Merge pull request #1409 from ultmaster/master

Fix broken links in docs and issues of links to English docs appearing in Chinese docs

docs/en_US/AdvancedFeature/MultiPhase.md

@@ -60,7 +60,7 @@ trial:
 
 ### Write a tuner that leverages multi-phase:
 
-Before writing a multi-phase tuner, we highly suggest you to go through  [Customize Tuner](https://nni.readthedocs.io/en/latest/Customize_Tuner.html). Same as writing a normal tuner, your tuner needs to inherit from `Tuner` class. When you enable multi-phase through configuration (set `multiPhase` to true), your tuner will get an additional parameter `trial_job_id` via tuner's following methods:
+Before writing a multi-phase tuner, we highly suggest you to go through [Customize Tuner](https://nni.readthedocs.io/en/latest/Tuner/CustomizeTuner.html). Same as writing a normal tuner, your tuner needs to inherit from `Tuner` class. When you enable multi-phase through configuration (set `multiPhase` to true), your tuner will get an additional parameter `trial_job_id` via tuner's following methods:
 ```
 generate_parameters
 generate_multiple_parameters

docs/en_US/Tutorial/AnnotationSpec.md

@@ -84,10 +84,10 @@ h_pooling = max_pool(hidden_layer, pool_size)
 
    `'''@nni.report_intermediate_result(metrics)'''`
 
-`@nni.report_intermediate_result` is used to report intermediate result, whose usage is the same as `nni.report_intermediate_result` in [Trials.md](../TrialExample/Trials.md)
+`@nni.report_intermediate_result` is used to report intermediate result, whose usage is the same as `nni.report_intermediate_result` in the doc of [Write a trial run on NNI](../TrialExample/Trials.md)
 
 ### 4. Annotate final result
 
    `'''@nni.report_final_result(metrics)'''`
 
-`@nni.report_final_result` is used to report the final result of the current trial, whose usage is the same as `nni.report_final_result` in [Trials.md](../TrialExample/Trials.md)
+`@nni.report_final_result` is used to report the final result of the current trial, whose usage is the same as `nni.report_final_result` in the doc of [Write a trial run on NNI](../TrialExample/Trials.md)

tools/nni_annotation/README.md

@@ -28,7 +28,7 @@ In NNI, there are mainly four types of annotation:
 
 **Arguments**
 
-- **sampling_algo**: Sampling algorithm that specifies a search space. User should replace it with a built-in NNI sampling function whose name consists of an `nni.` identification and a search space type specified in [SearchSpaceSpec](https://nni.readthedocs.io/en/latest/SearchSpaceSpec.html) such as `choice` or `uniform`.
+- **sampling_algo**: Sampling algorithm that specifies a search space. User should replace it with a built-in NNI sampling function whose name consists of an `nni.` identification and a search space type specified in [SearchSpaceSpec](https://nni.readthedocs.io/en/latest/Tutorial/SearchSpaceSpec.html) such as `choice` or `uniform`.
 - **name**: The name of the variable that the selected value will be assigned to. Note that this argument should be the same as the left value of the following assignment statement.
 
 There are 10 types to express your search space as follows:
@@ -83,10 +83,10 @@ h_pooling = max_pool(hidden_layer, pool_size)
 
    `'''@nni.report_intermediate_result(metrics)'''`
 
-`@nni.report_intermediate_result` is used to report intermediate result, whose usage is the same as `nni.report_intermediate_result` in [Trials.md](https://nni.readthedocs.io/en/latest/Trials.html)
+`@nni.report_intermediate_result` is used to report intermediate result, whose usage is the same as `nni.report_intermediate_result` in the doc of [Write a trial run on NNI](https://nni.readthedocs.io/en/latest/TrialExample/Trials.html)
 
 ### 4. Annotate final result
 
    `'''@nni.report_final_result(metrics)'''`
 
-`@nni.report_final_result` is used to report the final result of the current trial, whose usage is the same as `nni.report_final_result` in [Trials.md](https://nni.readthedocs.io/en/latest/Trials.html)
+`@nni.report_final_result` is used to report the final result of the current trial, whose usage is the same as `nni.report_final_result` in the doc of [Write a trial run on NNI](https://nni.readthedocs.io/en/latest/TrialExample/Trials.html)