Update README.md

README.md

@@ -1,3 +1,78 @@
----
-license: apache-2.0
----
+---
+license: apache-2.0
+---
+
+## Checkpoints for SlimFlow
+
+```bash
+cd SlimFlow
+huggingface-cli download Yuanzhi/SlimFlow --local-dir ckpts
+```
+
+
+########################## CIFAR-10 ##########################
+```bash
+python ./image_sampling.py \
+    --config ./configs/rectified_flow/cifar10_rf_gaussian.py \
+    --sampling_dir "./ckpts/CIFAR_2_rectified_flow_100000edm_flip_warmup_300000_28m.pth" \
+    --config.eval.batch_size 64 \
+    --config.model.nf 128 --config.model.num_res_blocks 2 --config.data.image_size 32 --config.model.ch_mult '(1, 2, 2)'
+```
+
+```bash
+python ./image_sampling.py \
+    --config ./configs/rectified_flow/cifar10_rf_gaussian.py \
+    --sampling_dir "./ckpts/CIFAR_2_rectified_flow_100000edm_flip_warmup_300000_15m.pth" \
+    --config.eval.batch_size 64 \
+    --config.model.nf 96 --config.model.num_res_blocks 2 --config.data.image_size 32 --config.model.ch_mult '(1, 2, 2)'
+```
+
+```bash
+python ./image_sampling.py \
+    --config ./configs/rectified_flow/cifar10_rf_gaussian.py \
+    --sampling_dir "./ckpts/CIFAR_2_rectified_flow_100000edm_flip_warmup_300000_7m.pth" \
+    --config.eval.batch_size 64 \
+    --config.model.nf 64 --config.model.num_res_blocks 2 --config.data.image_size 32 --config.model.ch_mult '(1, 2, 2)'
+```
+
+```bash
+python ./image_sampling.py \
+    --config ./configs/rectified_flow/cifar10_rf_gaussian.py \
+    --sampling_dir "./ckpts/CIFAR_2_rectified_flow_100000edm_flip_warmup_300000_3m.pth" \
+    --config.eval.batch_size 64 \
+    --config.model.nf 64 --config.model.num_res_blocks 1 --config.data.image_size 32 --config.model.ch_mult '(1, 1, 2)'
+```
+
+```bash
+python ./image_sampling.py \
+    --config ./configs/rectified_flow/cifar10_rf_gaussian.py \
+    --sampling_dir "./ckpts/CIFAR_distill_2_rectified_flow_500000edm_lpips_use_teacher_15m.pth" \
+    --config.eval.batch_size 64 \
+    --config.model.nf 96 --config.model.num_res_blocks 2 --config.data.image_size 32 --config.model.ch_mult '(1, 2, 2)'
+
+```bash
+python ./image_sampling.py \
+    --config ./configs/rectified_flow/cifar10_rf_gaussian.py \
+    --sampling_dir "./ckpts/CIFAR_distill_2_rectified_flow_500000edm_lpips_use_teacher_7m.pth" \
+    --config.eval.batch_size 64 \
+    --config.model.nf 64 --config.model.num_res_blocks 2 --config.data.image_size 32 --config.model.ch_mult '(1, 2, 2)'
+```
+
+
+
+########################## ImageNet 64 ##########################
+```bash
+python ./image_sampling.py \
+    --config ./configs/rectified_flow/cifar10_rf_gaussian.py \
+    --sampling_dir "./ckpts/ImageNet_2_rectified_flow_400000edm_flip_warmup_300000_44m.pth" \
+    --config.eval.batch_size 64 \
+    --config.model.name DhariwalUNet --config.model.nf 128 --config.model.num_res_blocks 2 --config.model.ch_mult '(1, 2, 2, 2)' --config.data.num_classes 1000 --config.data.image_size 64 --config.model.attn_resolutions '32, 16'
+```
+
+```bash
+python ./image_sampling.py \
+    --config ./configs/rectified_flow/cifar10_rf_gaussian.py \
+    --sampling_dir "./ckpts/ImageNet_distill_2_rectified_flow_500000edm_lpips_use_teacher_44m.pth" \
+    --config.eval.batch_size 64 \
+    --config.model.name DhariwalUNet --config.model.nf 128 --config.model.num_res_blocks 2 --config.model.ch_mult '(1, 2, 2, 2)' --config.data.num_classes 1000 --config.data.image_size 64 --config.model.attn_resolutions '32, 16'
+```