 |
+
"28 torch.Size([128])\n",
|
| 510 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 511 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 512 |
+
" [40:64] 1.0 1.0\n",
|
| 513 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 514 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 515 |
+
" [104:128] 1.0 1.0\n",
|
| 516 |
+
"29 torch.Size([128])\n",
|
| 517 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 518 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 519 |
+
" [40:64] 1.0 1.0\n",
|
| 520 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 521 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 522 |
+
" [104:128] 1.0 1.0\n",
|
| 523 |
+
"30 torch.Size([128])\n",
|
| 524 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 525 |
+
" [16:40] 0.98193359375 1.0\n",
|
| 526 |
+
" [40:64] 1.0 1.0\n",
|
| 527 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 528 |
+
" [80:104] 0.98193359375 1.0\n",
|
| 529 |
+
" [104:128] 1.0 1.0\n",
|
| 530 |
+
"31 torch.Size([128])\n",
|
| 531 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 532 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 533 |
+
" [40:64] 1.0 1.0\n",
|
| 534 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 535 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 536 |
+
" [104:128] 1.0 1.0\n",
|
| 537 |
+
"32 torch.Size([128])\n",
|
| 538 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 539 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 540 |
+
" [40:64] 1.0 1.0\n",
|
| 541 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 542 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 543 |
+
" [104:128] 1.0 1.0\n",
|
| 544 |
+
"33 torch.Size([128])\n",
|
| 545 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 546 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 547 |
+
" [40:64] 1.0 1.0\n",
|
| 548 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 549 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 550 |
+
" [104:128] 1.0 1.0\n",
|
| 551 |
+
"34 torch.Size([128])\n",
|
| 552 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 553 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 554 |
+
" [40:64] 1.0 1.0\n",
|
| 555 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 556 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 557 |
+
" [104:128] 1.0 1.0\n",
|
| 558 |
+
"35 torch.Size([128])\n",
|
| 559 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 560 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 561 |
+
" [40:64] 1.0 1.0\n",
|
| 562 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 563 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 564 |
+
" [104:128] 1.0 1.0\n",
|
| 565 |
+
"36 torch.Size([128])\n",
|
| 566 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 567 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 568 |
+
" [40:64] 1.0 1.0\n",
|
| 569 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 570 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 571 |
+
" [104:128] 1.0 1.0\n",
|
| 572 |
+
"37 torch.Size([128])\n",
|
| 573 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 574 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 575 |
+
" [40:64] 1.0 1.0\n",
|
| 576 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 577 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 578 |
+
" [104:128] 1.0 1.0\n",
|
| 579 |
+
"38 torch.Size([128])\n",
|
| 580 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 581 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 582 |
+
" [40:64] 1.0 1.0\n",
|
| 583 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 584 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 585 |
+
" [104:128] 1.0 1.0\n",
|
| 586 |
+
"39 torch.Size([128])\n",
|
| 587 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 588 |
+
" [16:40] 0.9755859375 1.0\n",
|
| 589 |
+
" [40:64] 1.0 1.0\n",
|
| 590 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 591 |
+
" [80:104] 0.9755859375 1.0\n",
|
| 592 |
+
" [104:128] 1.0 1.0\n",
|
| 593 |
+
