From 6ee43a642a17d0650a626298aaf5ebd9b8d36b33 Mon Sep 17 00:00:00 2001
From: ekinakyurek <akyurekekin@gmail.com>
Date: Tue, 5 Nov 2019 11:23:12 +0800
Subject: [PATCH 1/3] loading from array

---
 src/util.jl | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/src/util.jl b/src/util.jl
index 787774b..8085389 100644
--- a/src/util.jl
+++ b/src/util.jl
@@ -76,7 +76,13 @@ end
 """
 function loadModel(fname::AbstractString)
     f = KnetLayers.load(fname)
-    return f["model"], f["opts"], f["vocab"], f["parser"]
+    prms,opts,vocab,parser = f["model"], f["opts"], f["vocab"], f["parser"]
+    ModelType = eval(Meta.parse(opts[:modelType]))
+    model = ModelType(opts,vocab)
+    for (wm,wl) in zip(params(model),prms)
+        copyto!(wm.value,wl)
+    end
+    return model,opts,vocab,parser
 end
 
 """

From 222bc4e28447a0d5f6eb24f097aad4314dd97fbb Mon Sep 17 00:00:00 2001
From: EC2 Default User <ec2-user@ip-172-31-3-247.us-east-2.compute.internal>
Date: Tue, 5 Nov 2019 04:20:29 +0000
Subject: [PATCH 2/3] new load

---
 README.md   | 16 ++++++++++++++--
 src/util.jl |  6 +++---
 2 files changed, 17 insertions(+), 5 deletions(-)

diff --git a/README.md b/README.md
index 78edc7b..c5ee4d4 100644
--- a/README.md
+++ b/README.md
@@ -40,12 +40,24 @@ Detailed information about experiments can be found in [scripts/](scripts/README
 **Note**: An Nvidia GPU is required to train the models in a reasonable amount of time.
 
 ## Tagging
+Available Pre-Trained Models
 
-Note: Limited Support
+```JULIA
+trained(MorseModel, TRDataSet);
+trained(MorseModel, UDDataSet, lang="ru");
+trained(MorseModel, UDDataSet, lang="da");
+trained(MorseModel, UDDataSet, lang="fi");
+trained(MorseModel, UDDataSet, lang="pt");
+trained(MorseModel, UDDataSet, lang="es");
+trained(MorseModel, UDDataSet, lang="hu");
+trained(MorseModel, UDDataSet, lang="bg");
+trained(MorseModel, UDDataSet, lang="sv");
+```
+How To Use
 
 ```Julia
    julia> using Knet, KnetLayers, Morse
-   julia> model, vocabulary, parser = trained(MorseModel, TRDataSet, vers="2018");
+   julia> model, vocabulary, parser = trained(MorseModel, TRDataSet);
    julia> predictions = model("annem sana yardım edemez .", v=vocabulary, p=parser)
    annem anne+Noun+A3sg+P1sg+Nom
    sana sen+Pron+Pers+A2sg+Pnon+Dat
diff --git a/src/util.jl b/src/util.jl
index 8085389..7852b87 100644
--- a/src/util.jl
+++ b/src/util.jl
@@ -50,11 +50,11 @@ function download(dataset::Type{TRDataSet}; path=dir("data","TrMor2018"))
     end
 end
 
-const server_url ="ai.ku.edu.tr/models/morse/"
+const server_url ="people.csail.mit.edu/deniz/models/morse/"
 
-function download(model::Type{T}, format::Type{TRDataSet}; vers="2018", lemma=true, lang="tr") where T
+function download(model::Type{T}, format; vers="2018", lemma=true, lang="tr") where T
     flang = format===TRDataSet ? string("TR-tr",vers) : string("UD-",lang)
-    mname = string(T,"_lemma_",lemma,"_lang_",flang,"_size_full",".jld2")
+    mname = string("bestModel.",T,"_lemma_",lemma,"_lang_",flang,"_size_full","_params.jld2")
     lpath = dir("checkpoints",mname)
     if !isfile(lpath)
         mpath = string(server_url, mname)

From 1bb3b093dff62ffb2cc85fefcd1e533e55ce98bf Mon Sep 17 00:00:00 2001
From: EC2 Default User <ec2-user@ip-172-31-3-247.us-east-2.compute.internal>
Date: Tue, 5 Nov 2019 04:28:13 +0000
Subject: [PATCH 3/3] update readme

---
 README.md | 22 +++++++++++++---------
 1 file changed, 13 insertions(+), 9 deletions(-)

diff --git a/README.md b/README.md
index c5ee4d4..e1879e7 100644
--- a/README.md
+++ b/README.md
@@ -40,20 +40,24 @@ Detailed information about experiments can be found in [scripts/](scripts/README
 **Note**: An Nvidia GPU is required to train the models in a reasonable amount of time.
 
 ## Tagging
+
 Available Pre-Trained Models
 
 ```JULIA
 trained(MorseModel, TRDataSet);
-trained(MorseModel, UDDataSet, lang="ru");
-trained(MorseModel, UDDataSet, lang="da");
-trained(MorseModel, UDDataSet, lang="fi");
-trained(MorseModel, UDDataSet, lang="pt");
-trained(MorseModel, UDDataSet, lang="es");
-trained(MorseModel, UDDataSet, lang="hu");
-trained(MorseModel, UDDataSet, lang="bg");
-trained(MorseModel, UDDataSet, lang="sv");
+trained(MorseModel, UDDataSet, lang="ru"); # Russian
+trained(MorseModel, UDDataSet, lang="da"); # Danish
+trained(MorseModel, UDDataSet, lang="fi"); # Finnish
+trained(MorseModel, UDDataSet, lang="pt"); # Portuguese
+trained(MorseModel, UDDataSet, lang="es"); # Español
+trained(MorseModel, UDDataSet, lang="hu"); # Hungarian
+trained(MorseModel, UDDataSet, lang="bg"); # Bulgarian
+trained(MorseModel, UDDataSet, lang="sv"); # Swedish
 ```
-How To Use
+
+### How To Use
+
+Note: Please use lowercased and tokenized inputs.
 
 ```Julia
    julia> using Knet, KnetLayers, Morse