From 27666263eeb21ca6ae952afd2a5f7856743df515 Mon Sep 17 00:00:00 2001
From: zhang chen <chen.zhang@zilliz.com>
Date: Fri, 17 Dec 2021 16:52:45 +0800
Subject: [PATCH] add return shape introduction

---
 README.md        | 1 +
 pytorch/model.py | 3 +--
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 0a7e661..eabb5ef 100644
--- a/README.md
+++ b/README.md
@@ -41,6 +41,7 @@ The Operator returns a tuple `Tuple[('feature_vector', numpy.ndarray)]` containi
 - feature_vector:
   - the embedding of the image
   - data type: `numpy.ndarray`
+  - shape: (dim,)
 
 ## Requirements
 
diff --git a/pytorch/model.py b/pytorch/model.py
index 507eee6..728d953 100644
--- a/pytorch/model.py
+++ b/pytorch/model.py
@@ -32,8 +32,7 @@ class Model():
 
     def __call__(self, img_tensor: torch.Tensor):
         features = self._model.extract_features(img_tensor)
-        channels = features.shape[0]
-        return self._avg_pooling(features).view(channels, -1).detach().numpy()
+        return self._avg_pooling(features).flatten().detach().numpy()
 
     def train(self):
         """