"40 torch.Size([128])\n",
|
| 594 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 595 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 596 |
+
" [40:64] 1.0 1.0\n",
|
| 597 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 598 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 599 |
+
" [104:128] 1.0 1.0\n",
|
| 600 |
+
"41 torch.Size([128])\n",
|
| 601 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 602 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 603 |
+
" [40:64] 1.0 1.0\n",
|
| 604 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 605 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 606 |
+
" [104:128] 1.0 1.0\n",
|
| 607 |
+
"42 torch.Size([128])\n",
|
| 608 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 609 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 610 |
+
" [40:64] 1.0 1.0\n",
|
| 611 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 612 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 613 |
+
" [104:128] 1.0 1.0\n",
|
| 614 |
+
"43 torch.Size([128])\n",
|
| 615 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 616 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 617 |
+
" [40:64] 1.0 1.0\n",
|
| 618 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 619 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 620 |
+
" [104:128] 1.0 1.0\n",
|
| 621 |
+
"44 torch.Size([128])\n",
|
| 622 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 623 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 624 |
+
" [40:64] 1.0 1.0\n",
|
| 625 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 626 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 627 |
+
" [104:128] 1.0 1.0\n",
|
| 628 |
+
"45 torch.Size([128])\n",
|
| 629 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 630 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 631 |
+
" [40:64] 1.0 1.0\n",
|
| 632 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 633 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 634 |
+
" [104:128] 1.0 1.0\n",
|
| 635 |
+
"46 torch.Size([128])\n",
|
| 636 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 637 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 638 |
+
" [40:64] 1.0 1.0\n",
|
| 639 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 640 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 641 |
+
" [104:128] 1.0 1.0\n",
|
| 642 |
+
"47 torch.Size([128])\n",
|
| 643 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 644 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 645 |
+
" [40:64] 1.0 1.0\n",
|
| 646 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 647 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 648 |
+
" [104:128] 1.0 1.0\n",
|
| 649 |
+
"48 torch.Size([128])\n",
|
| 650 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 651 |
+
" [16:40] 0.96826171875 1.0\n",
|
| 652 |
+
" [40:64] 1.0 1.0\n",
|
| 653 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 654 |
+
" [80:104] 0.96826171875 1.0\n",
|
| 655 |
+
" [104:128] 1.0 1.0\n",
|
| 656 |
+
"49 torch.Size([128])\n",
|
| 657 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 658 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 659 |
+
" [40:64] 1.0 1.0\n",
|
| 660 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 661 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 662 |
+
" [104:128] 1.0 1.0\n",
|
| 663 |
+
"50 torch.Size([128])\n",
|
| 664 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 665 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 666 |
+
" [40:64] 1.0 1.0\n",
|
| 667 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 668 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 669 |
+
" [104:128] 1.0 1.0\n",
|
| 670 |
+
"51 torch.Size([128])\n",
|
| 671 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 672 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 673 |
+
" [40:64] 1.0 1.0\n",
|
| 674 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 675 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 676 |
+
" [104:128] 1.0 1.0\n",
|
| 677 |
+
"52 torch.Size([128])\n",
|
| 678 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 679 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 680 |
+
" [40:64] 1.0 1.0\n",
|
| 681 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 682 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 683 |
+
" [104:128] 1.0 1.0\n",
|
| 684 |
+
"53 torch.Size([128])\n",
|
| 685 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 686 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 687 |
+
" [40:64] 1.0 1.0\n",
|
| 688 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 689 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 690 |
+
" [104:128] 1.0 1.0\n",
|
| 691 |
+
"54 torch.Size([128])\n",
|
| 692 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 693 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 694 |
+
" [40:64] 1.0 1.0\n",
|
| 695 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 696 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 697 |
+
" [104:128] 1.0 1.0\n",
|
| 698 |
+
"55 torch.Size([128])\n",
|
| 699 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 700 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 701 |
+
" [40:64] 1.0 1.0\n",
|
| 702 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 703 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 704 |
+
" [104:128] 1.0 1.0\n",
|
| 705 |
+
"56 torch.Size([128])\n",
|
| 706 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 707 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 708 |
+
" [40:64] 1.0 1.0\n",
|
| 709 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 710 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 711 |
+
" [104:128] 1.0 1.0\n",
|
| 712 |
+
"57 torch.Size([128])\n",
|
| 713 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 714 |
+
" [16:40] 0.9599609375 1.0\n",
|
| 715 |
+
" [40:64] 1.0 1.0\n",
|
| 716 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 717 |
+
" [80:104] 0.9599609375 1.0\n",
|
| 718 |
+
" [104:128] 1.0 1.0\n",
|
| 719 |
+
"58 torch.Size([128])\n",
|
| 720 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 721 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 722 |
+
" [40:64] 1.0 1.0\n",
|
| 723 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 724 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 725 |
+
" [104:128] 1.0 1.0\n",
|
| 726 |
+
"59 torch.Size([128])\n",
|
| 727 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 728 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 729 |
+
" [40:64] 1.0 1.0\n",
|
| 730 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 731 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 732 |
+
" [104:128] 1.0 1.0\n",
|
| 733 |
+
"60 torch.Size([128])\n",
|
| 734 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 735 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 736 |
+
" [40:64] 1.0 1.0\n",
|
| 737 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 738 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 739 |
+
" [104:128] 1.0 1.0\n",
|
| 740 |
+
"61 torch.Size([128])\n",
|
| 741 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 742 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 743 |
+
" [40:64] 1.0 1.0\n",
|
| 744 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 745 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 746 |
+
" [104:128] 1.0 1.0\n",
|
| 747 |
+
"62 torch.Size([128])\n",
|
| 748 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 749 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 750 |
+
" [40:64] 1.0 1.0\n",
|
| 751 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 752 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 753 |
+
" [104:128] 1.0 1.0\n",
|
| 754 |
+
"63 torch.Size([128])\n",
|
| 755 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 756 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 757 |
+
" [40:64] 1.0 1.0\n",
|
| 758 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 759 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 760 |
+
" [104:128] 1.0 1.0\n",
|
| 761 |
+
"64 torch.Size([128])\n",
|
| 762 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 763 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 764 |
+
" [40:64] 1.0 1.0\n",
|
| 765 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 766 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 767 |
+
" [104:128] 1.0 1.0\n",
|
| 768 |
+
"65 torch.Size([128])\n",
|
| 769 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 770 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 771 |
+
" [40:64] 1.0 1.0\n",
|
| 772 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 773 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 774 |
+
" [104:128] 1.0 1.0\n",
|
| 775 |
+
"66 torch.Size([128])\n",
|
| 776 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 777 |
+
" [16:40] 0.9501953125 1.0\n",
|
| 778 |
+
" [40:64] 1.0 1.0\n",
|
| 779 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 780 |
+
" [80:104] 0.9501953125 1.0\n",
|
| 781 |
+
" [104:128] 1.0 1.0\n",
|
| 782 |
+
"67 torch.Size([128])\n",
|
| 783 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 784 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 785 |
+
" [40:64] 1.0 1.0\n",
|
| 786 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 787 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 788 |
+
" [104:128] 1.0 1.0\n",
|
| 789 |
+
"68 torch.Size([128])\n",
|
| 790 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 791 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 792 |
+
" [40:64] 1.0 1.0\n",
|
| 793 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 794 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 795 |
+
" [104:128] 1.0 1.0\n",
|
| 796 |
+
"69 torch.Size([128])\n",
|
| 797 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 798 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 799 |
+
" [40:64] 1.0 1.0\n",
|
| 800 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 801 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 802 |
+
" [104:128] 1.0 1.0\n",
|
| 803 |
+
"70 torch.Size([128])\n",
|
| 804 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 805 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 806 |
+
" [40:64] 1.0 1.0\n",
|
| 807 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 808 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 809 |
+
" [104:128] 1.0 1.0\n",
|
| 810 |
+
"71 torch.Size([128])\n",
|
| 811 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 812 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 813 |
+
" [40:64] 1.0 1.0\n",
|
| 814 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 815 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 816 |
+
" [104:128] 1.0 1.0\n",
|
| 817 |
+
"72 torch.Size([128])\n",
|
| 818 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 819 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 820 |
+
" [40:64] 1.0 1.0\n",
|
| 821 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 822 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 823 |
+
" [104:128] 1.0 1.0\n",
|
| 824 |
+
"73 torch.Size([128])\n",
|
| 825 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 826 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 827 |
+
" [40:64] 1.0 1.0\n",
|
| 828 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 829 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 830 |
+
" [104:128] 1.0 1.0\n",
|
| 831 |
+
"74 torch.Size([128])\n",
|
| 832 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 833 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 834 |
+
" [40:64] 1.0 1.0\n",
|
| 835 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 836 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 837 |
+
" [104:128] 1.0 1.0\n",
|
| 838 |
+
"75 torch.Size([128])\n",
|
| 839 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 840 |
+
" [16:40] 0.93994140625 1.0\n",
|
| 841 |
+
" [40:64] 1.0 1.0\n",
|
| 842 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 843 |
+
" [80:104] 0.93994140625 1.0\n",
|
| 844 |
+
" [104:128] 1.0 1.0\n",
|
| 845 |
+
"76 torch.Size([128])\n",
|
| 846 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 847 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 848 |
+
" [40:64] 1.0 1.0\n",
|
| 849 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 850 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 851 |
+
" [104:128] 1.0 1.0\n",
|
| 852 |
+
"77 torch.Size([128])\n",
|
| 853 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 854 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 855 |
+
" [40:64] 1.0 1.0\n",
|
| 856 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 857 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 858 |
+
" [104:128] 1.0 1.0\n",
|
| 859 |
+
"78 torch.Size([128])\n",
|
| 860 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 861 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 862 |
+
" [40:64] 1.0 1.0\n",
|
| 863 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 864 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 865 |
+
" [104:128] 1.0 1.0\n",
|
| 866 |
+
"79 torch.Size([128])\n",
|
| 867 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 868 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 869 |
+
" [40:64] 1.0 1.0\n",
|
| 870 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 871 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 872 |
+
" [104:128] 1.0 1.0\n",
|
| 873 |
+
"80 torch.Size([128])\n",
|
| 874 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 875 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 876 |
+
" [40:64] 1.0 1.0\n",
|
| 877 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 878 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 879 |
+
" [104:128] 1.0 1.0\n",
|
| 880 |
+
"81 torch.Size([128])\n",
|
| 881 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 882 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 883 |
+
" [40:64] 1.0 1.0\n",
|
| 884 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 885 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 886 |
+
" [104:128] 1.0 1.0\n",
|
| 887 |
+
"82 torch.Size([128])\n",
|
| 888 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 889 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 890 |
+
" [40:64] 1.0 1.0\n",
|
| 891 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 892 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 893 |
+
" [104:128] 1.0 1.0\n",
|
| 894 |
+
"83 torch.Size([128])\n",
|
| 895 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 896 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 897 |
+
" [40:64] 1.0 1.0\n",
|
| 898 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 899 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 900 |
+
" [104:128] 1.0 1.0\n",
|
| 901 |
+
"84 torch.Size([128])\n",
|
| 902 |
+
" [0:16] -0.97314453125 0.98681640625\n",
|
| 903 |
+
" [16:40] 0.9287109375 1.0\n",
|
| 904 |
+
" [40:64] 1.0 1.0\n",
|
| 905 |
+
" [64:80] -0.97314453125 0.98681640625\n",
|
| 906 |
+
" [80:104] 0.9287109375 1.0\n",
|
| 907 |
+
" [104:128] 1.0 1.0\n",
|
| 908 |
+
"85 torch.Size([128])\n",
|
| 909 |
+
" [0:16] -0.962890625 0.9072265625\n",
|
| 910 |
+
" [16:40] 0.91650390625 1.0\n",
|
| 911 |
+
" [40:64] 1.0 1.0\n",
|
| 912 |
+
" [64:80] -0.962890625 0.9072265625\n",
|
| 913 |
+
" [80:104] 0.91650390625 1.0\n",
|
| 914 |
+
" [104:128] 1.0 1.0\n",
|
| 915 |
+
"86 torch.Size([128])\n",
|
| 916 |
+
" [0:16] -0.99853515625 0.9287109375\n",
|
| 917 |
+
" [16:40] 0.90380859375 1.0\n",
|
| 918 |
+
" [40:64] 1.0 1.0\n",
|
| 919 |
+
" [64:80] -0.99853515625 0.9287109375\n",
|
| 920 |
+
" [80:104] 0.90380859375 1.0\n",
|
| 921 |
+
" [104:128] 1.0 1.0\n",
|
| 922 |
+
"87 torch.Size([128])\n",
|
| 923 |
+
" [0:16] -0.98583984375 0.9990234375\n",
|
| 924 |
+
" [16:40] 0.8896484375 1.0\n",
|
| 925 |
+
" [40:64] 1.0 1.0\n",
|
| 926 |
+
" [64:80] -0.98583984375 0.9990234375\n",
|
| 927 |
+
" [80:104] 0.8896484375 1.0\n",
|
| 928 |
+
" [104:128] 1.0 1.0\n",
|
| 929 |
+
"88 torch.Size([128])\n",
|
| 930 |
+
" [0:16] -0.95751953125 0.94677734375\n",
|
| 931 |
+
" [16:40] 0.87451171875 1.0\n",
|
| 932 |
+
" [40:64] 1.0 1.0\n",
|
| 933 |
+
" [64:80] -0.95751953125 0.94677734375\n",
|
| 934 |
+
" [80:104] 0.87451171875 1.0\n",
|
| 935 |
+
" [104:128] 1.0 1.0\n",
|
| 936 |
+
"89 torch.Size([128])\n",
|
| 937 |
+
" [0:16] -0.9931640625 0.87451171875\n",
|
| 938 |
+
" [16:40] 0.85888671875 1.0\n",
|
| 939 |
+
" [40:64] 1.0 1.0\n",
|
| 940 |
+
" [64:80] -0.9931640625 0.87451171875\n",
|
| 941 |
+
" [80:104] 0.85888671875 1.0\n",
|
| 942 |
+
" [104:128] 1.0 1.0\n",
|
| 943 |
+
"90 torch.Size([128])\n",
|
| 944 |
+
" [0:16] -1.0 0.986328125\n",
|
| 945 |
+
" [16:40] 0.84228515625 1.0\n",
|
| 946 |
+
" [40:64] 1.0 1.0\n",
|
| 947 |
+
" [64:80] -1.0 0.986328125\n",
|
| 948 |
+
" [80:104] 0.84228515625 1.0\n",
|
| 949 |
+
" [104:128] 1.0 1.0\n",
|
| 950 |
+
"91 torch.Size([128])\n",
|
| 951 |
+
" [0:16] -0.97216796875 0.98876953125\n",
|
| 952 |
+
" [16:40] 0.82470703125 1.0\n",
|
| 953 |
+
" [40:64] 1.0 1.0\n",
|
| 954 |
+
" [64:80] -0.97216796875 0.98876953125\n",
|
| 955 |
+
" [80:104] 0.82470703125 1.0\n",
|
| 956 |
+
" [104:128] 1.0 1.0\n",
|
| 957 |
+
"92 torch.Size([128])\n",
|
| 958 |
+
" [0:16] -0.96240234375 0.91259765625\n",
|
| 959 |
+
" [16:40] 0.806640625 1.0\n",
|
| 960 |
+
" [40:64] 1.0 1.0\n",
|
| 961 |
+
" [64:80] -0.96240234375 0.91259765625\n",
|
| 962 |
+
" [80:104] 0.806640625 1.0\n",
|
| 963 |
+
" [104:128] 1.0 1.0\n",
|
| 964 |
+
"93 torch.Size([128])\n",
|
| 965 |
+
" [0:16] -0.9912109375 0.861328125\n",
|
| 966 |
+
" [16:40] 0.78759765625 1.0\n",
|
| 967 |
+
" [40:64] 1.0 1.0\n",
|
| 968 |
+
" [64:80] -0.9912109375 0.861328125\n",
|
| 969 |
+
" [80:104] 0.78759765625 1.0\n",
|
| 970 |
+
" [104:128] 1.0 1.0\n"
|
| 971 |
+
]
|
| 972 |
+
}
|
| 973 |
+
],
|
| 974 |
+
"source": [
|
| 975 |
+
"cos_reshaped = cos.squeeze(0).squeeze(0)\n",
|
| 976 |
+
"for idx, tensor in enumerate(cos_reshaped):\n",
|
| 977 |
+
" print(idx, tensor.shape)\n",
|
| 978 |
+
" # print(tensor[16:40].flatten().tolist())\n",
|
| 979 |
+
" if tensor.shape[0] != 128:\n",
|
| 980 |
+
" print(f\"Skipping tensor {idx} with shape {tensor.shape}\")\n",
|
| 981 |
+
" continue\n",
|
| 982 |
+
" else:\n",
|
| 983 |
+
" print(f\" [0:16] {tensor[0:16].min()} {tensor[0:16].max()}\")\n",
|
| 984 |
+
" print(f\" [16:40] {tensor[16:40].min()} {tensor[16:40].max()}\")\n",
|
| 985 |
+
" print(f\" [40:64] {tensor[40:64].min()} {tensor[40:64].max()}\")\n",
|
| 986 |
+
" print(f\" [64:80] {tensor[64:80].min()} {tensor[64:80].max()}\")\n",
|
| 987 |
+
" print(f\" [80:104] {tensor[80:104].min()} {tensor[80:104].max()}\")\n",
|
| 988 |
+
" print(f\" [104:128] {tensor[104:128].min()} {tensor[104:128].max()}\")"
|
| 989 |
+
]
|
| 990 |
+
},
|
| 991 |
+
{
|
| 992 |
+
"cell_type": "markdown",
|
| 993 |
+
"id": "e3745573-5a06-4beb-894a-7a9dddf82d6d",
|
| 994 |
+
"metadata": {},
|
| 995 |
+
"source": [
|
| 996 |
+
"---"
|
| 997 |
+
]
|
| 998 |
+
},
|
| 999 |
+
{
|
| 1000 |
+
"cell_type": "code",
|
| 1001 |
+
"execution_count": 10,
|
| 1002 |
+
"id": "91f8dc55-fd0e-4d6c-84d1-626b8fae96a0",
|
| 1003 |
+
"metadata": {
|
| 1004 |
+
"execution": {
|
| 1005 |
+
"iopub.execute_input": "2026-03-25T08:58:50.174004Z",
|
| 1006 |
+
"iopub.status.busy": "2026-03-25T08:58:50.173602Z",
|
| 1007 |
+
"iopub.status.idle": "2026-03-25T08:58:50.184512Z",
|
| 1008 |
+
"shell.execute_reply": "2026-03-25T08:58:50.183786Z",
|
| 1009 |
+
"shell.execute_reply.started": "2026-03-25T08:58:50.173987Z"
|
| 1010 |
+
}
|
| 1011 |
+
},
|
| 1012 |
+
"outputs": [
|
| 1013 |
+
{
|
| 1014 |
+
"name": "stdout",
|
| 1015 |
+
"output_type": "stream",
|
| 1016 |
+
"text": [
|
| 1017 |
+
"Python: 3.12.12 | packaged by Anaconda, Inc. | (main, Oct 21 2025, 20:16:04) [GCC 11.2.0]\n",
|
| 1018 |
+
"Torch: 2.10.0+cu128\n",
|
| 1019 |
+
"Transformers: 5.3.0.dev0\n",
|
| 1020 |
+
"Pillow: 12.1.1\n",
|
| 1021 |
+
"Torchvision: 0.25.0+cu128\n",
|
| 1022 |
+
"qwen_vl_utils: NOT INSTALLED or no __version__\n",
|
| 1023 |
+
"\n",
|
| 1024 |
+
"=== Processor Image Config ===\n",
|
| 1025 |
+
"size (min/max pixels): SizeDict(height=None, width=None, longest_edge=12845056, shortest_edge=3136, max_height=None, max_width=None)\n",
|
| 1026 |
+
"patch_size: 14\n",
|
| 1027 |
+
"merge_size: 2\n",
|
| 1028 |
+
"resample: 3\n",
|
| 1029 |
+
"\n",
|
| 1030 |
+
"=== Raw Image ===\n",
|
| 1031 |
+
"PIL size (WxH): (256, 256)\n",
|
| 1032 |
+
"PIL mode: RGB\n",
|
| 1033 |
+
"Pixel checksum (sum of all pixels): 18508962\n",
|
| 1034 |
+
"Pixel hash (first 10 rows md5):\n",
|
| 1035 |
+
" 51edee767ff6c404d737e620d51036d5\n",
|
| 1036 |
+
"\n",
|
| 1037 |
+
"=== Processor Outputs ===\n",
|
| 1038 |
+
"input_ids shape: torch.Size([1, 94])\n",
|
| 1039 |
+
"input_ids hash: d3e7a59feedd64667ccc03bd71448894\n",
|
| 1040 |
+
"pixel_values shape: torch.Size([324, 1176])\n",
|
| 1041 |
+
"pixel_values dtype: torch.float32\n",
|
| 1042 |
+
"pixel_values sum: -114413.40625\n",
|
| 1043 |
+
"pixel_values hash: a635309793003d45969e76ca7badaca0\n",
|
| 1044 |
+
"image_grid_thw: tensor([[ 1, 18, 18]], device='cuda:0')\n"
|
| 1045 |
+
]
|
| 1046 |
+
}
|
| 1047 |
+
],
|
| 1048 |
+
"source": [
|
| 1049 |
+
"## === REPRODUCIBILITY FINGERPRINT ===\n",
|
| 1050 |
+
"\n",
|
| 1051 |
+
"import sys, torch, transformers, PIL, torchvision\n",
|
| 1052 |
+
"print(\"Python: \", sys.version)\n",
|
| 1053 |
+
"print(\"Torch: \", torch.__version__)\n",
|
| 1054 |
+
"print(\"Transformers:\", transformers.__version__)\n",
|
| 1055 |
+
"print(\"Pillow: \", PIL.__version__)\n",
|
| 1056 |
+
"print(\"Torchvision: \", torchvision.__version__)\n",
|
| 1057 |
+
"try:\n",
|
| 1058 |
+
" import qwen_vl_utils\n",
|
| 1059 |
+
" print(\"qwen_vl_utils:\", qwen_vl_utils.__version__)\n",
|
| 1060 |
+
"except Exception:\n",
|
| 1061 |
+
" print(\"qwen_vl_utils: NOT INSTALLED or no __version__\")\n",
|
| 1062 |
+
"\n",
|
| 1063 |
+
"print()\n",
|
| 1064 |
+
"\n",
|
| 1065 |
+
"# --- Check processor config ---\n",
|
| 1066 |
+
"print(\"=== Processor Image Config ===\")\n",
|
| 1067 |
+
"print(\"size (min/max pixels):\", processor.image_processor.size)\n",
|
| 1068 |
+
"print(\"patch_size:\", processor.image_processor.patch_size)\n",
|
| 1069 |
+
"print(\"merge_size:\", processor.image_processor.merge_size)\n",
|
| 1070 |
+
"print(\"resample:\", processor.image_processor.resample)\n",
|
| 1071 |
+
"\n",
|
| 1072 |
+
"print()\n",
|
| 1073 |
+
"\n",
|
| 1074 |
+
"# --- Check image after loading (before processor) ---\n",
|
| 1075 |
+
"from PIL import Image\n",
|
| 1076 |
+
"img = Image.open(\"./car-1_256_0.jpg\").convert(\"RGB\")\n",
|
| 1077 |
+
"print(\"=== Raw Image ===\")\n",
|
| 1078 |
+
"print(\"PIL size (WxH):\", img.size)\n",
|
| 1079 |
+
"print(\"PIL mode:\", img.mode)\n",
|
| 1080 |
+
"\n",
|
| 1081 |
+
"import numpy as np\n",
|
| 1082 |
+
"img_np = np.array(img)\n",
|
| 1083 |
+
"print(\"Pixel checksum (sum of all pixels):\", img_np.sum())\n",
|
| 1084 |
+
"print(\"Pixel hash (first 10 rows md5):\")\n",
|
| 1085 |
+
"import hashlib\n",
|
| 1086 |
+
"print(\" \", hashlib.md5(img_np[:10].tobytes()).hexdigest())\n",
|
| 1087 |
+
"\n",
|
| 1088 |
+
"print()\n",
|
| 1089 |
+
"\n",
|
| 1090 |
+
"# --- Check inputs after processor ---\n",
|
| 1091 |
+
"print(\"=== Processor Outputs ===\")\n",
|
| 1092 |
+
"print(\"input_ids shape:\", inputs.input_ids.shape)\n",
|
| 1093 |
+
"print(\"input_ids hash:\", hashlib.md5(inputs.input_ids.cpu().numpy().tobytes()).hexdigest())\n",
|
| 1094 |
+
"print(\"pixel_values shape:\", inputs.pixel_values.shape)\n",
|
| 1095 |
+
"print(\"pixel_values dtype:\", inputs.pixel_values.dtype)\n",
|
| 1096 |
+
"print(\"pixel_values sum:\", inputs.pixel_values.sum().item())\n",
|
| 1097 |
+
"print(\"pixel_values hash:\", hashlib.md5(inputs.pixel_values.float().cpu().numpy().tobytes()).hexdigest())\n",
|
| 1098 |
+
"print(\"image_grid_thw:\", inputs.image_grid_thw)\n"
|
| 1099 |
+
]
|
| 1100 |
+
},
|
| 1101 |
+
{
|
| 1102 |
+
"cell_type": "code",
|
| 1103 |
+
"execution_count": null,
|
| 1104 |
+
"id": "d9e47144-a9f2-465f-9c4b-7458220e3510",
|
| 1105 |
"metadata": {},
|
| 1106 |
"outputs": [],
|
| 1107 |
"source": []
|